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
27 days ago
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Card: One name (While, whileai SDK), current links
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29 days ago
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Rebrand to While AI
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Developed by Zero Proof Labs; brand spacing; remove payments tag
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Add verified v1.1 to v1.2 comparison
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Publish verified 17k evaluation chart
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Correct model card to verified 17k scores
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Release verified best 17k checkpoint
Zero Proof AIVerified signaturePublish run 20260716-165442, evaluated on 1,977 held-out conversations with zero train/eval overlap.b196c09
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Refresh 1b-v1.png
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Add cost chart
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Refresh adapter config
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Model card: canonical macro-averaged results, output schema section, corrected method description and chart
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simplify Get Started snippet (AutoPeftModel one-liner, no explicit base load)
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Model card: leaner client-facing rewrite, e-commerce positioning, rubric_short
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name = zeroproof-ecommerce-1b everywhere; base = gemma-1b; clean labels
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name = zeroproof-ecommerce-1b everywhere; base = gemma-1b; clean labels
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name = zeroproof-ecommerce-1b everywhere; base = gemma-1b; clean labels
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rename: zeroproof-ecommerce-1b, gemma-1b; short rubric ecommerce labels
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rename: zeroproof-ecommerce-1b, gemma-1b; short rubric ecommerce labels
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restyled rubric to ZeroProof style guide (violet + exhibit format)
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measured cost/latency (L4): $0.18/1M, ~1s/turn + methodology footnote
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measured cost/latency (L4): $0.18/1M, ~1s/turn + methodology footnote
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bump to v1.1; cost caveat on chart
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remove stale chart (superseded by rubric.png)
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v0.1: gemma-3-1b QLoRA adapter + model card + rubric (private preview)
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Update README.md
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Rename to ecommerce-intent-1b
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Lean v0 card + simple headline figure
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Lean v0 card + simple headline figure
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Strong v0 card: version table, comparison + per-intent tables, base-collapse, citation
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Model 0 v0 — gemma-3-1b QLoRA intent adapter + card + eval figure
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initial commit
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