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README.md

@@ -5,69 +5,88 @@ tags:
 - text-classification
 - generated_from_setfit_trainer
 widget:
-- text: 'hasAdditionalInformation: Large Square - 48" x 48" Daily Fundamentals - Vinyl
-    for Concrete, hasCreatedDate: 2024-08-12, hasCustomerHomeCountry: United States,
-    hasCustomerID: 38262, hasCustomerName: Architecture Products Group (APG)(Architecture
-    Products Group (APG) (USA)), hasCutting: Trim to size, hasElementID: 3448379,
-    hasElementTitle: Large Square - 48" x 48" Daily Fundamentals - Vinyl for Concrete,
-    hasFinishedSizeHeight: 48, hasFinishedSizeWidth: 48, hasFscPaperBeenSpecified:
-    No, hasInternalID: ca0cb75e-c8ba-4447-9a73-2f4f31ac1fde, hasMaterialCategory:
-    Paper, hasMaterialDescription: Vinyl for Concrete, hasMaterialRecycledPercentage:
-    0%, hasMaterialType: Paper and board, hasMaterialUnitOfMeasure: Pounds (lbs),
-    hasNumberOfVersions: 1, hasPrice: 95.04 USD, hasPrintedSides: Not printed, hasProductCategory:
-    Indoor/Outdoor Signage, hasProofType: PDF digital proof, hasQuantity: 2, hasRecycledContentBeenOffered:
-    N/A, hasSupplierName: Firehouse Image Center(Firehouse Image Center  - 12168 -
-    HHGSP), hasUnitOfMeasure: Inches (in), '
-- text: 'hasCreatedDate: 2024-11-20, hasCustomerHomeCountry: United States, hasCustomerID:
-    14347, hasCustomerName: Lowe''s Companies Inc.(Lowe''s USD), hasCutting: Trim
-    to size, hasElementID: 3646411, hasElementTitle: RESET00002 PT BRITTEN, hasFinishedSizeHeight:
-    1, hasFinishedSizeWidth: 1, hasFlatSizeHeight: 1, hasFlatSizeWidth: 1, hasFscPaperBeenSpecified:
-    No, hasInternalID: 47920581-39d1-4737-aa2e-32fdddebe3c3, hasMaterialCategory:
-    Other, hasMaterialDescription: Other, hasMaterialType: Other, hasNumberOfVersions:
-    1, hasPrice: 0 USD, hasPrintedSides: Single sided, hasProofType: No proof required,
-    hasQuantity: 1, hasRecycledContentBeenOffered: N/A, hasSupplierName: BRITTEN BANNERS(Britten
-    Inc  - 38859 - HHGSP), hasTotalColours: 4, hasUnitOfMeasure: Inches (in), '
-- text: 'hasArtworkDoubleSidedStatus: Double Sided Same, hasCreatedDate: 2024-06-21,
-    hasCustomerHomeCountry: United Kingdom, hasCustomerID: 37535, hasCustomerName:
-    Musgrave Retail Partners NI Ltd. | Centra NI (Musgrave Retail Partners NI Ltd.
-    | Centra NI ), hasCutting: Cut to shape, hasElementID: 3360484, hasElementTitle:
-    SKU.21 - Indoor Bunting 5m Summer POS , hasFinishedSizeHeight: 297, hasFinishedSizeWidth:
-    210, hasFscPaperBeenSpecified: No, hasInternalID: 62b006eb-1c4e-4d6e-adbf-9ac9543daa86,
-    hasMaterialCategory: Paper, hasMaterialDescription: Art, hasMaterialThicknessOrWeight:
-    300, hasMaterialType: Paper, hasMaterialUnitOfMeasure: GSM, hasNumberOfVersions:
-    1, hasPackingRequirements: Indoor Bunting 5m. A4 pennants. 4/4 onto 300grm art.
-    Matt Lam and Die Cut to shape., hasPrice: 45 GBP, hasPrintedSides: Double sided,
-    hasProofType: PDF digital proof, hasQuantity: 6, hasQuantityPerVersion: 1, hasRecycledContentBeenOffered:
-    No, hasSupplierName: McGowans(McGowans), hasTotalColours: 4, hasTotalColoursFace:
-    4, hasUnitOfMeasure: Millimetres (mm), '
-- text: 'hasAdditionalInformation: Title, hasCreatedDate: 2024-08-20, hasCustomerHomeCountry:
-    United Kingdom, hasCustomerID: 49021, hasCustomerName: LONDON EYE(MERLIN - EYE
-    - LONDON), hasCutting: Trim to size, hasElementID: 3461182, hasElementTitle: 2731
-    LE Gift Shop A0 Banners, hasFinishedSizeHeight: 1189, hasFinishedSizeWidth: 841,
-    hasFscPaperBeenSpecified: No, hasHandFinishing: Yes, hasHandFinishingDetails:
-    hem and eyelet, hasInternalID: b7ec9eab-be07-41d6-b977-191abb1b573f, hasMaterialCategory:
-    Plastic, hasMaterialDescription: PVC, hasMaterialThicknessOrWeight: 440, hasMaterialType:
-    PVC, hasMaterialUnitOfMeasure: Microns, hasMinimumRecycledContent: 0%, hasNumberOfVersions:
-    1, hasPrice: 50 GBP, hasPrintedSides: Single sided, hasProductCategory: Loose
-    Print, hasProofType: PDF digital proof, hasQuantity: 2, hasQuantityPerVersion:
-    2, hasRecycledContentBeenRequested: No, hasSendToDetails: Simona Bottiglia (she/her)
-    Senior Retail Manager      The London Eye, County Hall, Westminster Bridge Road,
-    London, SE1 7PB, hasSupplierName: Design X-Press Limited(Design X-Press Limited),
-    hasTotalColours: 4, hasUnitOfMeasure: Millimetres (mm), '
-- text: 'hasArtworkDoubleSidedStatus: Double Sided Different, hasCreatedDate: 2024-09-17,
-    hasCustomerHomeCountry: United States, hasCustomerID: 39021, hasCustomerName:
-    Pulte Homes Corporation(PulteGroup | Mid-Atlantic - 1038), hasCutting: Trim to
-    size, hasElementID: 3512114, hasElementTitle: MidAtlantic - Cattail Run - Bifolds
-    17x11 folded to 8.5x11 (Summerfield) (300 QTY), hasFinishedSizeHeight: 11, hasFinishedSizeWidth:
-    8.5, hasFlatSizeHeight: 11, hasFlatSizeWidth: 17, hasFscPaperBeenSpecified: No,
-    hasInternalID: 14a905f8-9a6a-4ea9-a0e4-7299704feeb0, hasMachineFinishing: Yes,
-    hasMachineFinishingDetails: Half Fold, hasMaterialCategory: Paper, hasMaterialDescription:
-    Gloss/Text, Substrate Grade #2, bleached(white), bleed, hasMaterialThicknessOrWeight:
-    80, hasMaterialType: Paper, hasMaterialUnitOfMeasure: Pounds (lbs), hasNumberOfVersions:
-    1, hasPackingRequirements: Shrink wrap in packs of 100  Deliver to, hasPrice:
-    200.68 USD, hasPrintedSides: Double sided, hasProofType: PDF digital proof, hasQuantity:
-    300, hasQuantityPerVersion: 300, hasRecycledContentBeenOffered: N/A, hasSupplierName:
-    Team Concept Printing (Team Concept Printing  - HHGSP - PI), hasTotalColours:
+- text: 'hasAdditionalInformation: INKS MUST CREATE A MATT FINISH ON THE GLOSS/SILK
+    STOCK SO THAT UNPRINTED AREAS HAVE A SHEEN BUT PRINTED AREAS ARE MATT, hasColourDetails:
+    4/0, hasCreatedDate: 2024-07-08, hasCustomerHomeCountry: United Kingdom, hasCustomerID:
+    37488, hasCustomerName: Imperial Tobacco Ltd UK(Imperial Tobacco Ltd UK), hasCutting:
+    Trim to size, hasElementID: 3386416, hasElementTitle: HHG0008F - 1m Ultimax Left
+    Gantry Door Graphics, hasFinishedSizeHeight: 1442, hasFinishedSizeWidth: 456,
+    hasFscPaperBeenSpecified: No, hasInternalID: a3ca1845-9a18-4bdf-8a68-d4de1610c4b9,
+    hasMaterialCategory: Plastic, hasMaterialDescription: Mactac JT8500 white matt
+    permanent, hasMaterialRecycledPercentage: 0%, hasMaterialThicknessOrWeight: 200,
+    hasMaterialType: PVC, hasMaterialUnitOfMeasure: GSM, hasNumberOfVersions: 1, hasPackingRequirements:
+    Collate with HHG0009F Graphic for right door.  Roll and pack as required for delivery
+    to two UK addresses.  15 to 100% Group Ltd Stretton Green Industrial Park WA4
+    4TQ   25 to Keslers London - 15/16 Hickman Avenue, Highams Park, E4 9JG, hasPressWetProofQuantity:
+    1, hasPrice: 267.2, hasPrintedSides: Single sided, hasProductCategory: Wallpapers/Decals,
+    hasProofType: PDF digital proof,Press / wet proof, hasQuantity: 40, hasRecycledContentBeenOffered:
+    No, hasSendToDetails: Claire Jackway Imperial Brands Bristol, hasSupplierName:
+    RDD Europe Ltd(RDD Europe Ltd), hasTotalColours: 4, hasUnitOfMeasure: Millimetres
+    (mm), '
+- text: 'hasAdditionalInformation: 1. Mobil 1 Oil + Filter $35.99 / Castrol Edge Oil
+    + Filter $36.998 2. Lucas Fuel Treatment 2 for $9.99 / AutoZone Rewards (Sign
+    Up and Start Earning Rewards Today)8 3. Duralast Brakes Save 15% / America''s
+    #1 Brake Destination (Interior)8 4. Military / Free Fix Finder Service8, hasColourDetails:
+    4cp + PMS 165 (Digital Conversion), hasCreatedDate: 2024-02-05, hasCustomerHomeCountry:
+    United States, hasCustomerID: 31736, hasCustomerName: AutoZone(AutoZone), hasCutting:
+    Trim to size, hasElementID: 3104271, hasElementTitle: P8 FY24 Window Signs - AK
+    DS, hasFinishedSizeHeight: 54.875, hasFinishedSizeWidth: 34.785, hasFscPaperBeenSpecified:
+    No, hasInternalID: a7d3fbaa-0478-4e58-a2c0-9e8bed8b3b7a, hasMaterialCategory:
+    Other, hasMaterialDescription: 8 mil White Static Cling with Barrier Film for
+    Opacity, hasMaterialType: Other, hasNumberOfVersions: 4, hasPackingRequirements:
+    Pack and ship according to Distro., hasPrice: 5750.58, hasPrintedSides: Single
+    sided, hasProofType: PDF digital proof, hasQuantity: 32, hasRecycledContentBeenOffered:
+    No, hasSendToDetails: [email protected], hasSupplierName: Coyle Reproductions-HHG
+    Strategic Partner(Coyle Reproductions - 35576 - HHGSP - US Only), hasTotalColours:
+    4, hasUnitOfMeasure: Inches (in), '
+- text: 'hasCreatedDate: 2024-05-09, hasCustomerHomeCountry: United States, hasCustomerID:
+    16861, hasCustomerName: Lowe''s/HHG Fully Vendor Supported(Lowe''s/HHG Fully Vendor
+    Supported), hasCutting: Trim to size, hasElementID: 3278938, hasElementTitle:
+    G286962 FLEX SE EGO 4354080, 4354082, 2546173 - 769 Seasonal EC Header 102 x 40
+    SS APR FY24, hasFinishedSizeHeight: 40, hasFinishedSizeWidth: 102, hasFlatSizeHeight:
+    40, hasFlatSizeWidth: 102, hasFscPaperBeenSpecified: No, hasHardwareRequirements:
+    12 x Kinter Part # 130565 Loop Style Locking Strap, hasInternalID: c512c70d-2cfe-4acc-a706-da62bf174837,
+    hasMachineFinishing: Yes, hasMachineFinishingDetails: Trim to Size, 12 punches
+    across the top, soft roll in to 4” tube to fit in box for shipping purposes, hasMaterialCategory:
+    Other, hasMaterialDescription: .015 Rigid Vinyl, hasMaterialType: Other, hasNumberOfVersions:
+    1, hasPrice: 17723.01, hasPrintedSides: Single sided, hasProofType: PDF digital
+    proof, hasQuantity: 589, hasRecycledContentBeenOffered: N/A, hasSupplierName:
+    LPC TX VISUAL, LLC(LPC TX Visual, LLC/Lewisberg Printing  -HHGSP), hasTotalColours:
+    4, hasUnitOfMeasure: Inches (in), '
+- text: 'hasCreatedDate: 2024-12-26, hasCustomerHomeCountry: United States, hasCustomerID:
+    23483, hasCustomerName: T-Mobile USA, Inc.(T-Mobile USA, Inc.), hasCutting: Trim
+    to size, hasElementID: 3715867, hasElementTitle: CORE Apple Fabric Fixture  C609985-T687344,
+    hasFinishedSizeHeight: 29.69, hasFinishedSizeWidth: 62.6, hasFscPaperBeenSpecified:
+    No, hasInternalID: d032e5c5-cdc3-476a-9647-e9642615e934, hasMachineFinishing:
+    Yes, hasMachineFinishingDetails: DRT cut. Sew 3mm x 13.33mm bead around all edges.,
+    hasMaterialCategory: Textiles, hasMaterialDescription: Celtic NON Backlit Fabric,
+    hasMaterialType: Cotton, hasMinimumRecycledContent: 0%, hasNumberOfVersions: 1,
+    hasPackingRequirements: Test fit and take pictures. Carefully flop fold and poly
+    bag with install guide. Label the poly bags with SKU specific label., hasPrice:
+    654.46, hasPrintedSides: Single sided, hasProductCategory: Indoor/Outdoor Signage,
+    hasProofType: PDF digital proof, hasQuantity: 16, hasRecycledContentBeenRequested:
+    No, hasSupplierName: The IMAGINE Group, LLC(The IMAGINE Group, LLC – HHGSP), hasTotalColours:
+    4, hasUnitOfMeasure: Inches (in), '
+- text: 'coloursToFaceAndReverseAreSame: Yes, hasAdditionalInformation: LINE 02 REVISION
+    IS FOR QUANTITY ONLY.  ALL SPEC''S SAME AS LINE 01.  PLEASE NOTE SCHEDULE FOR
+    THIS PROJECT, hasArtworkDoubleSidedStatus: Double Sided Different, hasCoatingOrSealer:
+    Aqueous, hasColourDetails: prints 4/4 - process 4/c + OA Satin AQ  (not required
+    if printing digitally), hasCreatedDate: 2025-01-11, hasCustomerHomeCountry: United
+    States, hasCustomerID: 12231, hasCustomerName: Janssen Pharmaceuticals, Inc(Janssen
+    Pharmaceuticals, Inc), hasCutting: Trim to size, hasElementID: 3735612, hasElementTitle:
+    cp-118514v9   - J&J WithMe Getting Started Tearpad, hasFinishedSizeHeight: 11,
+    hasFinishedSizeWidth: 8.5, hasFlatSizeHeight: 11, hasFlatSizeWidth: 8.5, hasFscPaperBeenSpecified:
+    Yes, hasInternalID: 5a8da45d-022d-454b-a2d6-0fc64349347f, hasMachineFinishing:
+    Yes, hasMachineFinishingDetails: Pad in 25''s.  Pad across 8.5 dimension.  Standard
+    chipboard backer.  Bulk pack., hasMaterialCategory: Paper, hasMaterialDescription:
+    uncoated text, hasMaterialRecycledPercentage: 0%, hasMaterialThicknessOrWeight:
+    70, hasMaterialType: Paper and board, hasMaterialUnitOfMeasure: Pounds (lbs),
+    hasNumberOfVersions: 1, hasPackingRequirements: 300 will ship to POA - see next
+    element for drop ships - balance will ship to Harte Hanks, hasPaperType: Text,
+    hasPrice: 10446.0, hasPrintedSides: Double sided, hasProductCategory: Booklets
+    & Brochures, hasProofType: PDF digital proof, hasQuantity: 7000, hasRecycledContentBeenOffered:
+    Yes, hasSendToDetails: via MCS to Chris Quinn and BNO and Kristina at FCB, hasSupplierName:
+    Capital Printing Corporation(Capital Printing Corp.  - 18444 - HHGSP), hasTotalColours:
     4, hasTotalColoursFace: 4, hasUnitOfMeasure: Inches (in), '
 metrics:
 - f1_micro
@@ -91,22 +110,22 @@ model-index:
       split: test
     metrics:
     - type: f1_micro
-      value: 0.8504854368932039
+      value: 0.0
       name: F1_Micro
     - type: f1_macro
-      value: 0.35725054393071265
+      value: 0.0
       name: F1_Macro
     - type: f1_weighted
-      value: 0.7613078250339776
+      value: 0.0
       name: F1_Weighted
     - type: precision
-      value: 0.9125000238418579
+      value: .nan
       name: Precision
     - type: accuracy
-      value: 0.879687488079071
+      value: 1.0
       name: Accuracy
     - type: recall
-      value: 0.7963636517524719
+      value: .nan
       name: Recall
 ---
 
@@ -142,7 +161,7 @@ The model has been trained using an efficient few-shot learning technique that i
 ### Metrics
 | Label   | F1_Micro | F1_Macro | F1_Weighted | Precision | Accuracy | Recall |
 |:--------|:---------|:---------|:------------|:----------|:---------|:-------|
-| **all** | 0.8505   | 0.3573   | 0.7613      | 0.9125    | 0.8797   | 0.7964 |
+| **all** | 0.0      | 0.0      | 0.0         | nan       | 1.0      | nan    |
 
 ## Uses
 
@@ -162,7 +181,7 @@ from setfit import SetFitModel
 # Download from the 🤗 Hub
 model = SetFitModel.from_pretrained("setfit_model_id")
 # Run inference
-preds = model("hasCreatedDate: 2024-11-20, hasCustomerHomeCountry: United States, hasCustomerID: 14347, hasCustomerName: Lowe's Companies Inc.(Lowe's USD), hasCutting: Trim to size, hasElementID: 3646411, hasElementTitle: RESET00002 PT BRITTEN, hasFinishedSizeHeight: 1, hasFinishedSizeWidth: 1, hasFlatSizeHeight: 1, hasFlatSizeWidth: 1, hasFscPaperBeenSpecified: No, hasInternalID: 47920581-39d1-4737-aa2e-32fdddebe3c3, hasMaterialCategory: Other, hasMaterialDescription: Other, hasMaterialType: Other, hasNumberOfVersions: 1, hasPrice: 0 USD, hasPrintedSides: Single sided, hasProofType: No proof required, hasQuantity: 1, hasRecycledContentBeenOffered: N/A, hasSupplierName: BRITTEN BANNERS(Britten Inc  - 38859 - HHGSP), hasTotalColours: 4, hasUnitOfMeasure: Inches (in), ")
+preds = model("hasCreatedDate: 2024-12-26, hasCustomerHomeCountry: United States, hasCustomerID: 23483, hasCustomerName: T-Mobile USA, Inc.(T-Mobile USA, Inc.), hasCutting: Trim to size, hasElementID: 3715867, hasElementTitle: CORE Apple Fabric Fixture  C609985-T687344, hasFinishedSizeHeight: 29.69, hasFinishedSizeWidth: 62.6, hasFscPaperBeenSpecified: No, hasInternalID: d032e5c5-cdc3-476a-9647-e9642615e934, hasMachineFinishing: Yes, hasMachineFinishingDetails: DRT cut. Sew 3mm x 13.33mm bead around all edges., hasMaterialCategory: Textiles, hasMaterialDescription: Celtic NON Backlit Fabric, hasMaterialType: Cotton, hasMinimumRecycledContent: 0%, hasNumberOfVersions: 1, hasPackingRequirements: Test fit and take pictures. Carefully flop fold and poly bag with install guide. Label the poly bags with SKU specific label., hasPrice: 654.46, hasPrintedSides: Single sided, hasProductCategory: Indoor/Outdoor Signage, hasProofType: PDF digital proof, hasQuantity: 16, hasRecycledContentBeenRequested: No, hasSupplierName: The IMAGINE Group, LLC(The IMAGINE Group, LLC – HHGSP), hasTotalColours: 4, hasUnitOfMeasure: Inches (in), ")
 ```
 
 <!--
@@ -194,13 +213,13 @@ preds = model("hasCreatedDate: 2024-11-20, hasCustomerHomeCountry: United States
 ### Training Set Metrics
 | Training set | Min | Median   | Max |
 |:-------------|:----|:---------|:----|
-| Word count   | 69  | 111.6031 | 313 |
+| Word count   | 62  | 210.1813 | 431 |
 
 ### Framework Versions
 - Python: 3.10.16
 - SetFit: 1.1.1
 - Sentence Transformers: 3.4.1
-- Transformers: 4.49.0
+- Transformers: 4.50.3
 - PyTorch: 2.6.0+cu124
 - Datasets: 3.4.1
 - Tokenizers: 0.21.1

config.json

@@ -1,5 +1,4 @@
 {
-  "_name_or_path": "avsolatorio/GIST-small-Embedding-v0",
   "architectures": [
     "BertModel"
   ],
@@ -24,7 +23,7 @@
   "pad_token_id": 0,
   "position_embedding_type": "absolute",
   "torch_dtype": "float32",
-  "transformers_version": "4.49.0",
+  "transformers_version": "4.50.3",
   "type_vocab_size": 2,
   "use_cache": true,
   "vocab_size": 30522

config_sentence_transformers.json

@@ -1,7 +1,7 @@
 {
   "__version__": {
     "sentence_transformers": "3.4.1",
-    "transformers": "4.49.0",
+    "transformers": "4.50.3",
     "pytorch": "2.6.0+cu124"
   },
   "prompts": {},

config_setfit.json

@@ -1,13 +1,13 @@
 {
   "labels": [
-    "http://example.com/domain#ManufacturingDomain",
-    "http://example.com/domain#ProductDomain",
-    "http://example.com/domain#AssemblyDomain",
-    "http://example.com/domain#SupplierDomain",
-    "http://example.com/domain#MaterialDomain",
-    "http://example.com/domain#MeasurementDomain",
-    "http://example.com/domain#FeatureDomain",
-    "http://example.com/domain#ShippingAndHandlingDomain"
+    "SupplierDomain",
+    "ManufacturingDomain",
+    "FeatureDomain",
+    "ProductDomain",
+    "MaterialDomain",
+    "AssemblyDomain",
+    "MeasurementDomain",
+    "ShippingAndHandlingDomain"
   ],
   "normalize_embeddings": false
 }

heads/domain-router.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e4d3d2dee16136f590aad71f365f7eb48cf7118e9667abada200996002635dd9
+oid sha256:53f3ac0a9aed415cb7287045ba32c37dbc7b08bac289d498c02719307970a57d
 size 28404

heads/head_metadata.json

@@ -1,16 +1,16 @@
 [
     {
-        "name": "domain-router",
-        "dataset_name": "Northell/ros-classifiers-domains-routing",
-        "dataset_revision": null,
-        "num_classes": 8,
+        "name": "materials-classifier",
+        "dataset_name": "Northell/ros-classifiers-materials-flat",
+        "dataset_revision": "dev",
+        "num_classes": 42,
         "metrics": {
-            "f1_micro": 0.8504854368932039,
-            "f1_macro": 0.35725054393071265,
-            "f1_weighted": 0.7613078250339776,
-            "precision": 0.9125000238418579,
-            "accuracy": 0.879687488079071,
-            "recall": 0.7963636517524719
+            "f1_micro": 0.04878048780487805,
+            "f1_macro": 0.0018315018315018315,
+            "f1_weighted": 0.04807692307692308,
+            "precision": 1.0,
+            "accuracy": 0.9767857193946838,
+            "recall": 0.02500000037252903
         },
         "pkl_cache": null
     }

heads/materials-classifier.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d23f7304512583e81621968eca047d42e789a290d877702729815ec8c3d91640
+size 61652

model_head.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:92197e97e8ca99ea116a8ecf46a0c475a21605c75b28ef89d27d0bfda7e4ca3a
-size 28404
+oid sha256:40a56a4058f11ffb81f526460cb0cf9983c6329ab7a2b10f7abce04d89127380
+size 1716