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Spider Natsql Wizard Coder Merged by richardr1126

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Spider Natsql Wizard Coder Merged is an open-source language model by richardr1126. Features: 15b LLM, VRAM: 32.7GB, License: bigcode-openrail-m, Instruction-Based, Code Generating, LLM Explorer Score: 0.08.

  Arxiv:1809.08887   Arxiv:2109.05153   Arxiv:2305.14314   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: 0.08204
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
Updated2026-04-08
Maintainerrichardr1126
Model Typegpt_bigcode
Instruction-BasedYes
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Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licensebigcode-openrail-m
Transformers Version4.31.0.dev0
Vocabulary Size49153
Torch Data Typefloat16
Activation Functiongelu

Best Alternatives to Spider Natsql Wizard Coder Merged

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Context / RAM
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Likes
WizardCoderSQL 15B V1.00K / 31.2 GB101
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Minotaur 15B GPTQ0K / 9.2 GB458
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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