Download metadata/transcriptomic_readout.json from NisargOza/CausalCellJEPA: direct link, hf CLI and curl.
- Browser
- Download file 2.11 kB
-
https://huggingface.co/NisargOza/CausalCellJEPA/resolve/main/metadata/transcriptomic_readout.json
- Command line
-
hf download hf://NisargOza/CausalCellJEPA/metadata/transcriptomic_readout.json
-
curl -L -o transcriptomic_readout.json https://huggingface.co/NisargOza/CausalCellJEPA/resolve/main/metadata/transcriptomic_readout.json
2.11 kB
| { | |
| "format_version": 1, | |
| "output_clamp_min": 0.0, | |
| "provenance": { | |
| "config_sha256": "ae3e35347aa781b3e70b7747d25bac2b32762d3a9e121c8808eac47259231e02", | |
| "dynamics_manifest_sha256": "15b54cf33b5aa7ccbb18d7b3a86f6718053e0de00b441570d3e0775bcbd4b743", | |
| "expression_cache_sha256": "3bdfea260555a97d714ebf262f404c43686187d931bbe51a4dc6ff7415ab98c0", | |
| "git": { | |
| "commit": "fad84e1acc8a0a7d89730ae3202d37f2a54ed390", | |
| "dirty": false | |
| }, | |
| "latent_cache_sha256": "af96f823f409c2cff0f2d6291f602e71bfcd986a425020a316e2895279f2a5d6", | |
| "replogle_manifest_sha256": "6869eb77452f331706804c2e2dd3530c2c7d27bdc20db050c9f2f1e051833488", | |
| "runtime_environment": { | |
| "cuda_device": null, | |
| "packages": { | |
| "PyYAML": "6.0.3", | |
| "anndata": "0.13.2", | |
| "h5py": "3.16.0", | |
| "numpy": "2.5.2", | |
| "scipy": "1.18.1", | |
| "torch": "2.13.0" | |
| }, | |
| "platform": "macOS-26.2-arm64-arm-64bit", | |
| "python": "3.12.13", | |
| "torch_cuda": null | |
| }, | |
| "runtime_source_sha256": "0ff758787691a6f4617a5d1b5227c2d2f084d511d72757a7f40be5c8a6d45bba" | |
| }, | |
| "report": { | |
| "architecture": "linear", | |
| "fit_cells": 114029, | |
| "fit_roles": [ | |
| "control_inference", | |
| "control_train", | |
| "dynamics_train" | |
| ], | |
| "gene_mean_validation_mse": 0.215615381566037, | |
| "ridge_candidates": [ | |
| 0.01, | |
| 0.1, | |
| 1.0, | |
| 10.0, | |
| 100.0, | |
| 1000.0, | |
| 10000.0 | |
| ], | |
| "ridge_validation_mse": [ | |
| 0.1981283325798177, | |
| 0.19839068655982503, | |
| 0.19913802708319633, | |
| 0.200309854288563, | |
| 0.20122260128076588, | |
| 0.2017837046367308, | |
| 0.2057606820964378 | |
| ], | |
| "selected_ridge": 0.01, | |
| "selected_validation_mse": 0.1981283325798177, | |
| "split_cell_ids_sha256": { | |
| "train": "8fd886801e559e422bc258be0fd0ed704a5a214f2177eb91c7dbce2aef5a95de", | |
| "validation": "5a7116beafdfc707eea1a9f22a45f592c2cae2102fe6cc7ed214e969a31034e9" | |
| }, | |
| "train_cells": 108328, | |
| "validation_cells": 5701, | |
| "validation_explained_fraction": 0.08110297539632383, | |
| "validation_fraction": 0.05 | |
| } | |
| } | |