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DeepSeek V3.1 by unsloth

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  Arxiv:2412.19437   Autotrain compatible Base model:deepseek-ai/deepsee... Base model:quantized:deepseek-...   Conversational   Custom code   Deepseek v3   Endpoints compatible   Fp8   Region:us   Safetensors   Sharded   Tensorflow   Unsloth
Model Card on HF 🤗: https://huggingface.co/unsloth/DeepSeek-V3.1 

DeepSeek V3.1 Benchmarks

LLME Score: 0.3214
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
DeepSeek V3.1 (unsloth/DeepSeek-V3.1)
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DeepSeek V3.1 Parameters and Internals

LLM NameDeepSeek V3.1
Repository 🤗https://huggingface.co/unsloth/DeepSeek-V3.1 
Base Model(s)  deepseek-ai/DeepSeek-V3.1   deepseek-ai/DeepSeek-V3.1
Model Size684.5b
Required VRAM176.1 GB
Updated2025-08-23
Maintainerunsloth
Model Typedeepseek_v3
Model Files  5.2 GB: 1-of-163   4.3 GB: 2-of-163   4.3 GB: 3-of-163   4.3 GB: 4-of-163   4.3 GB: 5-of-163   4.4 GB: 6-of-163   4.3 GB: 7-of-163   4.3 GB: 8-of-163   4.3 GB: 9-of-163   4.3 GB: 10-of-163   4.3 GB: 11-of-163   1.3 GB: 12-of-163   4.3 GB: 13-of-163   4.3 GB: 14-of-163   4.3 GB: 15-of-163   4.3 GB: 16-of-163   4.3 GB: 17-of-163   4.3 GB: 18-of-163   4.3 GB: 19-of-163   4.3 GB: 20-of-163   4.3 GB: 21-of-163   4.3 GB: 22-of-163   4.3 GB: 23-of-163   4.3 GB: 24-of-163   4.3 GB: 25-of-163   4.3 GB: 26-of-163   4.3 GB: 27-of-163   4.3 GB: 28-of-163   4.3 GB: 29-of-163   4.3 GB: 30-of-163   4.3 GB: 31-of-163   4.3 GB: 32-of-163   4.3 GB: 33-of-163   1.8 GB: 34-of-163   4.3 GB: 35-of-163   4.3 GB: 36-of-163   4.3 GB: 37-of-163   4.3 GB: 38-of-163   4.3 GB: 39-of-163   4.3 GB: 40-of-163   4.3 GB: 41-of-163   4.3 GB: 42-of-163
Model ArchitectureDeepseekV3ForCausalLM
Licensemit
Context Length163840
Model Max Length163840
Transformers Version4.55.2
Vocabulary Size129280
Torch Data Typebfloat16

Best Alternatives to DeepSeek V3.1

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Context / RAM
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DeepSeek V3.1 Base160K / 189 GB10852860
DeepSeek V3160K / 171.8 GB4568743959
DeepSeek V3.1160K / 180.4 GB7796440
DeepSeek R1160K / 688.4 GB74658612642
DeepSeek R1 0528160K / 180.4 GB4642842379
DeepSeek V3.0324160K / 184.7 GB4228083044
DeepSeek TNG R1T2 Chimera160K / 184.7 GB2265244
DeepSeek V3 Base160K / 171.8 GB274421670
DeepSeek V3.1 Base BF16160K / 358.8 GB524
DeepSeek V3.1 Base160K / 180.4 GB863
Note: green Score (e.g. "73.2") means that the model is better than unsloth/DeepSeek-V3.1.

Rank the DeepSeek V3.1 Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Release v20241124
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