Text Classification
PEFT
Safetensors
English
Japanese
d1a
decision-model
calibration
lora
gemma4
typesafe
system-one
pull-requests
Instructions to use JohnP1/d1a-e4b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use JohnP1/d1a-e4b with PEFT:
from peft import PeftModel from transformers import AutoModel base_model = AutoModel.from_pretrained("google/gemma-4-E4B") model = PeftModel.from_pretrained(base_model, "JohnP1/d1a-e4b") - Notebooks
- Google Colab
- Kaggle
Download result.json from JohnP1/d1a-e4b: direct link, hf CLI and curl.
- Browser
- Download file 9.85 kB
-
https://huggingface.co/JohnP1/d1a-e4b/resolve/main/result.json
- Command line
-
hf download hf://JohnP1/d1a-e4b/result.json
-
curl -L -o result.json https://huggingface.co/JohnP1/d1a-e4b/resolve/main/result.json
9.85 kB
| { | |
| "model": "D1A-E4B v0.6", | |
| "temperature": 1.954, | |
| "method": "d1a.eval.benchmark through scripts/quality_gate.py and scripts/decide.py on the MLX 8-bit builds of v0.5 (T 1.782) and v0.6 (T 1.954), held-out partitions; paired bootstrap over questions (or PRs), 95% intervals. The fresh-PR set is the sealed EVAL half of hermes-agent PRs created after all training, scored with the serving context; its text is private.", | |
| "verdict_vs_v0.5": { | |
| "decide": "VETO: V1", | |
| "pooled": { | |
| "delta": -0.2, | |
| "ci95": [ | |
| -0.98, | |
| 0.52 | |
| ], | |
| "lines": 21 | |
| }, | |
| "release": "shipped as an explicit exception (see provenance.json)" | |
| }, | |
| "sets": { | |
| "devtools-v1": { | |
| "n": 1074, | |
| "v0.5": { | |
| "acc": 69.8, | |
| "ece": 0.048 | |
| }, | |
| "v0.6": { | |
| "acc": 70.1, | |
| "ece": 0.037 | |
| }, | |
| "delta": 0.3, | |
| "ci95": [ | |
| -1.4, | |
| 1.9 | |
| ], | |
| "fixes_breaks": [ | |
| 53, | |
| 50 | |
| ] | |
| }, | |
| "documents-v1": { | |
| "n": 920, | |
| "v0.5": { | |
| "acc": 87.5, | |
| "ece": 0.042 | |
| }, | |
| "v0.6": { | |
| "acc": 89.5, | |
| "ece": 0.028 | |
| }, | |
| "delta": 2.0, | |
| "ci95": [ | |
| 0.1, | |
| 3.7 | |
| ], | |
| "fixes_breaks": [ | |
| 43, | |
| 25 | |
| ] | |
| }, | |
| "external_semif-v1": { | |
| "n": 144, | |
| "v0.5": { | |
| "acc": 84.7, | |
| "ece": 0.11 | |
| }, | |
| "v0.6": { | |
| "acc": 83.3, | |
| "ece": 0.095 | |
| }, | |
| "delta": -1.4, | |
| "ci95": [ | |
| -4.9, | |
| 2.1 | |
| ], | |
| "fixes_breaks": [ | |
| 3, | |
| 5 | |
| ] | |
| }, | |
| "external_typesafe-v1": { | |
| "n": 102, | |
| "v0.5": { | |
| "acc": 74.5, | |
| "ece": 0.104 | |
| }, | |
| "v0.6": { | |
| "acc": 74.5, | |
| "ece": 0.129 | |
| }, | |
| "delta": 0.0, | |
| "ci95": [ | |
| -6.3, | |
| 7.1 | |
| ], | |
| "fixes_breaks": [ | |
| 7, | |
| 7 | |
| ] | |
| }, | |
| "external_wanli-v1": { | |
| "n": 256, | |
| "v0.5": { | |
| "acc": 72.7, | |
| "ece": 0.097 | |
| }, | |
| "v0.6": { | |
| "acc": 70.3, | |
| "ece": 0.101 | |
| }, | |
| "delta": -2.3, | |
| "ci95": [ | |
| -5.5, | |
| 0.8 | |
| ], | |
| "fixes_breaks": [ | |
| 6, | |
| 12 | |
| ] | |
| }, | |
| "external_wanli-v2": { | |
| "n": 1002, | |
| "v0.5": { | |
| "acc": 67.1, | |
| "ece": 0.123 | |
| }, | |
| "v0.6": { | |
| "acc": 67.1, | |
| "ece": 0.072 | |
| }, | |
| "delta": 0.0, | |
| "ci95": [ | |
| -1.9, | |
| 1.8 | |
| ], | |
| "fixes_breaks": [ | |
| 47, | |
| 47 | |
| ] | |
| }, | |
| "hard-v1": { | |
| "n": 1083, | |
| "v0.5": { | |
| "acc": 71.5, | |
| "ece": 0.045 | |
| }, | |
| "v0.6": { | |
| "acc": 68.8, | |
| "ece": 0.043 | |
| }, | |
| "delta": -2.7, | |
| "ci95": [ | |
| -4.9, | |
| -0.5 | |
| ], | |
| "fixes_breaks": [ | |
| 61, | |
| 90 | |
| ] | |
| }, | |
| "ja-jglue_development": { | |
| "n": 1500, | |
| "v0.5": { | |
| "acc": 82.1, | |
| "ece": 0.026 | |
| }, | |
| "v0.6": { | |
| "acc": 81.7, | |
| "ece": 0.042 | |
| }, | |
| "delta": -0.3, | |
| "ci95": [ | |
| -1.6, | |
| 0.9 | |
| ], | |
| "fixes_breaks": [ | |
| 42, | |
| 47 | |
| ] | |
| }, | |
| "ja-jglue_test": { | |
| "n": 1500, | |
| "v0.5": { | |
| "acc": 80.2, | |
| "ece": 0.024 | |
| }, | |
| "v0.6": { | |
| "acc": 80.5, | |
| "ece": 0.039 | |
| }, | |
| "delta": 0.3, | |
| "ci95": [ | |
| -0.9, | |
| 1.5 | |
| ], | |
| "fixes_breaks": [ | |
| 51, | |
| 46 | |
| ] | |
| }, | |
| "night2_assertion": { | |
| "n": 1020, | |
| "v0.5": { | |
| "acc": 94.4, | |
| "ece": 0.051 | |
| }, | |
| "v0.6": { | |
| "acc": 94.9, | |
| "ece": 0.056 | |
| }, | |
| "delta": 0.5, | |
| "ci95": [ | |
| -0.4, | |
| 1.4 | |
| ], | |
| "fixes_breaks": [ | |
| 12, | |
| 7 | |
| ] | |
| }, | |
| "night2_dates": { | |
| "n": 900, | |
| "v0.5": { | |
| "acc": 92.7, | |
| "ece": 0.028 | |
| }, | |
| "v0.6": { | |
| "acc": 92.1, | |
| "ece": 0.053 | |
| }, | |
| "delta": -0.6, | |
| "ci95": [ | |
| -2.2, | |
| 1.1 | |
| ], | |
| "fixes_breaks": [ | |
| 36, | |
| 41 | |
| ] | |
| }, | |
| "night2_unknowable": { | |
| "n": 525, | |
| "v0.5": { | |
| "acc": 68.2, | |
| "ece": 0.062 | |
| }, | |
| "v0.6": { | |
| "acc": 67.8, | |
| "ece": 0.058 | |
| }, | |
| "delta": -0.4, | |
| "ci95": [ | |
| -2.7, | |
| 1.7 | |
| ], | |
| "fixes_breaks": [ | |
| 30, | |
| 32 | |
| ] | |
| }, | |
| "pr-labels_development": { | |
| "n": 2030, | |
| "v0.5": { | |
| "acc": 80.9, | |
| "ece": 0.02 | |
| }, | |
| "v0.6": { | |
| "acc": 79.7, | |
| "ece": 0.017 | |
| }, | |
| "delta": -1.3, | |
| "ci95": [ | |
| -2.6, | |
| 0.0 | |
| ], | |
| "fixes_breaks": [ | |
| 80, | |
| 106 | |
| ] | |
| }, | |
| "pr-labels_development-ja": { | |
| "n": 198, | |
| "v0.5": { | |
| "acc": 77.3, | |
| "ece": 0.064 | |
| }, | |
| "v0.6": { | |
| "acc": 76.8, | |
| "ece": 0.053 | |
| }, | |
| "delta": -0.5, | |
| "ci95": [ | |
| -4.1, | |
| 3.1 | |
| ], | |
| "fixes_breaks": [ | |
| 6, | |
| 7 | |
| ] | |
| }, | |
| "pr-labels_real17": { | |
| "n": 51, | |
| "v0.5": { | |
| "acc": 64.7, | |
| "ece": 0.136 | |
| }, | |
| "v0.6": { | |
| "acc": 68.6, | |
| "ece": 0.181 | |
| }, | |
| "delta": 3.9, | |
| "ci95": [ | |
| 0.0, | |
| 9.8 | |
| ], | |
| "fixes_breaks": [ | |
| 2, | |
| 0 | |
| ] | |
| }, | |
| "pr-labels_test": { | |
| "n": 2045, | |
| "v0.5": { | |
| "acc": 81.3, | |
| "ece": 0.038 | |
| }, | |
| "v0.6": { | |
| "acc": 80.2, | |
| "ece": 0.03 | |
| }, | |
| "delta": -1.1, | |
| "ci95": [ | |
| -2.5, | |
| 0.4 | |
| ], | |
| "fixes_breaks": [ | |
| 106, | |
| 128 | |
| ] | |
| }, | |
| "pr-labels_test-ja": { | |
| "n": 193, | |
| "v0.5": { | |
| "acc": 76.2, | |
| "ece": 0.071 | |
| }, | |
| "v0.6": { | |
| "acc": 72.5, | |
| "ece": 0.043 | |
| }, | |
| "delta": -3.6, | |
| "ci95": [ | |
| -8.1, | |
| 0.5 | |
| ], | |
| "fixes_breaks": [ | |
| 6, | |
| 13 | |
| ] | |
| }, | |
| "routing_factory-development": { | |
| "n": 640, | |
| "v0.5": { | |
| "acc": 90.5, | |
| "ece": 0.13 | |
| }, | |
| "v0.6": { | |
| "acc": 93.9, | |
| "ece": 0.091 | |
| }, | |
| "delta": 3.4, | |
| "ci95": [ | |
| 1.4, | |
| 5.6 | |
| ], | |
| "fixes_breaks": [ | |
| 30, | |
| 8 | |
| ] | |
| }, | |
| "routing_generic-development": { | |
| "n": 270, | |
| "v0.5": { | |
| "acc": 98.9, | |
| "ece": 0.029 | |
| }, | |
| "v0.6": { | |
| "acc": 98.5, | |
| "ece": 0.015 | |
| }, | |
| "delta": -0.4, | |
| "ci95": [ | |
| -1.5, | |
| 0.7 | |
| ], | |
| "fixes_breaks": [ | |
| 1, | |
| 2 | |
| ] | |
| }, | |
| "routing_handlabelled-45": { | |
| "n": 45, | |
| "v0.5": { | |
| "acc": 100.0, | |
| "ece": 0.032 | |
| }, | |
| "v0.6": { | |
| "acc": 97.8, | |
| "ece": 0.014 | |
| }, | |
| "delta": -2.2, | |
| "ci95": [ | |
| -6.7, | |
| 0.0 | |
| ], | |
| "fixes_breaks": [ | |
| 0, | |
| 1 | |
| ] | |
| }, | |
| "v4_transfer-v4": { | |
| "n": 656, | |
| "v0.5": { | |
| "acc": 71.6, | |
| "ece": 0.106 | |
| }, | |
| "v0.6": { | |
| "acc": 73.0, | |
| "ece": 0.055 | |
| }, | |
| "delta": 1.4, | |
| "ci95": [ | |
| -1.2, | |
| 4.0 | |
| ], | |
| "fixes_breaks": [ | |
| 32, | |
| 23 | |
| ] | |
| }, | |
| "v7_decision-v7": { | |
| "n": 1264, | |
| "v0.5": { | |
| "acc": 85.3, | |
| "ece": 0.03 | |
| }, | |
| "v0.6": { | |
| "acc": 83.9, | |
| "ece": 0.015 | |
| }, | |
| "delta": -1.4, | |
| "ci95": [ | |
| -2.9, | |
| 0.0 | |
| ], | |
| "fixes_breaks": [ | |
| 31, | |
| 49 | |
| ] | |
| }, | |
| "report-only:transfer-v2": { | |
| "n": 560, | |
| "v0.5": { | |
| "acc": 74.1, | |
| "ece": 0.074 | |
| }, | |
| "v0.6": { | |
| "acc": 73.8, | |
| "ece": 0.041 | |
| }, | |
| "delta": -0.4, | |
| "ci95": [ | |
| -2.3, | |
| 1.6 | |
| ], | |
| "fixes_breaks": [ | |
| 17, | |
| 19 | |
| ], | |
| "report_only": true | |
| }, | |
| "report-only:v9_transfer-v9": { | |
| "n": 1046, | |
| "v0.5": { | |
| "acc": 65.3, | |
| "ece": 0.083 | |
| }, | |
| "v0.6": { | |
| "acc": 65.9, | |
| "ece": 0.054 | |
| }, | |
| "delta": 0.6, | |
| "ci95": [ | |
| -1.3, | |
| 2.4 | |
| ], | |
| "fixes_breaks": [ | |
| 49, | |
| 43 | |
| ], | |
| "report_only": true | |
| } | |
| }, | |
| "pr_label_questions": { | |
| "pr-labels_test:type": { | |
| "n": 953, | |
| "v0.5": 89.4, | |
| "v0.6": 85.3, | |
| "delta": -4.1, | |
| "ci95": [ | |
| -6.0, | |
| -2.3 | |
| ] | |
| }, | |
| "pr-labels_test:blast": { | |
| "n": 139, | |
| "v0.5": 57.6, | |
| "v0.6": 61.9, | |
| "delta": 4.3, | |
| "ci95": [ | |
| -2.2, | |
| 10.8 | |
| ] | |
| }, | |
| "pr-labels_test:sev": { | |
| "n": 953, | |
| "v0.5": 76.7, | |
| "v0.6": 77.9, | |
| "delta": 1.2, | |
| "ci95": [ | |
| -1.3, | |
| 3.6 | |
| ] | |
| }, | |
| "pr-labels_development:type": { | |
| "n": 946, | |
| "v0.5": 90.8, | |
| "v0.6": 90.7, | |
| "delta": -0.1, | |
| "ci95": [ | |
| -1.8, | |
| 1.5 | |
| ] | |
| }, | |
| "pr-labels_development:blast": { | |
| "n": 138, | |
| "v0.5": 58.7, | |
| "v0.6": 52.9, | |
| "delta": -5.8, | |
| "ci95": [ | |
| -11.6, | |
| 0.0 | |
| ] | |
| }, | |
| "pr-labels_development:sev": { | |
| "n": 946, | |
| "v0.5": 74.3, | |
| "v0.6": 72.5, | |
| "delta": -1.8, | |
| "ci95": [ | |
| -3.9, | |
| 0.3 | |
| ] | |
| }, | |
| "pr-labels_test-ja:type": { | |
| "n": 92, | |
| "v0.5": 83.7, | |
| "v0.6": 79.3, | |
| "delta": -4.3, | |
| "ci95": [ | |
| -9.8, | |
| 0.0 | |
| ] | |
| }, | |
| "pr-labels_test-ja:blast": { | |
| "n": 9, | |
| "v0.5": 44.4, | |
| "v0.6": 44.4, | |
| "delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "pr-labels_test-ja:sev": { | |
| "n": 92, | |
| "v0.5": 71.7, | |
| "v0.6": 68.5, | |
| "delta": -3.3, | |
| "ci95": [ | |
| -10.9, | |
| 4.3 | |
| ] | |
| }, | |
| "pr-labels_development-ja:type": { | |
| "n": 95, | |
| "v0.5": 87.4, | |
| "v0.6": 85.3, | |
| "delta": -2.1, | |
| "ci95": [ | |
| -6.3, | |
| 1.1 | |
| ] | |
| }, | |
| "pr-labels_development-ja:blast": { | |
| "n": 8, | |
| "v0.5": 62.5, | |
| "v0.6": 50.0, | |
| "delta": -12.5, | |
| "ci95": [ | |
| -37.5, | |
| 0.0 | |
| ] | |
| }, | |
| "pr-labels_development-ja:sev": { | |
| "n": 95, | |
| "v0.5": 68.4, | |
| "v0.6": 70.5, | |
| "delta": 2.1, | |
| "ci95": [ | |
| -4.2, | |
| 7.4 | |
| ] | |
| }, | |
| "pr-labels_real17:type": { | |
| "n": 17, | |
| "v0.5": 82.4, | |
| "v0.6": 82.4, | |
| "delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "pr-labels_real17:blast": { | |
| "n": 17, | |
| "v0.5": 58.8, | |
| "v0.6": 70.6, | |
| "delta": 11.8, | |
| "ci95": [ | |
| 0.0, | |
| 29.4 | |
| ] | |
| }, | |
| "pr-labels_real17:sev": { | |
| "n": 17, | |
| "v0.5": 52.9, | |
| "v0.6": 52.9, | |
| "delta": 0.0, | |
| "ci95": [ | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "pr-labels_test:sev+offsets": { | |
| "n": 953, | |
| "v0.5": 77.0, | |
| "v0.6": 76.6, | |
| "delta": -0.4, | |
| "ci95": [ | |
| -2.4, | |
| 1.8 | |
| ] | |
| } | |
| }, | |
| "fresh_prs_eval": { | |
| "sev": { | |
| "n": 487, | |
| "majority_floor": 0.678, | |
| "acc": { | |
| "v0.4": 0.774, | |
| "v0.5": 0.747, | |
| "v0.6": 0.791 | |
| }, | |
| "v0.6_vs_v0.5": { | |
| "delta": 4.3, | |
| "ci95": [ | |
| 0.8, | |
| 7.8 | |
| ], | |
| "fixes": 52, | |
| "breaks": 31, | |
| "sign_p": 0.028 | |
| }, | |
| "v0.6_vs_v0.4": { | |
| "delta": 1.6, | |
| "ci95": [ | |
| -0.8, | |
| 4.1 | |
| ] | |
| }, | |
| "recall": { | |
| "v0.4": { | |
| "P0": 0.29, | |
| "P1": 0.35, | |
| "P2": 0.58, | |
| "P3": 0.89, | |
| "P4": 0.5 | |
| }, | |
| "v0.5": { | |
| "P0": 0.29, | |
| "P1": 0.22, | |
| "P2": 0.79, | |
| "P3": 0.78, | |
| "P4": 0.5 | |
| }, | |
| "v0.6": { | |
| "P0": 0.71, | |
| "P1": 0.35, | |
| "P2": 0.55, | |
| "P3": 0.92, | |
| "P4": 0.5 | |
| } | |
| } | |
| }, | |
| "type": { | |
| "n": 487, | |
| "majority_floor": 0.515, | |
| "acc": { | |
| "v0.4": 0.864, | |
| "v0.5": 0.867, | |
| "v0.6": 0.906 | |
| }, | |
| "v0.6_vs_v0.5": { | |
| "delta": 3.9, | |
| "ci95": [ | |
| 1.2, | |
| 6.6 | |
| ], | |
| "fixes": 31, | |
| "breaks": 12, | |
| "sign_p": 0.005 | |
| }, | |
| "v0.6_vs_v0.4": { | |
| "delta": 4.1, | |
| "ci95": [ | |
| 1.4, | |
| 7.0 | |
| ] | |
| } | |
| } | |
| } | |
| } | |