Instructions to use CELL-LAB/C_SERVER-GRPO-MERGED with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use CELL-LAB/C_SERVER-GRPO-MERGED with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="CELL-LAB/C_SERVER-GRPO-MERGED")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("CELL-LAB/C_SERVER-GRPO-MERGED", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use CELL-LAB/C_SERVER-GRPO-MERGED with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "CELL-LAB/C_SERVER-GRPO-MERGED" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "CELL-LAB/C_SERVER-GRPO-MERGED", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/CELL-LAB/C_SERVER-GRPO-MERGED
- SGLang
How to use CELL-LAB/C_SERVER-GRPO-MERGED with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "CELL-LAB/C_SERVER-GRPO-MERGED" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "CELL-LAB/C_SERVER-GRPO-MERGED", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "CELL-LAB/C_SERVER-GRPO-MERGED" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "CELL-LAB/C_SERVER-GRPO-MERGED", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use CELL-LAB/C_SERVER-GRPO-MERGED with Docker Model Runner:
docker model run hf.co/CELL-LAB/C_SERVER-GRPO-MERGED
Download adapter/training_artifacts/model_stack.json from CELL-LAB/C_SERVER-GRPO-MERGED: direct link, hf CLI and curl.
- Browser
- Download file 19.8 kB
-
https://huggingface.co/CELL-LAB/C_SERVER-GRPO-MERGED/resolve/main/adapter/training_artifacts/model_stack.json
- Command line
-
hf download hf://CELL-LAB/C_SERVER-GRPO-MERGED/adapter/training_artifacts/model_stack.json
-
curl -L -o model_stack.json https://huggingface.co/CELL-LAB/C_SERVER-GRPO-MERGED/resolve/main/adapter/training_artifacts/model_stack.json
19.8 kB
| { | |
| "source": "../models/C_SERVER", | |
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| "checkpoint_inspection": { | |
| "source": "../models/C_SERVER", | |
| "checkpoint_type": "full_or_merged_model", | |
| "revision": null, | |
| "is_local": true, | |
| "has_adapter_config": false, | |
| "has_model_config": true, | |
| "weight_files": [ | |
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| "model-00005-of-00005.safetensors" | |
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| "model_type": "gemma3", | |
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| }, | |
| "f2f_handling": "source_is_full_or_merged_model_loaded_unchanged", | |
| "grpo_adapter_name": "default", | |
| "grpo_adapter_merged": false, | |
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| "model.language_model.layers.44.mlp.gate_proj", | |
| "model.language_model.layers.44.mlp.up_proj", | |
| "model.language_model.layers.44.self_attn.k_proj", | |
| "model.language_model.layers.44.self_attn.o_proj", | |
| "model.language_model.layers.44.self_attn.q_proj", | |
| "model.language_model.layers.44.self_attn.v_proj", | |
| "model.language_model.layers.45.mlp.down_proj", | |
| "model.language_model.layers.45.mlp.gate_proj", | |
| "model.language_model.layers.45.mlp.up_proj", | |
| "model.language_model.layers.45.self_attn.k_proj", | |
| "model.language_model.layers.45.self_attn.o_proj", | |
| "model.language_model.layers.45.self_attn.q_proj", | |
| "model.language_model.layers.45.self_attn.v_proj", | |
| "model.language_model.layers.46.mlp.down_proj", | |
| "model.language_model.layers.46.mlp.gate_proj", | |
| "model.language_model.layers.46.mlp.up_proj", | |
| "model.language_model.layers.46.self_attn.k_proj", | |
| "model.language_model.layers.46.self_attn.o_proj", | |
| "model.language_model.layers.46.self_attn.q_proj", | |
| "model.language_model.layers.46.self_attn.v_proj", | |
| "model.language_model.layers.47.mlp.down_proj", | |
| "model.language_model.layers.47.mlp.gate_proj", | |
| "model.language_model.layers.47.mlp.up_proj", | |
| "model.language_model.layers.47.self_attn.k_proj", | |
| "model.language_model.layers.47.self_attn.o_proj", | |
| "model.language_model.layers.47.self_attn.q_proj", | |
| "model.language_model.layers.47.self_attn.v_proj", | |
| "model.language_model.layers.5.mlp.down_proj", | |
| "model.language_model.layers.5.mlp.gate_proj", | |
| "model.language_model.layers.5.mlp.up_proj", | |
| "model.language_model.layers.5.self_attn.k_proj", | |
| "model.language_model.layers.5.self_attn.o_proj", | |
| "model.language_model.layers.5.self_attn.q_proj", | |
| "model.language_model.layers.5.self_attn.v_proj", | |
| "model.language_model.layers.6.mlp.down_proj", | |
| "model.language_model.layers.6.mlp.gate_proj", | |
| "model.language_model.layers.6.mlp.up_proj", | |
| "model.language_model.layers.6.self_attn.k_proj", | |
| "model.language_model.layers.6.self_attn.o_proj", | |
| "model.language_model.layers.6.self_attn.q_proj", | |
| "model.language_model.layers.6.self_attn.v_proj", | |
| "model.language_model.layers.7.mlp.down_proj", | |
| "model.language_model.layers.7.mlp.gate_proj", | |
| "model.language_model.layers.7.mlp.up_proj", | |
| "model.language_model.layers.7.self_attn.k_proj", | |
| "model.language_model.layers.7.self_attn.o_proj", | |
| "model.language_model.layers.7.self_attn.q_proj", | |
| "model.language_model.layers.7.self_attn.v_proj", | |
| "model.language_model.layers.8.mlp.down_proj", | |
| "model.language_model.layers.8.mlp.gate_proj", | |
| "model.language_model.layers.8.mlp.up_proj", | |
| "model.language_model.layers.8.self_attn.k_proj", | |
| "model.language_model.layers.8.self_attn.o_proj", | |
| "model.language_model.layers.8.self_attn.q_proj", | |
| "model.language_model.layers.8.self_attn.v_proj", | |
| "model.language_model.layers.9.mlp.down_proj", | |
| "model.language_model.layers.9.mlp.gate_proj", | |
| "model.language_model.layers.9.mlp.up_proj", | |
| "model.language_model.layers.9.self_attn.k_proj", | |
| "model.language_model.layers.9.self_attn.o_proj", | |
| "model.language_model.layers.9.self_attn.q_proj", | |
| "model.language_model.layers.9.self_attn.v_proj" | |
| ], | |
| "target_suffixes": [ | |
| "down_proj", | |
| "gate_proj", | |
| "k_proj", | |
| "o_proj", | |
| "q_proj", | |
| "up_proj", | |
| "v_proj" | |
| ] | |
| }, | |
| "parameters": { | |
| "total_parameters": 12252795504, | |
| "trainable_parameters": 65470464, | |
| "trainable_percent": 0.5343308306959564 | |
| } | |
| } |