jruffle commited on
Commit
a0688ce
·
verified ·
1 Parent(s): b07f45d

Upload folder using huggingface_hub

Browse files
Files changed (3) hide show
  1. README.md +4 -3
  2. metadata.json +4 -2
  3. model.joblib +2 -2
README.md CHANGED
@@ -15,7 +15,7 @@ Pre-trained tabpfn model for transcriptomic data compression.
15
  - **Mode**: transcriptome-centric compression
16
  - **Dimensions**: 8
17
  - **Training data**: TRACERx lung cancer transcriptomics
18
- - **Created**: 2026-01-09T21:05:12.845073
19
 
20
  ## Usage
21
 
@@ -30,6 +30,7 @@ model = joblib.load(f"{local_dir}/model.joblib")
30
  # For classical models (PCA/UMAP):
31
  # model contains: 'pca', 'umap', 'robust_scaler', 'gene_order'
32
 
33
- # For TabPFN models:
34
- # model contains: 'tabpfn_embedding', 'pca_final', 'input_scaler', etc.
 
35
  ```
 
15
  - **Mode**: transcriptome-centric compression
16
  - **Dimensions**: 8
17
  - **Training data**: TRACERx lung cancer transcriptomics
18
+ - **Created**: 2026-01-10T10:15:23.387619
19
 
20
  ## Usage
21
 
 
30
  # For classical models (PCA/UMAP):
31
  # model contains: 'pca', 'umap', 'robust_scaler', 'gene_order'
32
 
33
+ # For TabPFN models (with UMAP reduction):
34
+ # model contains: 'tabpfn_embedding', 'umap_final', 'raw_embeddings', 'input_scaler', etc.
35
+ # Uses UMAP instead of PCA for non-linear dimension reduction of TabPFN embeddings
36
  ```
metadata.json CHANGED
@@ -2,12 +2,13 @@
2
  "model_type": "tabpfn",
3
  "mode": "transcriptome",
4
  "dimensions": 8,
5
- "created": "2026-01-09T21:05:12.845338",
6
  "keys": [
7
  "tabpfn_embedding",
8
  "input_scaler",
9
  "pca_reduce",
10
- "pca_final",
 
11
  "kmeans",
12
  "pseudo_labels",
13
  "train_indices",
@@ -16,6 +17,7 @@
16
  "n_components",
17
  "max_features",
18
  "data_reduced_shape",
 
19
  "mode",
20
  "row_ids",
21
  "feature_ids",
 
2
  "model_type": "tabpfn",
3
  "mode": "transcriptome",
4
  "dimensions": 8,
5
+ "created": "2026-01-10T10:15:23.387836",
6
  "keys": [
7
  "tabpfn_embedding",
8
  "input_scaler",
9
  "pca_reduce",
10
+ "umap_final",
11
+ "raw_embeddings",
12
  "kmeans",
13
  "pseudo_labels",
14
  "train_indices",
 
17
  "n_components",
18
  "max_features",
19
  "data_reduced_shape",
20
+ "reduction_method",
21
  "mode",
22
  "row_ids",
23
  "feature_ids",
model.joblib CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:1013eca5421e114db6c8f9ffd868de052e8e449a545ff14b9d7826e49f2fdbfd
3
- size 46757634
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:db665109ac34be2278f62910c031f637449ca43cf4bd53cadcd5dbc069747597
3
+ size 129108674