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Spider Natsql Wizard Coder Merged by richardr1126

 »  All LLMs  »  richardr1126  »  Spider Natsql Wizard Coder Merged   URL Share it on

  12   
  Arxiv:1809.08887   Arxiv:2109.05153   Arxiv:2305.14314   Autotrain compatible   Codegen   Codegen Dataset:richardr1126/spider-na...   Dataset:spider   Endpoints compatible   Gpt bigcode   Instruct   Pytorch   Region:us   Sharded   Spider   Sql   Sql   Sql finetune
Model Card on HF 🤗: https://huggingface.co/richardr1126/spider-natsql-wizard-coder-merged 

Spider Natsql Wizard Coder Merged Benchmarks

LLME Score: 0.09419
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Spider Natsql Wizard Coder Merged (richardr1126/spider-natsql-wizard-coder-merged)
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Spider Natsql Wizard Coder Merged Parameters and Internals

Use Cases 
Areas:
text-to-SQL
Additional Notes 
This model was finetuned on a NatSQL enhanced Spider context training dataset.
Training Details 
Data Sources:
richardr1126/spider-natsql-context-instruct
Methodology:
Finetuning was performed using QLoRa on a single RTX6000 48GB
Hardware Used:
RTX6000 48GB
LLM NameSpider Natsql Wizard Coder Merged
Repository 🤗https://huggingface.co/richardr1126/spider-natsql-wizard-coder-merged 
Model Size15b
Required VRAM32.7 GB
Updated2025-10-01
Maintainerrichardr1126
Model Typegpt_bigcode
Instruction-BasedYes
Model Files  0.9 GB: 1-of-41   0.8 GB: 2-of-41   0.8 GB: 3-of-41   0.8 GB: 4-of-41   0.8 GB: 5-of-41   0.8 GB: 6-of-41   0.8 GB: 7-of-41   0.8 GB: 8-of-41   0.8 GB: 9-of-41   0.8 GB: 10-of-41   0.8 GB: 11-of-41   0.8 GB: 12-of-41   0.8 GB: 13-of-41   0.8 GB: 14-of-41   0.8 GB: 15-of-41   0.8 GB: 16-of-41   0.8 GB: 17-of-41   0.8 GB: 18-of-41   0.8 GB: 19-of-41   0.8 GB: 20-of-41   0.8 GB: 21-of-41   0.8 GB: 22-of-41   0.8 GB: 23-of-41   0.8 GB: 24-of-41   0.8 GB: 25-of-41   0.8 GB: 26-of-41   0.8 GB: 27-of-41   0.8 GB: 28-of-41   0.8 GB: 29-of-41   0.8 GB: 30-of-41   0.8 GB: 31-of-41   0.8 GB: 32-of-41   0.8 GB: 33-of-41   0.8 GB: 34-of-41   0.8 GB: 35-of-41   0.8 GB: 36-of-41   0.8 GB: 37-of-41   0.8 GB: 38-of-41   0.8 GB: 39-of-41   0.8 GB: 40-of-41   0.6 GB: 41-of-41
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licensebigcode-openrail-m
Transformers Version4.31.0.dev0
Vocabulary Size49153
Torch Data Typefloat16
Activation Functiongelu

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Note: green Score (e.g. "73.2") means that the model is better than richardr1126/spider-natsql-wizard-coder-merged.

Rank the Spider Natsql Wizard Coder Merged 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 v20241124
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