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 evaluation/merge-verification.json from evalengine/decision-0.8b: direct link, hf CLI and curl.
- Browser
- Download file 7.85 kB
-
https://huggingface.co/evalengine/decision-0.8b/resolve/main/evaluation/merge-verification.json
- Command line
-
hf download hf://evalengine/decision-0.8b/evaluation/merge-verification.json
-
curl -L -o merge-verification.json https://huggingface.co/evalengine/decision-0.8b/resolve/main/evaluation/merge-verification.json
7.85 kB
| { | |
| "version": 1, | |
| "reference_report": "reports/decision-0.8b-v2/decision-development.json", | |
| "merged_report": "reports/decision-0.8b-v2/merged-development.json", | |
| "reference_sha256": "701bf9841acbb867d113dff015a52323832deeaeff5b5174be63f1d05f9cf321", | |
| "merged_sha256": "eeedeb35361995f7186d1ec3b2eafffd584eb71e559f2c930edbbe576831c0d8", | |
| "reference_model": { | |
| "provider": "local", | |
| "name": "models/Qwen--Qwen3.5-0.8B", | |
| "adapter": "runs/decision-0.8b-v2/adapter", | |
| "identity_version": 2, | |
| "prompt_sha256": "b2c4baf03d0224bf37ea1b2e11c2fa2c98c26d09a7a881a4565150829d1e2af0", | |
| "model_weights_sha256": "79353a8fb811beddb052c75f92debca361226dcb0700d8f46004a77bae214f7c", | |
| "model_config_sha256": "779572e46ae6552ba1826a162ab198560403ab1adeed8654e24e45c14e8ba978", | |
| "tokenizer_sha256": "4773ccc9cb7087ffa57977144fc5786e4c1b5ef4d2b25a850bd25d3318581142", | |
| "snapshot_sha256": "6aa297f2cadde0920e13ed5e2e0b78a33a36046d0d5fcb8efd8b03b4cd7e5ab3", | |
| "weight_identity_status": "verified_local_content", | |
| "encoding_sha256": "1e1255124fb4f698cabd531cbc251e2b0b91b8d119a53cf88974792f196a2c30", | |
| "inference_dtype": "bfloat16", | |
| "adapter_artifacts": { | |
| "config_sha256": "9fee8484ccc91ee15604c0264461eecfa46b2f5605362c662d31191c08ed900e", | |
| "weights_sha256": "cb80a8e8a5ffd1232abaecd37a3f91a58c0f268d218069ce4cb779f70158aff8" | |
| } | |
| }, | |
| "merged_model": { | |
| "provider": "local", | |
| "name": "exports/decision-0.8b-hf-release-v1", | |
| "adapter": null, | |
| "identity_version": 2, | |
| "prompt_sha256": "b2c4baf03d0224bf37ea1b2e11c2fa2c98c26d09a7a881a4565150829d1e2af0", | |
| "model_weights_sha256": "847a5e57da6235e29efe54367b1160d208b3cc3d9e7eac4ed2a7869dcf66aba0", | |
| "model_config_sha256": "3df71add00d308cead66382bfea530aa71b0c584dddda6e58e8a0a1d6b0df329", | |
| "tokenizer_sha256": "09f1f26effaa7c51589555eacfbcece6043764d227c11be74d2b05c90584a548", | |
| "snapshot_sha256": "71a36baa11a7946ce7f84fe3edcad65305e03a5d0c0cd3cd7650e144ab98640c", | |
| "weight_identity_status": "verified_local_content", | |
| "encoding_sha256": "1e1255124fb4f698cabd531cbc251e2b0b91b8d119a53cf88974792f196a2c30", | |
| "inference_dtype": "bfloat16", | |
| "adapter_artifacts": null | |
| }, | |
| "dataset_sha256": "21977c3441de6aff6f320084c0531e4131996b62b22c80b7d4c9cc158a7b6fa2", | |
| "tokenizer_equivalence": { | |
| "count": 892, | |
| "all_rendered_prompts_equal": true, | |
| "all_prompt_label_and_eos_token_ids_equal": true, | |
| "max_completion_tokens": 1511, | |
| "digests": { | |
| "rendered_prompts": "97f395740b34c18dbb84d6760700131f7064cd9cee1ab2da099c1bf05df0ba18", | |
| "prompt_and_option_ids": "3e6a8ab7b7b10ef88a50e79b5d92aa008e159b09bcaa9f25ddf81eb5397ee2c2" | |
| } | |
| }, | |
| "comparison": { | |
| "records": 892, | |
| "prediction_change_count": 10, | |
| "label_agreement": 0.9887892376681614, | |
| "maximum_absolute_probability_difference": 0.08797600865364075, | |
| "mean_absolute_probability_difference": 0.0031891730525986763, | |
| "reference_accuracy": 0.7589686098654709, | |
| "accuracy_delta": 0.0033632286995515237, | |
| "predeclared_gate": { | |
| "maximum_accuracy_drop": 0.005, | |
| "passed": true, | |
| "scope": "Development diagnostic only; not evidence of iPhone performance or final-test accuracy." | |
| }, | |
| "paired_group_bootstrap": { | |
| "accuracy_delta": 0.0033632286995515697, | |
| "ci95": [ | |
| -0.0033632286995515697, | |
| 0.009917212832011038 | |
| ], | |
| "samples": 2000, | |
| "seed": 42, | |
| "by_source": { | |
| "ag_news": { | |
| "count": 50, | |
| "groups": 50, | |
| "fixed_weight": 0.05605381165919283, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "banking77": { | |
| "count": 50, | |
| "groups": 50, | |
| "fixed_weight": 0.05605381165919283, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "boolq": { | |
| "count": 50, | |
| "groups": 50, | |
| "fixed_weight": 0.05605381165919283, | |
| "accuracy_delta": -0.02, | |
| "ci95": [ | |
| -0.06, | |
| 0.0 | |
| ] | |
| }, | |
| "clinc150": { | |
| "count": 50, | |
| "groups": 50, | |
| "fixed_weight": 0.05605381165919283, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "go_emotions": { | |
| "count": 50, | |
| "groups": 50, | |
| "fixed_weight": 0.05605381165919283, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "helpsteer2": { | |
| "count": 50, | |
| "groups": 37, | |
| "fixed_weight": 0.05605381165919283, | |
| "accuracy_delta": 0.02, | |
| "ci95": [ | |
| -0.0425531914893617, | |
| 0.08515263644773333 | |
| ] | |
| }, | |
| "mnli": { | |
| "count": 50, | |
| "groups": 50, | |
| "fixed_weight": 0.05605381165919283, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "paws": { | |
| "count": 50, | |
| "groups": 40, | |
| "fixed_weight": 0.05605381165919283, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "policy": { | |
| "count": 48, | |
| "groups": 16, | |
| "fixed_weight": 0.053811659192825115, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "policy_v2": { | |
| "count": 48, | |
| "groups": 8, | |
| "fixed_weight": 0.053811659192825115, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "research_taxonomy_v21": { | |
| "count": 48, | |
| "groups": 6, | |
| "fixed_weight": 0.053811659192825115, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "routing_v2": { | |
| "count": 48, | |
| "groups": 8, | |
| "fixed_weight": 0.053811659192825115, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "sst5": { | |
| "count": 50, | |
| "groups": 50, | |
| "fixed_weight": 0.05605381165919283, | |
| "accuracy_delta": 0.02, | |
| "ci95": [ | |
| 0.0, | |
| 0.06 | |
| ] | |
| }, | |
| "vitaminc": { | |
| "count": 50, | |
| "groups": 49, | |
| "fixed_weight": 0.05605381165919283, | |
| "accuracy_delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "workflow.simple_quorum": { | |
| "count": 100, | |
| "groups": 20, | |
| "fixed_weight": 0.11210762331838565, | |
| "accuracy_delta": 0.01, | |
| "ci95": [ | |
| 0.0, | |
| 0.03 | |
| ] | |
| }, | |
| "workflow.veto_alternative": { | |
| "count": 100, | |
| "groups": 20, | |
| "fixed_weight": 0.11210762331838565, | |
| "accuracy_delta": 0.01, | |
| "ci95": [ | |
| -0.02, | |
| 0.040249999999998634 | |
| ] | |
| } | |
| }, | |
| "method": "paired percentile bootstrap; whole groups within source; fixed observed source weights" | |
| }, | |
| "candidate_accuracy": 0.7623318385650224, | |
| "nll_delta": 0.0009865970977848137, | |
| "ece_delta": -0.0018650550111259517, | |
| "family_macro_accuracy_delta": 0.0025000000000000577 | |
| }, | |
| "verification_script_sha256": "96621f2caa4c0aae82a0ae99580de631b0594337c5ce940979188d5c0a85d469", | |
| "export_manifest_sha256": "755f610140d17483feb5b540dab7162badb2b00ca0f6b686cc389268d7e9a6ba", | |
| "method": "Full matched development panel; optional strict 32-record exporter diagnostic omitted.", | |
| "source_report_sha256": "99a4c9b7372d45c40e27c27f5ca2fe8bf18f8cb5ae1f1c44658149d8f929080a" | |
| } | |