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Natural Sql 7B by chatdb

 »  All LLMs  »  chatdb  »  Natural Sql 7B   URL Share it on

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  Autotrain compatible Base model:deepseek-ai/deepsee... Base model:finetune:deepseek-a...   Codegen   Conversational   Endpoints compatible   Finetuned   Instruct   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/chatdb/natural-sql-7b 

Natural Sql 7B Benchmarks

LLME Score: 0.2165
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Natural Sql 7B (chatdb/natural-sql-7b)

Natural Sql 7B Parameters and Internals

Model Type 
text-generation
Use Cases 
Primary Use Cases:
Text-to-SQL instructions
Input Output 
Accepted Modalities:
text
Output Format:
SQL query
LLM NameNatural Sql 7B
Repository 🤗https://huggingface.co/chatdb/natural-sql-7b 
Base Model(s)  deepseek-ai/deepseek-coder-6.7b-instruct   deepseek-ai/deepseek-coder-6.7b-instruct
Model Size7b
Required VRAM13.9 GB
Updated2024-12-22
Maintainerchatdb
Model Typellama
Instruction-BasedYes
Model Files  5.0 GB: 1-of-3   5.0 GB: 2-of-3   3.9 GB: 3-of-3
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licensecc-by-sa-4.0
Context Length4096
Model Max Length4096
Transformers Version4.38.0.dev0
Tokenizer ClassLlamaTokenizer
Padding Token<｜end▁of▁sentence｜>
Vocabulary Size102400
Torch Data Typefloat16

Quantized Models of the Natural Sql 7B

Model
Likes
Downloads
VRAM
Natural Sql 7B GGUF2612 GB

Best Alternatives to Natural Sql 7B

Best Alternatives
Context / RAM
Downloads
Likes
Deepseek Coder 6.7B Instruct16K / 13.5 GB17049354
CodeLlama 7B Instruct Hf16K / 13.5 GB40427218
CodeLlama 7B Instruct Hf16K / 13.5 GB1995829
GetCode Slerp16K / 13.6 GB11021
CodeV CL 7B16K / 13.5 GB5961
Cdlm 7 Ko Nl2sql V1.016K / 13.5 GB48174
Stack Codellama 7B Inst16K / 13.5 GB760
...ama 7B Instruct Hf Dequantized16K / 13.5 GB1970
...deLlama 7B Instruct Hf 8bits Q16K / 4.2 GB81
Llama 2 7B Chat Finetune516K / 13.8 GB31
Note: green Score (e.g. "73.2") means that the model is better than chatdb/natural-sql-7b.

Rank the Natural Sql 7B 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241217
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