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Deepseek Coder 7B Instruct V1.5 6.0bpw H6 EXL2 by LoneStriker

 »  All LLMs  »  LoneStriker  »  Deepseek Coder 7B Instruct V1.5 6.0bpw H6 EXL2   URL Share it on

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  Autotrain compatible   Codegen   Conversational   Endpoints compatible   Exl2   Instruct   Llama   Quantized   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/LoneStriker/deepseek-coder-7b-instruct-v1.5-6.0bpw-h6-exl2 

Deepseek Coder 7B Instruct V1.5 6.0bpw H6 EXL2 Benchmarks

LLME Score: 0.17019
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Deepseek Coder 7B Instruct V1.5 6.0bpw H6 EXL2 (LoneStriker/deepseek-coder-7b-instruct-v1.5-6.0bpw-h6-exl2)

Deepseek Coder 7B Instruct V1.5 6.0bpw H6 EXL2 Parameters and Internals

Model Type 
text generation, inference
Training Details 
Data Volume:
2T tokens for pre-training and 2B tokens for fine-tuning
Methodology:
Pre-training with a window size of 4K and next token prediction; fine-tuning on instruction data
Context Length:
4096
LLM NameDeepseek Coder 7B Instruct V1.5 6.0bpw H6 EXL2
Repository 🤗https://huggingface.co/LoneStriker/deepseek-coder-7b-instruct-v1.5-6.0bpw-h6-exl2 
Model Size7b
Required VRAM5.7 GB
Updated2024-12-22
MaintainerLoneStriker
Model Typellama
Instruction-BasedYes
Model Files  5.7 GB
Quantization Typeexl2
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length4096
Model Max Length4096
Transformers Version4.35.2
Tokenizer ClassLlamaTokenizerFast
Beginning of Sentence Token<｜begin▁of▁sentence｜>
End of Sentence Token<|EOT|>
Vocabulary Size102400
Torch Data Typebfloat16

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...ruct Solidity Bnb 4bit Smashed16K / 4.2 GB140
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...eLlama 7B Instruct Hf 4bit MLX16K / 4.2 GB121
...6.7B Instruct 8.0bpw H8 EXL2 216K / 6.8 GB92
...6.7B Instruct 3.0bpw H6 EXL2 216K / 2.8 GB91
... 7B Instruct Nf4 Fp16 Upscaled16K / 13.5 GB150
CodeLlama 7B Instruct Fp1616K / 13.5 GB338
...Llama 7B Instruct Bf16 Sharded16K / 13.5 GB161
...B Instruct V1.5 8.0bpw H8 EXL24K / 7.3 GB111
Note: green Score (e.g. "73.2") means that the model is better than LoneStriker/deepseek-coder-7b-instruct-v1.5-6.0bpw-h6-exl2.

Rank the Deepseek Coder 7B Instruct V1.5 6.0bpw H6 EXL2 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241217
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