diff --git a/.dockerignore b/.dockerignore deleted file mode 100644 index 3b24b7ffe07cb79f6e943dedfd2de7c9b93121bb..0000000000000000000000000000000000000000 --- a/.dockerignore +++ /dev/null @@ -1,4 +0,0 @@ -demo_data/ -__pycache__/ -*.pyc -.DS_Store diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..6a290c161e34f1055d1316f697b4466d04aceb86 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,4 @@ +bundle/restore/spaces/embed-anything__openai_clip-vit-base-patch32__4771034973d8/vectors.npz filter=lfs diff=lfs merge=lfs -text +bundle/restore/spaces/embed-anything__openai_clip-vit-base-patch32__8da42c3ae90c/vectors.npz filter=lfs diff=lfs merge=lfs -text +bundle/restore/spaces/hyper-models__hyper3-clip-v0_5__33d32a431c15/vectors.npz filter=lfs diff=lfs merge=lfs -text +bundle/restore/spaces/hyper-models__hyper3-clip-v0_5__42052c955756/vectors.npz filter=lfs diff=lfs merge=lfs -text diff --git a/.hyperview/extensions/fashion-search-readout/panel.jsx b/.hyperview/extensions/fashion-search-readout/panel.jsx deleted file mode 100644 index 133f0804fde2cf5c923afd1486ee4535f38f5e53..0000000000000000000000000000000000000000 --- a/.hyperview/extensions/fashion-search-readout/panel.jsx +++ /dev/null @@ -1,128 +0,0 @@ -const sdk = globalThis.HyperViewPanelSDK; -if (!sdk || sdk.version !== "2") { - throw new Error("HyperViewPanelSDK v2 is not available on window."); -} - -const { React, hooks } = sdk; -const { usePanelActions, usePanelState, useSampleResults, useSamples, useSelection } = hooks; - -function mediaUrl(sample) { - const raw = sample?.media_url || sample?.thumbnail_url || sample?.thumbnail; - return typeof raw === "string" && raw ? raw : null; -} - -function percentage(value) { - return Number.isFinite(Number(value)) ? `${(Number(value) * 100).toFixed(1)}%` : "—"; -} - -function ModelCard({ name, checkpoint, color, rank, readout }) { - return ( -
- {name}#{rank} - {checkpoint} · first matching product

{readout}

-
- ); -} - -export default function FashionSearchPanel() { - const { props = {}, state = {}, patchState } = usePanelState(); - const { updateProps } = usePanelActions(); - const { showResults } = useSampleResults(); - const { setSelection } = useSelection(); - const photoCases = Array.isArray(props.photoCases) ? props.photoCases : []; - const textCases = Array.isArray(props.cases) ? props.cases : []; - const mode = state.activeMode === "text" ? "text" : "photo"; - const activePhoto = photoCases.find((item) => item.id === state.activePhotoCaseId) || photoCases[0] || null; - const activeText = textCases.find((item) => item.id === state.activeTextCaseId) || textCases[0] || null; - const active = mode === "photo" ? activePhoto : activeText; - const samplePage = useSamples(props.collectionId, { pageSize: 800 }); - const sampleById = React.useMemo(() => new Map(samplePage.samples.map((sample) => [sample.id, sample])), [samplePage.samples]); - const [busy, setBusy] = React.useState(false); - const [error, setError] = React.useState(null); - - React.useEffect(() => { - if (samplePage.hasMore && !samplePage.loading) samplePage.loadMore(); - }, [samplePage.hasMore, samplePage.loading, samplePage.loadMore]); - - const present = (item, nextMode) => { - if (!item || busy) return; - setBusy(true); - setError(null); - void (async () => { - try { - const hyper3Results = await showResults( - item.results.hyper3.map((result) => result.sampleId), - { focus: false, source: `${item.label} · Hyper3-CLIP` }, - ); - const anchorSampleId = nextMode === "photo" ? item.anchorSampleId : null; - const hyper3CollectionId = hyper3Results?.result?.collection_id || item.collectionIds.hyper3; - await updateProps("samples", { mode: "results", collectionId: hyper3CollectionId, anchorSampleId }); - await updateProps(props.clipSamplesPanelId || "fashion-clip-results", { mode: "results", collectionId: item.collectionIds.clip, anchorSampleId }); - await patchState(nextMode === "photo" ? { activeMode: "photo", activePhotoCaseId: item.id } : { activeMode: "text", activeTextCaseId: item.id }); - await setSelection([nextMode === "photo" ? item.anchorSampleId : item.target.sampleId]); - } catch (reason) { - setError(reason instanceof Error ? reason.message : String(reason)); - } finally { - setBusy(false); - } - })(); - }; - - if (!active) return
No Fashion cases are available.
; - - const visualSampleId = mode === "photo" ? active.anchorSampleId : active.target.sampleId; - const visual = sampleById.get(visualSampleId); - const visualUrl = mediaUrl(visual); - const photoBenchmark = props.photoBenchmark || {}; - const typed = props.aggregate || {}; - const models = props.models || {}; - - return ( -
- - -
- Catalog search -

{mode === "photo" ? "Same product, another photo. Can search find it?" : `Does search find ${active.label.toLowerCase()}?`}

-

{mode === "photo" ? "Use one product photo to find its other catalog views." : "Compare the same detailed request across both models."}

-
- - - - {mode === "text" ?
“{active.query}”
: null} - - - -
- - -
- - {mode === "photo" ? : textCases.length > 1 ? : null} - -
- How the models compare - {mode === "photo" ? <> -

{photoBenchmark.queryCount} queries · {photoBenchmark.candidateCount} catalog photos

Correct means another view of the same product.

-
Correct productHyper3CLIP
Ranked first{percentage(photoBenchmark.hyper3R1)}{percentage(photoBenchmark.clipR1)}
Within top ten{percentage(photoBenchmark.hyper3R10)}{percentage(photoBenchmark.clipR10)}
Mean average precision{Number(photoBenchmark.hyper3Map).toFixed(3)}{Number(photoBenchmark.clipMap).toFixed(3)}
-

Cases use the largest first-match rank gap in each direction, so the CLIP win is shown too. Photo matching and typed retrieval are separate evaluations; their scores are not interchangeable.

- : <> -

{typed.queryCount} written requests · {typed.candidateCount} photos

Correct means any view of the described product.

-
Correct productHyper3CLIP
Ranked first{percentage(typed.hyper3Hit1)}{percentage(typed.clipHit1)}
Within top ten{percentage(typed.hyper3Hit10)}{percentage(typed.clipHit10)}
Within top fifty{percentage(typed.hyper3Hit50)}{percentage(typed.clipHit50)}
-

This is one illustrative Hyper3 win. Across the full 1,120-photo benchmark, the models are close and OpenAI CLIP is ahead at fifty results. The visible workspace map contains {props.workspaceSampleCount || 741} catalog photos.

- } -
- - {samplePage.error ?

{samplePage.error}

: null} - {error ?

{error}

: null} -
- ); -} diff --git a/Dockerfile b/Dockerfile index 25c0b7ff322203fff4d9194c07858326ace75aea..00dd6ef30284c9796f173b2b903d8b0085ef98c0 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,10 +1,7 @@ FROM python:3.11-slim RUN apt-get update && apt-get install -y --no-install-recommends \ - build-essential \ curl \ - libssl-dev \ - pkg-config \ && rm -rf /var/lib/apt/lists/* RUN useradd -m -u 1000 user @@ -16,47 +13,40 @@ ENV HOME=/home/user \ PYTHONUNBUFFERED=1 \ PIP_NO_CACHE_DIR=1 -WORKDIR $HOME/app +WORKDIR /home/user/app RUN pip install --upgrade pip - -ARG HYPERVIEW_VERSION=1.0.0 -ARG HYPER_MODELS_VERSION=0.3.1 - -# Install CPU-only PyTorch first so the Space does not pull the default CUDA bundle. RUN pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu -RUN echo "Installing hyperview==${HYPERVIEW_VERSION}" \ - && pip install "hyperview==${HYPERVIEW_VERSION}" \ - && python - <<'PY' -import inspect -import hyperview as hv - -print("hyperview", hv.__version__, inspect.signature(hv.launch)) -PY RUN pip install \ - "hyper-models[ml]==${HYPER_MODELS_VERSION}" \ + "hyperview==1.1.0" \ + "hyper-models[ml]==0.3.1" \ "datasets>=4.5.0" \ "Pillow>=12.0.0" -COPY --chown=user . . +# The bundle is the unit of delivery: `hyperview serve --from` restores the +# exported workspace, dataset, and layouts from it at startup. +COPY --chown=user bundle /home/user/app/bundle +RUN mkdir -p /home/user/app/data/datasets /home/user/app/data/media -# HyperView 1.0 mints a session token and rejects unauthenticated runtime +# HyperView mints a session token and rejects unauthenticated runtime # commands. A public Space has no way to hand visitors that token, so panel # creation and case switching 401 without this. It marks the server public: # visitors get the viewer commands and nothing else, so provider registration, # extension install, tool execution and compute stay closed. ENV HYPERVIEW_NO_AUTH=1 -ENV HYPERVIEW_HOST=0.0.0.0 \ - HYPERVIEW_PORT=7860 \ - HYPERVIEW_WORKSPACE_ID=fashion-typed-search-business-evidence-v3 \ - HYPERVIEW_DATASETS_DIR=/home/user/app/demo_data/datasets \ - HYPERVIEW_MEDIA_DIR=/home/user/app/demo_data/media \ - HF_HUB_ETAG_TIMEOUT=30 \ - HF_HUB_DOWNLOAD_TIMEOUT=120 +ENV HYPERVIEW_DATASETS_DIR=/home/user/app/data/datasets \ + HYPERVIEW_MEDIA_DIR=/home/user/app/data/media EXPOSE 7860 -HEALTHCHECK --interval=30s --timeout=10s --start-period=2700s --retries=3 \ - CMD curl -f http://localhost:7860/__hyperview__/health || exit 1 - -CMD ["python", "demo.py"] +HEALTHCHECK --interval=30s --timeout=10s --start-period=300s --retries=3 \ + CMD curl -f http://localhost:7860/api/runtime || exit 1 + +# The image carries the bundle and never moves it, so the restored dataset +# points at the bundle's own media instead of copying it a second time. +CMD ["hyperview", "serve", \ + "--from", "/home/user/app/bundle", \ + "--link-media", \ + "--host", "0.0.0.0", \ + "--port", "7860", \ + "--public"] diff --git a/PHOTO_EVIDENCE.md b/PHOTO_EVIDENCE.md deleted file mode 100644 index 2cfdd34e489cd097eb0f43b5e451cc6148c1c368..0000000000000000000000000000000000000000 --- a/PHOTO_EVIDENCE.md +++ /dev/null @@ -1,20 +0,0 @@ -# Fashion photo-matching evidence - -This readout documents `deepfashion-same-product-persisted-spaces-2026-08-12`, -the photo-to-photo evidence shown by the Fashion Products Space. - -- Dataset: the persisted 741-image DeepFashion catalog used by this workspace. -- Gallery: all 741 catalog photos. -- Queries: 710 photos whose DeepFashion product key has at least one other view. -- Positive: another photo with the same DeepFashion product key. -- Self-match: excluded. -- Metrics: first matching-product rank, recall at 1 and 10, and average precision. -- Case selection: the largest first-match rank gap in each direction, so the - walkthrough includes both a Hyper3-CLIP win and an OpenAI CLIP win. - -The canonical JSON projection `{photoBenchmark, photoCases}` has SHA-256 -`958017f729f73990b392530b37cbdbe8812c923141573077dbdc0c3f65213c4b`. -`demo.py` recomputes and validates this hash before launching. - -This 741-image catalog probe is separate from the 1,120-image typed-search -benchmark in the same Space. Their numbers are not interchangeable. diff --git a/README.md b/README.md index afe8f7b001ca876f809a5d9dfe22272cb38e22c4..2a43bc9dc2990e5e4ea0735ebf7d73ac63f2b86d 100644 --- a/README.md +++ b/README.md @@ -2,74 +2,24 @@ title: HyperView DeepFashion Text Search emoji: 👖 colorFrom: blue -colorTo: indigo +colorTo: green sdk: docker app_port: 7860 pinned: false +short_description: HyperView Live Space for deepfashion_text_search_clip_hyper3 --- -# HyperView — DeepFashion typed-search audit +# HyperView DeepFashion Text Search -This demo is designed for an ecommerce search or merchandising lead asking two -questions: **does an attribute-heavy shopper request put the exact SKU on the -first results screen, and does the model organize the broader catalog into -coherent product categories?** +A HyperView **Live Space**: the container runs the HyperView server over an +exported workspace bundle, so visitors can browse the prepared view and also +run new text queries, layouts, and model jobs. -It presents three prepared shopper requests from a bounded DeepFashion -text-to-image probe. The compact query panel controls a native ranked Samples -panel, while a native Hyper3-CLIP scatter shows the full 741-product catalog -topology with standard pan, zoom, lasso, and shared selection. +## Contents -The aggregate result is intentionally framed as modest: across 180 -metadata-generated queries and 1,120 candidate images, Hit@1 is 24.4% vs 23.3% -and Hit@10 is 57.2% vs 55.0%. Hyper3 has 13 strong wins under the documented -cutoff and CLIP has 9. The selected case illustrates a real failure mode; it is -not evidence of a universal text-search advantage. +- Workspace: `fashion-typed-search-business-evidence-v3` +- Dataset: `deepfashion_text_search_clip_hyper3clip` +- Exported with HyperView `1.1.0` +- Capabilities: browse_samples, lasso_2d, layouts, selection -## Static behavior - -The static export keeps the full HyperView shell and allows visitors to switch -among three prepared requests, compare the stored Hyper3-CLIP and CLIP Top 6, -browse the catalog, inspect exact targets, and explore the catalog topology. It -does not show an arbitrary text box because running a new query requires model -inference in a hosted HyperView Space. - -The workspace uses the persisted 741-row demo catalog. The custom panel uses -normal JSX and public `HyperViewPanelSDK` hooks to orchestrate native panels; -it does not reimplement result grids or scatter controls. - -## Run locally - -From the HyperView repository: - -```bash -uv run python hyperview-spaces/demos/fashion-deepfashion-text-search-clip-hyper3clip/demo.py -``` - -Use `HYPERVIEW_PORT=` to choose another local port. - -To run the full Live Space with arbitrary shopper text instead of the prepared -model-comparison walkthrough: - -```bash -uv run python hyperview-spaces/demos/fashion-deepfashion-text-search-clip-hyper3clip/live_demo.py -``` - -The native Samples panel discovers text-capable indexes from the runtime and -routes new queries only to providers that can actually encode text. - -## Claim boundary - -- Dataset: `Marqo/deepfashion-inshop`, split `data`. -- Corpus: 1,120 images from 260 products. -- Query set: 180 queries generated from dataset metadata and visual attributes, - not real shopper logs. -- Positive: any image view with the same DeepFashion product key. -- This comparison does not include newer SigLIP, OpenCLIP, Jina-CLIP, NV-CLIP, - or Gemini baselines. - -## Deploy source - -This folder is intended to deploy to -`hyper3labs/HyperView-DeepFashion-Text-Search` from the `hyperview-spaces` -deployment repository. +Built with [HyperView](https://github.com/Hyper3Labs/HyperView). diff --git a/bundle/.assetsignore b/bundle/.assetsignore new file mode 100644 index 0000000000000000000000000000000000000000..fddccbcbd4518b8bde5c714de93ac1c83c263b59 --- /dev/null +++ b/bundle/.assetsignore @@ -0,0 +1,2 @@ +wrangler.jsonc +.assetsignore diff --git a/bundle/404.html b/bundle/404.html new file mode 100644 index 0000000000000000000000000000000000000000..b39779d61ea898f5e883640f53282b1e13fe0d42 --- /dev/null +++ b/bundle/404.html @@ -0,0 +1 @@ +404: This page could not be found.HyperView

404

This page could not be found.

\ No newline at end of file diff --git a/bundle/404/index.html b/bundle/404/index.html new file mode 100644 index 0000000000000000000000000000000000000000..b39779d61ea898f5e883640f53282b1e13fe0d42 --- /dev/null +++ b/bundle/404/index.html @@ -0,0 +1 @@ +404: This page could not be found.HyperView

404

This page could not be found.

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