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DeciCoder 6B by Deci

 »  All LLMs  »  Deci  »  DeciCoder 6B   URL Share it on

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  Arxiv:2104.09864   Autotrain compatible   Custom code   Dataset:bigcode/starcoderdata   Deci   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Deci/DeciCoder-6B 

DeciCoder 6B Benchmarks

LLME Score: 0.16297
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
DeciCoder 6B (Deci/DeciCoder-6B)

DeciCoder 6B Parameters and Internals

Model Type 
auto-regressive language model, transformer decoder
Use Cases 
Areas:
Research, Commercial applications
Applications:
Code generation, Code completion
Primary Use Cases:
Generate code snippets given some context
Limitations:
No assurance of code functionality, Might produce suboptimal, buggy, or exploitable code
Supported Languages 
Python (Complete), Java (Complete), JavaScript (Complete), Rust (Complete), C++ (Complete), C (Complete), C# (Complete), Go (Complete)
Training Details 
Data Sources:
bigcode/starcoderdata
Methodology:
Fill-in-the-Middle training objective
Context Length:
2000
Model Architecture:
variable Grouped Query Attention, Rotary Position Embeddings
Input Output 
Input Format:
Tokenizer encoded inputs
Accepted Modalities:
text
Output Format:
Generated code snippets
Performance Tips:
Measured for maximal batch size on the device
LLM NameDeciCoder 6B
Repository 🤗https://huggingface.co/Deci/DeciCoder-6B 
Model Size6b
Required VRAM23.4 GB
Updated2025-02-22
MaintainerDeci
Model Typedeci
Model Files  4.9 GB: 1-of-5   4.9 GB: 2-of-5   4.9 GB: 3-of-5   4.9 GB: 4-of-5   3.8 GB: 5-of-5
Model ArchitectureDeciLMForCausalLM
Licenseapache-2.0
Context Length2048
Model Max Length2048
Transformers Version4.35.2
Tokenizer ClassDeciCoderTokenizer
Vocabulary Size51200
Torch Data Typefloat16

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Rank the DeciCoder 6B 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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