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 3.93 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
3.93 kB
| { | |
| "model": "D1A-E4B v0.5", | |
| "temperature": 1.782, | |
| "method": "d1a.eval.benchmark through scripts/quality_gate.py (--head-run, --card-suites, --suites) on the MLX 8-bit builds of v0.4 and v0.5, held-out partitions; pr-labels:test and test-ja there cover only the records inside the training context (183 and 18). The full PR test sets were scored on the bf16 PyTorch checkpoints with the serving context.", | |
| "sets": { | |
| "devtools-v1": { | |
| "v0.4": { | |
| "n": 1074, | |
| "acc": 0.6378, | |
| "ece": 0.1119, | |
| "nll": 0.8652, | |
| "mean_conf": 0.7451 | |
| }, | |
| "v0.5": { | |
| "n": 1074, | |
| "acc": 0.6983, | |
| "ece": 0.0483, | |
| "nll": 0.6713, | |
| "mean_conf": 0.6951 | |
| } | |
| }, | |
| "documents-v1": { | |
| "v0.4": { | |
| "n": 920, | |
| "acc": 0.8663, | |
| "ece": 0.0297, | |
| "nll": 0.3864, | |
| "mean_conf": 0.8838 | |
| }, | |
| "v0.5": { | |
| "n": 920, | |
| "acc": 0.875, | |
| "ece": 0.0417, | |
| "nll": 0.3556, | |
| "mean_conf": 0.9135 | |
| } | |
| }, | |
| "hard-v1": { | |
| "v0.4": { | |
| "n": 1083, | |
| "acc": 0.5522, | |
| "ece": 0.0379, | |
| "nll": 1.0292, | |
| "mean_conf": 0.559 | |
| }, | |
| "v0.5": { | |
| "n": 1083, | |
| "acc": 0.7147, | |
| "ece": 0.0448, | |
| "nll": 0.6907, | |
| "mean_conf": 0.6707 | |
| } | |
| }, | |
| "ja-jglue_development": { | |
| "v0.4": { | |
| "n": 1500, | |
| "acc": 0.81, | |
| "ece": 0.0299, | |
| "nll": 0.4757, | |
| "mean_conf": 0.7831 | |
| }, | |
| "v0.5": { | |
| "n": 1500, | |
| "acc": 0.8207, | |
| "ece": 0.0263, | |
| "nll": 0.4357, | |
| "mean_conf": 0.7996 | |
| } | |
| }, | |
| "pr-labels_test": { | |
| "v0.4": { | |
| "n": 393, | |
| "acc": 0.8219, | |
| "ece": 0.0292, | |
| "nll": 0.4943, | |
| "mean_conf": 0.8179 | |
| }, | |
| "v0.5": { | |
| "n": 393, | |
| "acc": 0.8499, | |
| "ece": 0.0436, | |
| "nll": 0.4933, | |
| "mean_conf": 0.8207 | |
| } | |
| }, | |
| "pr-labels_test-ja": { | |
| "v0.4": { | |
| "n": 37, | |
| "acc": 0.8649, | |
| "ece": 0.0772, | |
| "nll": 0.5611, | |
| "mean_conf": 0.8218 | |
| }, | |
| "v0.5": { | |
| "n": 37, | |
| "acc": 0.8649, | |
| "ece": 0.0775, | |
| "nll": 0.5395, | |
| "mean_conf": 0.8212 | |
| } | |
| }, | |
| "routing_factory-development": { | |
| "v0.4": { | |
| "n": 640, | |
| "acc": 0.9078, | |
| "ece": 0.073, | |
| "nll": 0.2972, | |
| "mean_conf": 0.835 | |
| }, | |
| "v0.5": { | |
| "n": 640, | |
| "acc": 0.9047, | |
| "ece": 0.1301, | |
| "nll": 0.3357, | |
| "mean_conf": 0.7806 | |
| } | |
| }, | |
| "routing_generic-development": { | |
| "v0.4": { | |
| "n": 270, | |
| "acc": 0.9741, | |
| "ece": 0.0219, | |
| "nll": 0.074, | |
| "mean_conf": 0.9631 | |
| }, | |
| "v0.5": { | |
| "n": 270, | |
| "acc": 0.9889, | |
| "ece": 0.0287, | |
| "nll": 0.0555, | |
| "mean_conf": 0.9602 | |
| } | |
| }, | |
| "routing_handlabelled-45": { | |
| "v0.4": { | |
| "n": 45, | |
| "acc": 1.0, | |
| "ece": 0.0282, | |
| "nll": 0.0307, | |
| "mean_conf": 0.9718 | |
| }, | |
| "v0.5": { | |
| "n": 45, | |
| "acc": 1.0, | |
| "ece": 0.0323, | |
| "nll": 0.0347, | |
| "mean_conf": 0.9677 | |
| } | |
| }, | |
| "v4_transfer-v4": { | |
| "v0.4": { | |
| "n": 656, | |
| "acc": 0.689, | |
| "ece": 0.1276, | |
| "nll": 0.735, | |
| "mean_conf": 0.8166 | |
| }, | |
| "v0.5": { | |
| "n": 656, | |
| "acc": 0.7165, | |
| "ece": 0.1059, | |
| "nll": 0.7034, | |
| "mean_conf": 0.809 | |
| } | |
| }, | |
| "v7_decision-v7": { | |
| "v0.4": { | |
| "n": 1264, | |
| "acc": 0.8465, | |
| "ece": 0.0262, | |
| "nll": 0.4252, | |
| "mean_conf": 0.8695 | |
| }, | |
| "v0.5": { | |
| "n": 1264, | |
| "acc": 0.8528, | |
| "ece": 0.0299, | |
| "nll": 0.4026, | |
| "mean_conf": 0.882 | |
| } | |
| } | |
| }, | |
| "pr_labels_full_bf16": { | |
| "test": { | |
| "v0.4": { | |
| "type": 0.877, | |
| "sev": 0.778, | |
| "blast": 0.54, | |
| "all": 0.8078 | |
| }, | |
| "v0.5": { | |
| "type": 0.897, | |
| "sev": 0.756, | |
| "blast": 0.583, | |
| "all": 0.8098 | |
| }, | |
| "n_prs": 953 | |
| }, | |
| "test-ja": { | |
| "v0.4": { | |
| "all": 0.7409 | |
| }, | |
| "v0.5": { | |
| "all": 0.7461 | |
| }, | |
| "n_prs": 92 | |
| } | |
| }, | |
| "owner_prs_hand_checked": { | |
| "n_prs": 39, | |
| "v0.4": { | |
| "type": 0.868, | |
| "blast": 0.872, | |
| "sev": 0.656 | |
| }, | |
| "v0.5": { | |
| "type": 0.842, | |
| "blast": 0.744, | |
| "sev": 0.656 | |
| } | |
| }, | |
| "labeler_replay_review_bot": { | |
| "n": 98, | |
| "v0.4": { | |
| "type": 0.863, | |
| "blast": 0.704 | |
| }, | |
| "v0.5": { | |
| "type": 0.863, | |
| "blast": 0.633 | |
| } | |
| } | |
| } | |