ashhadahsan commited on
Commit
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1 Parent(s): 1173599

Training in progress epoch 0

Browse files
Files changed (3) hide show
  1. README.md +5 -5
  2. config.json +156 -28
  3. tf_model.h5 +2 -2
README.md CHANGED
@@ -14,10 +14,10 @@ probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Train Loss: 0.0081
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- - Train Accuracy: 1.0
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- - Validation Loss: 1.7874
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- - Validation Accuracy: 0.6795
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  - Epoch: 0
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  ## Model description
@@ -44,7 +44,7 @@ The following hyperparameters were used during training:
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  | Train Loss | Train Accuracy | Validation Loss | Validation Accuracy | Epoch |
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  |:----------:|:--------------:|:---------------:|:-------------------:|:-----:|
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- | 0.0081 | 1.0 | 1.7874 | 0.6795 | 0 |
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  ### Framework versions
 
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  This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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+ - Train Loss: 3.5378
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+ - Train Accuracy: 0.2236
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+ - Validation Loss: 3.0625
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+ - Validation Accuracy: 0.3397
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  - Epoch: 0
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  ## Model description
 
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  | Train Loss | Train Accuracy | Validation Loss | Validation Accuracy | Epoch |
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  |:----------:|:--------------:|:---------------:|:-------------------:|:-----:|
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+ | 3.5378 | 0.2236 | 3.0625 | 0.3397 | 0 |
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  ### Framework versions
config.json CHANGED
@@ -10,38 +10,166 @@
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  "hidden_dropout_prob": 0.1,
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  "hidden_size": 768,
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  "id2label": {
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- "0": "Ads",
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- "1": "Apps",
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- "2": "Battery",
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- "3": "Charging",
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- "4": "Delivery",
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- "5": "Display",
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- "6": "FOS",
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- "7": "HW",
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- "8": "Order",
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- "9": "Refurb",
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- "10": "SD",
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- "11": "Setup",
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- "12": "Unknown",
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- "13": "WiFi"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  },
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  "initializer_range": 0.02,
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  "intermediate_size": 3072,
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  "label2id": {
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- "Ads": 0,
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- "Apps": 1,
33
- "Battery": 2,
34
- "Charging": 3,
35
- "Delivery": 4,
36
- "Display": 5,
37
- "FOS": 6,
38
- "HW": 7,
39
- "Order": 8,
40
- "Refurb": 9,
41
- "SD": 10,
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- "Setup": 11,
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- "Unknown": 12,
44
- "WiFi": 13
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  },
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  "layer_norm_eps": 1e-12,
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  "max_position_embeddings": 512,
 
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  "hidden_dropout_prob": 0.1,
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  "hidden_size": 768,
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  "id2label": {
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+ "0": "\"Turn Display Off After X Mins\" Not working",
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+ "1": "Ads interupts device use",
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+ "2": "Alexa integration - Device pairing",
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+ "3": "Alexa-related issue",
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+ "4": "App crashing/glitching",
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+ "5": "App not working as expected",
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+ "6": "Arrived Defective",
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+ "7": "Backup and Restore did not work",
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+ "8": "Bluetooth constantly disconnects",
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+ "9": "Buttons clicking itself",
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+ "10": "Can't block app purchase",
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+ "11": "Charging Cable won't fit",
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+ "12": "Device already registered",
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+ "13": "Device needs to be plugged to use",
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+ "14": "Device not charging",
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+ "15": "Device stuck on homescreen",
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+ "16": "Devices shuts down constantly",
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+ "17": "Does not support Hoopla App",
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+ "18": "Feedback - Battery life not adequate",
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+ "19": "Feedback - Power button",
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+ "20": "Feedback - Sound quality",
34
+ "21": "Feedback - Wireless Charging",
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+ "22": "Incompatible with prior-gen accessories",
36
+ "23": "Issue with charging port",
37
+ "24": "Item arrived late",
38
+ "25": "Item not in packaging",
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+ "26": "Language missing",
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+ "27": "Lines on screen",
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+ "28": "Lockscreen ads not removed after purchase",
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+ "29": "Missing hyperlink Kindle feature",
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+ "30": "Missing navigation icons",
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+ "31": "Missing power cable",
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+ "32": "Moisture Detection Issue",
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+ "33": "Need Detailed Owners Manual",
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+ "34": "No Reason Given",
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+ "35": "Not able to register",
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+ "36": "Not able to use device without wifi",
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+ "37": "Not compatible with BT device",
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+ "38": "Not easy to remove lockscreen Ads",
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+ "39": "On-screen Keyboard missing",
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+ "40": "Order not meet expectations",
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+ "41": "Parental controls do not work",
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+ "42": "Privacy concerns",
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+ "43": "Protective covers related",
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+ "44": "Refurb received not adequate",
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+ "45": "Refurb return process",
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+ "46": "SD Card not compatible",
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+ "47": "SD Card transfering files",
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+ "48": "SD Card won't stay inserted into device",
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+ "49": "SD card reformat pop-up issue",
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+ "50": "Screen became blurry",
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+ "51": "Screen changing colors",
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+ "52": "Screen cracked",
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+ "53": "Screen dimming intermittently",
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+ "54": "Screen just flashes",
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+ "55": "Screen looks faded and washed out",
69
+ "56": "Screen mirroring not working",
70
+ "57": "Screen not responsive",
71
+ "58": "Silk browser experience related",
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+ "59": "Slow/Sluggish Performance",
73
+ "60": "Status sound / Volume fades out",
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+ "61": "Subscriptions not downloading",
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+ "62": "Trade-in Related",
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+ "63": "Unable to connect to Wi-Fi",
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+ "64": "Unable to connect to server (Internet-enabled Apps)",
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+ "65": "Unable to create profile for other user",
79
+ "66": "Unable to download the apps I wanted",
80
+ "67": "Unable to remove Amazon apps",
81
+ "68": "Unable to set weather to my location",
82
+ "69": "Unable to use Fire TV App",
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+ "70": "Unhappy with pre-installed Apps",
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+ "71": "Unknown",
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+ "72": "Voice over accessibility feature request",
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+ "73": "Wi-Fi slow/buffering",
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+ "74": "Wi-Fi using data in background",
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+ "75": "Wi-fi Disconnecting and Reconnecting",
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+ "76": "Word suggestions related",
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+ "77": "device gets hot"
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  },
92
  "initializer_range": 0.02,
93
  "intermediate_size": 3072,
94
  "label2id": {
95
+ "\"Turn Display Off After X Mins\" Not working": 0,
96
+ "Ads interupts device use": 1,
97
+ "Alexa integration - Device pairing": 2,
98
+ "Alexa-related issue": 3,
99
+ "App crashing/glitching": 4,
100
+ "App not working as expected": 5,
101
+ "Arrived Defective": 6,
102
+ "Backup and Restore did not work": 7,
103
+ "Bluetooth constantly disconnects": 8,
104
+ "Buttons clicking itself": 9,
105
+ "Can't block app purchase": 10,
106
+ "Charging Cable won't fit": 11,
107
+ "Device already registered": 12,
108
+ "Device needs to be plugged to use": 13,
109
+ "Device not charging": 14,
110
+ "Device stuck on homescreen": 15,
111
+ "Devices shuts down constantly": 16,
112
+ "Does not support Hoopla App": 17,
113
+ "Feedback - Battery life not adequate": 18,
114
+ "Feedback - Power button": 19,
115
+ "Feedback - Sound quality": 20,
116
+ "Feedback - Wireless Charging": 21,
117
+ "Incompatible with prior-gen accessories": 22,
118
+ "Issue with charging port": 23,
119
+ "Item arrived late": 24,
120
+ "Item not in packaging": 25,
121
+ "Language missing": 26,
122
+ "Lines on screen": 27,
123
+ "Lockscreen ads not removed after purchase": 28,
124
+ "Missing hyperlink Kindle feature": 29,
125
+ "Missing navigation icons": 30,
126
+ "Missing power cable": 31,
127
+ "Moisture Detection Issue": 32,
128
+ "Need Detailed Owners Manual": 33,
129
+ "No Reason Given": 34,
130
+ "Not able to register": 35,
131
+ "Not able to use device without wifi": 36,
132
+ "Not compatible with BT device": 37,
133
+ "Not easy to remove lockscreen Ads": 38,
134
+ "On-screen Keyboard missing": 39,
135
+ "Order not meet expectations": 40,
136
+ "Parental controls do not work": 41,
137
+ "Privacy concerns": 42,
138
+ "Protective covers related": 43,
139
+ "Refurb received not adequate": 44,
140
+ "Refurb return process": 45,
141
+ "SD Card not compatible": 46,
142
+ "SD Card transfering files": 47,
143
+ "SD Card won't stay inserted into device": 48,
144
+ "SD card reformat pop-up issue": 49,
145
+ "Screen became blurry": 50,
146
+ "Screen changing colors": 51,
147
+ "Screen cracked": 52,
148
+ "Screen dimming intermittently": 53,
149
+ "Screen just flashes": 54,
150
+ "Screen looks faded and washed out": 55,
151
+ "Screen mirroring not working": 56,
152
+ "Screen not responsive": 57,
153
+ "Silk browser experience related": 58,
154
+ "Slow/Sluggish Performance": 59,
155
+ "Status sound / Volume fades out": 60,
156
+ "Subscriptions not downloading": 61,
157
+ "Trade-in Related": 62,
158
+ "Unable to connect to Wi-Fi": 63,
159
+ "Unable to connect to server (Internet-enabled Apps)": 64,
160
+ "Unable to create profile for other user": 65,
161
+ "Unable to download the apps I wanted": 66,
162
+ "Unable to remove Amazon apps": 67,
163
+ "Unable to set weather to my location": 68,
164
+ "Unable to use Fire TV App": 69,
165
+ "Unhappy with pre-installed Apps": 70,
166
+ "Unknown": 71,
167
+ "Voice over accessibility feature request": 72,
168
+ "Wi-Fi slow/buffering": 73,
169
+ "Wi-Fi using data in background": 74,
170
+ "Wi-fi Disconnecting and Reconnecting": 75,
171
+ "Word suggestions related": 76,
172
+ "device gets hot": 77
173
  },
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  "layer_norm_eps": 1e-12,
175
  "max_position_embeddings": 512,
tf_model.h5 CHANGED
@@ -1,3 +1,3 @@
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