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Update labels for foundation models
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src/methods/geneformer/config.vsh.yaml

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@@ -64,4 +64,4 @@ runners:
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- type: executable
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- type: nextflow
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directives:
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label: [midtime, highmem, highcpu, midgpu, midsharedmem]
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label: [hightime, highmem, midcpu, midgpu, midsharedmem]

src/methods/scgpt_zeroshot/config.vsh.yaml

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@@ -4,19 +4,19 @@ name: scgpt_zeroshot
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label: scGPT (zero shot)
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summary: "Reference mapping using cell embedding by pretrained scGPT model."
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description: |
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scGPT is a foundation model for single-cell biology based on a generative pre-trained transformer and trained on a repository of over 33 million cells. Following the zero-shot approach, a pre-trained scGPT model is used to embed cells and map unlabelled cells in a query set to the reference dataset with provided annotations based on a nearest neighbor similarity search.
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scGPT is a foundation model for single-cell biology based on a generative pre-trained transformer and trained on a repository of over 33 million cells. Following the zero-shot approach, a pre-trained scGPT model is used to embed cells and map unlabelled cells in a query set to the reference dataset with provided annotations based on a nearest neighbor similarity search.
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references:
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references:
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doi: 10.1038/s41592-024-02201-0
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links:
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links:
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documentation: https://scgpt.readthedocs.io/en/latest/
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repository: https://github.com/bowang-lab/scGPT
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info:
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preferred_normalization: counts
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arguments:
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arguments:
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- name: --model_name
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type: string
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description: String giving the name of the scGPT model to use
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pypi:
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- gdown
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- scgpt # Install from PyPI to get dependencies
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- faiss-cpu # TODO: Try installing faiss-gpu
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- faiss-cpu # TODO: Try installing faiss-gpu
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- type: docker
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# Force re-installing from GitHub to get bug fixes
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run: |
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- type: executable
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- type: nextflow
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directives:
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label: [midtime, midmem, midcpu, gpu, midsharedmem]
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label: [hightime, midmem, midcpu, gpu, midsharedmem]

src/methods/scimilarity/config.vsh.yaml

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- type: executable
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- type: nextflow
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directives:
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label: [midtime, highmem, midcpu]
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label: [hightime, highmem, midcpu]

src/methods/scimilarity_knn/config.vsh.yaml

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- type: executable
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- type: nextflow
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directives:
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label: [midtime, highmem, midcpu]
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label: [hightime, highmem, midcpu]

src/methods/scprint/config.vsh.yaml

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- gene network inference: generate a gene network from any cell or cell
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cluster in your scRNAseq dataset
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This method uses the zero-shot ability of scPRINT for cell type prediction.
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As some predicted labels are likely to be different to those in the reference
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dataset, we use a combination of exact string matching and iterative linear sum
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This method uses the zero-shot ability of scPRINT for cell type prediction.
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As some predicted labels are likely to be different to those in the reference
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dataset, we use a combination of exact string matching and iterative linear sum
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assignment to generate a mapping between them using the training data.
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references:
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- type: executable
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- type: nextflow
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directives:
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label: [midtime, highmem, midcpu, gpu, midsharedmem]
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label: [hightime, highmem, midcpu, gpu, highsharedmem]

src/methods/uce/config.vsh.yaml

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- type: executable
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- type: nextflow
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directives:
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label: [hightime, highmem, midcpu, gpu]
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label: [hightime, veryhighmem, midcpu, biggpu]

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