Spider Skeleton Wizard Coder Qlora by richardr1126

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  Arxiv:1809.08887   Arxiv:2305.14314   Adapter Base model:adapter:wizardlmtea... Base model:wizardlmteam/wizard...   Codegen   Codegen Dataset:richardr1126/spider-sk...   Dataset:spider   Finetuned   Instruct   Lora   Peft   Qlora   Region:us   Spider   Sql   Sql   Sql fine-tune   Tensorboard

Spider Skeleton Wizard Coder Qlora Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Spider Skeleton Wizard Coder Qlora (richardr1126/spider-skeleton-wizard-coder-qlora)
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Spider Skeleton Wizard Coder Qlora Parameters and Internals

Model Type 
text-to-SQL
Additional Notes 
The content produced by any version of WizardCoder is influenced by uncontrollable variables such as randomness, and therefore, the accuracy of the output cannot be guaranteed by this project.
Training Details 
Data Sources:
https://huggingface.co/datasets/richardr1126/spider-skeleton-context-instruct
Methodology:
QLoRA techniques
Hardware Used:
single RTX6000 48GB
LLM NameSpider Skeleton Wizard Coder Qlora
Repository ๐Ÿค—https://huggingface.co/richardr1126/spider-skeleton-wizard-coder-qlora 
Base Model(s)  WizardLM/WizardCoder-15B-V1.0   WizardLM/WizardCoder-15B-V1.0
Model Size15b
Required VRAM0.4 GB
Updated2025-08-17
Maintainerrichardr1126
Instruction-BasedYes
Model Files  0.4 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 Param32

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Rank the Spider Skeleton 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