Training in progress, step 100

.gitattributes

@@ -33,3 +33,14 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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README.md

@@ -0,0 +1,68 @@
+---
+base_model: Navid-AI/Yehia-7B-preview
+library_name: transformers
+model_name: Shaer-adapters-grpo-short1k-no-trio-v2
+tags:
+- generated_from_trainer
+- grpo
+- trl
+licence: license
+---
+
+# Model Card for Shaer-adapters-grpo-short1k-no-trio-v2
+
+This model is a fine-tuned version of [Navid-AI/Yehia-7B-preview](https://huggingface.co/Navid-AI/Yehia-7B-preview).
+It has been trained using [TRL](https://github.com/huggingface/trl).
+
+## Quick start
+
+```python
+from transformers import pipeline
+
+question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
+generator = pipeline("text-generation", model="Shaer-AI/Shaer-adapters-grpo-short1k-no-trio-v2", device="cuda")
+output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
+print(output["generated_text"])
+```
+
+## Training procedure
+
+ 
+
+
+This model was trained with GRPO, a method introduced in [DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models](https://huggingface.co/papers/2402.03300).
+
+### Framework versions
+
+- TRL: 0.23.1
+- Transformers: 4.57.0
+- Pytorch: 2.8.0
+- Datasets: 4.8.4
+- Tokenizers: 0.22.2
+
+## Citations
+
+Cite GRPO as:
+
+```bibtex
+@article{shao2024deepseekmath,
+    title        = {{DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models}},
+    author       = {Zhihong Shao and Peiyi Wang and Qihao Zhu and Runxin Xu and Junxiao Song and Mingchuan Zhang and Y. K. Li and Y. Wu and Daya Guo},
+    year         = 2024,
+    eprint       = {arXiv:2402.03300},
+}
+
+```
+
+Cite TRL as:
+    
+```bibtex
+@misc{vonwerra2022trl,
+	title        = {{TRL: Transformer Reinforcement Learning}},
+	author       = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallou{\'e}dec},
+	year         = 2020,
+	journal      = {GitHub repository},
+	publisher    = {GitHub},
+	howpublished = {\url{https://github.com/huggingface/trl}}
+}
+```

adapter_config.json

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+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "Navid-AI/Yehia-7B-preview",
+  "bias": "none",
+  "corda_config": null,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 128,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "qalora_group_size": 16,
+  "r": 64,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "o_proj",
+    "k_proj",
+    "down_proj",
+    "gate_proj",
+    "up_proj",
+    "v_proj",
+    "q_proj"
+  ],
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": true
+}

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chat_template.jinja

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+{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<<SYS>>\n' + system_message + '\n<</SYS>>\n\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + ' [INST] ' + content.strip() + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' '  + content.strip() + ' ' + eos_token }}{% endif %}{% endfor %}

checkpoint_events.jsonl

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config_snapshot.json

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+{
+  "run": {
+    "seed": 42,
+    "run_name_prefix": "shaer_grpo",
+    "output_root": "outputs/train",
+    "base_model_id": "Navid-AI/Yehia-7B-preview",
+    "start_adapter_repo": "Shaer-AI/Shaer-adapters",
+    "start_adapter_mode": "fresh_sft/train",
+    "output_model_repo": "Shaer-AI/Shaer-adapters-grpo-short1k-no-trio-v2"
+  },
+  "dataset": {
+    "train_dataset_id": "Shaer-AI/ashaar-enhanced-desc-baseform-final-sft-lte20-min500-splits-grpo-meter-count-v1",
+    "source_dataset_id": "Shaer-AI/ashaar-with-enhanced-descriptions-baseform-final-sft-lte20-min500-splits",
+    "train_manifest_path": "outputs/curated_meter_count_easyfirst_short_drop_trio/cap_1000/selected_manifest.csv",
+    "hard_diagnostic_manifest_path": "outputs/curated_meter_count_easyfirst_short_drop_trio/hard_diagnostic_cap_256/selected_manifest.csv",
+    "train_split": "train",
+    "eval_split": "eval",
+    "test_split": "test",
+    "eval_bank_per_meter_per_bucket": 4,
+    "test_bank_per_meter_per_bucket": 4,
+    "eval_allowed_length_buckets": [
+      "1-3",
+      "4-6"
+    ],
+    "eval_drop_meters": [
+      "المديد",
+      "المنسرح",
+      "الهزج"
+    ]
+  },
+  "studies": {
+    "inspect_lengths": {
+      "output_root": "outputs/inspect_lengths",
+      "coverage_target": 0.9,
+      "push_filtered_default": false
+    },
+    "publish_grpo_splits": {
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+      "seed": 42,
+      "validation_total": 80,
+      "test_total": 80,
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+      "validation_full_per_meter": 0,
+      "test_short_per_meter": 4,
+      "test_full_per_meter": 0
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+    "sanity_check_model": {
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+      "backend": "vllm",
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+      "thresholds": [
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+      "vllm_max_lora_rank": 64,
+      "flashinfer_disable_version_check": true
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+    "sanity_check_rewards": {
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+      "golden_samples": 39,
+      "seed": 42,
+      "sample_strategy": "balanced_by_base_meter"
+    }
+  },
+  "phase1": {
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+      "meter",
+      "count_adherence",
+      "hard_gate",
+      "judge_quality",
+      "repeat_soft",
+      "total_composite"
+    ],
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+      "arabic_clean",
+      "arabic_floor",
+      "count_floor",
+      "lexical_plausibility",
+      "repeat_penalty",
+      "repeat_floor",
+      "near_duplicate_penalty",
+      "opening_diversity",
+      "distinct_2",
+      "exact_count_bonus",
+      "meter_count_clean",
+      "meaning_fit",
+      "meaning_substance",
+      "fluency",
+      "poeticness",
+      "cohesion"
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+    "remove_unused_columns": false,
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+    "load_best_model_at_end": true,
+    "metric_for_best_model": "eval_reward_total_mean",
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+    "hub_strategy": "checkpoint"
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+    "save_config_snapshot": true,
+    "metrics_jsonl_name": "metrics.jsonl",
+    "metrics_csv_name": "metrics.csv",
+    "train_log_name": "train.log",
+    "generations_jsonl_name": "all_generations.jsonl",
+    "checkpoint_events_name": "checkpoint_events.jsonl",
+    "split_summary_name": "split_summary.json",
+    "plots_dir_name": "plots"
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+    "vllm_dtype": "bfloat16",
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+    "vllm_max_lora_rank": 64,
+    "flashinfer_disable_version_check": true,
+    "trust_remote_code": true
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+  "preprocess_grpo_pipeline": {
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+    "flashinfer_disable_version_check": true,
+    "trust_remote_code": true
+  }
+}

dataset_summary.json

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+{
+  "dataset_id": "Shaer-AI/ashaar-enhanced-desc-baseform-final-sft-lte20-min500-splits-grpo-meter-count-v1",
+  "dataset_source_id": "Shaer-AI/ashaar-with-enhanced-descriptions-baseform-final-sft-lte20-min500-splits",
+  "train_dataset_id": "Shaer-AI/ashaar-enhanced-desc-baseform-final-sft-lte20-min500-splits-grpo-meter-count-v1",
+  "source_dataset_id": "Shaer-AI/ashaar-with-enhanced-descriptions-baseform-final-sft-lte20-min500-splits",
+  "train_split": "train",
+  "eval_split": "eval",
+  "test_split": "test",
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+  "test_size": 80,
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+  "allowed_meters": [],
+  "train_manifest_path": "/root/workspace/Shaer/grpo/outputs/curated_meter_count_easyfirst_short_drop_trio/cap_1000/selected_manifest.csv",
+  "hard_diagnostic_manifest_path": "/root/workspace/Shaer/grpo/outputs/curated_meter_count_easyfirst_short_drop_trio/hard_diagnostic_cap_256/selected_manifest.csv",
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+    "11-20": 1039
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+    "الوافر": 1000
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+    "المنسرح": 256,
+    "الهزج": 256,
+    "الوافر": 256
+  }
+}

effective_runtime_config.json

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+{
+  "mode": "train",
+  "lineage": {
+    "created_at_utc": "2026-04-12T22:14:08Z",
+    "run_id": "shaer_grpo_20260412_221146",
+    "run_dir": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146",
+    "chain_id": "shaer_grpo_20260412_221146",
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+    "dataset_source_id": "Shaer-AI/ashaar-with-enhanced-descriptions-baseform-final-sft-lte20-min500-splits",
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+    "train_manifest_path": "/root/workspace/Shaer/grpo/outputs/curated_meter_count_easyfirst_short_drop_trio/cap_1000/selected_manifest.csv",
+    "hard_diagnostic_manifest_path": "/root/workspace/Shaer/grpo/outputs/curated_meter_count_easyfirst_short_drop_trio/hard_diagnostic_cap_256/selected_manifest.csv"
+  },
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+      "hard_gate",
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+      "total_composite"
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+    "load_best_model_at_end": true,
+    "metric_for_best_model": "eval_reward_total_mean",
+    "greater_is_better": true,
+    "hub_strategy": "HubStrategy.CHECKPOINT",
+    "push_to_hub": true,
+    "hub_model_id": "Shaer-AI/Shaer-adapters-grpo-short1k-no-trio-v2",
+    "generations_repo_id": "Shaer-AI/Shaer-adapters-grpo-short1k-no-trio-v2-generations"
+  },
+  "sanity_mode_note": "When mode='sanity', these effective values override the base trainer/generation blocks from config_snapshot.json."
+}

env_snapshot_masked.json

@@ -0,0 +1,96 @@
+{
+  "GRPO_HARD_DIAGNOSTIC_MANIFEST_PATH": "/root/workspace/Shaer/grpo/outputs/curated_meter_count_easyfirst_short_drop_trio/hard_diagnostic_cap_256/selected_manifest.csv",
+  "SHELL": "/bin/bash",
+  "GRPO_TRAIN_DATASET_ID": "Shaer-AI/ashaar-enhanced-desc-baseform-final-sft-lte20-min500-splits-grpo-meter-count-v1",
+  "COLORTERM": "",
+  "JUDGE_MODEL": "qwen/qwen3.5-35b-a3b",
+  "GRPO_RUN_DIR": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146",
+  "ELECTRON_RUN_AS_NODE": "1",
+  "GH_PAGER": "cat",
+  "PWD": "/root/workspace/Shaer/grpo",
+  "LOGNAME": "root",
+  "VSCODE_ESM_ENTRYPOINT": "vs/workbench/api/node/extensionHostProcess",
+  "RUNPOD_CPU_COUNT": "31",
+  "MOTD_SHOWN": "pam",
+  "HOME": "/root",
+  "LANG": "C.UTF-8",
+  "LS_COLORS": "",
+  "RUNPOD_POD_ID": "41t6mstfw0lfwx",
+  "VSCODE_AGENT_FOLDER": "/root/.vscode-server",
+  "GRPO_CURATED_MANIFEST_PATH": "/root/workspace/Shaer/grpo/outputs/curated_meter_count_easyfirst_short_drop_trio/cap_1000/selected_manifest.csv",
+  "SSH_CONNECTION": "212.28.230.68 50933 172.23.0.2 22",
+  "WATCHER_STEP_EMAIL_EVERY": "50",
+  "RUNPOD_MEM_GB": "117",
+  "RUNPOD_PUBLIC_IP": "38.128.233.145",
+  "RUNPOD_GPU_COUNT": "1",
+  "VSCODE_HANDLES_SIGPIPE": "true",
+  "TERM": "dumb",
+  "CODEX_THREAD_ID": "019d7d91-07a6-7792-ada9-5faaa8f79bdd",
+  "RUNPOD_POD_HOSTNAME": "41t6mstfw0lfwx-64410af6",
+  "GRPO_OUTPUT_REPO": "Shaer-AI/Shaer-adapters-grpo-short1k-no-trio-v2",
+  "USER": "root",
+  "GIT_PAGER": "cat",
+  "RUNPOD_DC_ID": "CA-MTL-3",
+  "GRPO_RESUME_MODE": "fresh",
+  "SHLVL": "0",
+  "PAGER": "cat",
+  "VSCODE_CWD": "/root",
+  "SFT_ADAPTER_MODE": "fresh_sft/train",
+  "VSCODE_RECONNECTION_GRACE_TIME": "10800000",
+  "RUNPOD_GPU_NAME": "NVIDIA+A100+80GB+PCIe",
+  "NO_COLOR": "1",
+  "CODEX_CI": "1",
+  "LC_CTYPE": "C.UTF-8",
+  "SSH_CLIENT": "212.28.230.68 50933 22",
+  "RUNPOD_TCP_PORT_22": "46524",
+  "VSCODE_CLI_REQUIRE_TOKEN": "***MASKED***",
+  "LC_ALL": "C.UTF-8",
+  "CODEX_INTERNAL_ORIGINATOR_OVERRIDE": "codex_vscode",
+  "SFT_ADAPTER_REPO": "Shaer-AI/Shaer-adapters",
+  "RUNPOD_API_KEY": "***MASKED***",
+  "BROWSER": "/root/.vscode-server/cli/servers/Stable-41dd792b5e652393e7787322889ed5fdc58bd75b/server/bin/helpers/browser.sh",
+  "PATH": "/root/workspace/Shaer/grpo/.venv/bin:/root/.codex/tmp/arg0/codex-arg0DqJ2rn:/root/.vscode-server/cli/servers/Stable-41dd792b5e652393e7787322889ed5fdc58bd75b/server/bin/remote-cli:/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/root/.vscode-server/extensions/openai.chatgpt-26.409.20454-linux-x64/bin/linux-x86_64",
+  "GRPO_RESUME_PATH": "",
+  "APPLICATION_INSIGHTS_NO_STATSBEAT": "true",
+  "VSCODE_NLS_CONFIG": "{\"userLocale\":\"en\",\"osLocale\":\"en\",\"resolvedLanguage\":\"en\",\"defaultMessagesFile\":\"/root/.vscode-server/cli/servers/Stable-41dd792b5e652393e7787322889ed5fdc58bd75b/server/out/nls.messages.json\",\"locale\":\"en\",\"availableLanguages\":{}}",
+  "RUST_LOG": "warn",
+  "DEBUG": "release",
+  "GRPO_SOURCE_DATASET_ID": "Shaer-AI/ashaar-with-enhanced-descriptions-baseform-final-sft-lte20-min500-splits",
+  "BASE_MODEL_ID": "Navid-AI/Yehia-7B-preview",
+  "VSCODE_HANDLES_UNCAUGHT_ERRORS": "true",
+  "OLDPWD": "/root/workspace/Shaer/grpo",
+  "VSCODE_IPC_HOOK_CLI": "/tmp/vscode-ipc-7ffe3d0e-2f6f-47d8-bd64-bfc27913153e.sock",
+  "_": "/usr/bin/setsid",
+  "PYTORCH_NVML_BASED_CUDA_CHECK": "1",
+  "TORCHINDUCTOR_COMPILE_THREADS": "1",
+  "HF_TOKEN": "***MASKED***",
+  "HF_HOME": "/workspace/.hf_home",
+  "HF_HUB_CACHE": "/workspace/.hf_home/hub",
+  "SOURCE_DATASET_ID": "Shaer-AI/ashaar-with-descriptions-baseform-final-trimmed",
+  "PHASE1_DATASET_SOURCE_ID": "Shaer-AI/ashaar-with-descriptions-baseform-final-trimmed-maxlen20-drop-majzuu-wafer-drop-motadarak",
+  "PHASE1_DATASET_ID": "Shaer-AI/ashaar-with-descriptions-baseform-final-trimmed-maxlen20-drop-majz-037e6c0b-grpo-splits",
+  "PHASE1_MAX_BAYTS": "20",
+  "PHASE1_ALLOWED_METERS": "",
+  "METER_MODEL_ID": "Shaer-AI/4BiLSTM-meter-classification-pytorch",
+  "OPENROUTER_API_KEY": "***MASKED***",
+  "JUDGE_BASE_URL": "https://openrouter.ai/api/v1",
+  "JUDGE_TIMEOUT_SECONDS": "60",
+  "JUDGE_MAX_RETRIES": "3",
+  "OPENROUTER_REFERRER": "",
+  "OPENROUTER_APP_TITLE": "Shaer-GRPO",
+  "WATCHER_EMAIL_ENABLED": "true",
+  "WATCHER_SMTP_HOST": "smtp.gmail.com",
+  "WATCHER_SMTP_PORT": "587",
+  "WATCHER_SMTP_USERNAME": "abbassahmad050@gmail.com",
+  "WATCHER_SMTP_PASSWORD": "***MASKED***",
+  "WATCHER_FROM_EMAIL": "abbassahmad050@gmail.com",
+  "WATCHER_TO_EMAIL": "abbassahmad050@gmail.com",
+  "WATCHER_INTERVAL_MINUTES": "30",
+  "WATCHER_STALE_MINUTES": "20",
+  "REWARD_CACHE_DIR": "./cache/reward_cache",
+  "MEANING_FIT_PROMPT_FILE": "prompts/meaning_fit.yaml",
+  "MEANING_SUBSTANCE_PROMPT_FILE": "prompts/meaning_substance.yaml",
+  "WATCHER_STATE_DIR": "./watcher_state",
+  "CUDA_MODULE_LOADING": "LAZY",
+  "TORCHINDUCTOR_CACHE_DIR": "/tmp/torchinductor_root"
+}

lineage.json

@@ -0,0 +1,10 @@
+{
+  "created_at_utc": "2026-04-12T22:14:08Z",
+  "run_id": "shaer_grpo_20260412_221146",
+  "run_dir": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146",
+  "chain_id": "shaer_grpo_20260412_221146",
+  "root_run_id": "shaer_grpo_20260412_221146",
+  "parent_run_id": "",
+  "parent_run_dir": "",
+  "run_sequence_index": 0
+}

metrics.csv

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plots/chain_runs.json

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+[
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+  }
+]

plotter.log

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+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/reward_panels_train_run.png
+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/reward_panels_eval_run.png
+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/reward_panels_train_chain.png
+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/reward_panels_eval_chain.png
+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/kl_run.png
+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/kl_chain.png
+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/arabic_gate_run.png
+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/arabic_gate_chain.png
+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/template_quality_run.png
+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/template_quality_chain.png
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+[plot_live_rewards] updated /root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146/plots/meter_by_meter_chain.png
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plotter.pid

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resume_decision.json

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+{
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+}

runtime_snapshot.json

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+{
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+    "run_dir": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_221146",
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+2026-04-12 22:11:54,382 | INFO | train_grpo_train | mode=train
+2026-04-12 22:14:27,110 | INFO | train_grpo_train | dataset_id=Shaer-AI/ashaar-enhanced-desc-baseform-final-sft-lte20-min500-splits-grpo-meter-count-v1 train_size=9955 eval_size=80
+2026-04-12 22:14:27,110 | INFO | train_grpo_train | source_dataset_id=Shaer-AI/ashaar-with-enhanced-descriptions-baseform-final-sft-lte20-min500-splits test_size=80 hard_diagnostic_size=3126
+2026-04-12 22:14:27,110 | INFO | train_grpo_train | active_rewards=['meter', 'count_adherence', 'hard_gate', 'judge_quality', 'repeat_soft', 'total_composite']
+2026-04-12 22:14:27,110 | INFO | train_grpo_train | reward_weights={'meter': 0.0, 'count_adherence': 0.0, 'hard_gate': 0.0, 'judge_quality': 0.0, 'repeat_soft': 0.0, 'total_composite': 1.0}
+2026-04-12 22:14:27,110 | INFO | train_grpo_train | output_repo=Shaer-AI/Shaer-adapters-grpo-short1k-no-trio-v2
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+2026-04-12 22:14:27,111 | INFO | train_grpo_train | hard_diagnostic_manifest_path=/root/workspace/Shaer/grpo/outputs/curated_meter_count_easyfirst_short_drop_trio/hard_diagnostic_cap_256/selected_manifest.csv
+2026-04-12 22:14:27,111 | INFO | train_grpo_train | trainable_params=159907840 total_params=7160467456 trainable_ratio=0.022332
+2026-04-12 22:14:27,111 | INFO | train_grpo_train | resume_decision={"timestamp_utc": "2026-04-12T22:14:08Z", "resume_mode": "fresh", "requested_spec": "", "result": "fresh", "reason": "explicit_fresh", "local_resume_path": null, "remote_repo": null, "remote_prefix": null, "compatibility": "unchecked", "config_fingerprint": "002103f46be89ed6311e30cbbf1952cf127698400c47c48f018bf0a5f0eb1c65"}
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