eng_cate

README.md

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+---
+license: mit
+base_model: tangminhanh/eng_cate
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+- precision
+- recall
+model-index:
+- name: eng_subcate
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# eng_subcate
+
+This model is a fine-tuned version of [tangminhanh/eng_cate](https://huggingface.co/tangminhanh/eng_cate) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0618
+- Accuracy: 0.0
+- F1: 0.0
+- Precision: 0.0
+- Recall: 0.0
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 2e-05
+- train_batch_size: 8
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 5
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1  | Precision | Recall |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:---:|:---------:|:------:|
+| No log        | 1.0   | 106  | 0.1322          | 0.0      | 0.0 | 0.0       | 0.0    |
+| No log        | 2.0   | 212  | 0.0709          | 0.0      | 0.0 | 0.0       | 0.0    |
+| No log        | 3.0   | 318  | 0.0638          | 0.0      | 0.0 | 0.0       | 0.0    |
+| No log        | 4.0   | 424  | 0.0622          | 0.0      | 0.0 | 0.0       | 0.0    |
+| 0.1331        | 5.0   | 530  | 0.0618          | 0.0      | 0.0 | 0.0       | 0.0    |
+
+
+### Framework versions
+
+- Transformers 4.42.4
+- Pytorch 2.3.1+cu121
+- Datasets 2.20.0
+- Tokenizers 0.19.1

added_tokens.json

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config.json

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+{
+  "_name_or_path": "tangminhanh/eng_cate",
+  "architectures": [
+    "DebertaV2ForSequenceClassification"
+  ],
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+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Bio Repair",
+    "1": "CCTV Installation/Uninstallation",
+    "2": "General Cabling Works",
+    "3": "Port Additional",
+    "4": "Port Relocation",
+    "5": "Port Repair",
+    "6": "Switch Backup Power Supply",
+    "7": "UPS Preventive Maintenance",
+    "8": "UPS/PDU Failure",
+    "9": "Incident Report",
+    "10": "Emergency Repair",
+    "11": "Power Outage",
+    "12": "Resetting of Circuit Breaker",
+    "13": "Electrical Troubleshooting",
+    "14": "Aircon Error",
+    "15": "Wall Crack Rectification",
+    "16": "Troubleshooting of FDAS Panel",
+    "17": "Bidet/Faucet Repair/Replacement",
+    "18": "Faucet/Cubicle Leak",
+    "19": "Continous Flushing",
+    "20": "Busted Light Replacement",
+    "21": "TV Installation",
+    "22": "Replacement/Repair of Emergency Lights/Exit Signages",
+    "23": "Aircon System - General Cleaning",
+    "24": "Wall Repainting (Less than 20sqm)",
+    "25": "Base Board Repair/Repainting",
+    "26": "Fire Extinguisher Checking",
+    "27": "Cleaning/Unclogging of Sanitary Line",
+    "28": "Assist Vendor/Clients & Others",
+    "29": "Request for Measurements / Count / Inspection / Inventory",
+    "30": "Outlet Installation",
+    "31": "Electricity Consumption Computation",
+    "32": "Wall Repainting (Above 20sqm)",
+    "33": "Cabinet/Joineries Repair",
+    "34": "Door Laminate Repair",
+    "35": "Door Jamb Repair/Repainting",
+    "36": "Escutheon Plate Installation",
+    "37": "Workstation Installation",
+    "38": "Workstation Dismantling",
+    "39": "Furniture Set-up",
+    "40": "Workstation Partition Installation",
+    "41": "Workstation Partition Dismantling",
+    "42": "Request for Hauling/Delivery of Assets",
+    "43": "Request for Join Inspection/Punchlist/Turn-Over",
+    "44": "Lighting Upgrade",
+    "45": "Floor Crack Rectification",
+    "46": "Request to Update Plans/Layout",
+    "47": "Aircon Water Leak",
+    "48": "Temperature adjustment/reading",
+    "49": "Acoustic Board Replacement/Realignment",
+    "50": "Loose outlet/wiring",
+    "51": "Exhaust system checking",
+    "52": "Instalaltion of FE signage",
+    "53": "Lux reading verifcation",
+    "54": "Installation of transfer fan/duct",
+    "55": "Mechanical: Others",
+    "56": "Acoustic Panel installation/replacement",
+    "57": "Installation of frosted stickers",
+    "58": "Door knob repair/replacement",
+    "59": "Ceiling/window leak rectification",
+    "60": "Carpet installation/realignment",
+    "61": "Civil: Others",
+    "62": "Checking of panic door lock",
+    "63": "Plumbing: Others",
+    "64": "Hauling of debris and disposal",
+    "65": "Glass/wooden panel/door dismantling",
+    "66": "Door installation",
+    "67": "Costing Request",
+    "68": "Payment/reimbursement processing",
+    "69": "Support: Others",
+    "70": "Aircon Sytem  - Repair/Parts replacement/System reprocess",
+    "71": "Installation/additional evacuation plan",
+    "72": "Fire Protection: Others",
+    "73": "Electrical system reconfiguration",
+    "74": "Upgrade/replacement of lights for WEM standards",
+    "75": "Office Modification (MEPF)"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Acoustic Board Replacement/Realignment": 49,
+    "Acoustic Panel installation/replacement": 56,
+    "Aircon Error": 14,
+    "Aircon System - General Cleaning": 23,
+    "Aircon Sytem  - Repair/Parts replacement/System reprocess": 70,
+    "Aircon Water Leak": 47,
+    "Assist Vendor/Clients & Others": 28,
+    "Base Board Repair/Repainting": 25,
+    "Bidet/Faucet Repair/Replacement": 17,
+    "Bio Repair": 0,
+    "Busted Light Replacement": 20,
+    "CCTV Installation/Uninstallation": 1,
+    "Cabinet/Joineries Repair": 33,
+    "Carpet installation/realignment": 60,
+    "Ceiling/window leak rectification": 59,
+    "Checking of panic door lock": 62,
+    "Civil: Others": 61,
+    "Cleaning/Unclogging of Sanitary Line": 27,
+    "Continous Flushing": 19,
+    "Costing Request": 67,
+    "Door Jamb Repair/Repainting": 35,
+    "Door Laminate Repair": 34,
+    "Door installation": 66,
+    "Door knob repair/replacement": 58,
+    "Electrical Troubleshooting": 13,
+    "Electrical system reconfiguration": 73,
+    "Electricity Consumption Computation": 31,
+    "Emergency Repair": 10,
+    "Escutheon Plate Installation": 36,
+    "Exhaust system checking": 51,
+    "Faucet/Cubicle Leak": 18,
+    "Fire Extinguisher Checking": 26,
+    "Fire Protection: Others": 72,
+    "Floor Crack Rectification": 45,
+    "Furniture Set-up": 39,
+    "General Cabling Works": 2,
+    "Glass/wooden panel/door dismantling": 65,
+    "Hauling of debris and disposal": 64,
+    "Incident Report": 9,
+    "Instalaltion of FE signage": 52,
+    "Installation of frosted stickers": 57,
+    "Installation of transfer fan/duct": 54,
+    "Installation/additional evacuation plan": 71,
+    "Lighting Upgrade": 44,
+    "Loose outlet/wiring": 50,
+    "Lux reading verifcation": 53,
+    "Mechanical: Others": 55,
+    "Office Modification (MEPF)": 75,
+    "Outlet Installation": 30,
+    "Payment/reimbursement processing": 68,
+    "Plumbing: Others": 63,
+    "Port Additional": 3,
+    "Port Relocation": 4,
+    "Port Repair": 5,
+    "Power Outage": 11,
+    "Replacement/Repair of Emergency Lights/Exit Signages": 22,
+    "Request for Hauling/Delivery of Assets": 42,
+    "Request for Join Inspection/Punchlist/Turn-Over": 43,
+    "Request for Measurements / Count / Inspection / Inventory": 29,
+    "Request to Update Plans/Layout": 46,
+    "Resetting of Circuit Breaker": 12,
+    "Support: Others": 69,
+    "Switch Backup Power Supply": 6,
+    "TV Installation": 21,
+    "Temperature adjustment/reading": 48,
+    "Troubleshooting of FDAS Panel": 16,
+    "UPS Preventive Maintenance": 7,
+    "UPS/PDU Failure": 8,
+    "Upgrade/replacement of lights for WEM standards": 74,
+    "Wall Crack Rectification": 15,
+    "Wall Repainting (Above 20sqm)": 32,
+    "Wall Repainting (Less than 20sqm)": 24,
+    "Workstation Dismantling": 38,
+    "Workstation Installation": 37,
+    "Workstation Partition Dismantling": 41,
+    "Workstation Partition Installation": 40
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