TinyLlama-1.1B-Chat-v1.0-python-safe

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

This model is a conservatively pruned version of TinyLlama/TinyLlama-1.1B-Chat-v1.0.

Performance Comparison

Category Original Pruned Change
Python 0.0% 0.0% ⭐ β†’
Html 0.0% 0.0% β†’
Trivia 35.7% 35.7% β†’
Math 0.0% 0.0% β†’
Reasoning 0.0% 0.0% β†’
Medical 50.0% 50.0% β†’
Linux 80.0% 80.0% β†’
Writing 16.7% 16.7% β†’

Average: 22.8% β†’ 22.8% (+0.0%)

Comparison Graph

Quick Start

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("CompactAI/TinyLlama-1.1B-Chat-v1.0-python-safe")
tokenizer = AutoTokenizer.from_pretrained("CompactAI/TinyLlama-1.1B-Chat-v1.0-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 TinyLlama/TinyLlama-1.1B-Chat-v1.0
Specialization Python
Prune Mode Safe
Weight Reduction 1% weights pruned

License

This model inherits the license from the base model.

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