Instructions to use apus-ailab/APUS-OpenJev-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use apus-ailab/APUS-OpenJev-v1 with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("apus-ailab/APUS-OpenJev-v1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download 9B-5949/reviewed-variant.json from apus-ailab/APUS-OpenJev-v1: direct link, hf CLI and curl.
- Browser
- Download file 1.25 kB
-
https://huggingface.co/apus-ailab/APUS-OpenJev-v1/resolve/68e5880df6be3bd820345b9233032e8e325bf4c1/9B-5949/reviewed-variant.json
- Command line
-
hf download hf://apus-ailab/APUS-OpenJev-v1@68e5880df6be3bd820345b9233032e8e325bf4c1/9B-5949/reviewed-variant.json
-
curl -L -o reviewed-variant.json https://huggingface.co/apus-ailab/APUS-OpenJev-v1/resolve/68e5880df6be3bd820345b9233032e8e325bf4c1/9B-5949/reviewed-variant.json
1.25 kB
| { | |
| "scope": "reviewed_variant_artifact", | |
| "passed": true, | |
| "private_only": true, | |
| "post_observation_scope_amendment": true, | |
| "original_comparison_sha256": "0a5ad3461c175596f1bcf76d0ef1142c2241b8d0044c1548d52a0e1f9cd0fb5d", | |
| "allowed_changed_ids": [ | |
| "mind2web:8368b990-c6ca-4cfe-a7ab-c2a88697639d:bf14f1d4-470f-4110-b3f4-019a9f7d0aed" | |
| ], | |
| "original_numerical_gate_passed": false, | |
| "original_decision_parity_passed": false, | |
| "decision_agreement": 159, | |
| "total_decisions": 160, | |
| "independent_questions": 80, | |
| "no_calibration_transfer": true, | |
| "probability_calibration_transfer_validated": false, | |
| "review": "One low-depth Browser decision changed from wrong to correct; high unchanged. This authorizes an independently measured private BF16 variant, NOT an adapter-equivalent replacement and NOT an improvement claim. Both earlier equivalence gates remain failed.", | |
| "before_top2_margin": 0.007057115435600281, | |
| "after_top2_margin": 0.12943440675735474, | |
| "required_final_gates": [ | |
| "all adapted weight matrices equal expected merge arithmetic", | |
| "portable runtime agrees with merged reference on160 decisions", | |
| "all artifacts SHA verified after pinned HF download", | |
| "fresh-process downloaded runtime verification" | |
| ] | |
| } | |