Duplicate from tangminhanh/ts_subcate

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README.md

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+---
+license: mit
+base_model: tangminhanh/ts_cate
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+- precision
+- recall
+model-index:
+- name: ts_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. -->
+
+# ts_subcate
+
+This model is a fine-tuned version of [tangminhanh/ts_cate](https://huggingface.co/tangminhanh/ts_cate) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0084
+- Accuracy: 0.7013
+- F1: 0.7812
+- Precision: 0.8815
+- Recall: 0.7014
+
+## 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: 32
+- eval_batch_size: 64
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 10
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1     | Precision | Recall |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
+| No log        | 1.0   | 403  | 0.0261          | 0.0      | 0.0    | 0.0       | 0.0    |
+| 0.0805        | 2.0   | 806  | 0.0174          | 0.3328   | 0.4904 | 0.9438    | 0.3313 |
+| 0.0203        | 3.0   | 1209 | 0.0131          | 0.4702   | 0.6217 | 0.9229    | 0.4687 |
+| 0.0138        | 4.0   | 1612 | 0.0111          | 0.5592   | 0.6939 | 0.9170    | 0.5581 |
+| 0.0104        | 5.0   | 2015 | 0.0100          | 0.6297   | 0.7417 | 0.8998    | 0.6308 |
+| 0.0104        | 6.0   | 2418 | 0.0091          | 0.6659   | 0.7628 | 0.8909    | 0.6669 |
+| 0.0084        | 7.0   | 2821 | 0.0088          | 0.6815   | 0.7712 | 0.8867    | 0.6823 |
+| 0.0072        | 8.0   | 3224 | 0.0086          | 0.6889   | 0.7764 | 0.8874    | 0.6900 |
+| 0.0063        | 9.0   | 3627 | 0.0084          | 0.6982   | 0.7803 | 0.8832    | 0.6989 |
+| 0.006         | 10.0  | 4030 | 0.0084          | 0.7013   | 0.7812 | 0.8815    | 0.7014 |
+
+
+### Framework versions
+
+- Transformers 4.42.4
+- Pytorch 2.3.1+cu121
+- Datasets 2.20.0
+- Tokenizers 0.19.1

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+  "_name_or_path": "tangminhanh/ts_cate",
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+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Access Reactivation",
+    "1": "Access Upload",
+    "2": "Badge Card Re-assignment",
+    "3": "Badge Card Request",
+    "4": "Bio Disable",
+    "5": "Bio Enrollment",
+    "6": "Bio ID Request",
+    "7": "Biometric Issue",
+    "8": "Device Configuration",
+    "9": "General Biometric Services",
+    "10": "Logs Report Generation",
+    "11": "Sprout Migration",
+    "12": "Diagram Creation/Update",
+    "13": "Floorplan Creation/Update",
+    "14": "Infographics",
+    "15": "Knowledgebase",
+    "16": "Other Documentations",
+    "17": "Process Update",
+    "18": "Security Questionnaire",
+    "19": "New Joinee",
+    "20": "Recurring Ticket Request/Removal",
+    "21": "Report Generation",
+    "22": "Ticketing Inquiry",
+    "23": "Test Ticket",
+    "24": "Accountability Form",
+    "25": "Disposal",
+    "26": "Gatepass Processing",
+    "27": "Inventory",
+    "28": "Issuance Form",
+    "29": "Item Request",
+    "30": "Report",
+    "31": "Warranty",
+    "32": "NT Login Password Reset",
+    "33": "Exit Clearance",
+    "34": "Employee Leaving",
+    "35": "Item Retrieval",
+    "36": "Camera Rotate/Disable Request",
+    "37": "CCTV Checking",
+    "38": "CCTV Footage Extraction",
+    "39": "CCTV Issue",
+    "40": "CCTV Viewing Assistance",
+    "41": "General CCTV Inquiry",
+    "42": "Common Area and Conference Room Checking",
+    "43": "Daily Checking",
+    "44": "Server Room Checking",
+    "45": "Server Room Log Sheet Checking",
+    "46": "Cable Management",
+    "47": "Data Center UPS/PDU Issue",
+    "48": "Desktop UPS Issue",
+    "49": "Desktop/Laptop Problem",
+    "50": "Desktop/Laptop Setup",
+    "51": "Device/Equipment Checking",
+    "52": "Equipment Loan/Retrieval",
+    "53": "Joan Device",
+    "54": "Peripherals",
+    "55": "Raspberry Pi/Hygrometer",
+    "56": "Sonos",
+    "57": "Tablet",
+    "58": "TV/Projector/Sound System",
+    "59": "Video Conference",
+    "60": "Data Center Access",
+    "61": "General Inquiry",
+    "62": "On-site Assistance",
+    "63": "Port Checking",
+    "64": "Pull-In/Out Assistance",
+    "65": "Site Walkthrough / Round Check",
+    "66": "Digital Signage",
+    "67": "Setup",
+    "68": "Removal",
+    "69": "Connection Issue",
+    "70": "Connection Checking",
+    "71": "General Network Activity",
+    "72": "Maintenance",
+    "73": "Monitoring Alerts",
+    "74": "Network Diagram Creation/Update",
+    "75": "Network Gear Mount/Unmount",
+    "76": "Operational Readiness Test",
+    "77": "Port Tracing",
+    "78": "Site Build",
+    "79": "SSID Creation/Removal",
+    "80": "VLAN Change/Create",
+    "81": "Website Issue",
+    "82": "Whitelist/Blacklist",
+    "83": "Wired/Wireless Connection",
+    "84": "IP Request",
+    "85": "Traffic Engineering",
+    "86": "Client High Level Network Design",
+    "87": "Client Requirement Discovery",
+    "88": "Order",
+    "89": "Provisioning",
+    "90": "Upgrade",
+    "91": "ISP Outage",
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+    "93": "Power Outage",
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+    "95": "System Outage",
+    "96": "Telephony Outage",
+    "97": "High Severity Alert",
+    "98": "Low Severity Alert",
+    "99": "Vulnerability Assessment",
+    "100": "Vulnerability Remediation",
+    "101": "New Client",
+    "102": "Lease Extension",
+    "103": "Emergency Maintenance",
+    "104": "ISP Maintenance",
+    "105": "Network Maintenance",
+    "106": "Power Maintenance",
+    "107": "Server Backup Management",
+    "108": "Server Deployment and Configuration",
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+    "110": "Server Issue",
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+  "model_max_length": 1000000000000000019884624838656,
+  "pad_to_multiple_of": null,
+  "pad_token": "[PAD]",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sep_token": "[SEP]",
+  "sp_model_kwargs": {},
+  "split_by_punct": false,
+  "stride": 0,
+  "tokenizer_class": "DebertaV2Tokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]",
+  "vocab_type": "spm"
+}

training_args.bin

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