Text Classification
Transformers
Safetensors
modernbert
agent-safety
tool-calling
long-context
distillation
Eval Results (legacy)
text-embeddings-inference
Instructions to use ProCreations/auto-200m-2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ProCreations/auto-200m-2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="ProCreations/auto-200m-2")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("ProCreations/auto-200m-2") model = AutoModelForSequenceClassification.from_pretrained("ProCreations/auto-200m-2", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download eval/selection_summary.json from ProCreations/auto-200m-2: direct link, hf CLI and curl.
- Browser
- Download file 7.4 kB
-
https://huggingface.co/ProCreations/auto-200m-2/resolve/main/eval/selection_summary.json
- Command line
-
hf download hf://ProCreations/auto-200m-2/eval/selection_summary.json
-
curl -L -o selection_summary.json https://huggingface.co/ProCreations/auto-200m-2/resolve/main/eval/selection_summary.json
7.4 kB
| { | |
| "frozen": { | |
| "name": "p1_short-step-16058", | |
| "path": "/job/work/ckpt/p1_short/step-16058", | |
| "sha256": "e7b238f57c807ebf13abd6206e1a3be046ee6b7cc6cab1b9a414291fec731a90", | |
| "nll": 0.0719404159378081, | |
| "balanced_accuracy": 0.9805493719763823, | |
| "accuracy": 0.9805725971370143, | |
| "false_approve_count": 71, | |
| "false_deny_count": 81, | |
| "long_accuracy": 0.9557522123893806, | |
| "auroc": 0.9973644118642805 | |
| }, | |
| "ranked": [ | |
| "p1_short-step-16058", | |
| "p2_long-step-2685", | |
| "soup-p1final0.7+p2final0.3", | |
| "soup-p1final0.5+p2final0.5", | |
| "soup-p1final0.3+p2final0.7", | |
| "soup-p2_long-last3", | |
| "soup-p2_long-last2", | |
| "soup-p2_long-last4", | |
| "p2_long-step-3218", | |
| "p2_long-step-2148", | |
| "p2_long-step-1611", | |
| "p2_long-step-1608", | |
| "p2_long-step-537", | |
| "p2_long-step-1074" | |
| ], | |
| "criterion": "lowest NLL on the 7,824-row validation selection split among p2_long exports, last-2/3/4 uniform p2 soups, the p1_short final export and p1-final/p2-final weight averages (0.3/0.5/0.7); frozen before any benchmark or audit evaluation", | |
| "candidates": [ | |
| { | |
| "name": "p1_short-step-16058", | |
| "path": "/job/work/ckpt/p1_short/step-16058", | |
| "sha256": "e7b238f57c807ebf13abd6206e1a3be046ee6b7cc6cab1b9a414291fec731a90", | |
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| "balanced_accuracy": 0.9805493719763823, | |
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| "long_accuracy": 0.9557522123893806, | |
| "auroc": 0.9973644118642805 | |
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| "path": "/job/work/ckpt/p2_long/step-2685", | |
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| "name": "soup-p1final0.7+p2final0.3", | |
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| "sha256": "8eb8bbc894fa6f399bce7f7ebf52d32526cfe18953a425b9ae10b4c90a678867", | |
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| { | |
| "name": "soup-p1final0.5+p2final0.5", | |
| "path": "/job/work/ckpt/selection/soup-p1final0.5+p2final0.5", | |
| "sha256": "b2d053a27c72ca7a71aca3927b70e6fabb9d56361d6fb9595527587606536794", | |
| "nll": 0.07352656855077752, | |
| "balanced_accuracy": 0.9795076985016058, | |
| "accuracy": 0.9795501022494888, | |
| "false_approve_count": 70, | |
| "false_deny_count": 90, | |
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| "auroc": 0.9975178721051373 | |
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| { | |
| "name": "soup-p1final0.3+p2final0.7", | |
| "path": "/job/work/ckpt/selection/soup-p1final0.3+p2final0.7", | |
| "sha256": "009eea702b1d0dcb31f165524817c0e840da0a250a5dd40ddc5d414415f29a2d", | |
| "nll": 0.07439880884399246, | |
| "balanced_accuracy": 0.9796374338415124, | |
| "accuracy": 0.9796779141104295, | |
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| "false_deny_count": 89, | |
| "long_accuracy": 0.9557522123893806, | |
| "auroc": 0.9974892126862208 | |
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| { | |
| "name": "soup-p2_long-last3", | |
| "path": "/job/work/ckpt/selection/soup-p2_long-last3", | |
| "sha256": "21da3608e8fbf96b65210bfac29c731cd9b1f1640da93940bb08e14297302fc6", | |
| "nll": 0.07446500640801125, | |
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| "accuracy": 0.9798057259713702, | |
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| "auroc": 0.9973990515268248 | |
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| { | |
| "name": "soup-p2_long-last2", | |
| "path": "/job/work/ckpt/selection/soup-p2_long-last2", | |
| "sha256": "0991c406878e4acf057f27cc5d2b18995f1d631ca4fac517d823728edc8b6086", | |
| "nll": 0.07453743703722565, | |
| "balanced_accuracy": 0.9793817539172229, | |
| "accuracy": 0.9794222903885481, | |
| "false_approve_count": 71, | |
| "false_deny_count": 90, | |
| "long_accuracy": 0.9469026548672567, | |
| "auroc": 0.9974212078392825 | |
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| { | |
| "name": "soup-p2_long-last4", | |
| "path": "/job/work/ckpt/selection/soup-p2_long-last4", | |
| "sha256": "cd16489021277151ed16181ede6f5fce938d43c9d1bd9a2e87f68d645789eca1", | |
| "nll": 0.07510765866203152, | |
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| "accuracy": 0.9799335378323109, | |
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| "auroc": 0.997391633410412 | |
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| { | |
| "name": "p2_long-step-3218", | |
| "path": "/job/work/ckpt/p2_long/step-3218", | |
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| "auroc": 0.9974373512291852 | |
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| "name": "p2_long-step-2148", | |
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| "auroc": 0.9972000695407565 | |
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| { | |
| "name": "p2_long-step-1608", | |
| "path": "/job/work/ckpt/p2_long/step-1608", | |
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| "path": "/job/work/ckpt/p2_long/step-537", | |
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| } | |