Text Generation
Transformers
Safetensors
Korean
English
glm4_moe_lite
glm
Mixture of Experts
pruning
reap
expert-pruning
experimental
code-calibration
baseline
conversational
Instructions to use buugiiiiii/GLM-4.7-Flash-REAP-Code-48E with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use buugiiiiii/GLM-4.7-Flash-REAP-Code-48E with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="buugiiiiii/GLM-4.7-Flash-REAP-Code-48E") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("buugiiiiii/GLM-4.7-Flash-REAP-Code-48E") model = AutoModelForCausalLM.from_pretrained("buugiiiiii/GLM-4.7-Flash-REAP-Code-48E", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use buugiiiiii/GLM-4.7-Flash-REAP-Code-48E with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "buugiiiiii/GLM-4.7-Flash-REAP-Code-48E" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "buugiiiiii/GLM-4.7-Flash-REAP-Code-48E", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/buugiiiiii/GLM-4.7-Flash-REAP-Code-48E
- SGLang
How to use buugiiiiii/GLM-4.7-Flash-REAP-Code-48E 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 "buugiiiiii/GLM-4.7-Flash-REAP-Code-48E" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "buugiiiiii/GLM-4.7-Flash-REAP-Code-48E", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'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 "buugiiiiii/GLM-4.7-Flash-REAP-Code-48E" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "buugiiiiii/GLM-4.7-Flash-REAP-Code-48E", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use buugiiiiii/GLM-4.7-Flash-REAP-Code-48E with Docker Model Runner:
docker model run hf.co/buugiiiiii/GLM-4.7-Flash-REAP-Code-48E
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| "status": "PASS", | |
| "stage": "GLM-4.7-Flash unpacked-Expert streaming checkpoint pruning", | |
| "purpose": "reap-code-s1-25pct-baseline", | |
| "decision_eligible": true, | |
| "release_eligible": false, | |
| "hard_protection_satisfied_all_layers": true, | |
| "layers_exceeding_protected_budget": [], | |
| "forced_dropped_protected_total": 0, | |
| "method": "reap-code-s1", | |
| "source_model_path": "/workspace/models/glm-4.7-flash", | |
| "output_model_path": "/workspace/models/glm-4.7-flash-reap-code-s1-48", | |
| "source_config_sha256": "dc9b97c7c9bed726a2e6939da4234d5c43abb3edec8812068c9a1af1dbc13acb", | |
| "source_index_sha256": "91e6e95ca21700f50904a680c8c4212f5aa16dc7c10a013f01c906957c889791", | |
| "survivor_manifest_path": "/workspace/kguard-reap/artifacts/reap-code-s1-survivors/glm-reap-code-s1-48.json", | |
| "survivor_manifest_sha256": "bb2cb33c0c5e4ea75e235f7a68599d27dc7aad088988b339dbc2b3fe2de111ca", | |
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