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Deepseek Coder 6.7B Base by deepseek-ai

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  Autotrain compatible   Codegen   Endpoints compatible   Llama   Pytorch   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-base 

Deepseek Coder 6.7B Base Benchmarks

ARC: 37.03 vs 96.7 (so35)-61.7%
HellaSwag: 53.46 vs 95.3 (gpt4)-43.9%
MMLU: 38.39 vs 88.3 (so35)-56.5%
TruthfulQA: 40.28 vs 59 (gpt4)-31.7%
WinoGrande: 58.09 vs 87.5 (gpt4)-33.6%
GSM8K: 17.97 vs 96.4 (so35)-81.4%
HumanEvalA: 33.54
Python Eva: 45.83 vs 92 (so35)-50.2%
Java Eval: 37.72
Javascript: 45.9
CPP Eval: 45.53
PHP Eval: 36.92
Julia Eval: 28.74
D Eval: 19.74
Lua Eval: 33.89
R Eval: 28.99
Racket Eva: 18.73
Rust Eval: 34.67
Swift Eval: 25.8
LLME Score: 0.25024
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Deepseek Coder 6.7B Base (deepseek-ai/deepseek-coder-6.7b-base)

Deepseek Coder 6.7B Base Parameters and Internals

Model Type 
code completion, code insertion, repository level code completion
Use Cases 
Areas:
code development, software engineering
Primary Use Cases:
project-level code completion, code infilling
Additional Notes 
Offers various sizes from 1.3B to 33B parameters.
Supported Languages 
English (code and natural language), Chinese (code and natural language)
Training Details 
Data Sources:
code, natural language
Data Volume:
2 trillion tokens
Context Length:
16000
Model Architecture:
Multi-Head Attention
LLM NameDeepseek Coder 6.7B Base
Repository 🤗https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-base 
Model Size6.7b
Required VRAM13.5 GB
Updated2025-02-05
Maintainerdeepseek-ai
Model Typellama
Model Files  10.0 GB: 1-of-2   3.5 GB: 2-of-2   10.0 GB: 1-of-2   3.5 GB: 2-of-2
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length16384
Model Max Length16384
Transformers Version4.34.1
Tokenizer ClassLlamaTokenizerFast
Beginning of Sentence Token<｜begin▁of▁sentence｜>
End of Sentence Token<｜end▁of▁sentence｜>
Vocabulary Size32256
Torch Data Typebfloat16

Quantized Models of the Deepseek Coder 6.7B Base

Model
Likes
Downloads
VRAM
Deepseek Coder 6.7B Base AWQ8115333 GB
Deepseek Coder 6.7B Base GGUF1127602 GB
Deepseek Coder 6.7B Base GPTQ5813 GB
Deepseek Coder 6.7B Base AWQ003 GB

Best Alternatives to Deepseek Coder 6.7B Base

Best Alternatives
Context / RAM
Downloads
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...s Coder6.7b Reflct Adamw Iter116K / 13.5 GB4750
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB950
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB1100
...r6.7b Pos Reflct Rmsprop Iter116K / 13.5 GB870
...r6.7b Pos Reflct Rmsprop Iter116K / 13.5 GB900
...ir4 Ds Coder6.7b Rmsprop Iter116K / 13.5 GB430
Ds Coder6.7b Rmsprop Iter116K / 13.5 GB670
Semcoder S 103016K / 13.5 GB1232
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB620
Semcoder 103016K / 13.5 GB1330
Note: green Score (e.g. "73.2") means that the model is better than deepseek-ai/deepseek-coder-6.7b-base.

Rank the Deepseek Coder 6.7B Base 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 v20241227
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