pd_subcate

README.md

@@ -20,11 +20,11 @@ should probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [tangminhanh/pd_cate](https://huggingface.co/tangminhanh/pd_cate) on the None dataset.
 It achieves the following results on the evaluation set:
-- Loss: 0.0784
-- Accuracy: 0.2315
-- F1: 0.3214
-- Precision: 0.4825
-- Recall: 0.2409
+- Loss: 0.1442
+- Accuracy: 0.1378
+- F1: 0.2169
+- Precision: 0.4892
+- Recall: 0.1394
 
 ## Model description
 
@@ -45,7 +45,7 @@ More information needed
 The following hyperparameters were used during training:
 - learning_rate: 2e-05
 - train_batch_size: 64
-- eval_batch_size: 64
+- eval_batch_size: 128
 - seed: 42
 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
 - lr_scheduler_type: linear
@@ -55,15 +55,15 @@ The following hyperparameters were used during training:
 
 | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1     | Precision | Recall |
 |:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
-| No log        | 1.0   | 50   | 0.0799          | 0.1051   | 0.1692 | 0.4375    | 0.1049 |
-| No log        | 2.0   | 100  | 0.0787          | 0.1377   | 0.2156 | 0.4706    | 0.1398 |
-| No log        | 3.0   | 150  | 0.0792          | 0.1940   | 0.3093 | 0.4583    | 0.2335 |
-| No log        | 4.0   | 200  | 0.0781          | 0.1877   | 0.2732 | 0.4796    | 0.1910 |
-| No log        | 5.0   | 250  | 0.0778          | 0.2090   | 0.2977 | 0.4985    | 0.2122 |
-| No log        | 6.0   | 300  | 0.0782          | 0.2190   | 0.3005 | 0.4695    | 0.2210 |
-| No log        | 7.0   | 350  | 0.0781          | 0.2290   | 0.3120 | 0.4805    | 0.2310 |
-| No log        | 8.0   | 400  | 0.0783          | 0.2390   | 0.3191 | 0.4823    | 0.2385 |
-| No log        | 9.0   | 450  | 0.0784          | 0.2315   | 0.3214 | 0.4825    | 0.2409 |
+| No log        | 1.0   | 42   | 0.2339          | 0.0      | 0.0    | 0.0       | 0.0    |
+| No log        | 2.0   | 84   | 0.1855          | 0.0      | 0.0    | 0.0       | 0.0    |
+| No log        | 3.0   | 126  | 0.1683          | 0.0      | 0.0    | 0.0       | 0.0    |
+| No log        | 4.0   | 168  | 0.1580          | 0.0      | 0.0    | 0.0       | 0.0    |
+| No log        | 5.0   | 210  | 0.1522          | 0.0291   | 0.0536 | 0.3393    | 0.0291 |
+| No log        | 6.0   | 252  | 0.1485          | 0.1026   | 0.1716 | 0.5234    | 0.1026 |
+| No log        | 7.0   | 294  | 0.1460          | 0.1149   | 0.1859 | 0.4870    | 0.1149 |
+| No log        | 8.0   | 336  | 0.1447          | 0.1286   | 0.2056 | 0.4885    | 0.1302 |
+| No log        | 9.0   | 378  | 0.1442          | 0.1378   | 0.2169 | 0.4892    | 0.1394 |
 
 
 ### Framework versions

config.json

@@ -27,68 +27,28 @@
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     "17": "PEZA As-built print signed and sealed",
     "18": "Revise Testfit (New Build/ Refresh)",
-    "19": "Initial Testfit (New Build / Refresh)",
-    "20": "Site Coordination Meetings",
-    "21": "Canvass approval / Vendor Cost Approval (under 20k)",
-    "22": "Floorplan/As-built Review & Approval (Audit/BP/OP/)",
-    "23": "Non-Urgent: Info/Coordination Request",
-    "24": "Revise Testfit (Existing BTS or Service Office Modification)",
-    "25": "PEZA Office Areas",
-    "26": "Project Scoping / Client Meeting",
-    "27": "Design Pegs & Cost Guide",
-    "28": "Site Handover Acceptance (Pre & Post Construction)",
-    "29": "Initial Testfit (New BTS or KMC Suites) >1000 to 5000 sqm",
-    "30": "Initial Testfit (New BTS or KMC Suites) <1000 sqm",
-    "31": "Canvassing OSM Alternatives / Vendor Costing Request",
-    "32": "Engineering Consultation",
-    "33": "Around Metro Manila - BTS / KMC Suites / SO",
-    "34": "3d Modeling + Rendering (minimum of 5 areas)",
-    "35": "3D Walkthrough",
-    "36": "Client Presentation",
-    "37": "Revise Testfit (New BTS or KMC Suites) >1000 to 5000 sqm",
-    "38": "Site Punchlist Walkthrough/ Handover Assessment",
-    "39": "Revise Testfit (New BTS or KMC Suites) <1000 sqm"
+    "19": "Initial Testfit (New Build / Refresh)"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
   "label2id": {
-    "3D Walkthrough": 35,
-    "3d Modeling + Rendering (minimum of 5 areas)": 34,
-    "Around Metro Manila - BTS / KMC Suites / SO": 33,
-    "Canvass approval / Vendor Cost Approval (under 20k)": 21,
     "Canvassing OSM Alternatives": 10,
-    "Canvassing OSM Alternatives / Vendor Costing Request": 31,
-    "Client Presentation": 36,
-    "Design Pegs & Cost Guide": 27,
-    "Engineering Consultation": 32,
     "Floorplan / Evacuation Plan Updating": 3,
     "Floorplan Copy Request": 9,
-    "Floorplan/As-built Review & Approval (Audit/BP/OP/)": 22,
     "Furniture / Joinery Details": 14,
     "Furniture and Material Specifications": 15,
     "Initial Testfit (Existing BTS or Service Office Modification)": 12,
-    "Initial Testfit (New BTS or KMC Suites) <1000 sqm": 30,
-    "Initial Testfit (New BTS or KMC Suites) >1000 to 5000 sqm": 29,
     "Initial Testfit (New Build / Refresh)": 19,
     "Initial Testfit (Office Modification)": 1,
-    "Non-Urgent: Info/Coordination Request": 23,
     "OSM Checklist & Coordination": 16,
     "OSM Checklist/Internal Dept Design Coordination Tasks": 5,
     "Office Area / Floorplan Copy / PEZA Info (Subject for Verification of P&D)": 7,
     "PEZA As-built print signed and sealed": 17,
-    "PEZA Office Areas": 25,
-    "Project Scoping / Client Meeting": 26,
     "RFA/RFI/Techinical Coordination": 0,
     "Render (2 to 3 views)": 6,
-    "Revise Testfit (Existing BTS or Service Office Modification)": 24,
-    "Revise Testfit (New BTS or KMC Suites) <1000 sqm": 39,
-    "Revise Testfit (New BTS or KMC Suites) >1000 to 5000 sqm": 37,
     "Revise Testfit (New Build/ Refresh)": 18,
     "Revise Testfit (Office Modification)": 2,
     "Site Check": 11,
-    "Site Coordination Meetings": 20,
-    "Site Handover Acceptance (Pre & Post Construction)": 28,
-    "Site Punchlist Walkthrough/ Handover Assessment": 38,
     "Sourcing/Shopping/Site Accessorizing": 8,
     "Technical Detail Drawing Request": 13,
     "Urgent: RFA/RFI Response for Builds": 4

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training_args.bin

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