Spider Skeleton Wizard Coder 8bit by richardr1126

 ยป  All LLMs  ยป  richardr1126  ยป  Spider Skeleton Wizard Coder 8bit   URL Share it on

  Merged Model   Arxiv:1809.08887   Arxiv:2305.14314   8-bit   8bit   Autotrain compatible   Codegen   Codegen Dataset:richardr1126/spider-sk...   Dataset:spider   Endpoints compatible   Gpt bigcode   Instruct   Pytorch   Quantized   Region:us   Sharded   Spider   Sql   Sql   Sql finetune

Spider Skeleton Wizard Coder 8bit 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 8bit (richardr1126/spider-skeleton-wizard-coder-8bit)

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 ๐Ÿค—https://huggingface.co/richardr1126/spider-skeleton-wizard-coder-8bit 
Merged ModelYes
Required VRAM15.9 GB
Updated2025-02-22
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

Best Alternatives to Spider Skeleton Wizard Coder 8bit

Best Alternatives
Context / RAM
Downloads
Likes
...rcoder Gpteacher Code Instruct0K / 63.3 GB186681
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

๐Ÿ†˜ Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! ๐ŸŒŸ

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  

What open-source LLMs or SLMs are you in search of? 43508 in total.

Our Social Media →  
Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227