scmogcn Config

This is the config for scmogcn.

examples/tuning/joint_embedding_scmogcn/GSE140203_SKIN_atac2gex/pipeline_params_tuning_config.yaml

---
# 记得核对这些函数是否合适以及有没有新加的，毕竟是粗暴移植的
type: preprocessor
tune_mode: pipeline_params
pipeline_tuning_top_k: 3
parameter_tuning_freq_n: 15
step3_start_k: 1
step3_sweep_ids: [ity5il0c, 2wr33m3e]
pipeline:
  - type: filter.gene
    include:
      - FilterGenesScanpyOrder
      - FilterGenesPlaceHolder
      - FilterGenesPercentile
    params:
      mod: mod1
    default_params:
      FilterGenesScanpyOrder:
        order: [min_counts, max_counts, min_cells, max_cells]
        min_counts: 0.01
        max_counts: 0.99
        min_cells: 0.01
        max_cells: 0.99
  - type: filter.gene
    include:
      - FilterGenesScanpyOrder
      - FilterGenesPlaceHolder
      - FilterGenesPercentile
    params:
      mod: mod2
    default_params:
      FilterGenesScanpyOrder:
        order: [min_counts, max_counts, min_cells, max_cells]
        min_counts: 0.01
        max_counts: 0.99
        min_cells: 0.01
        max_cells: 0.99
  - type: misc
    target: AlignMod
  - type: normalize
    include: [NormalizePlaceHolder, tfidfTransform]
    params:
      mod: mod1
  - type: normalize
    include: [NormalizePlaceHolder, tfidfTransform]
    params:
      mod: mod2
  - type: normalize
    include:
      - NormalizePlaceHolder
      - ColumnSumNormalize
      - ScTransform
      - Log1P
      - NormalizeTotal
      - NormalizeTotalLog1P
    params:
      mod: mod1
    default_params:
      ScTransform:
        processes_num: 8
  - type: normalize
    include:
      - NormalizePlaceHolder
      - ColumnSumNormalize
      - ScTransform
      - Log1P
      - NormalizeTotal
      - NormalizeTotalLog1P
    params:
      mod: mod2
    default_params:
      ScTransform:
        processes_num: 8
  - type: filter.gene
    include:
      - HighlyVariableGenesLogarithmizedByMeanAndDisp
      - HighlyVariableGenesRawCount
      - FilterGenesNumberPlaceHolder
      - HighlyVariableGenesLogarithmizedByTopGenes
      - FilterGenesTopK
      - FilterGenesRegression
    params:
      mod: mod1
      channel: counts
      channel_type: layers
    default_params:
      FilterGenesTopK:
        num_genes: 3000
      FilterGenesRegression:
        num_genes: 3000
      HighlyVariableGenesRawCount:
        n_top_genes: 3000
      HighlyVariableGenesLogarithmizedByTopGenes:
        n_top_genes: 3000
  - type: filter.gene
    include:
      - HighlyVariableGenesLogarithmizedByMeanAndDisp
      - HighlyVariableGenesRawCount
      - FilterGenesNumberPlaceHolder
      - HighlyVariableGenesLogarithmizedByTopGenes
      - FilterGenesTopK
      - FilterGenesRegression
    params:
      mod: mod2
      channel: counts
      channel_type: layers  # all inplace
    default_params:
      FilterGenesTopK:
        num_genes: 3000
      FilterGenesRegression:
        num_genes: 3000
      HighlyVariableGenesRawCount:
        n_top_genes: 3000
      HighlyVariableGenesLogarithmizedByTopGenes:
        n_top_genes: 3000
  - type: filter.cell
    include: [FilterCellsScanpyOrder, FilterCellsPlaceHolder]
    params:
      mod: mod1
    default_params:
      FilterCellsScanpyOrder:
        order: [min_counts, min_genes, max_counts, max_genes]
        min_counts: 0.01
        max_counts: 0.99
        min_genes: 0.01
        max_genes: 0.99
  - type: filter.cell
    include: [FilterCellsScanpyOrder, FilterCellsPlaceHolder]
    params:
      mod: mod2
    default_params:
      FilterCellsScanpyOrder:
        order: [min_counts, min_genes, max_counts, max_genes]
        min_counts: 0.01
        max_counts: 0.99
        min_genes: 0.01
        max_genes: 0.99
  - type: filter.cell
    target: FilterCellsCommonMod
    params:
      mod1: mod1
      mod2: mod2
      sol: test_sol
  - type: filter.cell
    include: [FilterCellsScanpyOrder, FilterCellsPlaceHolder]
    params:
      mod: meta1
    default_params:
      FilterCellsScanpyOrder:
        order: [min_counts, min_genes, max_counts, max_genes]
        min_counts: 0.01
        max_counts: 0.99
        min_genes: 0.01
        max_genes: 0.99
  - type: filter.cell
    include: [FilterCellsScanpyOrder, FilterCellsPlaceHolder]
    params:
      mod: meta2
    default_params:
      FilterCellsScanpyOrder:
        order: [min_counts, min_genes, max_counts, max_genes]
        min_counts: 0.01
        max_counts: 0.99
        min_genes: 0.01
        max_genes: 0.99
  - type: filter.cell
    target: FilterCellsCommonMod
    params:
      mod1: meta1
      mod2: meta2
  - type: feature.cell
    include:
      - CellPCA
      - CellSVD
      - GaussRandProjFeature
      - WeightedFeaturePCA
      - WeightedFeatureSVD
      - FeatureCellPlaceHolder
    params:
      out: feature.cell
      log_level: INFO
      mod: mod1
    default_params:
      CellPCA:
        n_components: 400
      CellSVD:
        n_components: 400
      GaussRandProjFeature:
        n_components: 400
      WeightedFeaturePCA:
        n_components: 400
      WeightedFeatureSVD:
        n_components: 400
  - type: feature.cell
    include:
      - CellPCA
      - CellSVD
      - GaussRandProjFeature
      - WeightedFeaturePCA
      - WeightedFeatureSVD
      - FeatureCellPlaceHolder
    params:
      out: feature.cell
      log_level: INFO
      mod: mod2
    default_params:
      CellPCA:
        n_components: 400
      CellSVD:
        n_components: 400
      GaussRandProjFeature:
        n_components: 400
      WeightedFeaturePCA:
        n_components: 400
      WeightedFeatureSVD:
        n_components: 400
  - type: misc
    target: SetConfig
    params:
      config_dict:
        feature_mod: [mod1, mod2]
        label_mod: [mod1, mod1, mod1, mod1, mod1]
        feature_channel_type: [obsm, obsm]
        feature_channel: [feature.cell, feature.cell]
        label_channel:
          - cell_type
          - batch_label
          - phase_labels
          - S_scores
          - G2M_scores
wandb:
  entity: xzy11632
  project: dance-dev
  method: grid
  metric:
    name: ARI
    goal: maximize
run_kwargs:
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.3.normalize: tfidfTransform
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    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
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    pipeline.3.normalize: NormalizePlaceHolder
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    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
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    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
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    pipeline.9.filter.cell: FilterCellsScanpyOrder
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  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeaturePCA
    pipeline.16.feature.cell: CellPCA
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    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesRawCount
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
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    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
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    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: NormalizePlaceHolder
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    pipeline.5.normalize: NormalizePlaceHolder
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.16.feature.cell: CellSVD
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    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
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    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: GaussRandProjFeature
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ScTransform
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
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    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.3.normalize: tfidfTransform
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    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
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    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
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    pipeline.12.filter.cell: FilterCellsScanpyOrder
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    pipeline.3.normalize: tfidfTransform
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    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ScTransform
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.3.normalize: tfidfTransform
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    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.3.normalize: tfidfTransform
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    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
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    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
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    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: GaussRandProjFeature
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: FilterGenesTopK
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
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    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotalLog1P
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizeTotal
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: HighlyVariableGenesRawCount
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsPlaceHolder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.8.filter.gene: FilterGenesRegression
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ScTransform
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: FeatureCellPlaceHolder
    pipeline.16.feature.cell: FeatureCellPlaceHolder
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPlaceHolder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: WeightedFeatureSVD
    pipeline.16.feature.cell: WeightedFeatureSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: NormalizePlaceHolder
    pipeline.5.normalize: NormalizeTotal
    pipeline.6.normalize: Log1P
    pipeline.7.filter.gene: HighlyVariableGenesLogarithmizedByTopGenes
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesScanpyOrder
  - pipeline.0.filter.gene: FilterGenesPercentile
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellPCA
    pipeline.16.feature.cell: CellPCA
    pipeline.3.normalize: NormalizePlaceHolder
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: Log1P
    pipeline.6.normalize: NormalizePlaceHolder
    pipeline.7.filter.gene: FilterGenesRegression
    pipeline.8.filter.gene: HighlyVariableGenesLogarithmizedByMeanAndDisp
    pipeline.9.filter.cell: FilterCellsScanpyOrder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsPlaceHolder
    pipeline.13.filter.cell: FilterCellsPlaceHolder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: CellSVD
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: ColumnSumNormalize
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPercentile
  - pipeline.0.filter.gene: FilterGenesScanpyOrder
    pipeline.10.filter.cell: FilterCellsScanpyOrder
    pipeline.12.filter.cell: FilterCellsScanpyOrder
    pipeline.13.filter.cell: FilterCellsScanpyOrder
    pipeline.15.feature.cell: CellSVD
    pipeline.16.feature.cell: WeightedFeaturePCA
    pipeline.3.normalize: tfidfTransform
    pipeline.4.normalize: tfidfTransform
    pipeline.5.normalize: ColumnSumNormalize
    pipeline.6.normalize: NormalizeTotalLog1P
    pipeline.7.filter.gene: FilterGenesTopK
    pipeline.8.filter.gene: FilterGenesNumberPlaceHolder
    pipeline.9.filter.cell: FilterCellsPlaceHolder
    pipeline.1.filter.gene: FilterGenesPlaceHolder