Text Classification
PEFT
Safetensors
English
intent-classification
ecommerce
lora
qlora
function-calling
Instructions to use while-ai/ecommerce-1b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use while-ai/ecommerce-1b with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/gemma-3-1b-it-bnb-4bit") model = PeftModel.from_pretrained(base_model, "while-ai/ecommerce-1b") - Notebooks
- Google Colab
- Kaggle
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name = zeroproof-ecommerce-1b everywhere; base = gemma-1b; clean labels f17372c verified
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name = zeroproof-ecommerce-1b everywhere; base = gemma-1b; clean labels 092bddd verified
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name = zeroproof-ecommerce-1b everywhere; base = gemma-1b; clean labels 51f266f verified
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rename: zeroproof-ecommerce-1b, gemma-1b; short rubric ecommerce labels 3600541 verified
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measured cost/latency (L4): $0.18/1M, ~1s/turn + methodology footnote 22a201d verified
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measured cost/latency (L4): $0.18/1M, ~1s/turn + methodology footnote 8640040 verified
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