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
Commit History
Rebrand to While AI f733471 verified
Developed by Zero Proof Labs; brand spacing; remove payments tag b34c5c3 verified
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Mark verified model card as v1.2 af7d85d verified
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Correct model card to verified 17k scores 2836f7c verified
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Model card: canonical macro-averaged results, output schema section, corrected method description and chart c2ca09f verified
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simplify Get Started snippet (AutoPeftModel one-liner, no explicit base load) 849c474 verified
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reformat to official HF model-card template b3f27eb verified
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Model card: leaner client-facing rewrite, e-commerce positioning, rubric_short b7f9522 verified
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remove Limitations section from card 56a0351 verified
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name = zeroproof-ecommerce-1b everywhere; base = gemma-1b; clean labels 51f266f verified
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measured cost/latency (L4): $0.18/1M, ~1s/turn + methodology footnote 8640040 verified
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bump to v1.1; cost caveat on chart ab80011 verified
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v0.1: gemma-3-1b QLoRA adapter + model card + rubric (private preview) 7f08d3b verified
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Update README.md b255408 verified
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Rename to ecommerce-intent-1b 6c9756c verified
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Lean v0 card + simple headline figure d9d92d8 verified
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Remove secrecy lines; expert eval figure (confusion + per-class F1), no em dashes e0c8355 verified
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Strong v0 card: version table, comparison + per-intent tables, base-collapse, citation 944cb62 verified
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Add ecommerce/finance/fintech tags + language 4311c18 verified
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Update README.md ba3185c verified
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Scrub recipe/schema from card; keep results + honest framing (v0) 767e866 verified
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Model 0 v0 — gemma-3-1b QLoRA intent adapter + card + eval figure c7f5d8a verified
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