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Phi3 Mini 4K Qlora Python Code 20K by edumunozsala

 »  All LLMs  »  edumunozsala  »  Phi3 Mini 4K Qlora Python Code 20K   URL Share it on

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  Autotrain compatible   Conversational   Custom code Dataset:iamtarun/python code i...   En   Endpoints compatible   Instruct   Phi3   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/edumunozsala/phi3-mini-4k-qlora-python-code-20k 

Phi3 Mini 4K Qlora Python Code 20K Benchmarks

LLME Score: 0.18738
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Phi3 Mini 4K Qlora Python Code 20K (edumunozsala/phi3-mini-4k-qlora-python-code-20k)

Phi3 Mini 4K Qlora Python Code 20K Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
research, commercial applications
Applications:
code generation, educational tools
Primary Use Cases:
Python code generation, code instruction following
Limitations:
not suitable for detailed reasoning outside provided instructions
Additional Notes 
The model is fine-tuned specifically for Python code generation, focusing on solving code instructions.
Supported Languages 
en (fluent)
Training Details 
Data Sources:
sahil2801/code_instructions_120k
Methodology:
QLoRA with PEFT
Hardware Used:
4-bit precision enabled hardware
Model Architecture:
Lightweight with state-of-the-art open model features
Input Output 
Input Format:
Uses chat format prompts with specified template
Accepted Modalities:
text
Output Format:
Text generation
Performance Tips:
For best results, use chat format with clear instructions
LLM NamePhi3 Mini 4K Qlora Python Code 20K
Repository 🤗https://huggingface.co/edumunozsala/phi3-mini-4k-qlora-python-code-20k 
Model Size3.8b
Required VRAM7.7 GB
Updated2025-02-22
Maintaineredumunozsala
Model Typephi3
Instruction-BasedYes
Model Files  5.0 GB: 1-of-2   2.7 GB: 2-of-2
Supported Languagesen
Model ArchitecturePhi3ForCausalLM
Licenseapache-2.0
Context Length4096
Model Max Length4096
Transformers Version4.40.2
Tokenizer ClassLlamaTokenizer
Padding Token<unk>
Vocabulary Size32064
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than edumunozsala/phi3-mini-4k-qlora-python-code-20k.

Rank the Phi3 Mini 4K Qlora Python Code 20K Capabilities

🆘 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! 🌟

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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Release v20241227
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