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sergiomvazq
/
DeBERTaV3_model_multilabel

Text Classification
Transformers
TensorBoard
Safetensors
deberta-v2
Generated from Trainer
text-embeddings-inference
Model card Files
xet
 Metrics Community
sergiomvazq commited on
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End of training

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Files changed (7) hide show
  1. README.md +15 -15
  2. config.json +510 -16
  3. model.safetensors +2 -2
  4. runs/Jun06_11-31-08_0417-111206-hkgnini8-10-45-16-10/events.out.tfevents.1717673469.0417-111206-hkgnini8-10-45-16-10.7979.2 +3 -0
  5. runs/Jun06_11-32-04_0417-111206-hkgnini8-10-45-16-10/events.out.tfevents.1717673525.0417-111206-hkgnini8-10-45-16-10.7979.3 +3 -0
  6. runs/Jun06_11-32-04_0417-111206-hkgnini8-10-45-16-10/events.out.tfevents.1717673837.0417-111206-hkgnini8-10-45-16-10.7979.4 +3 -0
  7. training_args.bin +1 -1
README.md CHANGED
@@ -20,11 +20,11 @@ should probably proofread and complete it, then remove this comment. -->
20
 
21
  This model is a fine-tuned version of [microsoft/deberta-v3-small](https://huggingface.co/microsoft/deberta-v3-small) on the None dataset.
22
  It achieves the following results on the evaluation set:
23
- - Loss: 0.3255
24
- - Accuracy: 0.8667
25
- - F1: 0.7333
26
- - Precision: 0.8148
27
- - Recall: 0.6667
28
 
29
  ## Model description
30
 
@@ -55,16 +55,16 @@ The following hyperparameters were used during training:
55
 
56
  | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
57
  |:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
58
- | No log | 1.0 | 25 | 0.4956 | 0.7667 | 0.4167 | 0.6667 | 0.3030 |
59
- | No log | 2.0 | 50 | 0.4877 | 0.7667 | 0.4167 | 0.6667 | 0.3030 |
60
- | No log | 3.0 | 75 | 0.4476 | 0.7667 | 0.4167 | 0.6667 | 0.3030 |
61
- | No log | 4.0 | 100 | 0.4332 | 0.7833 | 0.4800 | 0.7059 | 0.3636 |
62
- | No log | 5.0 | 125 | 0.3847 | 0.8167 | 0.6071 | 0.7391 | 0.5152 |
63
- | No log | 6.0 | 150 | 0.3680 | 0.8583 | 0.7302 | 0.7667 | 0.6970 |
64
- | No log | 7.0 | 175 | 0.3332 | 0.8667 | 0.7500 | 0.7742 | 0.7273 |
65
- | No log | 8.0 | 200 | 0.3545 | 0.85 | 0.7000 | 0.7778 | 0.6364 |
66
- | No log | 9.0 | 225 | 0.3255 | 0.8667 | 0.7333 | 0.8148 | 0.6667 |
67
- | No log | 10.0 | 250 | 0.3322 | 0.8583 | 0.7213 | 0.7857 | 0.6667 |
68
 
69
 
70
  ### Framework versions
 
20
 
21
  This model is a fine-tuned version of [microsoft/deberta-v3-small](https://huggingface.co/microsoft/deberta-v3-small) on the None dataset.
22
  It achieves the following results on the evaluation set:
23
+ - Loss: 0.0221
24
+ - Accuracy: 0.9919
25
+ - F1: 0.3922
26
+ - Precision: 0.6667
27
+ - Recall: 0.2778
28
 
29
  ## Model description
30
 
 
55
 
56
  | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
57
  |:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
58
+ | No log | 1.0 | 25 | 0.4442 | 0.9516 | 0.1475 | 0.0884 | 0.4444 |
59
+ | No log | 2.0 | 50 | 0.1757 | 0.9919 | 0.3922 | 0.6667 | 0.2778 |
60
+ | No log | 3.0 | 75 | 0.0655 | 0.9919 | 0.3922 | 0.6667 | 0.2778 |
61
+ | No log | 4.0 | 100 | 0.0378 | 0.9919 | 0.3922 | 0.6667 | 0.2778 |
62
+ | No log | 5.0 | 125 | 0.0292 | 0.9919 | 0.3922 | 0.6667 | 0.2778 |
63
+ | No log | 6.0 | 150 | 0.0255 | 0.9919 | 0.3922 | 0.6667 | 0.2778 |
64
+ | No log | 7.0 | 175 | 0.0238 | 0.9919 | 0.3922 | 0.6667 | 0.2778 |
65
+ | No log | 8.0 | 200 | 0.0227 | 0.9919 | 0.3922 | 0.6667 | 0.2778 |
66
+ | No log | 9.0 | 225 | 0.0222 | 0.9919 | 0.3922 | 0.6667 | 0.2778 |
67
+ | No log | 10.0 | 250 | 0.0221 | 0.9919 | 0.3922 | 0.6667 | 0.2778 |
68
 
69
 
70
  ### Framework versions
config.json CHANGED
@@ -8,26 +8,520 @@
8
  "hidden_dropout_prob": 0.1,
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  "hidden_size": 768,
10
  "id2label": {
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- "0": "N/D",
12
- "1": "staff",
13
- "2": "clothes",
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- "3": "shop",
15
- "4": "cash desk",
16
- "5": "fitting rooms",
17
- "6": "queue",
18
- "7": "others"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
19
  },
20
  "initializer_range": 0.02,
21
  "intermediate_size": 3072,
22
  "label2id": {
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- "N/D": 0,
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- "cash desk": 4,
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- "clothes": 2,
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- "fitting rooms": 5,
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- "others": 7,
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- "queue": 6,
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- "shop": 3,
30
- "staff": 1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
31
  },
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  "layer_norm_eps": 1e-07,
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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": "cash desk, clothes, staff",
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+ "1": "fitting rooms, others, queue, staff",
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+ "2": "N/D, staff",
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+ "3": "fitting rooms, queue, shop, staff",
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+ "4": "shop",
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+ "5": "N/D, fitting rooms, others, staff",
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+ "6": "cash desk, clothes, others, shop, staff",
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+ "7": "cash desk, clothes, fitting rooms",
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+ "8": "N/D, fitting rooms, others, shop",
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+ "9": "N/D, clothes, fitting rooms, shop, staff",
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+ "10": "fitting rooms",
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+ "11": "N/D, clothes, shop, staff",
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+ "12": "N/D, fitting rooms, others, queue, staff",
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+ "13": "clothes, fitting rooms, others, shop, staff",
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+ "14": "clothes, shop",
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+ "15": "cash desk, queue",
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+ "16": "cash desk, fitting rooms, others",
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+ "17": "N/D, cash desk, queue, staff",
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+ "18": "N/D, clothes, fitting rooms, queue, shop",
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+ "19": "N/D, cash desk, clothes, shop",
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+ "20": "N/D, fitting rooms, others, queue, shop",
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+ "21": "cash desk, clothes, fitting rooms, others, shop",
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+ "22": "queue, shop, staff",
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+ "23": "N/D, clothes, fitting rooms, others",
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+ "24": "cash desk, clothes, fitting rooms, others, queue, staff",
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+ "25": "N/D, others, queue, shop, staff",
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+ "26": "cash desk, clothes, others, queue, shop",
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+ "27": "clothes, queue, shop",
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+ "28": "N/D, cash desk, clothes, fitting rooms, shop, staff",
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+ "29": "cash desk",
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+ "30": "N/D, clothes, queue, staff",
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+ "31": "fitting rooms, shop",
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+ "32": "N/D, clothes, others, staff",
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+ "33": "clothes, others",
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+ "34": "N/D, clothes, others, queue",
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+ "35": "N/D, cash desk, others, staff",
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+ "36": "N/D, cash desk, fitting rooms, queue",
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+ "37": "cash desk, clothes, others, shop",
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+ "38": "N/D, cash desk, clothes, others, staff",
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+ "39": "N/D, cash desk, clothes, fitting rooms, shop",
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+ "40": "N/D, cash desk, clothes, fitting rooms, queue",
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+ "41": "cash desk, staff",
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+ "42": "queue, staff",
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+ "43": "cash desk, clothes, queue, shop",
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+ "44": "others, queue, shop, staff",
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+ "45": "N/D, clothes, fitting rooms, others, queue",
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+ "46": "N/D, cash desk, clothes, others, queue, shop, staff",
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+ "47": "cash desk, clothes, queue",
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+ "48": "clothes, fitting rooms, queue",
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+ "49": "fitting rooms, queue",
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+ "50": "N/D, cash desk, clothes, others, queue",
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+ "51": "others, staff",
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+ "52": "N/D, others, queue",
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+ "53": "N/D, clothes, queue",
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+ "54": "clothes, fitting rooms, queue, staff",
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+ "55": "others, shop, staff",
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+ "56": "fitting rooms, others, queue, shop, staff",
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+ "57": "cash desk, clothes, fitting rooms, staff",
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+ "58": "N/D, cash desk, clothes, fitting rooms, others, queue, staff",
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+ "59": "cash desk, clothes, others, queue, shop, staff",
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+ "60": "cash desk, shop, staff",
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+ "61": "N/D",
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+ "62": "fitting rooms, others, queue",
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+ "63": "fitting rooms, others, staff",
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+ "64": "N/D, cash desk, shop, staff",
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+ "65": "N/D, cash desk, fitting rooms, queue, shop",
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+ "66": "clothes, fitting rooms, others, queue, staff",
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+ "67": "cash desk, clothes, fitting rooms, others, queue",
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+ "68": "cash desk, others, queue",
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+ "69": "cash desk, fitting rooms, others, queue, shop, staff",
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+ "70": "N/D, cash desk, clothes, fitting rooms, queue, staff",
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+ "71": "queue, shop",
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+ "72": "N/D, cash desk, clothes, fitting rooms, others, staff",
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+ "73": "N/D, fitting rooms, queue, staff",
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+ "74": "N/D, clothes, others, shop, staff",
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+ "75": "N/D, cash desk, clothes, others",
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+ "76": "N/D, clothes, fitting rooms, others, staff",
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+ "77": "cash desk, fitting rooms, queue, shop",
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+ "78": "N/D, cash desk, clothes, others, shop",
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+ "79": "cash desk, fitting rooms, others, queue, staff",
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+ "80": "N/D, queue, shop, staff",
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+ "81": "clothes, fitting rooms, others",
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+ "82": "clothes, fitting rooms, staff",
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+ "83": "N/D, cash desk, fitting rooms, others, staff",
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+ "84": "N/D, clothes, fitting rooms, others, shop",
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+ "85": "cash desk, others, shop",
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+ "87": "N/D, cash desk",
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+ "88": "N/D, cash desk, clothes, fitting rooms, queue, shop",
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+ "89": "clothes, fitting rooms",
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+ "90": "fitting rooms, staff",
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+ "91": "queue",
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+ "92": "N/D, cash desk, clothes, fitting rooms, others, queue",
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+ "93": "N/D, others, shop",
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+ "94": "cash desk, others, queue, shop, staff",
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+ "95": "N/D, fitting rooms, others",
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+ "96": "clothes, queue, shop, staff",
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+ "97": "N/D, clothes, fitting rooms, others, queue, shop",
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+ "98": "N/D, cash desk, others, queue, staff",
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+ "99": "clothes, fitting rooms, others, staff",
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+ "100": "cash desk, clothes, fitting rooms, others, shop, staff",
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+ "101": "N/D, clothes, fitting rooms, shop",
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+ "102": "N/D, cash desk, queue, shop",
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+ "103": "cash desk, clothes, fitting rooms, queue, staff",
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+ "104": "N/D, fitting rooms",
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+ "105": "N/D, fitting rooms, others, shop, staff",
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+ "106": "N/D, others, staff",
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+ "107": "others, queue, shop",
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+ "108": "N/D, cash desk, fitting rooms, others, queue",
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+ "109": "N/D, clothes, fitting rooms, queue",
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+ "110": "N/D, cash desk, clothes, fitting rooms, others, shop, staff",
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+ "111": "N/D, cash desk, clothes, queue, shop",
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+ "112": "N/D, fitting rooms, queue",
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+ "113": "fitting rooms, others, shop, staff",
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+ "114": "N/D, cash desk, fitting rooms, others, queue, shop",
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+ "115": "N/D, clothes, fitting rooms, staff",
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+ "116": "cash desk, queue, shop",
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+ "118": "cash desk, queue, shop, staff",
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+ "119": "N/D, cash desk, fitting rooms, others, queue, shop, staff",
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+ "120": "shop, staff",
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+ "121": "cash desk, others, queue, staff",
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+ "123": "N/D, clothes, fitting rooms, queue, shop, staff",
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+ "125": "N/D, cash desk, fitting rooms, queue, shop, staff",
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+ "126": "cash desk, fitting rooms, shop",
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+ "127": "fitting rooms, others, queue, shop",
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+ "128": "N/D, clothes, others, queue, shop",
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+ "129": "N/D, cash desk, clothes, queue, shop, staff",
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+ "130": "clothes, others, queue",
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+ "131": "N/D, cash desk, fitting rooms, others, queue, staff",
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+ "132": "clothes, queue, staff",
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+ "134": "cash desk, clothes, fitting rooms, shop, staff",
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+ "135": "N/D, cash desk, others",
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+ "136": "N/D, others, queue, staff",
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+ "137": "clothes",
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+ "138": "fitting rooms, others, shop",
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+ "139": "cash desk, fitting rooms, others, shop, staff",
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+ "140": "N/D, others, queue, shop",
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+ "141": "clothes, others, shop, staff",
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+ "142": "cash desk, others, queue, shop",
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+ "143": "N/D, clothes, fitting rooms, queue, staff",
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+ "144": "N/D, queue, shop",
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+ "145": "N/D, clothes, staff",
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+ "146": "fitting rooms, queue, staff",
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+ "147": "clothes, others, shop",
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+ "148": "cash desk, clothes, fitting rooms, queue, shop",
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+ "149": "cash desk, others",
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+ "150": "fitting rooms, queue, shop",
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+ "151": "clothes, others, queue, shop",
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+ "152": "N/D, cash desk, clothes, fitting rooms, others, queue, shop, staff",
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+ "153": "N/D, clothes, fitting rooms, others, queue, shop, staff",
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+ "154": "N/D, cash desk, clothes, staff",
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+ "155": "clothes, fitting rooms, shop, staff",
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+ "156": "clothes, queue",
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+ "157": "cash desk, clothes, fitting rooms, shop",
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+ "158": "cash desk, clothes, fitting rooms, others",
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+ "160": "N/D, clothes, queue, shop, staff",
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+ "162": "N/D, cash desk, clothes, others, shop, staff",
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+ "163": "N/D, cash desk, clothes, fitting rooms, queue, shop, staff",
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+ "164": "N/D, cash desk, clothes, fitting rooms, others",
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+ "165": "N/D, clothes, others, queue, staff",
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+ "167": "N/D, cash desk, fitting rooms, staff",
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+ "169": "N/D, cash desk, queue",
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+ "170": "clothes, fitting rooms, shop",
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+ "171": "N/D, others",
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+ "177": "N/D, clothes, others, queue, shop, staff",
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+ "178": "clothes, staff",
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+ "179": "others",
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+ "180": "clothes, others, queue, staff",
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+ "181": "N/D, clothes, fitting rooms, others, queue, staff",
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+ "182": "cash desk, fitting rooms, others, queue",
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+ "183": "N/D, clothes",
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+ "184": "N/D, shop, staff",
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+ "185": "clothes, others, queue, shop, staff",
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+ "186": "cash desk, fitting rooms, staff",
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+ "187": "N/D, fitting rooms, staff",
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+ "188": "cash desk, queue, staff",
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+ "191": "N/D, fitting rooms, shop, staff",
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+ "192": "N/D, fitting rooms, queue, shop, staff",
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+ "193": "fitting rooms, others",
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+ "196": "N/D, queue",
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+ "203": "cash desk, clothes, queue, staff",
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+ "205": "clothes, shop, staff",
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+ "206": "others, queue, staff",
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+ "207": "cash desk, others, shop, staff",
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+ "209": "N/D, cash desk, fitting rooms",
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+ "210": "cash desk, fitting rooms, queue",
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+ "211": "clothes, others, staff",
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+ "213": "N/D, cash desk, others, queue, shop",
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+ "214": "N/D, cash desk, clothes, fitting rooms, others, queue, shop",
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+ "215": "staff",
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+ "216": "cash desk, clothes, others",
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+ "217": "cash desk, clothes, shop, staff",
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+ "218": "cash desk, fitting rooms, others, shop",
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+ "219": "cash desk, clothes, shop",
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+ "220": "N/D, cash desk, fitting rooms, others, shop",
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+ "221": "N/D, cash desk, clothes, others, queue, staff",
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+ "222": "others, queue",
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+ "223": "N/D, fitting rooms, shop",
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+ "224": "N/D, cash desk, queue, shop, staff",
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+ "226": "cash desk, fitting rooms",
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+ "227": "cash desk, others, staff",
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+ "228": "clothes, fitting rooms, others, shop",
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+ "229": "cash desk, clothes, others, queue, staff",
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+ "230": "N/D, cash desk, fitting rooms, others",
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+ "231": "N/D, cash desk, clothes",
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+ "232": "N/D, others, shop, staff",
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+ "233": "N/D, clothes, queue, shop",
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+ "234": "N/D, clothes, fitting rooms, others, shop, staff",
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+ "235": "cash desk, clothes, queue, shop, staff",
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+ "236": "N/D, clothes, others",
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+ "237": "cash desk, clothes, others, staff",
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+ "238": "clothes, fitting rooms, others, queue, shop, staff",
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+ "239": "cash desk, clothes, fitting rooms, others, queue, shop",
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+ "240": "N/D, cash desk, clothes, fitting rooms",
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+ "241": "cash desk, shop",
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+ "242": "N/D, clothes, others, shop",
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+ "243": "N/D, fitting rooms, others, queue",
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+ "244": "N/D, cash desk, shop",
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+ "245": "N/D, cash desk, clothes, shop, staff",
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+ "246": "N/D, cash desk, clothes, fitting rooms, staff",
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+ "247": "N/D, cash desk, others, queue, shop, staff",
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+ "248": "N/D, cash desk, others, shop",
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+ "249": "cash desk, clothes",
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+ "250": "cash desk, clothes, fitting rooms, queue",
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+ "251": "others, shop",
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+ "252": "N/D, cash desk, fitting rooms, shop",
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+ "253": "clothes, fitting rooms, queue, shop, staff",
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+ "254": "cash desk, fitting rooms, queue, shop, staff"
266
  },
267
  "initializer_range": 0.02,
268
  "intermediate_size": 3072,
269
  "label2id": {
270
+ "N/D": 61,
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+ "N/D, cash desk": 87,
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+ "N/D, cash desk, clothes": 231,
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+ "N/D, cash desk, clothes, fitting rooms": 240,
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+ "N/D, cash desk, clothes, fitting rooms, others": 164,
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+ "N/D, cash desk, clothes, fitting rooms, others, queue": 92,
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+ "N/D, cash desk, clothes, fitting rooms, others, queue, shop": 214,
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+ "N/D, cash desk, clothes, fitting rooms, others, queue, shop, staff": 152,
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+ "N/D, cash desk, clothes, fitting rooms, others, queue, staff": 58,
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+ "N/D, cash desk, clothes, fitting rooms, others, shop": 133,
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+ "N/D, cash desk, clothes, fitting rooms, others, shop, staff": 110,
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+ "N/D, cash desk, clothes, fitting rooms, others, staff": 72,
282
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