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Starcoderplus GPTQ by TheBloke

 »  All LLMs  »  TheBloke  »  Starcoderplus GPTQ   URL Share it on

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  Arxiv:1911.02150   Arxiv:2205.14135   Arxiv:2207.14255   Arxiv:2305.06161   4-bit   Autotrain compatible   Code   Codegen Dataset:bigcode/the-stack-dedu... Dataset:tiiuae/falcon-refinedw...   Gpt bigcode   Gptq   Quantized   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/TheBloke/starcoderplus-GPTQ 

Starcoderplus GPTQ Benchmarks

LLME Score: 0.11271
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Starcoderplus GPTQ (TheBloke/starcoderplus-GPTQ)

Starcoderplus GPTQ Parameters and Internals

Model Type 
text-generation, code generation
Use Cases 
Areas:
Research, Code generation
Applications:
Text and code generation
Primary Use Cases:
Programming assistance, Language modeling
Limitations:
The model may encounter limitations with non-English text and can carry stereotypes and biases., Generated code might have errors, inefficiencies, or potential vulnerabilities.
Considerations:
Attribution might be required for generated code based on the dataset.
Additional Notes 
The instruction-tuned version in StarChat makes the model a capable assistant.
Supported Languages 
English (native), Programming languages (80+)
Training Details 
Data Sources:
RedefinedWeb, StarCoderData, The Stack (v1.2), Wikipedia
Data Volume:
1.6 trillion tokens
Methodology:
Fill-in-the-Middle objective
Context Length:
8192
Training Time:
14 days
Hardware Used:
512 Tesla A100 GPUs
Model Architecture:
GPT-2 model with multi-query attention
Responsible Ai Considerations 
Fairness:
The model carries the stereotypes and biases commonly encountered online, given its training data.
Mitigation Strategies:
The code dataset was filtered for permissive licenses only.
LLM NameStarcoderplus GPTQ
Repository 🤗https://huggingface.co/TheBloke/starcoderplus-GPTQ 
Model Size2.6b
Required VRAM8.9 GB
Updated2025-01-20
MaintainerTheBloke
Model Typegpt_bigcode
Model Files  8.9 GB
GPTQ QuantizationYes
Quantization Typegptq
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licensebigcode-openrail-m
Transformers Version4.30.0.dev0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49152
Torch Data Typefloat16
Activation Functiongelu

Best Alternatives to Starcoderplus GPTQ

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Context / RAM
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Starcoder GPTQ0K / 8.9 GB8613
Starchat Beta GPTQ0K / 8.9 GB2327
Note: green Score (e.g. "73.2") means that the model is better than TheBloke/starcoderplus-GPTQ.

Rank the Starcoderplus GPTQ 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227
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