Instructions to use Shaer-AI-2/Shaer-adapters-grpo-friend-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Shaer-AI-2/Shaer-adapters-grpo-friend-v1 with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Shaer-AI-2/Shaer-adapters-grpo-friend-v1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| 2026-04-12 15:23:22,570 | INFO | train_grpo_train | mode=train | |
| 2026-04-12 15:25:19,508 | INFO | train_grpo_train | dataset_id=Shaer-AI/ashaar-enhanced-desc-baseform-final-sft-lte20-min500-splits-grpo-meter-count-v1 train_size=24897 eval_size=104 | |
| 2026-04-12 15:25:19,509 | INFO | train_grpo_train | source_dataset_id=Shaer-AI/ashaar-with-enhanced-descriptions-baseform-final-sft-lte20-min500-splits test_size=204 hard_diagnostic_size=3126 | |
| 2026-04-12 15:25:19,509 | INFO | train_grpo_train | active_rewards=['meter', 'count_adherence', 'arabic_clean', 'hard_gate', 'arabic_floor', 'count_floor', 'lexical_plausibility', 'judge_quality', 'repeat_penalty', 'repeat_floor', 'near_duplicate_penalty', 'opening_diversity', 'distinct_2', 'total_composite'] | |
| 2026-04-12 15:25:19,509 | INFO | train_grpo_train | reward_weights={'meter': 0.0, 'count_adherence': 0.0, 'arabic_clean': 0.0, 'hard_gate': 0.0, 'arabic_floor': 0.0, 'count_floor': 0.0, 'lexical_plausibility': 0.0, 'judge_quality': 0.0, 'repeat_penalty': 0.0, 'repeat_floor': 0.0, 'near_duplicate_penalty': 0.0, 'opening_diversity': 0.0, 'distinct_2': 0.0, 'total_composite': 1.0} | |
| 2026-04-12 15:25:19,509 | INFO | train_grpo_train | output_repo=Shaer-AI/Shaer-adapters-grpo-friend-v1 | |
| 2026-04-12 15:25:19,509 | INFO | train_grpo_train | train_manifest_path=/root/workspace/Shaer/grpo/outputs/curated_meter_count_drop_trio/cap_3000/selected_manifest.csv | |
| 2026-04-12 15:25:19,509 | INFO | train_grpo_train | hard_diagnostic_manifest_path=/root/workspace/Shaer/grpo/outputs/curated_meter_count_drop_trio/hard_diagnostic_cap_256/selected_manifest.csv | |
| 2026-04-12 15:25:19,509 | INFO | train_grpo_train | trainable_params=159907840 total_params=7160467456 trainable_ratio=0.022332 | |
| 2026-04-12 15:25:19,509 | INFO | train_grpo_train | resume_decision={"timestamp_utc": "2026-04-12T15:25:00Z", "resume_mode": "fresh", "requested_spec": "", "result": "fresh", "reason": "explicit_fresh", "local_resume_path": null, "remote_repo": null, "remote_prefix": null, "compatibility": "unchecked", "config_fingerprint": "429b334e6c80dfa9b81f2594e6165bdb27e9289404e07f5b1493fe2fe6227203"} | |
| 2026-04-12 15:25:19,509 | INFO | train_grpo_train | starting trainer.train() | |
| 2026-04-12 15:25:26,556 | INFO | train_grpo_train | metrics_logged mode=train step=1 | |
| 2026-04-12 15:25:36,455 | INFO | train_grpo_train | metrics_logged mode=train step=2 | |
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| 2026-04-12 15:37:32,865 | INFO | train_grpo_train | metrics_logged mode=eval step=50 | |
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