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TK-135: motif classifier (bare)
5d19295d95dce7cbdadcc2bbb31ed00c5f2da53e · 2026-07-27 20:14:09 -0700 · Steve Abrams
Bare-value MOTIF descriptor classifier for DW (17-value existing vocab).
Pass 1 deterministic title keyword match; Pass 2 local qwen2.5vl:7b vision
on the title-unmatched remainder. $0 (local), DRY-RUN — motif-proposed.tsv
(<gid>\t<BareMotif>) only, NO Shopify/PG writes. Full-80k driver built but
gated (MOTIF_RUN_CONFIRM). 150-sample: 21.3% title / 78.7% vision, 0 fallbacks.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Files touched
A shopify/scripts/data/tk135/motif-proposed.tsvM shopify/scripts/data/tk135/motif-title.tsvA shopify/scripts/data/tk135/motif-vision.tsvA shopify/scripts/data/tk135/sample-150-untagged.tsvA shopify/scripts/tk135-motif-fullrun.shM shopify/scripts/tk135-motif-title.pyA shopify/scripts/tk135-motif-vision-bakeoff.pyM shopify/scripts/tk135-motif-vision.py
Diff
commit 5d19295d95dce7cbdadcc2bbb31ed00c5f2da53e
Author: Steve Abrams <steve@designerwallcoverings.com>
Date: Mon Jul 27 20:14:09 2026 -0700
TK-135: motif classifier (bare)
Bare-value MOTIF descriptor classifier for DW (17-value existing vocab).
Pass 1 deterministic title keyword match; Pass 2 local qwen2.5vl:7b vision
on the title-unmatched remainder. $0 (local), DRY-RUN — motif-proposed.tsv
(<gid>\t<BareMotif>) only, NO Shopify/PG writes. Full-80k driver built but
gated (MOTIF_RUN_CONFIRM). 150-sample: 21.3% title / 78.7% vision, 0 fallbacks.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
shopify/scripts/data/tk135/motif-proposed.tsv | 150 +++++++++++
shopify/scripts/data/tk135/motif-title.tsv | 300 ++++++++++-----------
shopify/scripts/data/tk135/motif-vision.tsv | 150 +++++++++++
shopify/scripts/data/tk135/sample-150-untagged.tsv | 150 +++++++++++
shopify/scripts/tk135-motif-fullrun.sh | 53 ++++
shopify/scripts/tk135-motif-title.py | 112 ++++----
shopify/scripts/tk135-motif-vision-bakeoff.py | 121 +++++++++
shopify/scripts/tk135-motif-vision.py | 142 +++++-----
8 files changed, 906 insertions(+), 272 deletions(-)
diff --git a/shopify/scripts/data/tk135/motif-proposed.tsv b/shopify/scripts/data/tk135/motif-proposed.tsv
new file mode 100644
index 00000000..e7a98dd3
--- /dev/null
+++ b/shopify/scripts/data/tk135/motif-proposed.tsv
@@ -0,0 +1,150 @@
+gid://shopify/Product/7882749116467 Grasscloth
+gid://shopify/Product/6936761827379 Stripe
+gid://shopify/Product/7416219074611 Abstract
+gid://shopify/Product/7416188272691 Abstract
+gid://shopify/Product/7873281785907 Botanical
+gid://shopify/Product/7416180211763 Abstract
+gid://shopify/Product/7422350557235 Abstract
+gid://shopify/Product/7422104076339 Abstract
+gid://shopify/Product/7851170758707 Floral
+gid://shopify/Product/7870776377395 Damask
+gid://shopify/Product/7413677522995 Abstract
+gid://shopify/Product/7515281227827 Stripe
+gid://shopify/Product/7413449097267 Chinoiserie
+gid://shopify/Product/7416320196659 Floral
+gid://shopify/Product/7864801984563 Geometric
+gid://shopify/Product/7421954818099 Ikat
+gid://shopify/Product/7424753664051 Abstract
+gid://shopify/Product/7867607744563 Floral
+gid://shopify/Product/7375722086451 Grasscloth
+gid://shopify/Product/7416218124339 Abstract
+gid://shopify/Product/4693282979891 Floral
+gid://shopify/Product/7878189219891 Grasscloth
+gid://shopify/Product/7421280321587 Floral
+gid://shopify/Product/7375669198899 Grasscloth
+gid://shopify/Product/7375728934963 Grasscloth
+gid://shopify/Product/7422823137331 Stripe
+gid://shopify/Product/7422399381555 Stripe
+gid://shopify/Product/7427742269491 Abstract
+gid://shopify/Product/7375670804531 Geometric
+gid://shopify/Product/7424837648435 Abstract
+gid://shopify/Product/7422341808179 Abstract
+gid://shopify/Product/7416886526003 Geometric
+gid://shopify/Product/7896279056435 Geometric
+gid://shopify/Product/6829062881331 Polka Dot
+gid://shopify/Product/7882757308467 Geometric
+gid://shopify/Product/7882828120115 Toile
+gid://shopify/Product/7584977715251 Abstract
+gid://shopify/Product/7855831384115 Abstract
+gid://shopify/Product/1495150952560 Grasscloth
+gid://shopify/Product/1497253183600 Geometric
+gid://shopify/Product/7855840002099 Abstract
+gid://shopify/Product/7896475795507 Polka Dot
+gid://shopify/Product/7882754621491 Stripe
+gid://shopify/Product/7429013700659 Abstract
+gid://shopify/Product/7810545352755 Abstract
+gid://shopify/Product/7422895292467 Damask
+gid://shopify/Product/6936689901619 Stripe
+gid://shopify/Product/7422637310003 Abstract
+gid://shopify/Product/1499386052720 Abstract
+gid://shopify/Product/7880971419699 Toile
+gid://shopify/Product/1497141018736 Stripe
+gid://shopify/Product/4484599119923 Abstract
+gid://shopify/Product/7664629055539 Toile
+gid://shopify/Product/7424829554739 Toile
+gid://shopify/Product/6679679828019 Geometric
+gid://shopify/Product/7832787058739 Tropical
+gid://shopify/Product/7855830794291 Toile
+gid://shopify/Product/7416187584563 Botanical
+gid://shopify/Product/7896461934643 Abstract
+gid://shopify/Product/4486284902451 Trellis
+gid://shopify/Product/7896508792883 Geometric
+gid://shopify/Product/1499473674352 Geometric
+gid://shopify/Product/7882762125363 Geometric
+gid://shopify/Product/7862994108467 Abstract
+gid://shopify/Product/7876858445875 Trellis
+gid://shopify/Product/7375645245491 Damask
+gid://shopify/Product/7862986113075 Geometric
+gid://shopify/Product/7549414932531 Damask
+gid://shopify/Product/7421293133875 Abstract
+gid://shopify/Product/1500121170032 Damask
+gid://shopify/Product/7876805820467 Ikat
+gid://shopify/Product/7874077917235 Geometric
+gid://shopify/Product/7422840700979 Grasscloth
+gid://shopify/Product/6936756944947 Stripe
+gid://shopify/Product/7882761797683 Geometric
+gid://shopify/Product/7864799363123 Geometric
+gid://shopify/Product/7692061376563 Botanical
+gid://shopify/Product/7885091242035 Grasscloth
+gid://shopify/Product/7879993491507 Grasscloth
+gid://shopify/Product/7416743919667 Geometric
+gid://shopify/Product/7375961849907 Damask
+gid://shopify/Product/1500668297328 Polka Dot
+gid://shopify/Product/7896473272371 Trellis
+gid://shopify/Product/7375955591219 Damask
+gid://shopify/Product/7881302245427 Stripe
+gid://shopify/Product/1500690382960 Grasscloth
+gid://shopify/Product/7810560524339 Abstract
+gid://shopify/Product/7896509251635 Stripe
+gid://shopify/Product/7875193077811 Floral
+gid://shopify/Product/7422314709043 Geometric
+gid://shopify/Product/7429106630707 Abstract
+gid://shopify/Product/6679583555635 Abstract
+gid://shopify/Product/7877167808563 Abstract
+gid://shopify/Product/7873451622451 Grasscloth
+gid://shopify/Product/7882842177587 Botanical
+gid://shopify/Product/7870419861555 Herringbone
+gid://shopify/Product/7416734285875 Abstract
+gid://shopify/Product/7870482513971 Grasscloth
+gid://shopify/Product/7866353778739 Trellis
+gid://shopify/Product/7584935903283 Stripe
+gid://shopify/Product/7870003937331 Botanical
+gid://shopify/Product/6679744708659 Toile
+gid://shopify/Product/7866927120435 Damask
+gid://shopify/Product/1499514142832 Grasscloth
+gid://shopify/Product/7863638753331 Abstract
+gid://shopify/Product/6829014908979 Abstract
+gid://shopify/Product/7880940486707 Geometric
+gid://shopify/Product/7422901420083 Geometric
+gid://shopify/Product/1495138402416 Geometric
+gid://shopify/Product/7297373798451 Stripe
+gid://shopify/Product/7896579211315 Geometric
+gid://shopify/Product/7419522482227 Abstract
+gid://shopify/Product/7832784437299 Abstract
+gid://shopify/Product/7896296423475 Abstract
+gid://shopify/Product/7877368938547 Stripe
+gid://shopify/Product/7791138406451 Geometric
+gid://shopify/Product/6936698847283 Abstract
+gid://shopify/Product/7864804802611 Tropical
+gid://shopify/Product/7422911873075 Stripe
+gid://shopify/Product/7429971312691 Toile
+gid://shopify/Product/7882843684915 Abstract
+gid://shopify/Product/7865239371827 Geometric
+gid://shopify/Product/7897178177587 Botanical
+gid://shopify/Product/7855842558003 Damask
+gid://shopify/Product/7896518262835 Toile
+gid://shopify/Product/7876474372147 Tropical
+gid://shopify/Product/7866354270259 Botanical
+gid://shopify/Product/6829011402803 Abstract
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+gid://shopify/Product/7862992076851 Abstract
+gid://shopify/Product/7882833952819 Geometric
+gid://shopify/Product/7878155206707 Polka Dot
+gid://shopify/Product/7832778276915 Trellis
+gid://shopify/Product/1497287524464 Stripe
+gid://shopify/Product/1500335800432 Grasscloth
+gid://shopify/Product/7811702128691 Geometric
+gid://shopify/Product/6679652663347 Toile
+gid://shopify/Product/7375677030451 Damask
+gid://shopify/Product/6936691048499 Stripe
+gid://shopify/Product/4509315170355 Chevron
+gid://shopify/Product/7810562129971 Abstract
+gid://shopify/Product/7498684760115 Geometric
+gid://shopify/Product/1499014529136 Geometric
+gid://shopify/Product/7879455014963 Abstract
+gid://shopify/Product/7416227987507 Damask
diff --git a/shopify/scripts/data/tk135/motif-title.tsv b/shopify/scripts/data/tk135/motif-title.tsv
index 8e24f16f..bdcb2ba9 100644
--- a/shopify/scripts/data/tk135/motif-title.tsv
+++ b/shopify/scripts/data/tk135/motif-title.tsv
@@ -1,150 +1,150 @@
-gid://shopify/Product/7799848239155 Skylines - Rajah Wallcovering UNMATCHED
-gid://shopify/Product/7422818582579 Motif: Floral Boutique Floral - Blue Blue By Lee Jofa | Sarah Bartholomew | Botanical & Floral Multipurpose Linen title:floral
-gid://shopify/Product/7866123583539 Motif: Abstract Moire Screen Blue Wallcovering | Tres Tintas title:moire
-gid://shopify/Product/7420032254003 Motif: Chinoiserie W3714-3 Green | Kravet Design | Ronald Redding |Chinoiserie Flora & Fauna Wallcovering Print title:chinoiserie
-gid://shopify/Product/7808268107827 Milano Tessile - Midnight Weave Wallcovering | Phillipe Romano UNMATCHED
-gid://shopify/Product/7875192356915 Motif: Ikat Ikat Spot, Primary Wallcoverings | Designtex title:ikat
-gid://shopify/Product/7424793313331 Motif: Abstract Enea - 5 Yellow | Kravet Design | Lizzo |Modern Texture Wallcovering title:texture
-gid://shopify/Product/7896277221427 Veraneo Kumquat | Coordonné UNMATCHED
-gid://shopify/Product/7513961103411 Motif: Floral Tapestry Flower Panel 03 Eau de Nil Green | Designers Guild Europe title:flower
-gid://shopify/Product/1495238475888 Sneak Preview - Claridge House UNMATCHED
-gid://shopify/Product/4396400574515 Luxuria Khaki | Phillipe Romano UNMATCHED
-gid://shopify/Product/7421297328179 Desning Velvet - Pink/Gold Multi By Lee Jofa | Harlington Velvets | Global Upholstery Velvet UNMATCHED
-gid://shopify/Product/7879542374451 Twilight, Indigo Wallcoverings | Malibu Wallcovering UNMATCHED
-gid://shopify/Product/7664632234035 Motif: Botanical Hillboro Botanical 1950's Mid-Century Modern | Architectural Wallcoverings title:botanical
-gid://shopify/Product/7832790204467 Safari Weave Pillow Square 22X22 Indigo | Scalamandre UNMATCHED
-gid://shopify/Product/7416860770355 Motif: Floral Gawthorpe - Charcoal Charcoal By Clarke And Clarke | Country Escape By Studio G For C&C |Botanical & Floral Multipurpose Print title:floral
-gid://shopify/Product/7416777769011 Motif: Abstract Acies - Silver Grey By Clarke And Clarke | Clarke & Clarke Purus |Solid Texture Upholstery title:texture
-gid://shopify/Product/7420774154291 Kravet Design - W3921-16 Ivory Natural Wallcovering | Kravet UNMATCHED
-gid://shopify/Product/6944694173747 Milano Square Taupe - Taupe Wallcovering | Thibaut UNMATCHED
-gid://shopify/Product/6962246123571 Bon Bon - Sky/Gecko/Ochre Wallcovering | Harlequin UNMATCHED
-gid://shopify/Product/7375730376755 Driftwood - Twilight Blue UNMATCHED
-gid://shopify/Product/1498913505392 Berkeley Type II Vinyl | Hollywood Wallcoverings UNMATCHED
-gid://shopify/Product/6936754520115 Warren Washed Linen Durable Vinyl | Phillipe Romano UNMATCHED
-gid://shopify/Product/7534245707827 | William Morris UNMATCHED
-gid://shopify/Product/7421487579187 Vines Of Pomona - Ochr/Oliv Multi | Cole & Son UNMATCHED
-gid://shopify/Product/7873997504563 Bali Weave, Black Wallcoverings | Thibaut UNMATCHED
-gid://shopify/Product/7421854449715 Motif: Floral Benson Stripe - Faded Petal Pink By Lee Jofa | Carrier And Company | Stripes Multipurpose Print title:petal
-gid://shopify/Product/7876272259123 Amble, Flax Wallcoverings | Thibaut UNMATCHED
-gid://shopify/Product/7422610997299 Motif: Geometric Aqueous - Natural Wp Beige By Clarke And Clarke | Clarke & Clarke Fusion Luxury Wallcovering | Geometric Wallcovering Print title:geometric
-gid://shopify/Product/7862986506291 La Rostano Germain Type 2 GERMAIN Memo Sample | Phillipe Romano UNMATCHED
-gid://shopify/Product/7419641561139 Motif: Stripe Trastamara - Azul Dark Blue By Gaston Y Daniela | Lorenzo Castillo V |Stripes Tone On Tone Upholstery title:stripe
-gid://shopify/Product/6936701206579 Portsmouth Silk-Dazzling Gold Durable Vinyl | Phillipe Romano UNMATCHED
-gid://shopify/Product/7375743025203 Ellie's View - Navy on White Paperweave Repeat: 34"(86.4cm) V x 34"(86.4cm) H UNMATCHED
-gid://shopify/Product/7422370316339 Motif: Abstract Telar - Azulon Spa By Gaston Y Daniela | Gaston Libreria |Solid Texture Upholstery title:texture
-gid://shopify/Product/7413508374579 Motif: Abstract Chevalier Wool - Orchid Pink By Brunschwig & Fils | |Solid Texture Upholstery Wool title:texture
-gid://shopify/Product/7552704020531 Clarkson Weave Grey - Grey Wallcovering | Thibaut UNMATCHED
-gid://shopify/Product/1495948853360 Motif: Chinoiserie Castleford Flower Pagoda Wallcovering title:pagoda
-gid://shopify/Product/6604501188659 Java Petite French Blue on White Screen Printed | China Seas UNMATCHED
-gid://shopify/Product/7880970240051 Nantucket-Kasmin Cork Cork Wallcovering | Phillipe Romano UNMATCHED
-gid://shopify/Product/7384908529715 Ajiro Vineyard Ebony Luster - Charcoal Wallcovering | Maya Romanoff UNMATCHED
-gid://shopify/Product/7855827222579 Motif: Chinoiserie Chinoiserie Botanica - Pink | Rebel Walls title:chinoiserie
-gid://shopify/Product/7896464883763 Carnegie Hinge UNMATCHED
-gid://shopify/Product/7822349631539 Aruba 251 - Pacific Mist | Malibu Wallcovering UNMATCHED
-gid://shopify/Product/7865497190451 Wynford, Spa Blue Wallcoverings | Thibaut UNMATCHED
-gid://shopify/Product/7413741846579 Andre Tassel Fringe - Cadet Multi By Brunschwig & Fils | Passementerie Volume I | Trim Tassel Fringe UNMATCHED
-gid://shopify/Product/7878299156531 Motif: Grasscloth Bankun Raffia, Midnight Blue Wallcoverings | Thibaut title:raffia
-gid://shopify/Product/1499348369520 Oxford Type II Vinyl | Hollywood Wallcoverings UNMATCHED
-gid://shopify/Product/7896256872499 Archer Ii Pillar | Knoll UNMATCHED
-gid://shopify/Product/4320942555187 Vicenza Tapestry | Versace UNMATCHED
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-gid://shopify/Product/7833328091187 Motif: Tropical Palm Grove Wallcovering Green | Sister Parish title:palm
-gid://shopify/Product/7664488054835 Motif: Stripe Marcola'S 1920'S Stripe Art Deco | Architectural Wallcoverings title:stripe
-gid://shopify/Product/7866352762931 Buxus M2507-2 Wallcovering | Tres Tintas UNMATCHED
-gid://shopify/Product/7515290402867 Zawaya Tribal Blue | Osborne & Little Europe UNMATCHED
-gid://shopify/Product/7513519620147 Katagami Vinyl 04 Yellow Gold | Designer's Guild Europe UNMATCHED
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-gid://shopify/Product/6679637360691 Newport | Rebel Walls UNMATCHED
-gid://shopify/Product/7634025480243 Wallcovering | Architectural Wallcoverings UNMATCHED
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-gid://shopify/Product/7413685452851 Motif: Geometric Staccato On Paper - Black On White Black By Brunschwig & Fils | Kirk Brummel | Geometric Wallcovering Print title:geometric
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-gid://shopify/Product/7375666642995 Motif: Grasscloth Manila Hemp - Graphite title:hemp
-gid://shopify/Product/7417249136691 Motif: Botanical Austin Check - Citron/Natural By Clarke And Clarke | Clarke & Clarke Castle Garden | Multipurpose Weave title:garden
-gid://shopify/Product/7429013012531 Coordonné Durable Vinyl Wallcovering | Coordone Europe UNMATCHED
-gid://shopify/Product/7422828445747 Motif: Floral Barwick Velvet - Cypress Sage By Lee Jofa | Barwick Velvets | Botanical & Floral Upholstery Print title:floral
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-gid://shopify/Product/7778955067443 Breathe | Graham & Brown UNMATCHED
-gid://shopify/Product/7584937345075 Motif: Floral Chimayo Tierra Blanca - Beige Commercial Wallcovering | Koroseal title:rose
-gid://shopify/Product/4484594663475 Zebras Vinyl - Masai Red | Scalamandre Wallcovering | Scalamandre UNMATCHED
-gid://shopify/Product/4502779002931 Roberto Cavalli Wallcovering UNMATCHED
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-gid://shopify/Product/7416856084531 Motif: Floral Nakuru - Midnight/Linen Blue By Clarke And Clarke | Clarke & Clarke Vintage |Botanical & Floral Texture Drapery Embroidery title:floral
-gid://shopify/Product/7821688176691 Golden Plain Wallcovering With Fine Glitter Threads - Gold, Cream Wallcovering | Versace UNMATCHED
-gid://shopify/Product/6679744282675 Happy Hills | Rebel Walls UNMATCHED
-gid://shopify/Product/7430009684019 Sculptural - Taupe, Blue, Anthracite Wallcovering | Mind the Gap UNMATCHED
-gid://shopify/Product/4484542332979 Imperio - Blue Terra | Scalamandre UNMATCHED
-gid://shopify/Product/7822351040563 Aruba 251 - Driftwood Tide | Malibu Wallcovering UNMATCHED
-gid://shopify/Product/7865248645171 Martinique, Grey Wallcoverings | Thibaut UNMATCHED
-gid://shopify/Product/6936695898163 Portola Linen-Miami Sunset Durable Vinyl | Phillipe Romano UNMATCHED
-gid://shopify/Product/7896522752051 Berlin Kimball Chamomile Wallcovering | Phillipe Romano UNMATCHED
-gid://shopify/Product/1497681264752 Motif: Grasscloth Lineo Fine Sisal Grasscloth Horizontal Light Brown | Phillipe Romano title:grasscloth
-gid://shopify/Product/7422944018483 Mille Fleur Wp - Berry Multi By Lee Jofa | Lodge Ii Wallcovering | Animal/Insects Wallcovering Print UNMATCHED
-gid://shopify/Product/7664588292147 Marcella's Authentic Vintage 1920's Reproductions Art Deco | Architectural Wallcoverings UNMATCHED
-gid://shopify/Product/7896225022003 Portobello — Emerald Green India tea paper UNMATCHED
-gid://shopify/Product/7896473141299 Motif: Floral London All About Geo Rose Beige Wallcovering | Phillipe Romano title:rose
-gid://shopify/Product/7297260388403 Motif: Botanical Carina Leaf Ogee Coastal Botanical - Sea Salt | Architectural Wallcoverings title:botanical
-gid://shopify/Product/7896531206195 Tokyo Barbados Smoke Wallcovering | Phillipe Romano UNMATCHED
-gid://shopify/Product/7514197393459 Tabaret | Osborne & Little Europe UNMATCHED
-gid://shopify/Product/6936778244147 Motif: Stripe Werner Wavy Stripe Durable Vinyl | Phillipe Romano title:stripe
-gid://shopify/Product/7896512757811 Rome Cohesion Indigo Wallcovering | Phillipe Romano UNMATCHED
-gid://shopify/Product/7375654354995 Motif: Grasscloth Splash - Blue Hues on Marshmallow Manila Hemp 11' Panel Height - Mural Repeat:264" (670.5 cm) H title:hemp
-gid://shopify/Product/1495943282800 Grasses, Weaves, & Micas | Phillipe Romano UNMATCHED
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diff --git a/shopify/scripts/tk135-motif-fullrun.sh b/shopify/scripts/tk135-motif-fullrun.sh
new file mode 100755
index 00000000..98fc3c16
--- /dev/null
+++ b/shopify/scripts/tk135-motif-fullrun.sh
@@ -0,0 +1,53 @@
+#!/usr/bin/env bash
+# TK-00135 — FULL-RUN motif backfill driver (BUILT, NOT EXECUTED).
+# $0 (local). DRY-RUN ONLY — produces a proposed-writes TSV. NO Shopify/PG writes.
+#
+# HARD GATE: do NOT run this without Steve's approval. The vision pass alone is
+# ~40k ollama inferences on a single shared model load (SLOW — days of wall
+# clock). This script only PROPOSES tags to a file; a separate, Steve-gated
+# apply step would do the live tagsAdd.
+#
+# Pipeline:
+# 1. Extract every ACTIVE product that LACKS a bare motif tag but HAS an image.
+# 2. Pass 1 — deterministic title keyword match (bare values).
+# 3. Pass 2 — local vision model on the title-unmatched remainder.
+# 4. Emit data/tk135/motif-proposed-full.tsv as <gid>\t<BareMotif>.
+#
+# Usage (ONLY after approval): bash tk135-motif-fullrun.sh
+set -euo pipefail
+cd "$(dirname "$0")"
+D=data/tk135
+MODEL="${MOTIF_VISION_MODEL:-qwen2.5vl:7b}"
+
+echo ">>> This is the FULL 80k-scoped driver. It is gated. Refusing to auto-run."
+echo ">>> To proceed after Steve approves: set MOTIF_RUN_CONFIRM=1 and re-invoke."
+[ "${MOTIF_RUN_CONFIRM:-0}" = "1" ] || exit 3
+
+# 1. Extract untagged ACTIVE products with an image (read-only SELECT).
+echo ">>> [1/4] extracting untagged ACTIVE products with images ..."
+ssh my-server "sudo -u postgres psql -d dw_unified -t -A -F\$'\t' -c \"
+SELECT shopify_id, replace(replace(title, chr(9),' '), chr(10),' '), image_url
+FROM shopify_products
+WHERE status='ACTIVE'
+ AND image_url IS NOT NULL AND image_url <> ''
+ AND NOT EXISTS (SELECT 1 FROM unnest(string_to_array(tags,',')) x(t)
+ WHERE trim(x.t) IN ('Floral','Geometric','Damask','Botanical',
+ 'Abstract','Chinoiserie','Stripe','Ikat','Tropical','Chevron',
+ 'Toile','Paisley','Trellis','Herringbone','Grasscloth',
+ 'Chintz','Polka Dot'));\"" > "$D/fullrun-untagged.tsv"
+echo " rows: $(wc -l < "$D/fullrun-untagged.tsv")"
+
+# 2. Pass 1 — title keyword (bare).
+echo ">>> [2/4] title keyword pass ..."
+python3 tk135-motif-title.py --in "$D/fullrun-untagged.tsv" --out "$D/fullrun-title.tsv"
+
+# 3. Pass 2 — vision on the remainder (SLOW; runs in-place, resumable).
+echo ">>> [3/4] vision pass (model=$MODEL) — SLOW, resumable ..."
+python3 tk135-motif-vision.py --in "$D/fullrun-title.tsv" \
+ --out "$D/fullrun-vision.tsv" --model "$MODEL"
+
+# 4. Collapse to the 2-col proposed-writes TSV: <gid>\t<BareMotif>.
+echo ">>> [4/4] assembling proposed-writes TSV (bare) ..."
+awk -F'\t' '$2!=""{print $1"\t"$2}' "$D/fullrun-vision.tsv" > "$D/motif-proposed-full.tsv"
+echo " proposed: $(wc -l < "$D/motif-proposed-full.tsv") -> $D/motif-proposed-full.tsv"
+echo ">>> DONE. This is a DRY-RUN proposal. Live apply is a separate gated step."
diff --git a/shopify/scripts/tk135-motif-title.py b/shopify/scripts/tk135-motif-title.py
index 0759e103..586b121b 100644
--- a/shopify/scripts/tk135-motif-title.py
+++ b/shopify/scripts/tk135-motif-title.py
@@ -1,29 +1,29 @@
#!/usr/bin/env python3
"""
-TK-00135 — Pass 1: deterministic TITLE keyword -> motif:<Bucket> classifier.
-FREE/local, DRY-RUN, no Shopify/PG writes.
+TK-00135 — Pass 1: deterministic TITLE keyword -> BARE motif classifier.
+FREE/local ($0 local), DRY-RUN, NO Shopify/PG writes.
-Reads a <gid>\t<title>\t<image_url> TSV.
+CRITICAL FORMAT RULE (Steve): motif tags are BARE VALUES, NO label prefix.
+Output `Floral`, `Geometric`, `Damask` — never `motif:Floral` / `Motif: Floral`.
+
+Reads a <gid>\\t<title>\\t<image_url> TSV.
For each row, matches the title against a curated keyword map derived from the
-existing ACTIVE motif vocabulary (17 buckets, format "Motif: Title Case").
-Emits: <gid>\t<motif:Bucket>\t<title>\t<image_url>\ttitle:<kw>
-Rows with no keyword hit are emitted with an empty motif so Pass 2 (vision) can
-pick them up: <gid>\t\t<title>\t<image_url>\tUNMATCHED
-(The image_url is carried through so Pass 2 has it without a re-join.)
+existing ACTIVE bare motif vocabulary (17 values). Emits a 4-col TSV that
+carries the image_url through so Pass 2 (vision) needs no re-join:
+
+ matched: <gid>\\t<BareMotif>\\t<image_url>\\ttitle:<kw>
+ unmatched: <gid>\\t\\t<image_url>\\tUNMATCHED:<title>
- python3 tk135-motif-title.py --in data/tk135/sample-150.tsv \
+ python3 tk135-motif-title.py --in data/tk135/sample-150-untagged.tsv \\
--out data/tk135/motif-title.tsv
NO writes to Shopify or PostgreSQL. Output is a proposed-writes file only.
"""
-import sys, os, re, argparse
+import os, re, argparse
-# Buckets = EXACT existing vocabulary + format ("Motif: <TitleCase>").
-# Keyword lists are ordered by specificity: the FIRST bucket whose keyword
-# appears in the (lowercased) title wins. More specific motifs are listed
-# before generic ones (e.g. chinoiserie/toile before floral; herringbone/
-# chevron before stripe; medallion/trellis before geometric) so a title like
-# "Chinoiserie Floral" classifies as Chinoiserie, not Floral.
+# The 17 BARE values that already exist in the live ACTIVE catalog (verified
+# 2026-07-27 against dw_unified.shopify_products). Order = most-specific first
+# so "Chinoiserie Floral" -> Chinoiserie, "Herringbone Stripe" -> Herringbone.
BUCKETS = [
("Chinoiserie", ["chinoiserie", "chinois", "pagoda", "willow ware", "ming",
"dynasty", "chinese scenic"]),
@@ -35,89 +35,91 @@ BUCKETS = [
("Chevron", ["chevron", "zigzag", "zig-zag"]),
("Trellis", ["trellis", "lattice", "fretwork", "quatrefoil"]),
("Grasscloth", ["grasscloth", "grass cloth", "sisal", "jute", "raffia",
- "seagrass", "hemp"]),
+ "seagrass", "hemp", "arrowroot", "abaca", "paperweave"]),
("Chintz", ["chintz"]),
("Tropical", ["tropical", "palm", "banana leaf", "jungle", "monstera",
- "fern", "frond", "hibiscus", "bamboo"]),
- ("Chinoiserie2","__never__"), # placeholder removed below
+ "hibiscus", "bamboo"]),
("Floral", ["floral", "flower", "rose", "peony", "poppy", "blossom",
"bouquet", "camellia", "hydrangea", "wildflower", "daisy",
- "tulip", "magnolia", "chrysanthemum", "posy", "petal"]),
+ "tulip", "magnolia", "chrysanthemum", "posy", "petal",
+ "azalea", "botanic bloom"]),
("Botanical", ["botanical", "leaf", "leaves", "foliage", "vine", "garden",
"meadow", "branch", "flora", "herbarium", "woodland",
- "greenery", "topiary", "boughs"]),
- ("Paisley2", "__never__"),
+ "greenery", "topiary", "fern", "frond", "bough"]),
("Stripe", ["stripe", "striped", "ticking", "pinstripe", "awning",
- "bengal", "regatta stripe"]),
- ("Polka Dot", ["polka", "dot", "spot", "confetti"]),
- ("Damask2", "__never__"),
- ("Medallion", ["medallion", "rosette"]), # NOTE: not in existing vocab;
- # excluded below unless --allow-new is passed.
+ "bengal stripe", "regatta stripe"]),
+ ("Polka Dot", ["polka", "confetti"]),
("Geometric", ["geometric", "geometry", "hexagon", "diamond", "greek key",
"fret", "grid", "cube", "tessellat", "moroccan tile",
"honeycomb", "octagon", "chequer", "checker", "basketweave",
- "key pattern"]),
+ "key pattern", "chainmail", "scallop", "ogee"]),
("Abstract", ["abstract", "brushstroke", "watercolor", "watercolour",
- "marble", "moire", "moiré", "ombre", "ombré", "texture",
- "gestural", "splatter", "swirl", "organic", "wash"]),
+ "marble", "moire", "moiré", "ombre", "ombré",
+ "gestural", "splatter", "swirl", "organic", "wash",
+ "textur"]),
]
-# Buckets that actually exist in the live ACTIVE vocabulary. Anything not here
-# is dropped from proposals unless --allow-new is set (keeps us reusing the
-# existing taxonomy exactly, per the ticket).
-EXISTING = {"Geometric","Floral","Abstract","Botanical","Chinoiserie","Stripe",
- "Ikat","Damask","Tropical","Chevron","Toile","Paisley","Trellis",
- "Herringbone","Grasscloth","Chintz","Polka Dot"}
+# Reuse ONLY the existing vocabulary (bare). Nothing new is minted.
+EXISTING = {"Geometric", "Floral", "Abstract", "Botanical", "Chinoiserie",
+ "Stripe", "Ikat", "Damask", "Tropical", "Chevron", "Toile",
+ "Paisley", "Trellis", "Herringbone", "Grasscloth", "Chintz",
+ "Polka Dot"}
+
+# Short/ambiguous keywords that must match on a word boundary (avoid 'grid' in
+# 'gridiron', 'rose' in 'Roseland', 'dot' inside other words, etc.).
+# Flower/nature nouns are bounded too since they double as colorway names but a
+# whole-word hit is a far stronger motif signal than a substring.
+BOUNDED = {"dot", "spot", "key", "grid", "fret", "cube", "vine", "wash",
+ "leaf", "palm", "bough", "hemp", "jute", "fern", "rose", "poppy",
+ "daisy", "tulip", "posy", "petal", "iris", "lily", "reed",
+ "flora", "meadow", "garden", "branch"}
+
-def build_matchers(allow_new):
+def build_matchers():
ms = []
for bucket, kws in BUCKETS:
- if kws == "__never__":
- continue
- b = re.sub(r"\d+$", "", bucket) # strip dedupe suffix (Floral2 -> Floral)
- if b not in EXISTING and not allow_new:
- continue
+ assert bucket in EXISTING, f"non-vocab bucket {bucket}"
for kw in kws:
- ms.append((b, kw))
+ ms.append((bucket, kw))
return ms
-WORD = re.compile(r"[a-z]+")
+
def classify(title, matchers):
t = title.lower()
for bucket, kw in matchers:
- # word-boundary-ish match to avoid 'dot' in 'dotted'? we WANT dotted, so
- # substring is fine for most; guard the very short/ambiguous ones.
- if kw in ("dot", "spot", "key", "grid", "fret", "cube", "vine", "wash"):
+ if kw in BOUNDED:
if re.search(r"\b" + re.escape(kw) + r"\b", t):
return bucket, kw
elif kw in t:
return bucket, kw
return None, None
+
def main():
ap = argparse.ArgumentParser()
ap.add_argument("--in", dest="inp", required=True)
ap.add_argument("--out", required=True)
- ap.add_argument("--allow-new", action="store_true",
- help="also emit buckets not in the existing vocabulary")
A = ap.parse_args()
- matchers = build_matchers(A.allow_new)
+ matchers = build_matchers()
os.makedirs(os.path.dirname(A.out) or ".", exist_ok=True)
n = matched = 0
with open(A.inp) as f, open(A.out, "w") as out:
for line in f:
parts = line.rstrip("\n").split("\t")
- if len(parts) < 2 or not parts[0]:
+ if len(parts) < 3 or not parts[0]:
continue
- gid, title = parts[0], parts[1]
+ gid, title, img = parts[0], parts[1], parts[2]
n += 1
bucket, kw = classify(title, matchers)
if bucket:
matched += 1
- out.write(f"{gid}\tMotif: {bucket}\t{title}\ttitle:{kw}\n")
+ # BARE value — no "Motif:" / "motif:" prefix.
+ out.write(f"{gid}\t{bucket}\t{img}\ttitle:{kw}\n")
else:
- out.write(f"{gid}\t\t{title}\tUNMATCHED\n")
+ out.write(f"{gid}\t\t{img}\tUNMATCHED:{title[:60]}\n")
rate = 100 * matched / n if n else 0
- print(f"rows={n} title-matched={matched} ({rate:.1f}%) unmatched={n-matched} -> {A.out}")
+ print(f"rows={n} title-matched={matched} ({rate:.1f}%) "
+ f"unmatched={n - matched} -> {A.out}")
+
if __name__ == "__main__":
main()
diff --git a/shopify/scripts/tk135-motif-vision-bakeoff.py b/shopify/scripts/tk135-motif-vision-bakeoff.py
new file mode 100644
index 00000000..298b717b
--- /dev/null
+++ b/shopify/scripts/tk135-motif-vision-bakeoff.py
@@ -0,0 +1,121 @@
+#!/usr/bin/env python3
+"""
+TK-00135 — vision-model BAKE-OFF. $0 (local). DRY-RUN, no writes.
+Runs N candidate ollama vision models on the SAME small set of UNMATCHED
+thumbnails and prints a side-by-side table (+ per-model wall-clock) so we can
+pick the cleanest model before the 150-sample validation run.
+
+ python3 tk135-motif-vision-bakeoff.py --in data/tk135/vision-bakeoff-10.tsv \\
+ --models qwen2.5vl:7b llava:latest moondream:latest minicpm-v:latest
+"""
+import argparse, time
+import os, io, re, subprocess, tempfile, urllib.request
+from PIL import Image
+
+ANSI = re.compile(r"\x1b\[[0-9;?]*[a-zA-Z]")
+
+VOCAB = ["Geometric", "Floral", "Abstract", "Botanical", "Chinoiserie",
+ "Stripe", "Ikat", "Damask", "Tropical", "Chevron", "Toile",
+ "Paisley", "Trellis", "Herringbone", "Grasscloth", "Chintz",
+ "Polka Dot"]
+VLOWER = {v.lower(): v for v in VOCAB}
+PROMPT = (
+ "You are classifying a wallpaper/fabric swatch by its PATTERN MOTIF. "
+ "Reply with EXACTLY ONE label from this list and NOTHING else: "
+ "Geometric, Floral, Abstract, Botanical, Chinoiserie, Stripe, Ikat, "
+ "Damask, Tropical, Chevron, Toile, Paisley, Trellis, Herringbone, "
+ "Grasscloth, Chintz, Polka Dot. Answer with one label:"
+)
+
+
+def thumb(u):
+ return u + ("&" if "?" in u else "?") + "width=120"
+
+
+def fetch(url):
+ req = urllib.request.Request(thumb(url), headers={"User-Agent": "Mozilla/5.0"})
+ data = urllib.request.urlopen(req, timeout=25).read()
+ im = Image.open(io.BytesIO(data)).convert("RGB")
+ im.thumbnail((160, 160))
+ buf = io.BytesIO()
+ im.save(buf, format="PNG")
+ return buf.getvalue()
+
+
+def parse(reply):
+ r = reply.strip().lower()
+ for key in sorted(VLOWER, key=len, reverse=True):
+ if key in r:
+ return VLOWER[key], True
+ return "Abstract", False
+
+
+def run_model(model, png):
+ with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tf:
+ tf.write(png)
+ path = tf.name
+ try:
+ p = subprocess.run(["ollama", "run", model, f"{path} {PROMPT}"],
+ capture_output=True, text=True, timeout=240)
+ return ANSI.sub("", (p.stdout or p.stderr or ""))
+ finally:
+ try:
+ os.unlink(path)
+ except OSError:
+ pass
+
+
+def main():
+ ap = argparse.ArgumentParser()
+ ap.add_argument("--in", dest="inp", required=True)
+ ap.add_argument("--models", nargs="+", required=True)
+ A = ap.parse_args()
+
+ rows = []
+ for l in open(A.inp):
+ p = l.rstrip("\n").split("\t")
+ if len(p) >= 3 and p[0]:
+ rows.append((p[0].split("/")[-1], p[2]))
+
+ # prefetch thumbnails once
+ imgs = {}
+ for sid, url in rows:
+ try:
+ imgs[sid] = fetch(url)
+ except Exception as e:
+ imgs[sid] = None
+ print(f"fetch-fail {sid}: {e}")
+
+ results = {m: {} for m in A.models}
+ timings = {}
+ for m in A.models:
+ t0 = time.time()
+ fb = 0
+ for sid, _ in rows:
+ if imgs[sid] is None:
+ results[m][sid] = "IMG-ERR"
+ continue
+ reply = run_model(m, imgs[sid])
+ bucket, conf = parse(reply)
+ if not conf:
+ fb += 1
+ results[m][sid] = bucket + ("" if conf else "*")
+ timings[m] = (time.time() - t0, fb)
+
+ # table
+ w = 16
+ hdr = "sid".ljust(15) + "".join(m.ljust(w) for m in A.models)
+ print("\n" + hdr)
+ print("-" * len(hdr))
+ for sid, _ in rows:
+ print(sid.ljust(15) + "".join(results[m][sid].ljust(w) for m in A.models))
+ print("-" * len(hdr))
+ print("\nper-model wall-clock + off-list fallbacks (*):")
+ for m in A.models:
+ secs, fb = timings[m]
+ print(f" {m:20s} {secs:6.1f}s total {secs/len(rows):5.1f}s/img "
+ f"fallbacks={fb}/{len(rows)}")
+
+
+if __name__ == "__main__":
+ main()
diff --git a/shopify/scripts/tk135-motif-vision.py b/shopify/scripts/tk135-motif-vision.py
index cbdfa541..51e2d56c 100644
--- a/shopify/scripts/tk135-motif-vision.py
+++ b/shopify/scripts/tk135-motif-vision.py
@@ -1,82 +1,103 @@
#!/usr/bin/env python3
"""
-TK-00135 — Pass 2: local VISION model motif classifier (FREE/local, DRY-RUN).
-$0 (local) — runs ollama vision models on tiny CDN thumbnails. NO Shopify/PG writes.
+TK-00135 — Pass 2: local VISION-model motif classifier. $0 (local). DRY-RUN.
+NO Shopify/PG writes. Runs an ollama vision model on tiny CDN thumbnails.
-For each UNMATCHED row from Pass 1, fetch the thumbnail (reusing the tk135
-palette fetch pattern: append width=120, PIL, ThreadPoolExecutor for the
-DOWNLOAD only — the ollama call itself is serialized because the local model is
-a single shared load) and ask the model to pick ONE motif bucket from the
-fixed existing vocabulary. The reply is constrained to the allowed list; any
-off-list / unparseable answer -> Abstract fallback flagged low-confidence.
+CRITICAL FORMAT RULE (Steve): motif tags are BARE VALUES, NO label prefix.
+Output `Floral`, `Geometric` — never `motif:Floral` / `Motif: Floral`.
- python3 tk135-motif-vision.py --in data/tk135/motif-title.tsv \
+Input = Pass-1 output (tk135-motif-title.py):
+ <gid>\\t<motif-or-empty>\\t<image_url>\\t<method>
+Rows already title-matched (motif non-empty) pass through unchanged.
+Rows with an EMPTY motif (UNMATCHED) are sent to the vision model, which must
+pick ONE value from the fixed existing bare vocabulary; any off-list /
+unparseable reply -> Abstract fallback flagged low-confidence.
+
+Output (4-col, BARE motif):
+ <gid>\\t<BareMotif>\\t<image_url>\\t<method>
+ method = title:<kw> | vision:<model> | vision:<model>:fallback | vision-ERR:...
+
+ python3 tk135-motif-vision.py --in data/tk135/motif-title.tsv \\
--out data/tk135/motif-vision.tsv --model qwen2.5vl:7b [--limit N]
-Input is Pass-1 output; only rows whose motif column is EMPTY (UNMATCHED) are
-sent to vision. Rows already classified by title are passed through unchanged.
Resumable: gids already in --out are skipped.
-WARNING: ollama vision is SLOW (single shared model load). Do NOT point this at
-the full 80k in one process — validate on the 150 sample only.
+WARNING: ollama vision is SLOW (single shared model load, serialized inference).
+Do NOT point this at the full 80k in one process — validate on the 150 sample
+only. The full-run driver (tk135-motif-fullrun.sh) is built but must NOT be run.
"""
-import sys, os, io, json, argparse, subprocess, tempfile, urllib.request
-from concurrent.futures import ThreadPoolExecutor, as_completed
+import os, io, re, argparse, subprocess, tempfile, urllib.request
from PIL import Image
-# The fixed, existing ACTIVE vocabulary. The model MUST choose one of these.
-VOCAB = ["Geometric","Floral","Abstract","Botanical","Chinoiserie","Stripe",
- "Ikat","Damask","Tropical","Chevron","Toile","Paisley","Trellis",
- "Herringbone","Grasscloth","Chintz","Polka Dot"]
+# ollama's interactive `run` emits terminal spinner/ANSI control codes on stderr
+# and sometimes into stdout — strip them so parse() sees clean text.
+ANSI = re.compile(r"\x1b\[[0-9;?]*[a-zA-Z]")
+
+# The 17 BARE values that exist in the live ACTIVE catalog. Model MUST pick one.
+VOCAB = ["Geometric", "Floral", "Abstract", "Botanical", "Chinoiserie",
+ "Stripe", "Ikat", "Damask", "Tropical", "Chevron", "Toile",
+ "Paisley", "Trellis", "Herringbone", "Grasscloth", "Chintz",
+ "Polka Dot"]
VLOWER = {v.lower(): v for v in VOCAB}
PROMPT = (
"You are classifying a wallpaper/fabric swatch by its PATTERN MOTIF. "
- "Reply with EXACTLY ONE word (or two for 'Polka Dot') from this list and "
- "nothing else:\n"
+ "Reply with EXACTLY ONE label from this list and NOTHING else:\n"
"Geometric, Floral, Abstract, Botanical, Chinoiserie, Stripe, Ikat, "
"Damask, Tropical, Chevron, Toile, Paisley, Trellis, Herringbone, "
"Grasscloth, Chintz, Polka Dot.\n"
- "Guidance: Floral = distinct flowers; Botanical = leaves/foliage/vines "
- "without dominant flowers; Damask = symmetric ogee/scroll; Toile = scenic "
- "pastoral line-drawing; Chinoiserie = Asian-influenced scenic/birds/"
+ "Guidance: Floral = distinct flowers dominate; Botanical = leaves/foliage/"
+ "vines without dominant flowers; Damask = symmetric ogee/scroll; Toile = "
+ "scenic pastoral line-drawing; Chinoiserie = Asian-influenced scenic/birds/"
"blossoms; Ikat = blurred-edge woven; Stripe = parallel bands; Chevron = "
"V/zigzag; Trellis = lattice/diamond grid; Geometric = shapes/tiles; "
- "Grasscloth = plain woven natural-fiber texture; Abstract = painterly/"
- "textural/no clear representational subject. Answer:"
+ "Grasscloth = plain woven natural-fiber texture; Polka Dot = regular dots; "
+ "Tropical = palms/jungle; Paisley = teardrop; Herringbone = broken-twill V; "
+ "Abstract = painterly/textural with no clear representational subject. "
+ "Answer with one label:"
)
+
def thumb(u):
return u + ("&" if "?" in u else "?") + "width=120"
+
def fetch(url):
req = urllib.request.Request(thumb(url), headers={"User-Agent": "Mozilla/5.0"})
data = urllib.request.urlopen(req, timeout=25).read()
im = Image.open(io.BytesIO(data)).convert("RGB")
im.thumbnail((160, 160))
- buf = io.BytesIO(); im.save(buf, format="PNG")
+ buf = io.BytesIO()
+ im.save(buf, format="PNG")
return buf.getvalue()
+
def parse(reply):
r = reply.strip().lower()
- # exact vocab hit anywhere in the reply, longest first (Polka Dot before Dot)
+ # longest key first so "Polka Dot" beats a stray "dot"
for key in sorted(VLOWER, key=len, reverse=True):
if key in r:
return VLOWER[key], True
return "Abstract", False # off-list fallback, low confidence
+
def run_model(model, png_bytes):
with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tf:
- tf.write(png_bytes); path = tf.name
+ tf.write(png_bytes)
+ path = tf.name
try:
- # ollama run <model> "<prompt>" <imagepath> — image path passed as arg
+ # PATH-FIRST: ollama attaches the image when the path leads the prompt;
+ # appending it after a long prompt makes weaker models ignore the image.
proc = subprocess.run(
- ["ollama", "run", model, f"{PROMPT} {path}"],
- capture_output=True, text=True, timeout=180)
- return proc.stdout or proc.stderr
+ ["ollama", "run", model, f"{path} {PROMPT}"],
+ capture_output=True, text=True, timeout=240)
+ return ANSI.sub("", (proc.stdout or proc.stderr or ""))
finally:
- try: os.unlink(path)
- except OSError: pass
+ try:
+ os.unlink(path)
+ except OSError:
+ pass
+
def main():
ap = argparse.ArgumentParser()
@@ -84,7 +105,6 @@ def main():
ap.add_argument("--out", required=True)
ap.add_argument("--model", default="qwen2.5vl:7b")
ap.add_argument("--limit", type=int, default=0)
- ap.add_argument("--dl-workers", type=int, default=8)
A = ap.parse_args()
os.makedirs(os.path.dirname(A.out) or ".", exist_ok=True)
@@ -92,61 +112,49 @@ def main():
if os.path.exists(A.out):
for l in open(A.out):
g = l.split("\t", 1)[0]
- if g: done.add(g)
+ if g:
+ done.add(g)
passthru, todo = [], []
for l in open(A.inp):
p = l.rstrip("\n").split("\t")
if len(p) < 4 or not p[0]:
continue
- gid, motif, title, method = p[0], p[1], p[2], p[3]
+ gid, motif, img, method = p[0], p[1], p[2], p[3]
if gid in done:
continue
- if motif: # already title-matched -> pass through
- passthru.append((gid, motif, title, method))
+ if motif: # already title-matched -> pass through
+ passthru.append((gid, motif, img, method))
else:
- todo.append((gid, title))
+ todo.append((gid, img))
if A.limit:
todo = todo[:A.limit]
print(f"passthrough(title)={len(passthru)} to-vision={len(todo)} "
f"model={A.model}", flush=True)
- # Pre-download thumbnails in parallel (I/O bound); model inference serial.
- imgs = {}
- with ThreadPoolExecutor(max_workers=A.dl_workers) as ex:
- futs = {ex.submit(fetch, url): (gid, url) for gid, url in
- [(g, _url(A.inp, g)) for g, _ in todo]}
- # simpler: fetch inside loop below; see _url note
- # Straightforward serial fetch+infer (robust, avoids url lookup complexity):
recovered = failed = 0
with open(A.out, "a") as out:
- for gid, mt, title, method in passthru:
- out.write(f"{gid}\t{mt}\t{title}\t{method}\n")
- for i, (gid, title) in enumerate(todo, 1):
- url = URLMAP.get(gid, "")
+ for gid, mt, img, method in passthru:
+ out.write(f"{gid}\t{mt}\t{img}\t{method}\n")
+ for i, (gid, img) in enumerate(todo, 1):
try:
- png = fetch(url)
+ png = fetch(img)
reply = run_model(A.model, png)
bucket, conf = parse(reply)
- tagm = f"vision:{A.model}" + ("" if conf else ":fallback")
- out.write(f"{gid}\tMotif: {bucket}\t{title}\t{tagm}\n")
+ method = f"vision:{A.model}" + ("" if conf else ":fallback")
+ out.write(f"{gid}\t{bucket}\t{img}\t{method}\n")
recovered += 1
except Exception as e:
- out.write(f"{gid}\t\t{title}\tvision-ERR:{str(e)[:50]}\n")
+ out.write(f"{gid}\t\t{img}\tvision-ERR:{str(e)[:50]}\n")
failed += 1
if i % 10 == 0:
- out.flush(); print(f" vision {i}/{len(todo)} "
- f"recovered={recovered} failed={failed}", flush=True)
- print(f"DONE vision recovered={recovered} failed={failed} -> {A.out}", flush=True)
-
-# --- image url lookup: input TSV from Pass1 dropped the url; load it from the
-# original active/sample TSV via env or a sibling file. To keep this simple
-# and robust we require the ORIGINAL image tsv via --imgs is unnecessary
-# because Pass1 output can carry the url. See fix: Pass1 keeps url. ---
-URLMAP = {}
-def _url(inp, gid): # unused shim
- return URLMAP.get(gid, "")
+ out.flush()
+ print(f" vision {i}/{len(todo)} recovered={recovered} "
+ f"failed={failed}", flush=True)
+ print(f"DONE vision recovered={recovered} failed={failed} -> {A.out}",
+ flush=True)
+
if __name__ == "__main__":
main()
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TK-135: stamp custom.color_normalized_at per SKU (durable de 16012764 →