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--- |
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license: cc-by-4.0 |
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library_name: scvi-tools |
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tags: |
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- biology |
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- genomics |
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- single-cell |
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- model_cls_name:SCANVI |
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- scvi_version:1.0.0 |
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- anndata_version:0.9.1 |
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- modality:rna |
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- annotated:True |
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--- |
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# Description |
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Human scANVI reference model |
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# Model properties |
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Many model properties are in the model tags. Some more are listed below. |
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**model_init_params**: |
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```json |
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{ |
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"n_hidden": 128, |
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"n_latent": 10, |
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"n_layers": 2, |
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"dropout_rate": 0.1, |
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"dispersion": "gene", |
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"gene_likelihood": "nb", |
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"linear_classifier": false, |
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"latent_distribution": "normal" |
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} |
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``` |
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**model_setup_anndata_args**: |
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```json |
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{ |
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"labels_key": "ct_fine", |
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"unlabeled_category": "Unknown", |
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"layer": "counts", |
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"batch_key": "batch", |
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"size_factor_key": null, |
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"categorical_covariate_keys": null, |
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"continuous_covariate_keys": null |
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} |
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``` |
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**model_summary_stats**: |
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|[1m [0m[1m Summary Stat Key [0m[1m [0m|[1m [0m[1mValue[0m[1m [0m| |
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|--------------------------|-------| |
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|[94m [0m[94m n_batch [0m[94m [0m|[35m [0m[35m 6 [0m[35m [0m| |
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|[94m [0m[94m n_cells [0m[94m [0m|[35m [0m[35m2323 [0m[35m [0m| |
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|[94m [0m[94mn_extra_categorical_covs[0m[94m [0m|[35m [0m[35m 0 [0m[35m [0m| |
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|[94m [0m[94mn_extra_continuous_covs [0m[94m [0m|[35m [0m[35m 0 [0m[35m [0m| |
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|[94m [0m[94m n_labels [0m[94m [0m|[35m [0m[35m 15 [0m[35m [0m| |
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|[94m [0m[94m n_vars [0m[94m [0m|[35m [0m[35m3000 [0m[35m [0m| |
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**model_data_registry**: |
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|[1m [0m[1mRegistry Key[0m[1m [0m|[1m [0m[1m scvi-tools Location [0m[1m [0m| |
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|--------------|---------------------------| |
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|[94m [0m[94m X [0m[94m [0m|[35m [0m[35m adata.layers['counts'] [0m[35m [0m| |
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|[94m [0m[94m batch [0m[94m [0m|[35m [0m[35madata.obs['_scvi_batch'] [0m[35m [0m| |
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|[94m [0m[94m labels [0m[94m [0m|[35m [0m[35madata.obs['_scvi_labels'][0m[35m [0m| |
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**model_parent_module**: https://zenodo.org/records/10669600/files/32_human_adata.h5ad?download=1 |
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**data_is_minified**: False |
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# Training data |
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This is an optional link to where the training data is stored if it is too large |
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to host on the huggingface Model hub. |
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<!-- If your model is not uploaded with any data (e.g., minified data) on the Model Hub, then make |
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sure to provide this field if you want users to be able to access your training data. See the scvi-tools |
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documentation for details. --> |
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Training data url: https://github.com/brickmanlab/proks-salehin-et-al |
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# Training code |
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This is an optional link to the code used to train the model. |
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Training code url: N/A |
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# References |
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Proks, Salehin et al., biorXiv |