{ "active_workspace_id": "fashion-typed-search-business-evidence-v3", "extensions": [], "panel_definitions": [ { "allow_multiple": false, "category": "dataset", "commands": [ "workspace.panel.state.get", "workspace.panel.state.patch" ], "data_capabilities": [ "collection:samples", "labels" ], "default_layout": { "dock_zone": "left", "id": "explorer", "order": 0, "position": "right" }, "default_props": {}, "default_state": {}, "extension": "core", "icon": "tags", "label": "Explorer", "panel_type": "explorer", "props_schema": { "type": "object" }, "queries": [], "renderer": "native:explorer", "source": "shipped", "state_schema": { "type": "object" }, "static_compatible": true, "static_reason": null, "title": "Labels" }, { "allow_multiple": true, "category": "dataset", "commands": [ "workspace.panel.state.get", "workspace.panel.state.patch", "panel.samples.retrieval.set-anchor", "panel.samples.retrieval.set-text-query", "panel.samples.retrieval.set-k", "panel.samples.retrieval.clear" ], "data_capabilities": [ "collection:samples", "selection", "text-query", "neighbors" ], "default_layout": { "id": "samples", "order": 10, "position": "center" }, "default_props": {}, "default_state": {}, "extension": "core", "icon": "grid", "label": "Samples", "panel_type": "samples", "props_schema": { "properties": { "anchorSampleId": { "type": "string" }, "anchor_sample_id": { "type": "string" }, "collectionId": { "type": "string" }, "collection_id": { "type": "string" }, "labelField": { "type": "string" }, "label_field": { "type": "string" }, "mode": { "enum": [ "auto", "browse", "ranked", "results" ], "type": "string" }, "rank": { "properties": { "anchorSampleId": { "type": "string" }, "anchor_sample_id": { "type": "string" }, "k": { "type": "integer" }, "layoutKey": { "type": "string" }, "layout_key": { "type": "string" }, "showDistance": { "type": "boolean" }, "show_distance": { "type": "boolean" }, "source": { "type": "string" }, "spaceKey": { "type": "string" }, "space_key": { "type": "string" } }, "type": "object" }, "showTextSearch": { "type": "boolean" }, "show_text_search": { "type": "boolean" } }, "type": "object" }, "queries": [ "samples.query", "samples.similar" ], "renderer": "native:samples", "source": "shipped", "state_schema": { "type": "object" }, "static_compatible": true, "static_reason": null, "title": "Samples" }, { "allow_multiple": true, "category": "embedding", "commands": [ "workspace.panel.state.get", "workspace.panel.state.patch" ], "data_capabilities": [ "layout:2d", "layout:3d", "selection", "labels" ], "default_layout": { "direction": "right", "id": "scatter", "order": 20, "position": "center", "preset": "euclidean-2d", "reference_panel_id": "samples" }, "default_props": { "preset": "euclidean-2d", "presets": { "euclidean-2d": { "geometry": "euclidean", "label": "Euclidean", "layout_dimension": 2 }, "euclidean-3d": { "geometry": "euclidean", "label": "Euclidean 3D", "layout_dimension": 3 }, "poincare-2d": { "geometry": "poincare", "label": "Hyperbolic", "layout_dimension": 2 }, "spherical-2d": { "geometry": "spherical", "label": "Spherical", "layout_dimension": 2 }, "spherical-3d": { "geometry": "spherical", "label": "Sphere 3D", "layout_dimension": 3 } } }, "default_state": {}, "extension": "core", "icon": "scatter", "label": "Scatter", "panel_type": "scatter", "props_schema": { "properties": { "geometry": { "enum": [ "euclidean", "poincare", "spherical" ], "type": "string" }, "layoutDimension": { "enum": [ 2, 3 ], "type": "integer" }, "layoutKey": { "type": "string" }, "layout_dimension": { "enum": [ 2, 3 ], "type": "integer" }, "layout_key": { "type": "string" }, "pinnedLayout": { "type": "boolean" }, "pinned_layout": { "type": "boolean" }, "preset": { "type": "string" }, "presets": { "type": "object" } }, "type": "object" }, "queries": [ "embeddings", "layouts" ], "renderer": "native:scatter", "source": "shipped", "state_schema": { "type": "object" }, "static_compatible": true, "static_reason": null, "title": "Embeddings" } ], "runtime_id": "7c90336d57b44c978e9fd7846759ca4a", "tools": [], "version": 1, "workspace": { "collections": [ { "created_at": 1787956929, "dataset_id": "deepfashion_text_search_clip_hyper3clip", "entity_set_id": "samples", "id": "all:bf21a9e8fbc5", "kind": "all", "query": {}, "scores": null }, { "created_at": 1788429637, "dataset_id": "deepfashion_text_search_clip_hyper3clip", "entity_set_id": "samples", "id": "selection:0f91eb45df77", "kind": "selection", "query": { "ids": [ "WOMEN_Rompers_Jumpsuits_id_00000076_01_7_additional", "WOMEN_Graphic_Tees_id_00000044_01_4_full", "WOMEN_Leggings_id_00001867_02_3_back" ], "source": "Fashion case visuals" }, "scores": null }, { "created_at": 1788429636, "dataset_id": "deepfashion_text_search_clip_hyper3clip", "entity_set_id": "samples", "id": "selection:0fb56bf806aa", "kind": "selection", "query": { "ids": [ "fashion-evidence-photo-ampersand-tee-clip-01", "fashion-evidence-photo-ampersand-tee-clip-02", "fashion-evidence-photo-ampersand-tee-clip-03", "fashion-evidence-photo-ampersand-tee-clip-04", "fashion-evidence-photo-ampersand-tee-clip-05", "fashion-evidence-photo-ampersand-tee-clip-06" ], "source": "Ampersand tee \u00b7 OpenAI CLIP \u00b7 Top 6" }, "scores": null }, { "created_at": 1788429636, "dataset_id": "deepfashion_text_search_clip_hyper3clip", "entity_set_id": "samples", "id": "selection:243832bc3176", "kind": "selection", "query": { "ids": [ "fashion-evidence-text-light-denim-leggings-hyper3-01", "fashion-evidence-text-light-denim-leggings-hyper3-02", "fashion-evidence-text-light-denim-leggings-hyper3-03", "fashion-evidence-text-light-denim-leggings-hyper3-04", "fashion-evidence-text-light-denim-leggings-hyper3-05", "fashion-evidence-text-light-denim-leggings-hyper3-06" ], "source": "Light denim leggings \u00b7 Hyper3-CLIP \u00b7 Top 6" }, "scores": null }, { "created_at": 1788429635, "dataset_id": "deepfashion_text_search_clip_hyper3clip", "entity_set_id": "samples", "id": "selection:52fa8679928a", "kind": "selection", "query": { "ids": [ "fashion-evidence-photo-patterned-romper-clip-01", "fashion-evidence-photo-patterned-romper-clip-02", "fashion-evidence-photo-patterned-romper-clip-03", "fashion-evidence-photo-patterned-romper-clip-04", "fashion-evidence-photo-patterned-romper-clip-05", "fashion-evidence-photo-patterned-romper-clip-06" ], "source": "Patterned romper \u00b7 OpenAI CLIP \u00b7 Top 6" }, "scores": null }, { "created_at": 1788429634, "dataset_id": "deepfashion_text_search_clip_hyper3clip", "entity_set_id": "samples", "id": "selection:8d3f1c3ed208", "kind": "selection", "query": { "ids": [ "fashion-evidence-photo-patterned-romper-hyper3-01", "fashion-evidence-photo-patterned-romper-hyper3-02", "fashion-evidence-photo-patterned-romper-hyper3-03", "fashion-evidence-photo-patterned-romper-hyper3-04", "fashion-evidence-photo-patterned-romper-hyper3-05", "fashion-evidence-photo-patterned-romper-hyper3-06" ], "source": "Patterned romper \u00b7 Hyper3-CLIP \u00b7 Top 6" }, "scores": null }, { "created_at": 1788429636, "dataset_id": "deepfashion_text_search_clip_hyper3clip", "entity_set_id": "samples", "id": "selection:bdde175d223e", "kind": "selection", "query": { "ids": [ "fashion-evidence-text-light-denim-leggings-clip-01", "fashion-evidence-text-light-denim-leggings-clip-02", "fashion-evidence-text-light-denim-leggings-clip-03", "fashion-evidence-text-light-denim-leggings-clip-04", "fashion-evidence-text-light-denim-leggings-clip-05", "fashion-evidence-text-light-denim-leggings-clip-06" ], "source": "Light denim leggings \u00b7 OpenAI CLIP \u00b7 Top 6" }, "scores": null }, { "created_at": 1788429635, "dataset_id": "deepfashion_text_search_clip_hyper3clip", "entity_set_id": "samples", "id": "selection:e9a3f545c05a", "kind": "selection", "query": { "ids": [ "fashion-evidence-photo-ampersand-tee-hyper3-01", "fashion-evidence-photo-ampersand-tee-hyper3-02", "fashion-evidence-photo-ampersand-tee-hyper3-03", "fashion-evidence-photo-ampersand-tee-hyper3-04", "fashion-evidence-photo-ampersand-tee-hyper3-05", "fashion-evidence-photo-ampersand-tee-hyper3-06" ], "source": "Ampersand tee \u00b7 Hyper3-CLIP \u00b7 Top 6" }, "scores": null } ], "dataset_name": "deepfashion_text_search_clip_hyper3clip", "id": "fashion-typed-search-business-evidence-v3", "ui": { "active_layout_key": "hyper-models__hyper3-clip-v0_5__42052c955756__poincare_umap__2d_1a6bcbc4", "active_panel_id": "fashion-search-readout", "custom_panels": [ { "active": true, "builtin_panel": "samples", "data": { "module_src": null, "static_compatible": true, "static_reason": null }, "direction": null, "extension": null, "extension_panel": null, "geometry": null, "height": null, "id": "samples", "kind": "builtin", "layout": { "direction": null, "height": null, "max_height": null, "max_width": null, "min_height": 340, "min_width": 240, "position": "center", "reference_panel_id": null, "width": null }, "layout_dimension": null, "layout_key": null, "max_height": null, "max_width": null, "min_height": 340, "min_width": 240, "panel_type": "samples", "position": "center", "props": { "anchorSampleId": "WOMEN_Rompers_Jumpsuits_id_00000076_01_7_additional", "collectionId": "selection:8d3f1c3ed208", "mode": "auto", "showTextSearch": true }, "reference_panel_id": null, "renderer": "native:samples", "source": "shipped", "state_revision": 203, "title": "Hyper3-CLIP \u00b7 Product matches", "visible": true, "width": null }, { "active": false, "builtin_panel": "scatter", "data": { "module_src": null, "static_compatible": true, "static_reason": null }, "direction": "within", "extension": null, "extension_panel": null, "geometry": "poincare", "height": null, "id": "fashion-catalog-map", "kind": "builtin", "layout": { "direction": "within", "height": null, "max_height": null, "max_width": null, "min_height": 300, "min_width": 240, "position": "center", "reference_panel_id": "samples", "width": null }, "layout_dimension": 2, "layout_key": "hyper-models__hyper3-clip-v0_5__42052c955756__poincare_umap__2d_1a6bcbc4", "max_height": null, "max_width": null, "min_height": 300, "min_width": 240, "panel_type": "scatter", "position": "center", "props": { "preset": "euclidean-2d", "presets": { "euclidean-2d": { "geometry": "euclidean", "label": "Euclidean", "layout_dimension": 2 }, "euclidean-3d": { "geometry": "euclidean", "label": "Euclidean 3D", "layout_dimension": 3 }, "poincare-2d": { "geometry": "poincare", "label": "Hyperbolic", "layout_dimension": 2 }, "spherical-2d": { "geometry": "spherical", "label": "Spherical", "layout_dimension": 2 }, "spherical-3d": { "geometry": "spherical", "label": "Sphere 3D", "layout_dimension": 3 } } }, "reference_panel_id": "samples", "renderer": "native:scatter", "source": "shipped", "state_revision": 0, "title": "Catalog similarity map", "visible": true, "width": null }, { "active": false, "builtin_panel": "samples", "data": { "module_src": null, "static_compatible": true, "static_reason": null }, "direction": "right", "extension": null, "extension_panel": null, "geometry": null, "height": null, "id": "fashion-clip-results", "kind": "builtin", "layout": { "direction": "right", "height": null, "max_height": null, "max_width": null, "min_height": 340, "min_width": 240, "position": "center", "reference_panel_id": "samples", "width": null }, "layout_dimension": null, "layout_key": null, "max_height": null, "max_width": null, "min_height": 340, "min_width": 240, "panel_type": "samples", "position": "center", "props": { "anchorSampleId": "WOMEN_Rompers_Jumpsuits_id_00000076_01_7_additional", "collectionId": "selection:52fa8679928a", "mode": "results" }, "reference_panel_id": "samples", "renderer": "native:samples", "source": "shipped", "state_revision": 0, "title": "OpenAI CLIP \u00b7 Product matches", "visible": true, "width": null }, { "active": false, "builtin_panel": null, "data": { "module_src": "/api/panels/content/fashion-typed-search-business-evidence-v3/fashion-search-readout/panel.js", "static_compatible": true, "static_reason": null }, "direction": null, "extension": "fashion-search-readout", "extension_panel": "fashion-comparison", "geometry": null, "height": null, "id": "fashion-search-readout", "kind": "module", "layout": { "direction": null, "height": null, "max_height": null, "max_width": 420, "min_height": null, "min_width": 320, "position": "right", "reference_panel_id": null, "width": 380 }, "layout_dimension": null, "layout_key": null, "max_height": null, "max_width": 420, "min_height": null, "min_width": 320, "panel_type": "fashion-search-readout.fashion-comparison", "position": "right", "props": { "aggregate": { "candidateCount": 1120, "clipHit1": 0.233, "clipHit10": 0.55, "clipHit50": 0.922, "clipStrongWins": 9, "definition": "Strong win: one model ranks a positive in the Top 10 while the other ranks its first positive at 20 or lower.", "hyper3Hit1": 0.244, "hyper3Hit10": 0.572, "hyper3Hit50": 0.883, "hyper3StrongWins": 13, "queryCount": 180 }, "cases": [ { "attributes": [ "light denim", "leggings", "skinny fit", "zipper details", "five-pocket construction" ], "collectionIds": { "clip": "selection:bdde175d223e", "hyper3": "selection:243832bc3176" }, "id": "light-denim-leggings", "label": "Light denim leggings", "modelReadout": { "clip": "The top results drift toward darker denim and leggings; the first matching view ranks #32.", "hyper3": "A matching view ranks first and preserves the light-denim leggings intent." }, "query": "women's light denim leggings with skinny fit, zipper details, five-pocket construction, pockets", "results": { "clip": [ { "rank": 1, "sampleId": "fashion-evidence-text-light-denim-leggings-clip-01" }, { "rank": 2, "sampleId": "fashion-evidence-text-light-denim-leggings-clip-02" }, { "rank": 3, "sampleId": "fashion-evidence-text-light-denim-leggings-clip-03" }, { "rank": 4, "sampleId": "fashion-evidence-text-light-denim-leggings-clip-04" }, { "rank": 5, "sampleId": "fashion-evidence-text-light-denim-leggings-clip-05" }, { "rank": 6, "sampleId": "fashion-evidence-text-light-denim-leggings-clip-06" } ], "hyper3": [ { "isTarget": true, "rank": 1, "sampleId": "fashion-evidence-text-light-denim-leggings-hyper3-01" }, { "rank": 2, "sampleId": "fashion-evidence-text-light-denim-leggings-hyper3-02" }, { "rank": 3, "sampleId": "fashion-evidence-text-light-denim-leggings-hyper3-03" }, { "rank": 4, "sampleId": "fashion-evidence-text-light-denim-leggings-hyper3-04" }, { "rank": 5, "sampleId": "fashion-evidence-text-light-denim-leggings-hyper3-05" }, { "rank": 6, "sampleId": "fashion-evidence-text-light-denim-leggings-hyper3-06" } ] }, "target": { "clipRank": 32, "hyper3Rank": 1, "productKey": "WOMEN_Leggings_id_00001867_02", "sampleId": "WOMEN_Leggings_id_00001867_02_3_back", "title": "Light denim leggings" } } ], "claim": "These selected cases expose concrete attribute and garment-category failure modes. The aggregate lift is modest and does not establish a universal text-search advantage.", "clipSamplesPanelId": "fashion-clip-results", "collectionId": "selection:0f91eb45df77", "dataset": "Marqo/deepfashion-inshop", "hyper3SamplesPanelId": "samples", "initialPhotoCaseId": "patterned-romper", "initialTextCaseId": "light-denim-leggings", "models": { "clip": "OpenAI CLIP ViT-B/32", "hyper3": "Hyper3-CLIP v1" }, "photoArtifact": { "hashProjection": "canonical JSON of {photoBenchmark, photoCases}", "id": "deepfashion-same-product-persisted-spaces-2026-08-12", "readout": "PHOTO_EVIDENCE.md", "sha256": "958017f729f73990b392530b37cbdbe8812c923141573077dbdc0c3f65213c4b" }, "photoBenchmark": { "candidateCount": 741, "clipMap": 0.352022505, "clipR1": 0.4563380282, "clipR10": 0.8450704225, "hyper3Map": 0.6352828462, "hyper3R1": 0.7591549296, "hyper3R10": 0.9704225352, "queryCount": 710, "selectionRule": "Largest first-match rank gap in each direction across the persisted 741-image catalog." }, "photoCases": [ { "anchorSampleId": "WOMEN_Rompers_Jumpsuits_id_00000076_01_7_additional", "collectionIds": { "clip": "selection:52fa8679928a", "hyper3": "selection:8d3f1c3ed208" }, "context": "Back view to side view", "id": "patterned-romper", "label": "Patterned romper", "modelReadout": { "clip": "A matching view first appears at #138.", "hyper3": "Another view of the same romper ranks first." }, "results": { "clip": [ { "rank": 1, "sampleId": "fashion-evidence-photo-patterned-romper-clip-01" }, { "rank": 2, "sampleId": "fashion-evidence-photo-patterned-romper-clip-02" }, { "rank": 3, "sampleId": "fashion-evidence-photo-patterned-romper-clip-03" }, { "rank": 4, "sampleId": "fashion-evidence-photo-patterned-romper-clip-04" }, { "rank": 5, "sampleId": "fashion-evidence-photo-patterned-romper-clip-05" }, { "rank": 6, "sampleId": "fashion-evidence-photo-patterned-romper-clip-06" } ], "hyper3": [ { "isTarget": true, "rank": 1, "sampleId": "fashion-evidence-photo-patterned-romper-hyper3-01" }, { "rank": 2, "sampleId": "fashion-evidence-photo-patterned-romper-hyper3-02" }, { "isTarget": true, "rank": 3, "sampleId": "fashion-evidence-photo-patterned-romper-hyper3-03" }, { "rank": 4, "sampleId": "fashion-evidence-photo-patterned-romper-hyper3-04" }, { "rank": 5, "sampleId": "fashion-evidence-photo-patterned-romper-hyper3-05" }, { "rank": 6, "sampleId": "fashion-evidence-photo-patterned-romper-hyper3-06" } ] }, "target": { "clipRank": 138, "hyper3Rank": 1, "productKey": "WOMEN_Rompers_Jumpsuits_id_00000076_01" } }, { "anchorSampleId": "WOMEN_Graphic_Tees_id_00000044_01_4_full", "collectionIds": { "clip": "selection:0fb56bf806aa", "hyper3": "selection:e9a3f545c05a" }, "context": "Full look to product view", "id": "ampersand-tee", "label": "Ampersand tee", "modelReadout": { "clip": "Another view of the same tee ranks first.", "hyper3": "The matching product appears at #12." }, "results": { "clip": [ { "isTarget": true, "rank": 1, "sampleId": "fashion-evidence-photo-ampersand-tee-clip-01" }, { "rank": 2, "sampleId": "fashion-evidence-photo-ampersand-tee-clip-02" }, { "rank": 3, "sampleId": "fashion-evidence-photo-ampersand-tee-clip-03" }, { "rank": 4, "sampleId": "fashion-evidence-photo-ampersand-tee-clip-04" }, { "rank": 5, "sampleId": "fashion-evidence-photo-ampersand-tee-clip-05" }, { "rank": 6, "sampleId": "fashion-evidence-photo-ampersand-tee-clip-06" } ], "hyper3": [ { "rank": 1, "sampleId": "fashion-evidence-photo-ampersand-tee-hyper3-01" }, { "rank": 2, "sampleId": "fashion-evidence-photo-ampersand-tee-hyper3-02" }, { "rank": 3, "sampleId": "fashion-evidence-photo-ampersand-tee-hyper3-03" }, { "rank": 4, "sampleId": "fashion-evidence-photo-ampersand-tee-hyper3-04" }, { "rank": 5, "sampleId": "fashion-evidence-photo-ampersand-tee-hyper3-05" }, { "rank": 6, "sampleId": "fashion-evidence-photo-ampersand-tee-hyper3-06" } ] }, "target": { "clipRank": 1, "hyper3Rank": 12, "productKey": "WOMEN_Graphic_Tees_id_00000044_01" } } ], "protocol": "Text embedding ranked against a fixed 1,120-image corpus from 260 products. A positive is any image view with the same DeepFashion product key as the metadata-generated query.", "split": "data", "workspaceBoundary": "The topology contains 741 catalog images from 199 products. Ranks come from a separate 1,120-image benchmark pool.", "workspaceSampleCount": 741 }, "reference_panel_id": null, "renderer": "module:panel.jsx", "source": "extension", "state_revision": 6, "title": "Catalog search walkthrough", "visible": true, "width": 380 } ], "has_explicit_view": true, "layout": null, "layout_revision": 17, "layout_views": {}, "panels": { "fashion-clip-results": { "state": { "collection": { "created_at": 1786542807, "dataset_id": "deepfashion_text_search_clip_hyper3clip", "entity_set_id": "samples", "id": "all:bf21a9e8fbc5", "kind": "all", "query": {}, "scores": null }, "collection_id": "all:bf21a9e8fbc5" }, "state_revision": 0 }, "fashion-search-readout": { "state": { "activeMode": "photo", "activePhotoCaseId": "patterned-romper", "activeTextCaseId": "light-denim-leggings" }, "state_revision": 6 }, "samples": { "state": { "collection": { "created_at": 1788429557, "dataset_id": "deepfashion_text_search_clip_hyper3clip", "entity_set_id": "samples", "id": "selection:8d3f1c3ed208", "kind": "selection", "query": { "ids": [ "fashion-evidence-photo-patterned-romper-hyper3-01", "fashion-evidence-photo-patterned-romper-hyper3-02", "fashion-evidence-photo-patterned-romper-hyper3-03", "fashion-evidence-photo-patterned-romper-hyper3-04", "fashion-evidence-photo-patterned-romper-hyper3-05", "fashion-evidence-photo-patterned-romper-hyper3-06" ], "source": "Patterned romper \u00b7 Hyper3-CLIP \u00b7 Top 6" }, "scores": null }, "collection_id": "selection:8d3f1c3ed208", "focus_request": null, "mode": "collection", "retrieval": null }, "state_revision": 203 } }, "selected_ids": [ "WOMEN_Rompers_Jumpsuits_id_00000076_01_7_additional" ], "view_revision": 25 } }, "workspaces": [ { "dataset_name": "deepfashion_text_search_clip_hyper3clip", "id": "fashion-typed-search-business-evidence-v3" } ] }