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Starcoder2 7B GPTQ by TechxGenus

 »  All LLMs  »  TechxGenus  »  Starcoder2 7B GPTQ   URL Share it on

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  Arxiv:2004.05150   Arxiv:2205.14135   Arxiv:2207.14255   Arxiv:2305.13245   Arxiv:2402.19173   4-bit   Autotrain compatible   Code Dataset:bigcode/the-stack-v2-t...   Endpoints compatible   Gptq   Model-index   Quantized   Region:us   Safetensors   Starcoder2
Model Card on HF 🤗: https://huggingface.co/TechxGenus/starcoder2-7b-GPTQ 

Starcoder2 7B GPTQ Benchmarks

LLME Score: 0.17583
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Starcoder2 7B GPTQ (TechxGenus/starcoder2-7b-GPTQ)

Starcoder2 7B GPTQ Parameters and Internals

Model Type 
text-generation
Use Cases 
Areas:
code generation, research, open-source projects
Applications:
automated code generation, software development
Primary Use Cases:
source code generation in 17 programming languages, completion of code snippets in various contexts
Limitations:
inconsistent code quality, possible introduction of bugs, potentially unsafe or inefficient code
Considerations:
Model works best with proper context and code style input
Additional Notes 
The model provides high accuracy for code generation tasks when provided with a well-formed code context. It utilizes advanced transformer architecture optimized to handle programming languages.
Supported Languages 
programming_languages (:["over200 languages including major programming languages like Python, JavaScript, etc."])
Training Details 
Data Sources:
The Stack v2, Arxiv, Wikipedia
Data Volume:
3.5+ trillion tokens
Methodology:
Fill-in-the-Middle objective
Context Length:
16384
Hardware Used:
432 H100 GPUs
Model Architecture:
Transformer decoder with grouped-query and sliding window attention
Input Output 
Input Format:
Source code and code snippets
Accepted Modalities:
text
Output Format:
Generated code
LLM NameStarcoder2 7B GPTQ
Repository 🤗https://huggingface.co/TechxGenus/starcoder2-7b-GPTQ 
Model Size7b
Required VRAM4.5 GB
Updated2025-02-22
MaintainerTechxGenus
Model Typestarcoder2
Model Files  4.5 GB
GPTQ QuantizationYes
Quantization Typegptq
Model ArchitectureStarcoder2ForCausalLM
Licensebigcode-openrail-m
Context Length16384
Model Max Length16384
Transformers Version4.39.0.dev0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49152
Torch Data Typefloat16
Activation Functiongelu

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Note: green Score (e.g. "73.2") means that the model is better than TechxGenus/starcoder2-7b-GPTQ.

Rank the Starcoder2 7B 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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Release v20241227
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