Qwen2.5-0.5B-python-safe

🎯 PYTHON-optimized | πŸ“¦ Safe pruning | ⚑ 1% weights pruned

This model is a conservatively pruned version of Qwen/Qwen2.5-0.5B.

Performance Comparison

Category Original Pruned Change
Python 0.0% 0.0% ⭐ β†’
Html 0.0% 0.0% β†’
Trivia 64.3% 64.3% β†’
Math 73.3% 73.3% β†’
Reasoning 80.0% 80.0% β†’
Medical 83.3% 83.3% β†’
Linux 60.0% 60.0% β†’
Writing 50.0% 33.3% ↓ 16.7%

Average: 51.4% β†’ 49.3% (-2.1%)

Comparison Graph

Quick Start

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("CompactAI/Qwen2.5-0.5B-python-safe")
tokenizer = AutoTokenizer.from_pretrained("CompactAI/Qwen2.5-0.5B-python-safe")

inputs = tokenizer("Your prompt here", return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=100)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

Technical Details

Property Value
Base Model Qwen/Qwen2.5-0.5B
Specialization Python
Prune Mode Safe
Weight Reduction 1% weights pruned

License

This model inherits the license from the base model.

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Safetensors
Model size
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Tensor type
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