Image-Text-to-Text
Transformers
Safetensors
qwen3_5_moe
fp4
qwen
nvfp4
vllm
llm-compressor
compressed-tensors
conversational
8-bit precision
Instructions to use RedHatAI/Qwen3.6-35B-A3B-NVFP4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use RedHatAI/Qwen3.6-35B-A3B-NVFP4 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="RedHatAI/Qwen3.6-35B-A3B-NVFP4") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("RedHatAI/Qwen3.6-35B-A3B-NVFP4") model = AutoModelForMultimodalLM.from_pretrained("RedHatAI/Qwen3.6-35B-A3B-NVFP4", device_map="auto") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.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(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use RedHatAI/Qwen3.6-35B-A3B-NVFP4 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "RedHatAI/Qwen3.6-35B-A3B-NVFP4" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "RedHatAI/Qwen3.6-35B-A3B-NVFP4", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/RedHatAI/Qwen3.6-35B-A3B-NVFP4
- SGLang
How to use RedHatAI/Qwen3.6-35B-A3B-NVFP4 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 "RedHatAI/Qwen3.6-35B-A3B-NVFP4" \ --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": "RedHatAI/Qwen3.6-35B-A3B-NVFP4", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'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 "RedHatAI/Qwen3.6-35B-A3B-NVFP4" \ --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": "RedHatAI/Qwen3.6-35B-A3B-NVFP4", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Docker Model Runner
How to use RedHatAI/Qwen3.6-35B-A3B-NVFP4 with Docker Model Runner:
docker model run hf.co/RedHatAI/Qwen3.6-35B-A3B-NVFP4
| { | |
| "schema_version": "0.2.2", | |
| "evaluation_id": "SWE-bench/RedHatAI_Qwen3.6-35B-A3B-NVFP4/hosted_vllm__RedHatAI__Qwen3.6-35B-A3B-NVFP4.validate-test_verified_instances_nvfp4.json/1783950892.826113", | |
| "retrieved_timestamp": "1783950892.826113", | |
| "source_metadata": { | |
| "source_name": "SWE-bench", | |
| "source_type": "evaluation_run", | |
| "source_organization_name": "RedHatAI", | |
| "evaluator_relationship": "third_party" | |
| }, | |
| "eval_library": { | |
| "name": "swebench", | |
| "version": "2.2.0" | |
| }, | |
| "model_info": { | |
| "name": "RedHatAI/Qwen3.6-35B-A3B-NVFP4", | |
| "id": "RedHatAI/Qwen3.6-35B-A3B-NVFP4", | |
| "developer": "RedHatAI", | |
| "additional_details": { | |
| "swe_summary_schema_version": "2", | |
| "source_summary_file": "hosted_vllm__RedHatAI__Qwen3.6-35B-A3B-NVFP4.validate-test_verified_instances_nvfp4.json" | |
| } | |
| }, | |
| "evaluation_results": [ | |
| { | |
| "evaluation_name": "SWE-bench", | |
| "source_data": { | |
| "dataset_name": "SWE-bench", | |
| "source_type": "hf_dataset", | |
| "hf_repo": "princeton-nlp/SWE-bench", | |
| "hf_split": "test", | |
| "samples_number": 500 | |
| }, | |
| "metric_config": { | |
| "evaluation_description": "Resolve rate: fraction of benchmark instances where the submitted patch passes verification (0.0\u20131.0)", | |
| "lower_is_better": false, | |
| "score_type": "continuous", | |
| "min_score": 0.0, | |
| "max_score": 1.0 | |
| }, | |
| "score_details": { | |
| "score": 0.502, | |
| "details": { | |
| "total_instances": "500", | |
| "resolved_instances": "251", | |
| "submitted_instances": "500", | |
| "completed_instances": "385", | |
| "unresolved_instances": "134", | |
| "empty_patch_instances": "40", | |
| "error_instances": "75" | |
| }, | |
| "completed_ids": [ | |
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| ] | |
| }, | |
| "generation_config": { | |
| "generation_args": { | |
| "agentic_eval_config": { | |
| "available_tools": [ | |
| { | |
| "name": "bash" | |
| } | |
| ] | |
| }, | |
| "max_attempts": 1 | |
| } | |
| } | |
| } | |
| ] | |
| } |