Text Generation
Transformers
Safetensors
English
qwen3_5_text
weight-space-modeling
zero-gradient
risc-v
in-weights-computer
gated-deltanet
math
graphing-calculator
pedagogy
qwen3_5
conversational
Eval Results (legacy)
Instructions to use DJLougen/Qwen3.5-9B-Math-GraphCalc with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use DJLougen/Qwen3.5-9B-Math-GraphCalc with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="DJLougen/Qwen3.5-9B-Math-GraphCalc") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("DJLougen/Qwen3.5-9B-Math-GraphCalc") model = AutoModelForCausalLM.from_pretrained("DJLougen/Qwen3.5-9B-Math-GraphCalc", 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=256) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use DJLougen/Qwen3.5-9B-Math-GraphCalc with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "DJLougen/Qwen3.5-9B-Math-GraphCalc" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "DJLougen/Qwen3.5-9B-Math-GraphCalc", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/DJLougen/Qwen3.5-9B-Math-GraphCalc
- SGLang
How to use DJLougen/Qwen3.5-9B-Math-GraphCalc 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 "DJLougen/Qwen3.5-9B-Math-GraphCalc" \ --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": "DJLougen/Qwen3.5-9B-Math-GraphCalc", "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 "DJLougen/Qwen3.5-9B-Math-GraphCalc" \ --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": "DJLougen/Qwen3.5-9B-Math-GraphCalc", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use DJLougen/Qwen3.5-9B-Math-GraphCalc with Docker Model Runner:
docker model run hf.co/DJLougen/Qwen3.5-9B-Math-GraphCalc
Download chip_layout.json from DJLougen/Qwen3.5-9B-Math-GraphCalc: direct link, hf CLI and curl.
- Browser
- Download file 127 kB
-
https://huggingface.co/DJLougen/Qwen3.5-9B-Math-GraphCalc/resolve/main/chip_layout.json
- Command line
-
hf download hf://DJLougen/Qwen3.5-9B-Math-GraphCalc/chip_layout.json
-
curl -L -o chip_layout.json https://huggingface.co/DJLougen/Qwen3.5-9B-Math-GraphCalc/resolve/main/chip_layout.json
127 kB
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