martinkim0
commited on
Commit
•
e4f44c6
1
Parent(s):
0ed2691
Upload README.md with huggingface_hub
Browse files
README.md
ADDED
@@ -0,0 +1,99 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: cc-by-4.0
|
3 |
+
library_name: scvi-tools
|
4 |
+
tags:
|
5 |
+
- biology
|
6 |
+
- genomics
|
7 |
+
- single-cell
|
8 |
+
- model_cls_name:SCANVI
|
9 |
+
- scvi_version:0.20.0
|
10 |
+
- anndata_version:0.8.0
|
11 |
+
- modality:rna
|
12 |
+
- tissue:Small_Intestine
|
13 |
+
- annotated:True
|
14 |
+
---
|
15 |
+
|
16 |
+
# Description
|
17 |
+
|
18 |
+
Tabula sapiens. An across organ dataset of cell-types in human tissues.
|
19 |
+
|
20 |
+
# Model properties
|
21 |
+
|
22 |
+
Many model properties are in the model tags. Some more are listed below.
|
23 |
+
|
24 |
+
**model_init_params**:
|
25 |
+
```json
|
26 |
+
{
|
27 |
+
"n_hidden": 128,
|
28 |
+
"n_latent": 20,
|
29 |
+
"n_layers": 3,
|
30 |
+
"dropout_rate": 0.05,
|
31 |
+
"dispersion": "gene",
|
32 |
+
"gene_likelihood": "nb",
|
33 |
+
"latent_distribution": "normal",
|
34 |
+
"use_batch_norm": "none",
|
35 |
+
"use_layer_norm": "both",
|
36 |
+
"encode_covariates": true
|
37 |
+
}
|
38 |
+
```
|
39 |
+
|
40 |
+
**model_setup_anndata_args**:
|
41 |
+
```json
|
42 |
+
{
|
43 |
+
"labels_key": "cell_ontology_class",
|
44 |
+
"unlabeled_category": "unknown",
|
45 |
+
"layer": null,
|
46 |
+
"batch_key": "donor_assay",
|
47 |
+
"size_factor_key": null,
|
48 |
+
"categorical_covariate_keys": null,
|
49 |
+
"continuous_covariate_keys": null
|
50 |
+
}
|
51 |
+
```
|
52 |
+
|
53 |
+
**model_summary_stats**:
|
54 |
+
| Summary Stat Key | Value |
|
55 |
+
|--------------------------|-------|
|
56 |
+
| n_batch | 2 |
|
57 |
+
| n_cells | 10458 |
|
58 |
+
| n_extra_categorical_covs | 0 |
|
59 |
+
| n_extra_continuous_covs | 0 |
|
60 |
+
| n_labels | 17 |
|
61 |
+
| n_latent_qzm | 20 |
|
62 |
+
| n_latent_qzv | 20 |
|
63 |
+
| n_vars | 4000 |
|
64 |
+
|
65 |
+
**model_data_registry**:
|
66 |
+
| Registry Key | scvi-tools Location |
|
67 |
+
|-------------------|----------------------------------------|
|
68 |
+
| X | adata.X |
|
69 |
+
| batch | adata.obs['_scvi_batch'] |
|
70 |
+
| labels | adata.obs['_scvi_labels'] |
|
71 |
+
| latent_qzm | adata.obsm['_scanvi_latent_qzm'] |
|
72 |
+
| latent_qzv | adata.obsm['_scanvi_latent_qzv'] |
|
73 |
+
| minify_type | adata.uns['_scvi_adata_minify_type'] |
|
74 |
+
| observed_lib_size | adata.obs['_scanvi_observed_lib_size'] |
|
75 |
+
|
76 |
+
**model_parent_module**: scvi.model
|
77 |
+
|
78 |
+
**data_is_minified**: True
|
79 |
+
|
80 |
+
# Training data
|
81 |
+
|
82 |
+
This is an optional link to where the training data is stored if it is too large
|
83 |
+
to host on the huggingface Model hub.
|
84 |
+
|
85 |
+
<!-- If your model is not uploaded with any data (e.g., minified data) on the Model Hub, then make
|
86 |
+
sure to provide this field if you want users to be able to access your training data. See the scvi-tools
|
87 |
+
documentation for details. -->
|
88 |
+
|
89 |
+
Training data url: https://zenodo.org/api/files/c676cd14-97a7-4ea6-ba70-2c7faa1d61d8/Small_Intestine_training_data.h5ad
|
90 |
+
|
91 |
+
# Training code
|
92 |
+
|
93 |
+
This is an optional link to the code used to train the model.
|
94 |
+
|
95 |
+
Training code url: https://github.com/scvi-hub-references/tabula_sapiens/main.py
|
96 |
+
|
97 |
+
# References
|
98 |
+
|
99 |
+
The Tabula Sapiens: A multi-organ, single-cell transcriptomic atlas of humans. The Tabula Sapiens Consortium. Science 2022.05.13; doi: https: //doi.org/10.1126/science.abl4896
|