WizardCoder 15B 1.0 GPTQ by TheBloke

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  4-bit   Autotrain compatible   Codegen   Gpt bigcode   Gptq   Quantized   Region:us   Safetensors

WizardCoder 15B 1.0 GPTQ Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
WizardCoder 15B 1.0 GPTQ (TheBloke/WizardCoder-15B-1.0-GPTQ)
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WizardCoder 15B 1.0 GPTQ Parameters and Internals

Model Type 
code generation
Use Cases 
Areas:
code-related tasks, research purposes
Primary Use Cases:
code generation for tasks specified in instructions
Training Details 
Data Sources:
code instruction data
Data Volume:
78k evolved code instructions
Methodology:
Evol-Instruct and fine-tuning StarCoder model
Context Length:
2048
Input Output 
Input Format:
Instruction based prompt
Accepted Modalities:
text
Output Format:
text
Performance Tips:
Use hardware with sufficient VRAM for optimal performance.
LLM NameWizardCoder 15B 1.0 GPTQ
Repository ๐Ÿค—https://huggingface.co/TheBloke/WizardCoder-15B-1.0-GPTQ 
Base Model(s)  ...ider Natsql Wizard Coder Qlora   richardr1126/spider-natsql-wizard-coder-qlora
Model Size15b
Required VRAM9.2 GB
Updated2025-08-17
MaintainerTheBloke
Model Typegpt_bigcode
Model Files  9.2 GB
GPTQ QuantizationYes
Quantization Typegptq
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licensebigcode-openrail-m
Model Max Length2048
Transformers Version4.30.0.dev0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49153
Torch Data Typefloat16
Activation Functiongelu

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Note: green Score (e.g. "73.2") means that the model is better than TheBloke/WizardCoder-15B-1.0-GPTQ.

Rank the WizardCoder 15B 1.0 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