Sqlcoder 70B Alpha by defog

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Sqlcoder 70B Alpha Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Sqlcoder 70B Alpha (defog/sqlcoder-70b-alpha)

Sqlcoder 70B Alpha Parameters and Internals

Model Type 
Text to SQL
Use Cases 
Primary Use Cases:
Used by non-technical users to understand data inside their SQL databases
Limitations:
Not trained to reject malicious requests from users with write access; should only be used by users with read-only access
LLM NameSqlcoder 70B Alpha
Repository ๐Ÿค—https://huggingface.co/defog/sqlcoder-70b-alpha 
Model Size70b
Required VRAM138.7 GB
Updated2024-12-22
Maintainerdefog
Model Typellama
Model Files  4.7 GB: 1-of-29   4.7 GB: 2-of-29   5.0 GB: 3-of-29   5.0 GB: 4-of-29   4.7 GB: 5-of-29   4.7 GB: 6-of-29   4.7 GB: 7-of-29   5.0 GB: 8-of-29   5.0 GB: 9-of-29   4.7 GB: 10-of-29   4.7 GB: 11-of-29   4.7 GB: 12-of-29   5.0 GB: 13-of-29   5.0 GB: 14-of-29   4.7 GB: 15-of-29   4.7 GB: 16-of-29   4.7 GB: 17-of-29   5.0 GB: 18-of-29   5.0 GB: 19-of-29   4.7 GB: 20-of-29   4.7 GB: 21-of-29   4.7 GB: 22-of-29   5.0 GB: 23-of-29   5.0 GB: 24-of-29   4.7 GB: 25-of-29   4.7 GB: 26-of-29   4.7 GB: 27-of-29   5.0 GB: 28-of-29   3.8 GB: 29-of-29
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licensecc-by-sa-4.0
Context Length16384
Model Max Length16384
Transformers Version4.37.2
Tokenizer ClassLlamaTokenizer
Vocabulary Size32016
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than defog/sqlcoder-70b-alpha.

Rank the Sqlcoder 70B Alpha 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 v20241217