Magicoder by predibase

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  Adapter Base model:adapter:mistralai/m... Base model:mistralai/mistral-7...   Finetuned   Lora   Peft   Region:us   Safetensors
Model Card on HF ๐Ÿค—: https://huggingface.co/predibase/magicoder 

Magicoder Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
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Magicoder Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
STEM
Applications:
Coding tasks
Additional Notes 
Try querying this adapter for free in Lora Land at https://predibase.com/lora-land!
Input Output 
Input Format:
Programming problem paired with a language
Output Format:
Code solution in specified language
LLM NameMagicoder
Repository ๐Ÿค—https://huggingface.co/predibase/magicoder 
Base Model(s)  mistralai/Mistral-7B-v0.1   mistralai/Mistral-7B-v0.1
Model Size7b
Required VRAM0 GB
Updated2024-12-02
Maintainerpredibase
Model Files  0.0 GB
Model ArchitectureAdapter
Is Biasednone
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesv_proj|q_proj
LoRA Alpha16
LoRA Dropout0.05
R Param8
Magicoder (predibase/magicoder)

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Note: green Score (e.g. "73.2") means that the model is better than predibase/magicoder.

Rank the Magicoder 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  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124