Instructions to use evalengine/decision-0.8b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use evalengine/decision-0.8b with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3.5-0.8B") model = PeftModel.from_pretrained(base_model, "evalengine/decision-0.8b") - Notebooks
- Google Colab
- Kaggle
Download provenance/selection.json from evalengine/decision-0.8b: direct link, hf CLI and curl.
- Browser
- Download file 1.76 kB
-
https://huggingface.co/evalengine/decision-0.8b/resolve/main/provenance/selection.json
- Command line
-
hf download hf://evalengine/decision-0.8b/provenance/selection.json
-
curl -L -o selection.json https://huggingface.co/evalengine/decision-0.8b/resolve/main/provenance/selection.json
1.76 kB
| { | |
| "protocol_sha256": "96feb75f49f4d90ecc42678153836d5ab1e21de5da68bce8cab96e2123ef71fa", | |
| "selected": { | |
| "adapter": "runs/decision-0.8b-v2/adapter", | |
| "report": "reports/decision-0.8b-v2/decision-development.json", | |
| "step": 9289, | |
| "report_sha256": "701bf9841acbb867d113dff015a52323832deeaeff5b5174be63f1d05f9cf321", | |
| "accuracy": 0.7589686098654709, | |
| "family_macro": 0.7953125 | |
| }, | |
| "candidates": [ | |
| { | |
| "adapter": "runs/decision-0.8b-v1/checkpoint-500", | |
| "report": "reports/decision-0.8b-v1/pilot500-development.json", | |
| "step": 500, | |
| "report_sha256": "ee8903d0b3b4109f0ea84effb5ab7519291e757e47ba97bb8c64a7dc5ca422d7", | |
| "accuracy": 0.6233183856502242, | |
| "family_macro": 0.6508854166666667 | |
| }, | |
| { | |
| "adapter": "runs/decision-0.8b-v2/checkpoint-1000", | |
| "report": "reports/decision-0.8b-v2/checkpoint1000-development.json", | |
| "step": 1000, | |
| "report_sha256": "4c1e30a22a651d0ac1279d7838ec24a3baf05c4e90635db8322e25cd2bb87917", | |
| "accuracy": 0.6401345291479821, | |
| "family_macro": 0.67140625 | |
| }, | |
| { | |
| "adapter": "runs/decision-0.8b-v2/checkpoint-5000", | |
| "report": "reports/decision-0.8b-v2/checkpoint5000-development.json", | |
| "step": 5000, | |
| "report_sha256": "8a2b8779d803e90f43f0244525cca94d0e62719a79e1d83c0e3a3dce6e178408", | |
| "accuracy": 0.7432735426008968, | |
| "family_macro": 0.776875 | |
| }, | |
| { | |
| "adapter": "runs/decision-0.8b-v2/adapter", | |
| "report": "reports/decision-0.8b-v2/decision-development.json", | |
| "step": 9289, | |
| "report_sha256": "701bf9841acbb867d113dff015a52323832deeaeff5b5174be63f1d05f9cf321", | |
| "accuracy": 0.7589686098654709, | |
| "family_macro": 0.7953125 | |
| } | |
| ], | |
| "test_predictions_used": false | |
| } |