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Sqlcoder GPTQ by TheBloke

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  4-bit   Autotrain compatible   Base model:defog/sqlcoder Base model:quantized:defog/sql...   Code   Codegen   En   Finetuned   Gpt bigcode   Gptq   Quantized   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/TheBloke/sqlcoder-GPTQ 

Sqlcoder GPTQ Benchmarks

LLME Score: 0.13487
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Sqlcoder GPTQ (TheBloke/sqlcoder-GPTQ)

Sqlcoder GPTQ Parameters and Internals

Model Type 
starcoder, text-generation
Additional Notes 
Model is a specialized tool for generating SQL queries from natural language prompts, with varying quantization options for different hardware configurations
Training Details 
Data Sources:
Human-curated questions based on 10 different schemas
Data Volume:
10,537 questions
Methodology:
Training done in phases based on difficulty, fine-tuning on 'hard' and 'extra hard' questions resulted in performance increase
Model Architecture:
Fine-tuned on a base StarCoder model
Input Output 
Input Format:
{prompt}
Output Format:
Text
Performance Tips:
Choosing quantization parameters based on hardware and VRAM availability improves usability
LLM NameSqlcoder GPTQ
Repository 🤗https://huggingface.co/TheBloke/sqlcoder-GPTQ 
Model NameSqlcoder
Model CreatorDefog.ai
Base Model(s)  Sqlcoder   defog/sqlcoder
Model Size2.7b
Required VRAM9.2 GB
Updated2025-02-22
MaintainerTheBloke
Model Typegpt_bigcode
Model Files  9.2 GB
Supported Languagesen
GPTQ QuantizationYes
Quantization Typegptq
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licenseother
Transformers Version4.31.0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49152
Torch Data Typebfloat16
Activation Functiongelu

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

Rank the Sqlcoder 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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