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Spider Skeleton Wizard Coder 8bit by richardr1126

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Spider Skeleton Wizard Coder 8bit is an open-source language model by richardr1126. Features: LLM, VRAM: 15.9GB, License: bigcode-openrail-m, Quantized, Instruction-Based, Code Generating, Merged, LLM Explorer Score: 0.08.

  Merged Model   Arxiv:1809.08887   Arxiv:2305.14314   8-bit   8bit   Codegen   Codegen Dataset:richardr1126/spider-sk...   Dataset:spider   Endpoints compatible   Gpt bigcode   Instruct   Pytorch   Quantized   Region:us   Sharded   Spider   Sql   Sql   Sql finetune
Model Card on HF 🤗: https://huggingface.co/richardr1126/spider-skeleton-wizard-coder-8bit 

Spider Skeleton Wizard Coder 8bit Benchmarks

LLME Score: 0.082
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 8bit (richardr1126/spider-skeleton-wizard-coder-8bit)
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Spider Skeleton Wizard Coder 8bit Parameters and Internals

Model Type 
text-to-SQL
Additional Notes 
This is the bitsandbytes 8-bit version of the model. It must be loaded onto a GPU to function.
Training Details 
Data Sources:
Spider dataset - https://arxiv.org/abs/1809.08887
Methodology:
Finetuned on Spider context training dataset using QLoRa
Hardware Used:
3x RTX6000 48GB
Input Output 
Accepted Modalities:
text
Output Format:
SQL
LLM NameSpider Skeleton Wizard Coder 8bit
Repository 🤗https://huggingface.co/richardr1126/spider-skeleton-wizard-coder-8bit 
Merged ModelYes
Required VRAM15.9 GB
Updated2026-05-18
Maintainerrichardr1126
Model Typegpt_bigcode
Instruction-BasedYes
Model Files  9.9 GB: 1-of-2   6.0 GB: 2-of-2
Quantization Type8bit
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licensebigcode-openrail-m
Model Max Length2048
Transformers Version4.32.0.dev0
Tokenizer ClassGPT2Tokenizer
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-skeleton-wizard-coder-8bit.

Rank the Spider Skeleton Wizard Coder 8bit 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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