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Spider Natsql Wizard Coder Qlora by richardr1126

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

  13   
  Arxiv:1809.08887   Arxiv:2109.05153   Arxiv:2305.14314   Adapter Base model:adapter:wizardlmtea... Base model:wizardlmteam/wizard...   Codegen   Codegen Dataset:richardr1126/spider-na...   Dataset:spider   Finetuned   Instruct   Lora   Peft   Qlora   Region:us   Spider   Sql   Sql   Sql fine-tune   Tensorboard
Model Card on HF 🤗: https://huggingface.co/richardr1126/spider-natsql-wizard-coder-qlora 

Spider Natsql Wizard Coder Qlora Benchmarks

LLME Score: 0.09246
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 Qlora (richardr1126/spider-natsql-wizard-coder-qlora)
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Spider Natsql Wizard Coder Qlora Parameters and Internals

Model Type 
text-to-SQL
Use Cases 
Areas:
research
Limitations:
Cannot be used for commercial purposes
Additional Notes 
NatSQL simplifies queries and reduces mismatch between natural language and SQL.
Training Details 
Data Sources:
Spider dataset, richardr1126/spider-natsql-context-instruct
Methodology:
Finetuning using QLoRa
Hardware Used:
single RTX6000 48GB
LLM NameSpider Natsql Wizard Coder Qlora
Repository 🤗https://huggingface.co/richardr1126/spider-natsql-wizard-coder-qlora 
Base Model(s)  WizardLM/WizardCoder-15B-V1.0   WizardLM/WizardCoder-15B-V1.0
Model Size15b
Required VRAM0.9 GB
Updated2025-09-23
Maintainerrichardr1126
Instruction-BasedYes
Model Files  0.9 GB   0.0 GB
Generates CodeYes
Model ArchitectureAdapter
Licensebigcode-openrail-m
Model Max Length2048
Is Biasednone
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49152
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesc_proj|c_attn|c_fc
LoRA Alpha16
LoRA Dropout0.1
R Param64

Quantized Models of the Spider Natsql Wizard Coder Qlora

Model
Likes
Downloads
VRAM
WizardCoder 15B 1.0 GPTQ1779689 GB
WizardCoder 15B 1.0 GGML1151610 GB
WizardCoder 15B V1.0 8bit1716 GB

Best Alternatives to Spider Natsql Wizard Coder Qlora

Best Alternatives
Context / RAM
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...er Skeleton Wizard Coder Qlora0K / 0.4 GB101
Note: green Score (e.g. "73.2") means that the model is better than richardr1126/spider-natsql-wizard-coder-qlora.

Rank the Spider Natsql Wizard Coder Qlora 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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