Instructions to use Shaer-AI-2/Shaer-adapters-grpo-friend-v1-easyfirst 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-easyfirst with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Shaer-AI-2/Shaer-adapters-grpo-friend-v1-easyfirst", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "GRPO_HARD_DIAGNOSTIC_MANIFEST_PATH": "/root/workspace/Shaer/grpo/outputs/curated_meter_count_easyfirst_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": "", | |
| "GRPO_RUN_DIR": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_155553", | |
| "GRPO_GENERATIONS_REPO": "Shaer-AI/Shaer-adapters-grpo-friend-v1-easyfirst-generations", | |
| "ELECTRON_RUN_AS_NODE": "1", | |
| "GRPO_CURATED_OUTPUT_DIR": "/root/workspace/Shaer/grpo/outputs/curated_meter_count_easyfirst_drop_trio", | |
| "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_drop_trio/cap_3000/selected_manifest.csv", | |
| "SSH_CONNECTION": "212.28.230.68 61037 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-friend-v1-easyfirst", | |
| "USER": "root", | |
| "GIT_PAGER": "cat", | |
| "RUNPOD_DC_ID": "CA-MTL-3", | |
| "GRPO_RESUME_MODE": "fresh", | |
| "SHLVL": "0", | |
| "PAGER": "cat", | |
| "VSCODE_CWD": "/root", | |
| "VSCODE_RECONNECTION_GRACE_TIME": "10800000", | |
| "SFT_ADAPTER_MODE": "fresh_sft/train", | |
| "RUNPOD_GPU_NAME": "NVIDIA+A100+80GB+PCIe", | |
| "NO_COLOR": "1", | |
| "CODEX_CI": "1", | |
| "LC_CTYPE": "C.UTF-8", | |
| "SSH_CLIENT": "212.28.230.68 61037 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-arg0ilXDNi:/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-05c95c1e-afe9-43c3-b1ed-acafef4d44f2.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_MODEL": "qwen/qwen3.5-35b-a3b", | |
| "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" | |
| } |