Training in progress epoch 0

README.md

@@ -15,11 +15,11 @@ 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: 0.1713
-- Train Accuracy: 0.9850
-- Validation Loss: 2.2218
-- Validation Accuracy: 0.5641
-- Epoch: 9
+- Train Loss: 3.3564
+- Train Accuracy: 0.2635
+- Validation Loss: 2.6876
+- Validation Accuracy: 0.3846
+- Epoch: 0
 
 ## Model description
 
@@ -45,20 +45,12 @@ The following hyperparameters were used during training:
 
 | Train Loss | Train Accuracy | Validation Loss | Validation Accuracy | Epoch |
 |:----------:|:--------------:|:---------------:|:-------------------:|:-----:|
-| 3.3724     | 0.2670         | 3.0502          | 0.2564              | 0     |
-| 2.1793     | 0.5187         | 2.5257          | 0.4615              | 1     |
-| 1.3810     | 0.7159         | 2.2929          | 0.4615              | 2     |
-| 0.9093     | 0.8326         | 2.1176          | 0.5128              | 3     |
-| 0.6530     | 0.8890         | 2.3277          | 0.4615              | 4     |
-| 0.4814     | 0.9368         | 2.1678          | 0.4872              | 5     |
-| 0.3563     | 0.9586         | 2.1538          | 0.4872              | 6     |
-| 0.2683     | 0.9766         | 2.0877          | 0.5128              | 7     |
-| 0.2142     | 0.9806         | 2.4285          | 0.4872              | 8     |
-| 0.1713     | 0.9850         | 2.2218          | 0.5641              | 9     |
+| 3.3564     | 0.2635         | 2.6876          | 0.3846              | 0     |
 
 
 ### Framework versions
 
-- Transformers 4.31.0
-- TensorFlow 2.12.0
+- Transformers 4.33.1
+- TensorFlow 2.13.0
+- Datasets 2.14.5
 - Tokenizers 0.13.3

config.json

@@ -11,9 +11,9 @@
   "hidden_size": 768,
   "id2label": {
     "0": "\"Turn Display Off After X Mins\" Not working",
-    "1": "Ads interupts device use",
-    "2": "Alexa integration - Device pairing",
-    "3": "Alexa-related issue",
+    "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",
@@ -24,78 +24,73 @@
     "11": "Charging Cable won't fit",
     "12": "Device already registered",
     "13": "Device needs to be plugged to use",
-    "14": "Device not charging",
-    "15": "Device stuck on homescreen",
-    "16": "Devices shuts down constantly",
-    "17": "Does not support Hoopla App",
-    "18": "Feedback - Battery life not adequate",
-    "19": "Feedback - Power button",
-    "20": "Feedback - Sound quality",
-    "21": "Feedback - Wireless Charging",
-    "22": "Incompatible with prior-gen accessories",
-    "23": "Issue with charging port",
-    "24": "Item arrived late",
-    "25": "Item not in packaging",
-    "26": "Language missing",
-    "27": "Lines on screen",
-    "28": "Lockscreen ads not removed after purchase",
-    "29": "Missing hyperlink Kindle feature",
-    "30": "Missing navigation icons",
-    "31": "Missing power cable",
-    "32": "Moisture Detection Issue",
-    "33": "Need Detailed Owners Manual",
-    "34": "No Reason Given",
-    "35": "Not able to register",
-    "36": "Not able to use device without wifi",
-    "37": "Not compatible with BT device",
-    "38": "Not easy to remove lockscreen Ads",
-    "39": "On-screen Keyboard missing",
-    "40": "Order not meet expectations",
-    "41": "Parental controls do not work",
-    "42": "Privacy concerns",
-    "43": "Protective covers related",
-    "44": "Refurb received not adequate",
-    "45": "Refurb return process",
-    "46": "SD Card not compatible",
-    "47": "SD Card transfering files",
-    "48": "SD Card won't stay inserted into device",
-    "49": "SD card reformat pop-up issue",
-    "50": "Screen became blurry",
-    "51": "Screen changing colors",
-    "52": "Screen cracked",
-    "53": "Screen dimming intermittently",
-    "54": "Screen just flashes",
-    "55": "Screen looks faded and washed out",
-    "56": "Screen mirroring not working",
-    "57": "Screen not responsive",
-    "58": "Silk browser experience related",
-    "59": "Slow/Sluggish Performance",
-    "60": "Status sound / Volume fades out",
-    "61": "Subscriptions not downloading",
-    "62": "Trade-in Related",
-    "63": "Unable to connect to Wi-Fi",
-    "64": "Unable to connect to server (Internet-enabled Apps)",
-    "65": "Unable to create profile for other user",
-    "66": "Unable to download the apps I wanted",
-    "67": "Unable to remove Amazon apps",
-    "68": "Unable to set weather to my location",
-    "69": "Unable to use Fire TV App",
-    "70": "Unhappy with pre-installed Apps",
-    "71": "Voice over accessibility feature request",
-    "72": "Wi-Fi slow/buffering",
-    "73": "Wi-Fi using data in background",
-    "74": "Wi-fi Disconnecting and Reconnecting",
-    "75": "Word suggestions related",
-    "76": "device gets hot",
-    "77": "unknown"
+    "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"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
   "label2id": {
     "\"Turn Display Off After X Mins\" Not working": 0,
-    "Ads interupts device use": 1,
-    "Alexa integration - Device pairing": 2,
-    "Alexa-related issue": 3,
+    "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,
@@ -106,70 +101,65 @@
     "Charging Cable won't fit": 11,
     "Device already registered": 12,
     "Device needs to be plugged to use": 13,
-    "Device not charging": 14,
-    "Device stuck on homescreen": 15,
-    "Devices shuts down constantly": 16,
-    "Does not support Hoopla App": 17,
-    "Feedback - Battery life not adequate": 18,
-    "Feedback - Power button": 19,
-    "Feedback - Sound quality": 20,
-    "Feedback - Wireless Charging": 21,
-    "Incompatible with prior-gen accessories": 22,
-    "Issue with charging port": 23,
-    "Item arrived late": 24,
-    "Item not in packaging": 25,
-    "Language missing": 26,
-    "Lines on screen": 27,
-    "Lockscreen ads not removed after purchase": 28,
-    "Missing hyperlink Kindle feature": 29,
-    "Missing navigation icons": 30,
-    "Missing power cable": 31,
-    "Moisture Detection Issue": 32,
-    "Need Detailed Owners Manual": 33,
-    "No Reason Given": 34,
-    "Not able to register": 35,
-    "Not able to use device without wifi": 36,
-    "Not compatible with BT device": 37,
-    "Not easy to remove lockscreen Ads": 38,
-    "On-screen Keyboard missing": 39,
-    "Order not meet expectations": 40,
-    "Parental controls do not work": 41,
-    "Privacy concerns": 42,
-    "Protective covers related": 43,
-    "Refurb received not adequate": 44,
-    "Refurb return process": 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,
-    "Screen mirroring not working": 56,
-    "Screen not responsive": 57,
-    "Silk browser experience related": 58,
-    "Slow/Sluggish Performance": 59,
-    "Status sound / Volume fades out": 60,
-    "Subscriptions not downloading": 61,
-    "Trade-in Related": 62,
-    "Unable to connect to Wi-Fi": 63,
-    "Unable to connect to server (Internet-enabled Apps)": 64,
-    "Unable to create profile for other user": 65,
-    "Unable to download the apps I wanted": 66,
-    "Unable to remove Amazon apps": 67,
-    "Unable to set weather to my location": 68,
-    "Unable to use Fire TV App": 69,
-    "Unhappy with pre-installed Apps": 70,
-    "Voice over accessibility feature request": 71,
-    "Wi-Fi slow/buffering": 72,
-    "Wi-Fi using data in background": 73,
-    "Wi-fi Disconnecting and Reconnecting": 74,
-    "Word suggestions related": 75,
-    "device gets hot": 76,
-    "unknown": 77
+    "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
   },
   "layer_norm_eps": 1e-12,
   "max_position_embeddings": 512,
@@ -178,7 +168,7 @@
   "num_hidden_layers": 12,
   "pad_token_id": 0,
   "position_embedding_type": "absolute",
-  "transformers_version": "4.31.0",
+  "transformers_version": "4.33.1",
   "type_vocab_size": 2,
   "use_cache": true,
   "vocab_size": 30522

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