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README.md

@@ -5,89 +5,79 @@ tags:
 - text-classification
 - generated_from_setfit_trainer
 widget:
-- 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,
+- text: "hasColourDetails: To be printed on external, adhesive-backed vinyl. No installation\
+    \ required. It will be installed from outside the window, so the glue needs to\
+    \ be on the reverse., hasCreatedDate: 2024-06-11, hasCustomerHomeCountry: United\
+    \ Kingdom, hasCustomerID: 12356, hasCustomerName: Post Office(Post Office), hasCutting:\
+    \ Trim to size, hasElementID: 3338891, hasElementTitle: Self-adhesive Window Vinyl\
+    \ (no installation), hasFinishedSizeHeight: 150, hasFinishedSizeWidth: 1080, hasInternalID:\
+    \ a909113d-a92c-48f2-9817-248a984dc5d8, hasMaterialCategory: Plastic, hasMaterialDescription:\
+    \ Suitable self-adhesive Window Vinyl - adhesive on back, hasMaterialType: PVC,\
+    \ hasMaterialUnitOfMeasure: GSM, hasNumberOfVersions: 1, hasPackingRequirements:\
+    \ Installation is NOT required.   Delivery address- FAO Jyoti Rathod, Ayston Road\
+    \ Post Office,10 Ayston Road, Leicester LE3 2GA, hasPrice: 30.0, hasPrintedSides:\
+    \ Single sided, hasProofType: PDF digital proof, hasQuantity: 1, hasQuantityPerVersion:\
+    \ 1, hasSendToDetails: [email protected]., hasSupplierName: Design\
+    \ X-Press Limited - CCS Lot 1 Only\t(Design X-Press Limited - CCS Lot 1 Only\t\
+    ), hasSustainableOptionBeenOffered: N/A, hasTotalColours: 4, hasUnitOfMeasure:\
+    \ Millimetres (mm), "
+- text: 'hasAdditionalInformation: 2,600 cards (85 x 55mm), printed one side (full
+    colour), delivered to Granby Marketing Services.  26 x packs of 100., hasArtworkDoubleSidedStatus:
+    Double Sided Different, hasCreatedDate: 2024-08-22, hasCustomerHomeCountry: United
+    Kingdom, hasCustomerID: 29427, hasCustomerName: NHS Blood and Transplant(NHS Blood
+    and Transplant), hasCutting: Trim to size, hasElementID: 3466275, hasElementTitle:
+    OLC317B Organ Donation Week Cards, hasFinishedSizeHeight: 55, hasFinishedSizeWidth:
+    85, hasFscPaperBeenSpecified: No, hasHandFinishing: Yes, hasHandFinishingDetails:
+    Shrinkwrap in 100’s, hasInternalID: c171e44e-1c7a-4dba-a6d7-a8c11f317622, hasMaterialCategory:
+    Paper, hasMaterialDescription: White Silk Coated Board, hasMaterialRecycledPercentage:
+    0%, hasMaterialThicknessOrWeight: 300, hasMaterialType: Paper and board, hasMaterialUnitOfMeasure:
+    GSM, hasNumberOfVersions: 1, hasPackingRequirements: DELIVERY, hasPrice: 380.0,
+    hasPrintedSides: Double sided, hasProductCategory: Loose Print, hasProofType:
+    PDF digital proof, hasQuantity: 2600, hasQuantityPerVersion: 1, hasRecycledContentBeenOffered:
+    No, hasSendToDetails: Email to, hasSupplierName: Dataforms Chartered Press Ltd-
+    CCS Lot 1 only(Dataforms Chartered Press Ltd- CCS Lot 1 only), hasTotalColours:
+    4, hasTotalColoursFace: 4, hasUnitOfMeasure: Millimetres (mm), '
+- text: 'hasCreatedDate: 2024-01-26, hasCustomerHomeCountry: United States, hasCustomerID:
+    25570, hasCustomerName: Finish Line Group(Finish Line, Inc), hasCutting: Trim
+    to size, hasElementID: 3086661, hasElementTitle: F019753 20 x 28 Fabric Graphic,
+    hasFinishedSizeHeight: 28, hasFinishedSizeWidth: 20, hasFscPaperBeenSpecified:
+    No, hasInternalID: ac97e6d8-0358-4a1b-9da3-5871bb2b04d1, hasMachineFinishing:
+    Yes, hasMachineFinishingDetails: Trim to size. Silicone bed top, bottom left and
+    right edges, standard bed, hasMaterialCategory: Textiles, hasMaterialDescription:
+    Moonlight Itex - 260GSM, hasMaterialRecycledPercentage: 0%, hasMaterialType: Polyester,
+    hasNumberOfVersions: 1, hasPackingRequirements: Trim to size. Silicone bed top,
+    bottom left and right edges, standard bed, hasPrice: 1395.56, hasPrintedSides:
+    Single sided, hasProductCategory: Displays - Backlit, hasProofType: PDF digital
+    proof, hasQuantity: 139, hasRecycledContentBeenOffered: N/A, hasSupplierName:
+    GSP Custom Color(GSP Custom Color - HHGSP), hasTotalColours: 4, hasUnitOfMeasure:
+    Inches (in), '
+- text: 'hasAdditionalInformation: AO, hasCreatedDate: 2024-10-08, hasCustomerHomeCountry:
+    United States, hasCustomerID: 30642, hasCustomerName: Station Casinos LLC(Station
+    Casinos), hasCutting: Trim to size, hasElementID: 3555960, hasElementTitle: 211696
+    - 381" X 363" SS FRONTLIT EXTERIOR VINYL SIGN , hasFinishedSizeHeight: 363, hasFinishedSizeWidth:
+    381, hasFscPaperBeenSpecified: No, hasInternalID: 04b8890a-dc33-4778-ad73-c1f68f68231c,
+    hasMaterialCategory: Plastic, hasMaterialDescription: 13OZ VINYL, hasMaterialRecycledPercentage:
+    0%, hasMaterialThicknessOrWeight: 13, hasMaterialType: PVC, hasMaterialUnitOfMeasure:
+    Ounces (oz), hasNumberOfVersions: 1, hasPrice: 676.0, hasPrintedSides: Not printed,
+    hasProductCategory: Banners (synthetic), hasProofType: PDF digital proof, hasQuantity:
+    1, hasRecycledContentBeenOffered: N/A, hasSupplierName: WestRock Company(Westrock
+    - 14360 - HHGSP), hasTotalColours: 4, hasUnitOfMeasure: Inches (in), '
+- text: 'hasAdditionalInformation: 2 - Pages, hasArtworkDoubleSidedStatus: Double
+    Sided Different, hasColourDetails: 1/1 (Black Two-sided), hasCreatedDate: 2024-12-10,
+    hasCustomerHomeCountry: United States, hasCustomerID: 26760, hasCustomerName:
+    Elanco Animal Health(Elanco Animal Health), hasCutting: Trim to size, hasElementID:
+    3687940, hasElementTitle: PA103754X - Galliprant PI, 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), '
+    No, hasInternalID: c0585f9a-6716-4373-a218-041b92baf4a2, hasMachineFinishing:
+    Yes, hasMachineFinishingDetails: bleed, hasMaterialCategory: Paper, hasMaterialDescription:
+    60# White Offset, hasMaterialThicknessOrWeight: 60, hasMaterialType: Paper and
+    board, hasMaterialUnitOfMeasure: Pounds (lbs), hasMinimumRecycledContent: 0%,
+    hasNumberOfVersions: 1, hasPackingRequirements: Hold for Kit Packing in Element
+    5, hasPaperType: Offset, hasPrice: 350.0, hasPrintedSides: Double sided, hasProductCategory:
+    Booklets & Brochures, hasProofType: PDF digital proof, hasQuantity: 3100, hasRecycledContentBeenRequested:
+    No, hasSupplierName: Modern Litho – Kansas City(Modernlitho  -James Printing.
+    Inc - HHGSP), hasTotalColoursFace: 1, hasTotalColoursReverse: 1, hasUnitOfMeasure:
+    Inches (in), '
 metrics:
 - f1_micro
 - f1_macro
@@ -110,22 +100,22 @@ model-index:
       split: test
     metrics:
     - type: f1_micro
-      value: 0.0
+      value: 0.9322709163346613
       name: F1_Micro
     - type: f1_macro
-      value: 0.0
+      value: 0.37012987012987014
       name: F1_Macro
     - type: f1_weighted
-      value: 0.0
+      value: 0.8821255080797066
       name: F1_Weighted
     - type: precision
-      value: .nan
+      value: 0.9750000238418579
       name: Precision
     - type: accuracy
-      value: 1.0
+      value: 0.9468749761581421
       name: Accuracy
     - type: recall
-      value: .nan
+      value: 0.8931297659873962
       name: Recall
 ---
 
@@ -161,7 +151,7 @@ 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** | 0.0      | 0.0      | 0.0         | nan       | 1.0      | nan    |
+| **all** | 0.9323   | 0.3701   | 0.8821      | 0.9750    | 0.9469   | 0.8931 |
 
 ## Uses
 
@@ -181,7 +171,7 @@ from setfit import SetFitModel
 # Download from the 🤗 Hub
 model = SetFitModel.from_pretrained("setfit_model_id")
 # Run inference
-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), ")
+preds = model("hasAdditionalInformation: AO, hasCreatedDate: 2024-10-08, hasCustomerHomeCountry: United States, hasCustomerID: 30642, hasCustomerName: Station Casinos LLC(Station Casinos), hasCutting: Trim to size, hasElementID: 3555960, hasElementTitle: 211696 - 381\" X 363\" SS FRONTLIT EXTERIOR VINYL SIGN , hasFinishedSizeHeight: 363, hasFinishedSizeWidth: 381, hasFscPaperBeenSpecified: No, hasInternalID: 04b8890a-dc33-4778-ad73-c1f68f68231c, hasMaterialCategory: Plastic, hasMaterialDescription: 13OZ VINYL, hasMaterialRecycledPercentage: 0%, hasMaterialThicknessOrWeight: 13, hasMaterialType: PVC, hasMaterialUnitOfMeasure: Ounces (oz), hasNumberOfVersions: 1, hasPrice: 676.0, hasPrintedSides: Not printed, hasProductCategory: Banners (synthetic), hasProofType: PDF digital proof, hasQuantity: 1, hasRecycledContentBeenOffered: N/A, hasSupplierName: WestRock Company(Westrock - 14360 - HHGSP), hasTotalColours: 4, hasUnitOfMeasure: Inches (in), ")
 ```
 
 <!--
@@ -213,13 +203,13 @@ preds = model("hasCreatedDate: 2024-12-26, hasCustomerHomeCountry: United States
 ### Training Set Metrics
 | Training set | Min | Median   | Max |
 |:-------------|:----|:---------|:----|
-| Word count   | 62  | 210.1813 | 431 |
+| Word count   | 67  | 110.9875 | 238 |
 
 ### Framework Versions
 - Python: 3.10.16
-- SetFit: 1.1.1
+- SetFit: 1.1.2
 - Sentence Transformers: 3.4.1
-- Transformers: 4.50.3
+- Transformers: 4.51.3
 - PyTorch: 2.6.0+cu124
 - Datasets: 3.4.1
 - Tokenizers: 0.21.1

config.json

@@ -23,7 +23,7 @@
   "pad_token_id": 0,
   "position_embedding_type": "absolute",
   "torch_dtype": "float32",
-  "transformers_version": "4.50.3",
+  "transformers_version": "4.51.3",
   "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": "4.50.3",
+    "transformers": "4.51.3",
     "pytorch": "2.6.0+cu124"
   },
   "prompts": {},

config_setfit.json

@@ -1,12 +1,12 @@
 {
   "labels": [
     "SupplierDomain",
+    "AssemblyDomain",
     "ManufacturingDomain",
+    "MeasurementDomain",
+    "MaterialDomain",
     "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:ba1917c2fe04c940fb4f7f7d7bb53d4d58f33fa2132d2a3a5e120dfd9c627dc0
-size 29727
+oid sha256:95bcfbf81f9a6390af8bacf1be63d10e8c597eaf70b62fcd241b979ae4cd8c72
+size 29664

heads/materials-classifier.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:13648559cc6b7fc05a9d07aadabbc094c1910c5631ce945548b4e75800e119c9
-size 59733
+oid sha256:12f601cd607530a892a44d5c83faa1e9e6fafe755bafb3a6958a1277bf8cef3b
+size 86247

model_head.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:40a56a4058f11ffb81f526460cb0cf9983c6329ab7a2b10f7abce04d89127380
-size 1716
+oid sha256:371d6e5daf5532c6e7da4474e59efb000863718ce8465b7e2e1ae6d914765940
+size 28404