{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "215a1aae", "metadata": { "id": "215a1aae" }, "outputs": [], "source": [ "import torch\n", "from torch.utils.data import Dataset, DataLoader\n", "\n", "# import torch_xla\n", "# import torch_xla.core.xla_model as xm\n", "\n", "import pandas as pd\n", "\n", "from transformers import BertTokenizerFast, BertForSequenceClassification\n", "from transformers import Trainer, TrainingArguments" ] }, { "cell_type": "code", "source": [ "device = \"cuda:0\"\n", "\n", "model_name = \"bert-base-uncased\"\n", "tokenizer = BertTokenizerFast.from_pretrained(model_name)\n", "model = BertForSequenceClassification.from_pretrained(model_name, num_labels=6).to(device)\n", "max_len = 200\n", "\n", "training_args = TrainingArguments(\n", " output_dir=\"results\",\n", " num_train_epochs=1,\n", " per_device_train_batch_size=16,\n", " per_device_eval_batch_size=64,\n", " warmup_steps=500,\n", " learning_rate=5e-5,\n", " weight_decay=0.01,\n", " logging_dir=\"./logs\",\n", " logging_steps=10\n", " )\n", "\n", "# dataset class that inherits from torch.utils.data.Dataset\n", "\n", " \n", "class TokenizerDataset(Dataset):\n", " def __init__(self, strings):\n", " self.strings = strings\n", " \n", " def __getitem__(self, idx):\n", " return self.strings[idx]\n", " \n", " def __len__(self):\n", " return len(self.strings)\n", " " ], "metadata": { "id": "J5Tlgp4tNd0U", "outputId": "99a653e0-5291-4bdf-96c4-b8f846da0dd8", "colab": { "base_uri": "https://localhost:8080/", "height": 428, "referenced_widgets": [ "9dfca3689eeb4b64b797175fedfdc316", "e9486d69d9b242428b72394220a18d94", "c91237d00ad4422785b445c968ff8103", "0abc6b94087242709420535219362e6a", "1ad3561f342b49c4b093ca0251880040", "4db17ff0e3254ea082a242397c2c8376", "584cb067264f43088f525c488a9e9d7b", "ca009d244f524878a938062f9592073e", "04105cc523ac476681add09b0eb12e18", "1de5a96aebf1437fbdba810d9dc28df8", "b45f13b9a8404c2eb1817b032326f46f", "87237002780e417f8af42146060e6325", "c415db0b99824641969a474c0ef1a940", "28bbab5da6744625993fc974365d03a0", "ab3d3249d3b04ad389dd48c6ac8c9420", "93661e86d04e4da8a714647df51ef3a4", "b3a06f1d88084261970e09822427c002", "e84a137de419449398d83cfcf7d16a66", "8b961a54a86a4fd7851dc67204f91574", "996635c71c38465ab4d4a650c38fd172", "fbb14d7712c1429d88c614614efa5dca", "c6121c67057c4a8498dd19c1b848ac36", "ef3f5da34579496ab82adfc3f3cf5efd", "de560eeff9604df58b92b6fe4af6b9e4", "96a5df6642a848af9add887d0f8c217d", "64b3b60085744934aea5ab39b6fb7392", "51acffb0660e42d4be3309337280abb8", "1af2f909788d44b4afae08bff00d9a46", "92d7308f662640a9a0259dc31c98aabd", "a6292c9dc82a4e748df2e38d5b8adf2e", "e8a9f7b401924200b960270f64a3dea3", "f7a9bb144741443a9e5d30d8cb4e6a60", "7147441029ea45eb91e6605c022bda3b", "9cd6c2321b0246cdabbaf5efb7872aed", "7377e94f8d344e2caf059347daac2a3b", "be0474860639484c8d704cf82fd49657", "235a89dcc1454d528fbd2a41f05c8003", "a5c25ac340db42ee8f909f3a04042904", "c464a2ec7ccb4f1289f899fa9f563948", "aed130bf1932468aafb07d02e1b10d86", "de698e46a6f543f2adb7e7ed79707ed7", "59cab1b0a6f04d5fb0d0e65e90505705", "840f1e85a7bb4b23a94da533da3eb5ca", "968ea639f39d4193b298b87765e77f1c", "ab9d46685952413c85ab363c3c64c047", "46af83c0a34540608650458e139a22c2", "c3aad08e667c460f8adc5cfb777ab4d5", "4c4473bb5c0b43799a868e4588ae8413", "789b06802ed843ad9e7b544f42b2a3f9", "3f84dd2dbfe144088de8513df631eb08", "1d0ea60737bd4da485ba12789206e8f7", "ffb6bc9d3252487b908085a7ed067616", "5cf53e2960394c77a06d78f56cc870fb", "5cfa96d071e84b19983f1fb48a0c8260", "76be7bb04797457798b3e01994c2fbbb" ] } }, "id": "J5Tlgp4tNd0U", "execution_count": 3, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Downloading (…)okenizer_config.json: 0%| | 0.00/28.0 [00:00" ], "text/html": [ "\n", "
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StepTraining Loss
100.694100
200.675600
300.641800
400.593800
500.546000
600.482700
700.410100
800.354100
900.283600
1000.242500
1100.193600
1200.214300
1300.184200
1400.197400
1500.141300
1600.160300
1700.108800
1800.138700
1900.107700
2000.121400
2100.126400
2200.087100
2300.082800
2400.090800
2500.082400
2600.096200
2700.069400
2800.066600
2900.071800
3000.075000
3100.054400
3200.085500
3300.055500
3400.068400
3500.071700
3600.057000
3700.066700
3800.075100
3900.047100
4000.066700
4100.063700
4200.081800
4300.077100
4400.044400
4500.089600
4600.060400
4700.081300
4800.067200
4900.061600
5000.070800
5100.058500
5200.060000
5300.039700
5400.047900
5500.071100
5600.068600
5700.079900
5800.031700
5900.064200
6000.063900
6100.075900
6200.079800
6300.058900
6400.062900
6500.057100
6600.070100
6700.069200
6800.054000
6900.051200
7000.051400
7100.039500
7200.070900
7300.063900
7400.071600
7500.038100
7600.049600
7700.038700
7800.053000
7900.059500
8000.085500
8100.049600
8200.064900
8300.066200
8400.050800
8500.070700
8600.039900
8700.061400
8800.050000
8900.036600
9000.055900
9100.055200
9200.070700
9300.064700
9400.036200
9500.051800
9600.056800
9700.069200
9800.056700
9900.084900
10000.040500
10100.069700
10200.052800
10300.072400
10400.062300
10500.045600
10600.054200
10700.051100
10800.037300
10900.056700
11000.050900
11100.095300
11200.063600
11300.037900
11400.039700
11500.048500
11600.048900
11700.044200
11800.030100
11900.070200
12000.037100
12100.078800
12200.045100
12300.040200
12400.048800
12500.060600
12600.048100
12700.040500
12800.085800
12900.045900
13000.036100
13100.049700
13200.100100
13300.049600
13400.048400
13500.031500
13600.040800
13700.037100
13800.050300
13900.044000
14000.018200
14100.026400
14200.052200
14300.038100
14400.049300
14500.045800
14600.041300
14700.051900
14800.057000
14900.053800
15000.058900
15100.048900
15200.039200
15300.052000
15400.061400
15500.057300
15600.056300
15700.037800
15800.037000
15900.072400
16000.044700
16100.065400
16200.060500
16300.039700
16400.046400
16500.053800
16600.023300
16700.047900
16800.040300
16900.044200
17000.042500
17100.037300
17200.048700
17300.049300
17400.046000
17500.046900
17600.065000
17700.071800
17800.029300
17900.064000
18000.028200
18100.063500
18200.064500
18300.079500
18400.044800
18500.036400
18600.039900
18700.031400
18800.046800
18900.064000
19000.048600
19100.079700
19200.063100
19300.069100
19400.048800
19500.038100
19600.055000
19700.049700
19800.046000
19900.050900
20000.060900
20100.058900
20200.062700
20300.050300
20400.044400
20500.055600
20600.049200
20700.071500
20800.047400
20900.056600
21000.057600
21100.050500
21200.028300
21300.056800
21400.063500
21500.033000
21600.053800
21700.039200
21800.048000
21900.043800
22000.048000
22100.042100
22200.056600
22300.036500
22400.023500
22500.062300
22600.054900
22700.044300
22800.036600
22900.036000
23000.054000
23100.052300
23200.059400
23300.023700
23400.017100
23500.032100
23600.033000
23700.038400
23800.037000
23900.030500
24000.044300
24100.043900
24200.042700
24300.020900
24400.042000
24500.063800
24600.043600
24700.053100
24800.054000
24900.040100
25000.041400
25100.047700
25200.061400
25300.030200
25400.043200
25500.046500
25600.037100
25700.056000
25800.043900
25900.028500
26000.035800
26100.053800
26200.066000
26300.078700
26400.061900
26500.049000
26600.060300
26700.052700
26800.034100
26900.054600
27000.030200
27100.064700
27200.050100
27300.050500
27400.041600
27500.054000
27600.055600
27700.078700
27800.025500
27900.042900
28000.065000
28100.038000
28200.045000
28300.033200
28400.043000
28500.081100
28600.032800
28700.050300
28800.029300
28900.059700
29000.045000
29100.049100
29200.056400
29300.063300
29400.039600
29500.047000
29600.034100
29700.078500
29800.039900
29900.038200
30000.038400
30100.029700
30200.049300
30300.064700
30400.044400
30500.063600
30600.052300
30700.058600
30800.073100
30900.048900
31000.039000
31100.038600
31200.025900
31300.041600
31400.034300
31500.024400
31600.033200
31700.052900
31800.059500
31900.067400
32000.049000
32100.033500
32200.067200
32300.051200
32400.045800
32500.029800
32600.076300
32700.041400
32800.024900
32900.046900
33000.047300
33100.043200
33200.032800
33300.048600
33400.060100
33500.038700
33600.057200
33700.077300
33800.035100
33900.045700
34000.031900
34100.041700
34200.043900
34300.038200
34400.034600
34500.069100
34600.040700
34700.076100
34800.039800
34900.046900
35000.053600
35100.031400
35200.028600
35300.051300
35400.033400
35500.054900
35600.033900
35700.074300
35800.057700
35900.050000
36000.048900
36100.029400
36200.045300
36300.059500
36400.034300
36500.040300
36600.052500
36700.040500
36800.058300
36900.044000
37000.041700
37100.059700
37200.042100
37300.045200
37400.029200
37500.046500
37600.042800
37700.036000
37800.064200
37900.049200
38000.050000
38100.022800
38200.033100
38300.047000
38400.040100
38500.051200
38600.031800
38700.052900
38800.056400
38900.056400
39000.034800
39100.043300
39200.050600
39300.032100
39400.035000
39500.038700
39600.050500
39700.063400
39800.040000
39900.030900
40000.037400
40100.048200
40200.027500
40300.042300
40400.040300
40500.071100
40600.052800
40700.060600
40800.033700
40900.033000
41000.054000
41100.047300
41200.039600
41300.021700
41400.041800
41500.043400
41600.029400
41700.035500
41800.055100
41900.054700
42000.031000
42100.031300
42200.051400
42300.030000
42400.072300
42500.027700
42600.030900
42700.066700
42800.033000
42900.036000
43000.054800
43100.057400
43200.024200
43300.031600
43400.045100
43500.070700
43600.040600
43700.044100
43800.043300
43900.057900
44000.038000
44100.026800
44200.046800
44300.037400
44400.039600
44500.047900
44600.033500
44700.054200
44800.029300
44900.026400
45000.036100
45100.048100
45200.053400
45300.042400
45400.040000
45500.066400
45600.046200
45700.025100
45800.048100
45900.030500
46000.032700
46100.047800
46200.029500
46300.061600
46400.048700
46500.037200
46600.053200
46700.040800
46800.025600
46900.032700
47000.036700
47100.046700
47200.031800
47300.024800
47400.039300
47500.045700
47600.055700
47700.066200
47800.059800
47900.049700
48000.044600
48100.048500
48200.033500
48300.027800
48400.036200
48500.042300
48600.062800
48700.036600
48800.031000
48900.047300
49000.040600
49100.039800
49200.029200
49300.038700
49400.039400
49500.062100
49600.060200
49700.042300
49800.042000
49900.043000
50000.049300
50100.054300
50200.035000
50300.039800
50400.043800
50500.025600
50600.031500
50700.029100
50800.036100
50900.047500
51000.037200
51100.043800
51200.028700
51300.061000
51400.036000
51500.041500
51600.041900
51700.044300
51800.044000
51900.042100
52000.022900
52100.025400
52200.042200
52300.048700
52400.059000
52500.044300
52600.025000
52700.052700
52800.025700
52900.053300
53000.038600
53100.048300
53200.021400
53300.044300
53400.027500
53500.034200
53600.037600
53700.020500
53800.055000
53900.035300
54000.033400
54100.054200
54200.042300
54300.040100
54400.056900
54500.043200
54600.038700
54700.044500
54800.035400
54900.031900
55000.033500
55100.039000
55200.026400
55300.057800
55400.041200
55500.038700
55600.030400
55700.027700
55800.035100
55900.052100
56000.049100
56100.037200
56200.021200
56300.059100
56400.057200
56500.043500
56600.052100
56700.047100
56800.042600
56900.054500
57000.047500
57100.047200
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