Peft Starcoder Lora Python by johnwee1

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  Adapter Base model:adapter:bigcode/sta... Base model:bigcode/starcoderba...   Finetuned   Generated from trainer   Lora   Peft   Region:us   Safetensors

Peft Starcoder Lora Python Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Peft Starcoder Lora Python (johnwee1/peft-starcoder-lora-python)

Peft Starcoder Lora Python Parameters and Internals

Training Details 
Data Sources:
chargoddard/commitpack-ft-instruct filtered only for Python examples
Methodology:
fine-tuning
LLM NamePeft Starcoder Lora Python
Repository ๐Ÿค—https://huggingface.co/johnwee1/peft-starcoder-lora-python 
Base Model(s)  bigcode/starcoderbase-1b   bigcode/starcoderbase-1b
Model Size1b
Required VRAM0 GB
Updated2025-01-02
Maintainerjohnwee1
Model Files  0.0 GB   0.0 GB
Model ArchitectureAdapter
Licensebigcode-openrail-m
Is Biasednone
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesc_attn|q_attn|c_proj|c_fc
LoRA Alpha32
LoRA Dropout0
R Param8

Quantized Models of the Peft Starcoder Lora Python

Model
Likes
Downloads
VRAM
Starcoderbase 1B AWQ080 GB

Best Alternatives to Peft Starcoder Lora Python

Best Alternatives
Context / RAM
Downloads
Likes
...iabolic6045 ELN AOC CAIN QLoRA0K / 0 GB190
Openhermes 1B Olmo Sft Qlora0K / 0 GB50
Zephyr 1B Olmo Sft Qlora0K / 0 GB31
Prem 1B Chat 32K0K / 1.4 GB81
Prem 1B 32K0K / 1.4 GB61
...ama 3 1M Context Gradient Lora0K / 3.5 GB012
Falcon Arxiv Long Summary 1B0K / 0.2 GB51
...lcon 1B HomemadePromptImprover0K / 0 GB01
Deci Decicoder 1B Lora Coder0K / 0 GB61
Falcon 1B Odia Lora Pt0K / 0.9 GB50
Note: green Score (e.g. "73.2") means that the model is better than johnwee1/peft-starcoder-lora-python.

Rank the Peft Starcoder Lora Python 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 v20241227