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Sqlcoder GPTQ by TheBloke

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  4-bit   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: 0.10929
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)
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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
Updated2025-12-03
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

Best Alternatives to Sqlcoder GPTQ

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Sqlcoder2 GPTQ0K / 9.2 GB1311
Starcoder Gptq0K / 9.2 GB11780
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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 v20241124
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