Starcoderbase 3B GPTQ by s3nh

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  Arxiv:2305.06161   4bit   Autotrain compatible   Codegen   En   Endpoints compatible   Gpt bigcode   Gptq   Quantized   Region:us

Starcoderbase 3B GPTQ Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Starcoderbase 3B GPTQ (s3nh/starcoderbase-3b-GPTQ)
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Starcoderbase 3B GPTQ Parameters and Internals

Model Type 
text-generation, code generation
Use Cases 
Areas:
Research, Technical Assistance
Applications:
Code generation
Primary Use Cases:
Technical code assistance using the Tech Assistant prompt
Limitations:
Inefficient or buggy generated code
Supported Languages 
English (Primary)
Training Details 
Data Sources:
GitHub
Data Volume:
1 trillion tokens
Methodology:
GPT-2 with multi-query attention and Fill-in-the-Middle objective
Training Time:
12 days
Hardware Used:
256 Tesla A100 GPUs
Model Architecture:
GPT-2 with multi-query attention and Fill-in-the-Middle objective
Input Output 
Input Format:
text input for token generation
Accepted Modalities:
text
Output Format:
text output with code generation capability
LLM NameStarcoderbase 3B GPTQ
Repository ๐Ÿค—https://huggingface.co/s3nh/starcoderbase-3b-GPTQ 
Base Model(s)  Starcoderbase 3B   smallcloudai/starcoderbase-3b
Model Size3b
Required VRAM2.1 GB
Updated2025-09-17
Maintainers3nh
Model Typegpt_bigcode
Model Files  2.1 GB
Supported Languagesen
GPTQ QuantizationYes
Quantization Typegptq|4bit
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licenseopenrail
Transformers Version4.31.0
Vocabulary Size49152
Torch Data Typefloat16
Activation Functiongelu_pytorch_tanh

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Note: green Score (e.g. "73.2") means that the model is better than s3nh/starcoderbase-3b-GPTQ.

Rank the Starcoderbase 3B GPTQ 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 v20241124