NaturalSQL 6.7B V0 by cfahlgren1

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  Autotrain compatible Base model:deepseek-ai/deepsee... Base model:finetune:deepseek-a...   Codegen   Conversational   Dataset:cfahlgren1/natural-sql Dataset:cfahlgren1/wiki-sql-co...   En   Endpoints compatible   Finetuned   Instruct   Llama   Region:us   Safetensors   Sharded   Tensorflow

NaturalSQL 6.7B V0 Benchmarks

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

NaturalSQL 6.7B V0 Parameters and Internals

LLM NameNaturalSQL 6.7B V0
Repository 🤗https://huggingface.co/cfahlgren1/NaturalSQL-6.7B-v0 
Base Model(s)  deepseek-ai/deepseek-coder-6.7b-instruct   deepseek-ai/deepseek-coder-6.7b-instruct
Model Size6.7b
Required VRAM13.5 GB
Updated2024-09-07
Maintainercfahlgren1
Model Typellama
Instruction-BasedYes
Model Files  4.9 GB: 1-of-3   5.0 GB: 2-of-3   3.6 GB: 3-of-3
Supported Languagesen
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length16384
Model Max Length16384
Transformers Version4.37.0.dev0
Tokenizer ClassLlamaTokenizer
Padding Token<|end▁of▁sentence|>
Vocabulary Size32256
Torch Data Typefloat16
NaturalSQL 6.7B V0 (cfahlgren1/NaturalSQL-6.7B-v0)

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Note: green Score (e.g. "73.2") means that the model is better than cfahlgren1/NaturalSQL-6.7B-v0.

Rank the NaturalSQL 6.7B V0 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 v2024072803