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Replit Code V1 3B by replit

 »  All LLMs  »  replit  »  Replit Code V1 3B   URL Share it on

  705   
  Arxiv:2108.12409   Arxiv:2205.14135   Arxiv:2211.15533   Arxiv:2302.06675   Autotrain compatible   Code   Custom code Dataset:bigcode/the-stack-dedu...   Endpoints compatible   Model-index   Mpt   Pytorch   Region:us
Model Card on HF 🤗: https://huggingface.co/replit/replit-code-v1-3b 

Replit Code V1 3B Benchmarks

HumanEvalA: 11.62
Python Eva: 20.12 vs 92 (so35)-78.1%
Java Eval: 21.39
Javascript: 20.18
CPP Eval: 20.37
PHP Eval: 16.14
Julia Eval: 1.24
D Eval: 6.41
Lua Eval: 2.11
R Eval: 7.2
Racket Eva: 3.22
Rust Eval: 15.19
Swift Eval: 5.88
LLME Score: 0.1619
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Replit Code V1 3B (replit/replit-code-v1-3b)

Replit Code V1 3B Parameters and Internals

Model Type 
code-generation
Use Cases 
Primary Use Cases:
Code completion across 20 different programming languages
Limitations:
Pre-training dataset may contain offensive or inappropriate content, Not suitable for applications that may cause harm or distress
Considerations:
Exercise reasonable caution when using in production systems.
Supported Languages 
code programming_language (> Markdown, Java, JavaScript, Python, TypeScript, PHP, SQL, JSX, reStructuredText, Rust, C, CSS, Go, C++, HTML, Vue, Ruby, Jupyter Notebook, R, Shell)
Training Details 
Data Sources:
bigcode/the-stack-dedup, Stack Dedup v1.2 dataset
Data Volume:
525B tokens
Methodology:
Trained for code completion using various techniques such as Flash Attention and AliBi positional embeddings.
Hardware Used:
256 x A100-40GB GPUs
Model Architecture:
Causal Language Model
Input Output 
Accepted Modalities:
text input for code generation
Output Format:
generated code output compatible with programming languages
Performance Tips:
Experiment with different decoding methods and parameters. Post-processing generated code is important.
LLM NameReplit Code V1 3B
Repository 🤗https://huggingface.co/replit/replit-code-v1-3b 
Model Size3b
Required VRAM10.4 GB
Updated2024-12-21
Maintainerreplit
Model Typempt
Model Files  10.4 GB
Supported Languagescode
Model ArchitectureMPTForCausalLM
Licensecc-by-sa-4.0
Model Max Length2048
Transformers Version4.28.1
Tokenizer ClassReplitLMTokenizer
Padding Token<|pad|>
Vocabulary Size32768
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than replit/replit-code-v1-3b.

Rank the Replit Code V1 3B 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 v20241217
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