Training in progress epoch 0

README.md

@@ -1,6 +1,5 @@
 ---
 license: apache-2.0
-base_model: bert-base-uncased
 tags:
 - generated_from_keras_callback
 model-index:
@@ -15,11 +14,11 @@ probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Train Loss: 0.0018
-- Train Accuracy: 1.0
-- Validation Loss: 3.3220
-- Validation Accuracy: 0.5641
-- Epoch: 49
+- Train Loss: 2.0424
+- Train Accuracy: 0.3510
+- Validation Loss: 1.6537
+- Validation Accuracy: 0.5064
+- Epoch: 0
 
 ## Model description
 
@@ -45,61 +44,12 @@ The following hyperparameters were used during training:
 
 | Train Loss | Train Accuracy | Validation Loss | Validation Accuracy | Epoch |
 |:----------:|:--------------:|:---------------:|:-------------------:|:-----:|
-| 3.2445     | 0.3006         | 2.5366          | 0.4103              | 0     |
-| 2.0242     | 0.5472         | 2.1511          | 0.5641              | 1     |
-| 1.2453     | 0.7692         | 2.0964          | 0.5641              | 2     |
-| 0.7998     | 0.8775         | 2.1303          | 0.5385              | 3     |
-| 0.5486     | 0.9285         | 2.1598          | 0.5641              | 4     |
-| 0.3912     | 0.9568         | 2.3294          | 0.5385              | 5     |
-| 0.2871     | 0.9747         | 2.2660          | 0.5128              | 6     |
-| 0.2207     | 0.9848         | 2.2427          | 0.5641              | 7     |
-| 0.1698     | 0.9929         | 2.2875          | 0.5641              | 8     |
-| 0.1299     | 0.9966         | 2.3486          | 0.5385              | 9     |
-| 0.1007     | 0.9993         | 2.4327          | 0.5385              | 10    |
-| 0.0810     | 0.9990         | 2.3987          | 0.5641              | 11    |
-| 0.0658     | 1.0            | 2.5265          | 0.5385              | 12    |
-| 0.0527     | 1.0            | 2.5512          | 0.5385              | 13    |
-| 0.0456     | 1.0            | 2.6158          | 0.5385              | 14    |
-| 0.0371     | 1.0            | 2.6326          | 0.5641              | 15    |
-| 0.0316     | 1.0            | 2.6513          | 0.5641              | 16    |
-| 0.0269     | 1.0            | 2.7042          | 0.5385              | 17    |
-| 0.0237     | 1.0            | 2.6969          | 0.5385              | 18    |
-| 0.0211     | 1.0            | 2.7209          | 0.5385              | 19    |
-| 0.0181     | 1.0            | 2.7522          | 0.5385              | 20    |
-| 0.0159     | 1.0            | 2.7678          | 0.5641              | 21    |
-| 0.0143     | 1.0            | 2.7995          | 0.5385              | 22    |
-| 0.0126     | 1.0            | 2.8722          | 0.5385              | 23    |
-| 0.0116     | 1.0            | 2.8600          | 0.5641              | 24    |
-| 0.0105     | 1.0            | 2.8748          | 0.5641              | 25    |
-| 0.0095     | 1.0            | 2.9152          | 0.5385              | 26    |
-| 0.0086     | 1.0            | 2.9344          | 0.5385              | 27    |
-| 0.0078     | 1.0            | 2.9751          | 0.5385              | 28    |
-| 0.0072     | 1.0            | 2.9778          | 0.5385              | 29    |
-| 0.0067     | 1.0            | 2.9898          | 0.5641              | 30    |
-| 0.0061     | 1.0            | 3.0101          | 0.5641              | 31    |
-| 0.0056     | 1.0            | 3.0371          | 0.5385              | 32    |
-| 0.0052     | 1.0            | 3.0494          | 0.5385              | 33    |
-| 0.0048     | 1.0            | 3.0675          | 0.5641              | 34    |
-| 0.0045     | 1.0            | 3.0909          | 0.5385              | 35    |
-| 0.0042     | 1.0            | 3.0950          | 0.5385              | 36    |
-| 0.0039     | 1.0            | 3.1184          | 0.5641              | 37    |
-| 0.0036     | 1.0            | 3.1713          | 0.5641              | 38    |
-| 0.0034     | 1.0            | 3.1550          | 0.5641              | 39    |
-| 0.0032     | 1.0            | 3.2057          | 0.5641              | 40    |
-| 0.0030     | 1.0            | 3.1849          | 0.5641              | 41    |
-| 0.0028     | 1.0            | 3.2100          | 0.5897              | 42    |
-| 0.0026     | 1.0            | 3.2133          | 0.5641              | 43    |
-| 0.0024     | 1.0            | 3.2389          | 0.5641              | 44    |
-| 0.0023     | 1.0            | 3.2388          | 0.5641              | 45    |
-| 0.0021     | 1.0            | 3.2721          | 0.5641              | 46    |
-| 0.0020     | 1.0            | 3.2828          | 0.5897              | 47    |
-| 0.0019     | 1.0            | 3.3226          | 0.5641              | 48    |
-| 0.0018     | 1.0            | 3.3220          | 0.5641              | 49    |
+| 2.0424     | 0.3510         | 1.6537          | 0.5064              | 0     |
 
 
 ### Framework versions
 
-- Transformers 4.33.1
+- Transformers 4.16.2
 - TensorFlow 2.13.0
 - Datasets 2.14.5
-- Tokenizers 0.13.3
+- Tokenizers 0.14.0

config.json

@@ -10,156 +10,38 @@
   "hidden_dropout_prob": 0.1,
   "hidden_size": 768,
   "id2label": {
-    "0": "\"Turn Display Off After X Mins\" Not working",
-    "1": "Adapter gets hot",
-    "2": "Ads interupts device use",
-    "3": "Alexa integration - Device pairing",
-    "4": "App crashing/glitching",
-    "5": "App not working as expected",
-    "6": "Arrived Defective",
-    "7": "Backup and Restore did not work",
-    "8": "Bluetooth constantly disconnects",
-    "9": "Buttons clicking itself",
-    "10": "Can't block app purchase",
-    "11": "Charging Cable won't fit",
-    "12": "Device already registered",
-    "13": "Device needs to be plugged to use",
-    "14": "Device not turning on",
-    "15": "Devices shuts down constantly",
-    "16": "Does not support Hoopla App",
-    "17": "Feedback - Battery life not adequate",
-    "18": "Feedback - Competitor comparision",
-    "19": "Feedback - Wireless Charging",
-    "20": "Incompatible with prior-gen accessories",
-    "21": "Issue with charging port",
-    "22": "Item arrived late",
-    "23": "Item not in packaging",
-    "24": "Language missing",
-    "25": "Lockscreen ads not removed after purchase",
-    "26": "Mail app not working",
-    "27": "Missing hyperlink Kindle feature",
-    "28": "Missing navigation icons",
-    "29": "Missing power cable",
-    "30": "Moisture Detection Issue",
-    "31": "Need Detailed Owners Manual",
-    "32": "No Reason Given",
-    "33": "Not able to register",
-    "34": "Not compatible with BT device",
-    "35": "Not easy to remove lockscreen Ads",
-    "36": "On-screen Keyboard missing",
-    "37": "Order not meet expectations",
-    "38": "Parental controls do not work",
-    "39": "Privacy concerns",
-    "40": "Protective covers related",
-    "41": "Red line appeared on screen",
-    "42": "Refurb received not adequate",
-    "43": "Refurb return process",
-    "44": "Return-related Issue",
-    "45": "SD Card not compatible",
-    "46": "SD Card transfering files",
-    "47": "SD Card won't stay inserted into device",
-    "48": "SD card reformat pop-up issue",
-    "49": "Screen became blurry",
-    "50": "Screen changing colors",
-    "51": "Screen cracked",
-    "52": "Screen dimming intermittently",
-    "53": "Screen just flashes",
-    "54": "Screen looks faded and washed out",
-    "55": "Search experience related",
-    "56": "Slow/Sluggish Performance",
-    "57": "Status sound / Volume fades out",
-    "58": "Subscriptions not downloading",
-    "59": "Unable to connect to Wi-Fi",
-    "60": "Unable to connect to server (Internet-enabled Apps)",
-    "61": "Unable to create profile for other user",
-    "62": "Unable to download the apps I wanted",
-    "63": "Unable to remove Amazon apps",
-    "64": "Unable to set weather to my location",
-    "65": "Unable to use Fire TV App",
-    "66": "Unhappy with pre-installed Apps",
-    "67": "Unknown",
-    "68": "Voice over accessibility feature request",
-    "69": "Wi-Fi slow/buffering",
-    "70": "Wi-Fi using data in background",
-    "71": "Wi-fi Disconnecting and Reconnecting",
-    "72": "Word suggestions related"
+    "0": "Ads",
+    "1": "Apps",
+    "2": "Battery",
+    "3": "Charging",
+    "4": "Delivery",
+    "5": "Display",
+    "6": "FOS",
+    "7": "HW",
+    "8": "Order",
+    "9": "Refurb",
+    "10": "SD",
+    "11": "Setup",
+    "12": "Unknown",
+    "13": "WiFi"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
   "label2id": {
-    "\"Turn Display Off After X Mins\" Not working": 0,
-    "Adapter gets hot": 1,
-    "Ads interupts device use": 2,
-    "Alexa integration - Device pairing": 3,
-    "App crashing/glitching": 4,
-    "App not working as expected": 5,
-    "Arrived Defective": 6,
-    "Backup and Restore did not work": 7,
-    "Bluetooth constantly disconnects": 8,
-    "Buttons clicking itself": 9,
-    "Can't block app purchase": 10,
-    "Charging Cable won't fit": 11,
-    "Device already registered": 12,
-    "Device needs to be plugged to use": 13,
-    "Device not turning on": 14,
-    "Devices shuts down constantly": 15,
-    "Does not support Hoopla App": 16,
-    "Feedback - Battery life not adequate": 17,
-    "Feedback - Competitor comparision": 18,
-    "Feedback - Wireless Charging": 19,
-    "Incompatible with prior-gen accessories": 20,
-    "Issue with charging port": 21,
-    "Item arrived late": 22,
-    "Item not in packaging": 23,
-    "Language missing": 24,
-    "Lockscreen ads not removed after purchase": 25,
-    "Mail app not working": 26,
-    "Missing hyperlink Kindle feature": 27,
-    "Missing navigation icons": 28,
-    "Missing power cable": 29,
-    "Moisture Detection Issue": 30,
-    "Need Detailed Owners Manual": 31,
-    "No Reason Given": 32,
-    "Not able to register": 33,
-    "Not compatible with BT device": 34,
-    "Not easy to remove lockscreen Ads": 35,
-    "On-screen Keyboard missing": 36,
-    "Order not meet expectations": 37,
-    "Parental controls do not work": 38,
-    "Privacy concerns": 39,
-    "Protective covers related": 40,
-    "Red line appeared on screen": 41,
-    "Refurb received not adequate": 42,
-    "Refurb return process": 43,
-    "Return-related Issue": 44,
-    "SD Card not compatible": 45,
-    "SD Card transfering files": 46,
-    "SD Card won't stay inserted into device": 47,
-    "SD card reformat pop-up issue": 48,
-    "Screen became blurry": 49,
-    "Screen changing colors": 50,
-    "Screen cracked": 51,
-    "Screen dimming intermittently": 52,
-    "Screen just flashes": 53,
-    "Screen looks faded and washed out": 54,
-    "Search experience related": 55,
-    "Slow/Sluggish Performance": 56,
-    "Status sound / Volume fades out": 57,
-    "Subscriptions not downloading": 58,
-    "Unable to connect to Wi-Fi": 59,
-    "Unable to connect to server (Internet-enabled Apps)": 60,
-    "Unable to create profile for other user": 61,
-    "Unable to download the apps I wanted": 62,
-    "Unable to remove Amazon apps": 63,
-    "Unable to set weather to my location": 64,
-    "Unable to use Fire TV App": 65,
-    "Unhappy with pre-installed Apps": 66,
-    "Unknown": 67,
-    "Voice over accessibility feature request": 68,
-    "Wi-Fi slow/buffering": 69,
-    "Wi-Fi using data in background": 70,
-    "Wi-fi Disconnecting and Reconnecting": 71,
-    "Word suggestions related": 72
+    "Ads": 0,
+    "Apps": 1,
+    "Battery": 2,
+    "Charging": 3,
+    "Delivery": 4,
+    "Display": 5,
+    "FOS": 6,
+    "HW": 7,
+    "Order": 8,
+    "Refurb": 9,
+    "SD": 10,
+    "Setup": 11,
+    "Unknown": 12,
+    "WiFi": 13
   },
   "layer_norm_eps": 1e-12,
   "max_position_embeddings": 512,
@@ -168,7 +50,7 @@
   "num_hidden_layers": 12,
   "pad_token_id": 0,
   "position_embedding_type": "absolute",
-  "transformers_version": "4.33.1",
+  "transformers_version": "4.16.2",
   "type_vocab_size": 2,
   "use_cache": true,
   "vocab_size": 30522

special_tokens_map.json

@@ -1,7 +1 @@
-{
-  "cls_token": "[CLS]",
-  "mask_token": "[MASK]",
-  "pad_token": "[PAD]",
-  "sep_token": "[SEP]",
-  "unk_token": "[UNK]"
-}
+{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}

tf_model.h5

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f9835fef6e40a0633dc6d6f19ead507e77e5a9c793b85d8ba6b6b6c062a45be1
-size 438441524
+oid sha256:d7e98d01c5de9897aacd4026284b2ae8cc1c8497079b58821a7be484aa183811
+size 438260040

tokenizer_config.json

@@ -1,15 +1 @@
-{
-  "clean_up_tokenization_spaces": true,
-  "cls_token": "[CLS]",
-  "do_basic_tokenize": true,
-  "do_lower_case": true,
-  "mask_token": "[MASK]",
-  "model_max_length": 512,
-  "never_split": null,
-  "pad_token": "[PAD]",
-  "sep_token": "[SEP]",
-  "strip_accents": null,
-  "tokenize_chinese_chars": true,
-  "tokenizer_class": "BertTokenizer",
-  "unk_token": "[UNK]"
-}
+{"do_lower_case": true, "do_basic_tokenize": true, "never_split": null, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "tokenizer_file": "/root/.cache/huggingface/transformers/534479488c54aeaf9c3406f647aa2ec13648c06771ffe269edabebd4c412da1d.7f2721073f19841be16f41b0a70b600ca6b880c8f3df6f3535cbc704371bdfa4", "name_or_path": "bert-base-uncased", "tokenizer_class": "BertTokenizer"}