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Starcoder2 3B by bigcode

 »  All LLMs  »  bigcode  »  Starcoder2 3B   URL Share it on

  198851   
  Arxiv:2004.05150   Arxiv:2205.14135   Arxiv:2207.14255   Arxiv:2305.13245   Arxiv:2402.19173   Autotrain compatible   Code Dataset:bigcode/the-stack-v2-t...   Endpoints compatible   Model-index   Region:us   Safetensors   Starcoder2
Model Card on HF 🤗: https://huggingface.co/bigcode/starcoder2-3b 

Starcoder2 3B Benchmarks

MMLU Pro: 7.07
MUSR: 1.43
BBH: 8.91
IFEval: 20.37 vs 88 (so35)-76.9%
ARC: 34.56 vs 96.7 (so35)-64.3%
HellaSwag: 47.62 vs 95.3 (gpt4)-50%
MMLU: 38.65 vs 88.3 (so35)-56.2%
TruthfulQA: 40.49 vs 59 (gpt4)-31.4%
WinoGrande: 54.54 vs 87.5 (gpt4)-37.7%
GSM8K: 19.64 vs 96.4 (so35)-79.6%
HumanEvalA: 23.43
Python Eva: 31.44 vs 92 (so35)-65.8%
Java Eval: 27.41
Javascript: 35.37
CPP Eval: 27.24
PHP Eval: 27.61
Julia Eval: 19.87
D Eval: 12.56
Lua Eval: 28.01
R Eval: 14.22
Racket Eva: 7.8
Rust Eval: 24.52
Swift Eval: 25.09
MATH Lvl 5: 1.51
LLME Score: 0.28982
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
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Starcoder2 3B Parameters and Internals

Model Type 
text-generation
Use Cases 
Areas:
research, programming
Primary Use Cases:
code generation
Limitations:
Generated code may contain bugs or exploits., Inefficiency and unintended outputs
Supported Languages 
programming_languages (17 programming languages,)
Training Details 
Data Sources:
GitHub code, Arxiv, Wikipedia
Data Volume:
3+ trillion tokens
Methodology:
Grouped Query Attention, Fill-in-the-Middle objective
Context Length:
16384
Hardware Used:
160 A100 GPUs
Model Architecture:
Transformer decoder with grouped-query and sliding window attention
Input Output 
Accepted Modalities:
text
LLM NameStarcoder2 3B
Repository 🤗https://huggingface.co/bigcode/starcoder2-3b 
Model Size3b
Required VRAM12.1 GB
Updated2025-06-09
Maintainerbigcode
Model Typestarcoder2
Model Files  12.1 GB
Model ArchitectureStarcoder2ForCausalLM
Licensebigcode-openrail-m
Context Length16384
Model Max Length16384
Transformers Version4.37.0.dev0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49152
Starcoder2 3B (bigcode/starcoder2-3b)

Quantized Models of the Starcoder2 3B

Model
Likes
Downloads
VRAM
Starcoder2 3B AWQ05372 GB
StarCoder2 3B GGUF916661 GB

Best Alternatives to Starcoder2 3B

Best Alternatives
Context / RAM
Downloads
Likes
Starcoder2 3b AutoRedteam16K / 12.7 GB50
Starcoder Proto Code16K / 6.1 GB280
Mojo Starcoder216K / 6.4 GB110
NEAR StructTunedStarcoder216K / 6.1 GB150
NEARCoder 3B16K / 6.1 GB80
NEAR PreTrainedStarCoder216K / 6.1 GB120
Bigcode Starcoder2 3B 8bits16K / 3.2 GB120
Starcoder2 3B Instruct16K / 6.1 GB5524
OpenCodeInterpreter SC2 3B16K / 6.4 GB167
Opencsg Starcoder2 3B V0.116K / 6.4 GB151

Rank the Starcoder2 3B Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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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