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Sqlcoder by defog

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  Autotrain compatible   Code   Codegen   En   Finetuned   Gpt bigcode   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/defog/sqlcoder 

Sqlcoder Benchmarks

LLME Score: 0.15517
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Sqlcoder (defog/sqlcoder)

Sqlcoder Parameters and Internals

Model Type 
text-generation
Use Cases 
Areas:
Research, Commercial applications
Applications:
Natural language to SQL conversion
Additional Notes 
This repository is now significantly outdated. It is recommended to use the improved version at sqlcoder-7b-2.
Supported Languages 
en (proficient)
Training Details 
Data Volume:
10,537 human-curated questions
Methodology:
Two-phase fine-tuning with questions classified by difficulty
Input Output 
Output Format:
SQL queries
LLM NameSqlcoder
Repository 🤗https://huggingface.co/defog/sqlcoder 
Required VRAM31.2 GB
Updated2025-02-22
Maintainerdefog
Model Typegpt_bigcode
Model Files  10.0 GB: 1-of-4   9.9 GB: 2-of-4   9.9 GB: 3-of-4   1.4 GB: 4-of-4
Supported Languagesen
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licenseother
Transformers Version4.31.0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49152
Torch Data Typebfloat16
Activation Functiongelu

Quantized Models of the Sqlcoder

Model
Likes
Downloads
VRAM
Sqlcoder GGUF183716 GB
Sqlcoder GPTQ9929 GB

Best Alternatives to Sqlcoder

Best Alternatives
Context / RAM
Downloads
Likes
Starcoderbase0K / 63.3 GB1695399
Opencoderplus0K / 31.8 GB1964103
...rcoder Gpteacher Code Instruct0K / 63.3 GB186681
StarCoder Alpaca0K / 31 GB19531
Sqlcoder20K / 31.2 GB612111
Minicoder Random0K / 0.1 GB1810
SteloCoder0K / 31.2 GB71
Minicoder Lua0K / 0.1 GB1650
DPO Santacoder1b0K / 2.2 GB640
Tiny Starcoder Py0K /  GB1491
Note: green Score (e.g. "73.2") means that the model is better than defog/sqlcoder.

Rank the Sqlcoder 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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Release v20241227
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