Image-Text-to-Text
Transformers
Safetensors
Merge
evolutionary-merge
darwin
darwin-v5
model-mri
reasoning
advanced-reasoning
chain-of-thought
thinking
qwen3.5
qwen
Mixture of Experts
mixture-of-experts
claude-opus
distillation
multimodal
vision-language
gpqa
benchmark
open-source
apache-2.0
layer-wise-merge
moe-merge
dead-expert-revival
coding-agent
tool-calling
long-context
262k-context
Eval Results (legacy)
Instructions to use FINAL-Bench/Darwin-35B-A3B-Opus with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use FINAL-Bench/Darwin-35B-A3B-Opus with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="FINAL-Bench/Darwin-35B-A3B-Opus")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("FINAL-Bench/Darwin-35B-A3B-Opus", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use FINAL-Bench/Darwin-35B-A3B-Opus with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "FINAL-Bench/Darwin-35B-A3B-Opus" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "FINAL-Bench/Darwin-35B-A3B-Opus", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/FINAL-Bench/Darwin-35B-A3B-Opus
- SGLang
How to use FINAL-Bench/Darwin-35B-A3B-Opus 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 "FINAL-Bench/Darwin-35B-A3B-Opus" \ --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": "FINAL-Bench/Darwin-35B-A3B-Opus", "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 "FINAL-Bench/Darwin-35B-A3B-Opus" \ --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": "FINAL-Bench/Darwin-35B-A3B-Opus", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use FINAL-Bench/Darwin-35B-A3B-Opus with Docker Model Runner:
docker model run hf.co/FINAL-Bench/Darwin-35B-A3B-Opus
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# Darwin-35B-A3B-Opus
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<a href="https://huggingface.co/FINAL-Bench/Darwin-4B-Opus"><img src="https://img.shields.io/badge/π§¬_Model-Darwin--4B--Opus-blue?style=for-the-badge" alt="4B Model"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/Darwin-4B-Opus"><img src="https://img.shields.io/badge/π_Space-4B_Demo-purple?style=for-the-badge" alt="4B Space"></a>
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<a href="https://huggingface.co/FINAL-Bench/Darwin-9B-Opus"><img src="https://img.shields.io/badge/π§¬_Model-Darwin--9B--Opus-blue?style=for-the-badge" alt="9B Model"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/Darwin-9B-Opus"><img src="https://img.shields.io/badge/π_Space-9B_Demo-purple?style=for-the-badge" alt="9B Space"></a>
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<a href="https://huggingface.co/FINAL-Bench/Darwin-31B-Opus"><img src="https://img.shields.io/badge/π§¬_Model-Darwin--31B--Opus-blue?style=for-the-badge" alt="31B Model"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/Darwin-31B-Opus"><img src="https://img.shields.io/badge/π_Space-31B_Demo-purple?style=for-the-badge" alt="31B Space"></a>
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<a href="https://huggingface.co/FINAL-Bench/Darwin-35B-A3B-Opus"><img src="https://img.shields.io/badge/π§¬_Model-Darwin--35B--A3B--Opus-blue?style=for-the-badge" alt="35B Model"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/Darwin-35B-A3B-Opus"><img src="https://img.shields.io/badge/π_Space-35B_Demo-purple?style=for-the-badge" alt="35B Space"></a>
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<a href="https://huggingface.co/FINAL-Bench/Darwin-35B-A3B-Opus-Q8-GGUF"><img src="https://img.shields.io/badge/π¦_GGUF-Q8--Official-yellow?style=for-the-badge" alt="Q8 GGUF"></a>
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<a href="https://huggingface.co/bartowski/FINAL-Bench_Darwin-35B-A3B-Opus-GGUF"><img src="https://img.shields.io/badge/π¦_GGUF-bartowski-yellow?style=for-the-badge" alt="bartowski GGUF"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/Leaderboard"><img src="https://img.shields.io/badge/π_FINAL_Bench-Leaderboard-green?style=for-the-badge" alt="FINAL Bench"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/all-bench-leaderboard"><img src="https://img.shields.io/badge/π_ALL_Bench-Leaderboard-orange?style=for-the-badge" alt="ALL Bench"></a>
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# Darwin-35B-A3B-Opus
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<a href="https://huggingface.co/FINAL-Bench/Darwin-4B-Opus"><img src="https://img.shields.io/badge/π§¬_Gen1-Darwin--4B--Opus-blue?style=for-the-badge" alt="Gen1"></a>
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<a href="https://huggingface.co/FINAL-Bench/Darwin-4B-David"><img src="https://img.shields.io/badge/π§¬_Gen2-Darwin--4B--David-blue?style=for-the-badge" alt="Gen2"></a>
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<a href="https://huggingface.co/FINAL-Bench/Darwin-4B-Genesis"><img src="https://img.shields.io/badge/β_Gen3-Darwin--4B--Genesis-gold?style=for-the-badge" alt="Gen3"></a>
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<a href="https://huggingface.co/FINAL-Bench/Darwin-9B-Opus"><img src="https://img.shields.io/badge/π§¬_Model-Darwin--9B--Opus-blue?style=for-the-badge" alt="9B"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/Darwin-9B-Opus"><img src="https://img.shields.io/badge/π_Space-9B_Demo-purple?style=for-the-badge" alt="9B Space"></a>
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<a href="https://huggingface.co/FINAL-Bench/Darwin-31B-Opus"><img src="https://img.shields.io/badge/π§¬_Model-Darwin--31B--Opus-blue?style=for-the-badge" alt="31B"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/Darwin-31B-Opus"><img src="https://img.shields.io/badge/π_Space-31B_Demo-purple?style=for-the-badge" alt="31B Space"></a>
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<a href="https://huggingface.co/FINAL-Bench/Darwin-35B-A3B-Opus"><img src="https://img.shields.io/badge/π§¬_Model-Darwin--35B--A3B--Opus-blue?style=for-the-badge" alt="35B"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/Darwin-35B-A3B-Opus"><img src="https://img.shields.io/badge/π_Space-35B_Demo-purple?style=for-the-badge" alt="35B Space"></a>
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<a href="https://huggingface.co/FINAL-Bench/Darwin-35B-A3B-Opus-Q8-GGUF"><img src="https://img.shields.io/badge/π¦_GGUF-Q8--Official-yellow?style=for-the-badge" alt="Q8 GGUF"></a>
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<a href="https://huggingface.co/bartowski/FINAL-Bench_Darwin-35B-A3B-Opus-GGUF"><img src="https://img.shields.io/badge/π¦_GGUF-bartowski-yellow?style=for-the-badge" alt="bartowski GGUF"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/Leaderboard"><img src="https://img.shields.io/badge/π_FINAL_Bench-Leaderboard-green?style=for-the-badge" alt="FINAL Bench"></a>
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<a href="https://huggingface.co/spaces/FINAL-Bench/all-bench-leaderboard"><img src="https://img.shields.io/badge/π_ALL_Bench-Leaderboard-orange?style=for-the-badge" alt="ALL Bench"></a>
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