Fine-Tuning-of-XLSR-Wav2Vec2-on-Korean-first.ipynb

{"cells":[{"cell_type":"markdown","source":["reference: [Fine-Tune Wav2Vec2 for English ASR with 🤗 Transformers](https://huggingface.co/blog/fine-tune-wav2vec2-english#set-up-trainer)"],"metadata":{"id":"S92Gs78iG5Bg"}},{"cell_type":"markdown","source":["## 1.&nbsp;라이브러리 설치"],"metadata":{"id":"9-VoTgax5bCJ"}},{"cell_type":"code","source":["gpu_info = !nvidia-smi\n","gpu_info = '\\n'.join(gpu_info)\n","if gpu_info.find('failed') >= 0:\n","  print('Not connected to a GPU')\n","else:\n","  print(gpu_info)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"so6BVfow40_K","executionInfo":{"status":"ok","timestamp":1663829910438,"user_tz":-540,"elapsed":13,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"2e16154b-7cdd-4920-a621-6d5982832f69"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Thu Sep 22 06:58:30 2022       \n","+-----------------------------------------------------------------------------+\n","| NVIDIA-SMI 460.32.03    Driver Version: 460.32.03    CUDA Version: 11.2     |\n","|-------------------------------+----------------------+----------------------+\n","| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n","| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n","|                               |                      |               MIG M. |\n","|===============================+======================+======================|\n","|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n","| N/A   42C    P8    10W /  70W |      0MiB / 15109MiB |      0%      Default |\n","|                               |                      |                  N/A |\n","+-------------------------------+----------------------+----------------------+\n","                                                                               \n","+-----------------------------------------------------------------------------+\n","| Processes:                                                                  |\n","|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n","|        ID   ID                                                   Usage      |\n","|=============================================================================|\n","|  No running processes found                                                 |\n","+-----------------------------------------------------------------------------+\n"]}]},{"cell_type":"code","source":["%%capture\n","!pip install datasets==1.18.3\n","!pip install transformers==4.17.0\n","!pip install torchaudio==0.10.0+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html\n","!pip install jiwer"],"metadata":{"id":"Z4Bw8_7F5UHh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from huggingface_hub import notebook_login\n","\n","notebook_login()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299,"referenced_widgets":["38775bc758264ad9a0f425d056344b54","d2651a24ceaf4b38a221baf941ab1388","e52d5baa2c35492e999e2184d38541aa","48ce9849ab324049a36b0b3bafea0548","5366d3aa73fe4e1e850dc1b848148655","4a047524542245e78f419b87b57efef5","1181c4a611e04011b53b2bc530b40938","70fe93320841481a9f3c897022df1fbc","9df296be6b8a4b8f89b34a12c69ae95f","99087e0f83544f899d292903f42ce956","e9a25ed6433240acb513411f0ac3f5b2","995362e3e0f34936a0ac98fb7184d058","86491cb1a16743c1a441e3d219fc9e7c","3506c1ca56f447f78bf6508fd39514c2"]},"id":"n2r0Cbvc6Rph","executionInfo":{"status":"ok","timestamp":1663830134798,"user_tz":-540,"elapsed":318,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"0170dd93-277c-4077-c60d-d53168476b50"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Login successful\n","Your token has been saved to /root/.huggingface/token\n","\u001b[1m\u001b[31mAuthenticated through git-credential store but this isn't the helper defined on your machine.\n","You might have to re-authenticate when pushing to the Hugging Face Hub. Run the following command in your terminal in case you want to set this credential helper as the default\n","\n","git config --global credential.helper store\u001b[0m\n"]}]},{"cell_type":"code","source":["%%capture\n","!apt install git-lfs"],"metadata":{"id":"LfZnp6rq-sDY"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## 2.&nbsp;데이터 로드"],"metadata":{"id":"0WTxjVgzalmr"}},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":170,"referenced_widgets":["78f4e4a2d50f4c7d9fd08701e0b02afb","39eaebe3a71945409b58e29d42562947","615cbc3138d8406fa2308145ce117c21","2ee31086e9af4194b42c6d87d4b877ac","e52a026269f84312898e1193c7d1c0db","b90894600b28425db86f79a4ab89b663","c3766d5dc2fb4e59a0f8195b4db945a6","f4b86ca226cc43ae938c5acd0204c8c5","328c53cafa9a4994bc992e8c7fd42634","8936cb0f62e24e0881a7c4823b186120","1f41a55f98ca419783b047d5c58132d3","5958176c3b95419ab8da418128717831","2f4e9ad348f74ddfaf26259734d617eb","ff2f75183ead43ffba9ead342b17f8bf","6db7f677ca7a4317b6be0c1e72cd3bdb","bc5ed42674d94f6bb38687b572dd7b4b","4f55b189138941f6a008bec2a1b5ea1a","4242c9a113ad4e118ac7328a9269b5c6","893a92842db141ecbfca7b455fbb14b1","f4a77a2348f94069be986bd26950ce4f","0dcf851a226145ca81dce6035c783bf8","a16b094a687a4310a305a5fbd3bd5240","e63572a43e354ca8a953a96a8b46b04c","d88b40df48ac44959ae3a49934bc9d42","fc7e6a7c4b5743e4ac128ccca5aca374","dad5c2ad161b441da1261a52302e1d6e","9c4e2fac96a842548472de61b70768f0","ef0b7f60bd88411db4ea855458b891e8","d639cf39a49548a5a82c743221dc40a5","e94d3ceb13f9484a89053e2ed558276e","518b6d776ce746fdadd6ad10901ad5ed","5f08c62f74704d15b1fcd8c824380142","38d57b311dde469b89de00924b60f518","6e1a8ac762794d63a2fa4761b38d497f","bc301013eac948d2b42c8f2164d3f196","6e7bcdb7dcb346f98c3a932eb0be9838","967bb9efe05a461b857d5304a9def56d","25084dd2de6749279eafd0de3d96b5ba","7cd941c617644c5d955fcbce1b360bbd","959b58c109544d2a891745be61b5e3c5","425c3283c26548f28ca28c2f5d3a2342","0acb8bbe408e42b9bba731492364505e","bcd54690575f487694e2c6ab89411add","99b977bc019743569390510dd96e02d7","bf616d9bd34f455f8537dc20c74fb6b0","e916d28cb3c14c15a40cfeeb6f35f47e","b7024e2370e845c6a3803fb7c88bc77c","8c93aed83ab04a3f8151d89f0ed0aa07","592eacc1d580424cbfbacd72debfd94c","427f947438394f36aaf6b93e808511e9","404533c8a1c44e04a095518f5c27477f","1d8fea5e7bce4201b0471a4acf1a060f","64264cd4744d4c7e987c51bb31dd1a8c","81cb1923885241b7952baf030491490b","51a5dbb214cb4715898dcb139b7bce8a"]},"id":"iMcTTGWf4dBw","executionInfo":{"status":"ok","timestamp":1663830611298,"user_tz":-540,"elapsed":460025,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"0ed8bad8-f092-4e76-b75f-1b9c34bc4baf"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading:   0%|          | 0.00/4.67k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"78f4e4a2d50f4c7d9fd08701e0b02afb"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Downloading and preparing dataset zeroth_korean_asr/clean to /root/.cache/huggingface/datasets/kresnik___zeroth_korean_asr/clean/1.0.1/f6cf96a53d5512525e3113bab8048d36ce268658d6e0c40d45f65dfa3f0bc343...\n"]},{"output_type":"display_data","data":{"text/plain":["Downloading:   0%|          | 0.00/10.3G [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5958176c3b95419ab8da418128717831"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["0 examples [00:00, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e63572a43e354ca8a953a96a8b46b04c"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["0 examples [00:00, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"6e1a8ac762794d63a2fa4761b38d497f"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Dataset zeroth_korean_asr downloaded and prepared to /root/.cache/huggingface/datasets/kresnik___zeroth_korean_asr/clean/1.0.1/f6cf96a53d5512525e3113bab8048d36ce268658d6e0c40d45f65dfa3f0bc343. Subsequent calls will reuse this data.\n"]},{"output_type":"display_data","data":{"text/plain":["  0%|          | 0/2 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bf616d9bd34f455f8537dc20c74fb6b0"}},"metadata":{}}],"source":["from datasets import load_dataset, load_metric, Audio\n","zeroth_data = load_dataset(\"kresnik/zeroth_korean\", 'clean')"]},{"cell_type":"code","source":["zeroth_data"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"cgYaIMqY0HM2","executionInfo":{"status":"ok","timestamp":1663830620630,"user_tz":-540,"elapsed":294,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"708990d9-b01a-4157-83d6-bf25e0f494c8"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["DatasetDict({\n","    train: Dataset({\n","        features: ['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'],\n","        num_rows: 22263\n","    })\n","    test: Dataset({\n","        features: ['file', 'audio', 'text', 'speaker_id', 'chapter_id', 'id'],\n","        num_rows: 457\n","    })\n","})"]},"metadata":{},"execution_count":6}]},{"cell_type":"markdown","source":["## 3.&nbsp;데이터 전처리"],"metadata":{"id":"4awrEITobF-L"}},{"cell_type":"code","source":["zeroth_data = zeroth_data.remove_columns(['speaker_id', 'chapter_id', 'id'])"],"metadata":{"id":"ggHIJIcCaf3n"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["zeroth_data"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eUay6K1Wav5K","executionInfo":{"status":"ok","timestamp":1663830634868,"user_tz":-540,"elapsed":355,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"b1d78e43-0853-46d7-ab25-da6c560d53f7"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["DatasetDict({\n","    train: Dataset({\n","        features: ['file', 'audio', 'text'],\n","        num_rows: 22263\n","    })\n","    test: Dataset({\n","        features: ['file', 'audio', 'text'],\n","        num_rows: 457\n","    })\n","})"]},"metadata":{},"execution_count":8}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cddRyr174dB9"},"outputs":[],"source":["from datasets import ClassLabel\n","import random\n","import pandas as pd\n","from IPython.display import display, HTML\n","\n","def show_random_elements(dataset, num_examples=10):\n","    assert num_examples <= len(dataset), \"Can't pick more elements than there are in the dataset.\"\n","    picks = []\n","    for _ in range(num_examples):\n","        pick = random.randint(0, len(dataset)-1)\n","        while pick in picks:\n","            pick = random.randint(0, len(dataset)-1)\n","        picks.append(pick)\n","    \n","    df = pd.DataFrame(dataset[picks])\n","    display(HTML(df.to_html()))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":363},"id":"nffM4hBS4dB-","executionInfo":{"status":"ok","timestamp":1663830700134,"user_tz":-540,"elapsed":278,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"71981497-2132-4e92-b0c2-0f74f70e835d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>text</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>조 사무총장은 다른 항공사들 같으면 곤란하다 우리도 힘들다고 했을 만한 상황이었다</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>지난해 우리나라 무역 규모는 이 쩜 이 퍼센트 증가하고 수출은 이 쩜 사 퍼센트 수입은 이 쩜 공 퍼센트 늘었다</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>이화여대 총학생회와 서른 개 단과대 학과 학생회 회견을 열어 역사 교과서 국정화 전환은 하나의 역사관만을 올바르다고 강제하는 시대 역행적 시도라고 주장했다</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>원주민들은 책들과 기다란 종잇조각들에다가 모든 일들을 그것들이 일어난 해와 달과 일자를 계산한 것과 함께 기록하여 그렸다</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>국방부는 이 같은 조사내용을 십 일 발표하고 북 도발에 응당한 혹독한 대가를 치르게 할 것이라고 밝혔다</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>시계를 매일 하루 종일 찰 것입니까 아니면 특별한 경우에만 찰 것입니까</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>시는 조선소 개발에 막대한 예산이 들어가 마땅한 대책을 내놓지 못하고 있다</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>당시 합수부에는 서울중앙지검의 형사 삼 쩜 사 부 강력부 첨단범죄수사 이 부 범죄정보과 조직범죄수사과 수사 일 쩜 이 과 인터넷범죄수사센터 등이 대대적으로 참여했다</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>김 대표는 이날 인터뷰에서 자신이 당에 공식적으로 들어온 일 월 십 오 일을 수차례 언급하며 그 이전으로 돌아가면 희망이 없다고 강조했다</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>인구절벽 문제를 다룬 보도나 논문 등을 보면 부동산시장 붕괴 노동생산 가능인구 부족 소비절벽 등의 문제를 많이 거론한다</td>\n","    </tr>\n","  </tbody>\n","</table>"]},"metadata":{}}],"source":["show_random_elements(zeroth_data[\"train\"].remove_columns([\"file\", \"audio\"]), num_examples=10)"]},{"cell_type":"markdown","source":["## 4.&nbsp;토크나이저"],"metadata":{"id":"34cP2Sv7dwAZ"}},{"cell_type":"markdown","source":["### Wav2Vec2CTCTokenizer"],"metadata":{"id":"DI_8hay0OUUe"}},{"cell_type":"code","source":["import re\n","\n","chars_to_ignore_regex = '[-=+,#/\\?:^$.@*\\\"※~&%ㆍ!』\\\\‘|\\(\\)\\[\\]\\<\\>`\\'…》]'\n","\n","def remove_special_characters(batch):\n","    batch[\"text\"] = re.sub(chars_to_ignore_regex, '', batch[\"text\"]).lower() + \" \"\n","    return batch"],"metadata":{"id":"V3DEAW_zChfr"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["zeroth_data = zeroth_data.map(remove_special_characters)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":119,"referenced_widgets":["955481e4cea54a97bbabcfc5a3f4938f","c35ab0313e544aeb9946e4e92aed6a44","e8bcd75eeb904dbea6a0b7bf28623d39","9e8c0f9bc5404b9ca5db273c5461f493","89311ab910184c85bd41ad34f05ef5cc","332f296bc33e4caebd01db4098a38352","ac11ec8c5de04223856783713b8c229f","46683ab695a4412e809cd1ac7839fecf","b777a40a0d1a4773ae310d3e8bbaabd5","170bea9815cd4330824d8905582ece71","cb14c3ef755b49dca037ca5d1f6de6aa","77ebe1a6ba8941c9a79fe4cddc0e1b05","48bef941054c4b8ea2f2dcd390ef045a","49c8135288a4474bb8a3ecefd26a1456","e9461c3e6fa24d898df951baca4d11d3","d098f95402f14bf8925d537b70dcce99","b25997899fe943d49789b0d95c59a34a","5b4c2baed34b4ba296a2e8855ecdf73c","88ec8344d7114056ba415a8950608efd","6d835a80f5434884803f6e97fa8e49f1","b5349b2d94e14309b3bbb1d022fa5a57","d811cb7c1cb44607aa4fe76163945709"]},"id":"kUXZx-FzJ_BS","executionInfo":{"status":"ok","timestamp":1663830760907,"user_tz":-540,"elapsed":2296,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"3eef8f1a-d8e3-41e9-8e09-2d8edb61f3db"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:datasets.fingerprint:Parameter 'function'=<function remove_special_characters at 0x7f0542559830> of the transform datasets.arrow_dataset.Dataset._map_single couldn't be hashed properly, a random hash was used instead. Make sure your transforms and parameters are serializable with pickle or dill for the dataset fingerprinting and caching to work. If you reuse this transform, the caching mechanism will consider it to be different from the previous calls and recompute everything. This warning is only showed once. Subsequent hashing failures won't be showed.\n"]},{"output_type":"display_data","data":{"text/plain":["0ex [00:00, ?ex/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"955481e4cea54a97bbabcfc5a3f4938f"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["0ex [00:00, ?ex/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"77ebe1a6ba8941c9a79fe4cddc0e1b05"}},"metadata":{}}]},{"cell_type":"code","source":["show_random_elements(zeroth_data[\"train\"].remove_columns([\"file\", \"audio\"]), num_examples=10)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":363},"id":"VhIKDNopP53f","executionInfo":{"status":"ok","timestamp":1663830772830,"user_tz":-540,"elapsed":749,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"5d8cb9ef-751f-4af6-e7dd-df605eae785a"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>text</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>지난 이십 칠 일 오후 서울 종로구 청운동주민센터 앞에서 성주지역 여덟 개 유림단체 회원들이 사드배치 회견을 열고 상소문을 청와대 국민소통 비서관에게 전달하고 있다</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>지난 구 월 구 일에도 제주의 음식점에서 오십 대 여주인을 마구 때린 혐의로 중국인 관광객 다섯 명이 구속되고 두 명이 불구속 입건됐다</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>바로 이것이 이천 칠 년 십 일 월 당시 청와대 회의록 기록이다</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>한편 타이즈는 현재 민병대와 후티 반군이 교전 중에 있다</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>이에 서울시는 과일주스의 천연과일 사용량을 높이고 첨가당을 적게 사용해 당 함량을 낮출 필요가 있다고 권고했다</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>노부부의 며느리는 이 층에서 뛰어내려 탈출하는 과정에서 허리 등에 경상을 입고 병원으로 옮겨져 치료를 받고 있다</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>아니면 정진용씨가 살기 위해 조현오 전 청장을 끌여들였다고 보나</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>이 돈은 자살로 처리된 군인에게만 지급하는 항목이기 때문에 무조건 지급할 수 없다는 말입니다</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>많은 사람들은 정체 구간에 들어서기도 전에 이미 스트레스를 받은 상태에 있습니다</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>동 지에서는 인식 부족과 시력 전문가의 부족을 인도가 안고 있는 문제의 주요 원인으로 꼽았다</td>\n","    </tr>\n","  </tbody>\n","</table>"]},"metadata":{}}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"s1XCU9L64dCA"},"outputs":[],"source":["def extract_all_chars(batch):\n","  all_text = \" \".join(batch[\"text\"])\n","  vocab = list(set(all_text))\n","  return {\"vocab\": [vocab], \"all_text\": [all_text]}\n"]},{"cell_type":"code","source":["vocabs = zeroth_data.map(\n","    extract_all_chars,\n","    batched=True,\n","    batch_size=-1,\n","    keep_in_memory=True,\n","    remove_columns=zeroth_data.column_names[\"train\"])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":81,"referenced_widgets":["61d603bdaffb438fbe313e33cef244fa","7644edda1f4b475a9b6809f61aab75c5","7752930653fe44a8805e7c1ca8252df0","f1f0a277bfa44661825f9a1cef357416","16cda17321924cd0a02c61f52524b683","58b5cea12484465b843fe0a61c58c5ae","23730fd33fa84d76a266e9f9284d5346","8dc4565105d2452eb82862d72330de0a","99013f00fa5b43ddb663ef48d76445b4","ab4888a90d7640879ee693c36cf24687","ff7bd62a2bb0434e97b980d9add1ec13","20f3910a91b7486da87613ae51791e3e","ebb8ac8432dc4f5bb973a46af168ed2d","84c6970be84c4b0391e0e14fa5af75b1","ef3fbafa91204742a09f683ed43b3bf0","b116f34db2834bb995d0e17b8196ae2f","6eebc21b33aa484dbd06c25761253e3e","49d2d625e5374c2a84a4c90045cc9ee9","c304a0bc8aee4d26baaabb6ddbb284cd","126c672f2b324680b7126d618541e429","7d15ed5ffe664fa6944e800b1016ac82","164d0e1db9bb4619a1377d256b6d1f90"]},"id":"3_Tj2fatQq1P","executionInfo":{"status":"ok","timestamp":1663830787645,"user_tz":-540,"elapsed":1367,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"8cf44d21-f7d2-4932-ff16-8546ab1b82de"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["  0%|          | 0/1 [00:00<?, ?ba/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"61d603bdaffb438fbe313e33cef244fa"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["  0%|          | 0/1 [00:00<?, ?ba/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"20f3910a91b7486da87613ae51791e3e"}},"metadata":{}}]},{"cell_type":"code","source":["vocab_list = list(set(vocabs[\"train\"][\"vocab\"][0]) | set(vocabs[\"test\"][\"vocab\"][0]))"],"metadata":{"id":"fFqv28u9RKKY"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["vocab_dict = {v: k for k, v in enumerate(sorted(vocab_list))}\n","vocab_dict"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"O1BRBnMxRNyX","executionInfo":{"status":"ok","timestamp":1663830792740,"user_tz":-540,"elapsed":9,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"fe7cf296-59f9-4791-9120-ceb8a87c6054"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{' ': 0,\n"," '가': 1,\n"," '각': 2,\n"," '간': 3,\n"," '갈': 4,\n"," '감': 5,\n"," '갑': 6,\n"," '값': 7,\n"," '갓': 8,\n"," '갔': 9,\n"," '강': 10,\n"," '갖': 11,\n"," '같': 12,\n"," '갚': 13,\n"," '개': 14,\n"," '객': 15,\n"," '갠': 16,\n"," '갤': 17,\n"," '갯': 18,\n"," '갱': 19,\n"," '거': 20,\n"," '걱': 21,\n"," '건': 22,\n"," '걷': 23,\n"," '걸': 24,\n"," '검': 25,\n"," '겁': 26,\n"," '것': 27,\n"," '겉': 28,\n"," '게': 29,\n"," '겐': 30,\n"," '겟': 31,\n"," '겠': 32,\n"," '겨': 33,\n"," '격': 34,\n"," '겪': 35,\n"," '견': 36,\n"," '결': 37,\n"," '겸': 38,\n"," '겹': 39,\n"," '겼': 40,\n"," '경': 41,\n"," '곁': 42,\n"," '계': 43,\n"," '고': 44,\n"," '곡': 45,\n"," '곤': 46,\n"," '곧': 47,\n"," '골': 48,\n"," '곰': 49,\n"," '곱': 50,\n"," '곳': 51,\n"," '공': 52,\n"," '곶': 53,\n"," '과': 54,\n"," '곽': 55,\n"," '관': 56,\n"," '괄': 57,\n"," '괌': 58,\n"," '광': 59,\n"," '괘': 60,\n"," '괭': 61,\n"," '괴': 62,\n"," '굉': 63,\n"," '교': 64,\n"," '구': 65,\n"," '국': 66,\n"," '군': 67,\n"," '굳': 68,\n"," '굴': 69,\n"," '굵': 70,\n"," '굶': 71,\n"," '굽': 72,\n"," '굿': 73,\n"," '궁': 74,\n"," '궈': 75,\n"," '권': 76,\n"," '궐': 77,\n"," '궤': 78,\n"," '귀': 79,\n"," '규': 80,\n"," '균': 81,\n"," '그': 82,\n"," '극': 83,\n"," '근': 84,\n"," '글': 85,\n"," '금': 86,\n"," '급': 87,\n"," '긋': 88,\n"," '긍': 89,\n"," '기': 90,\n"," '긴': 91,\n"," '길': 92,\n"," '김': 93,\n"," '깁': 94,\n"," '깃': 95,\n"," '깊': 96,\n"," '까': 97,\n"," '깎': 98,\n"," '깔': 99,\n"," '깝': 100,\n"," '깡': 101,\n"," '깥': 102,\n"," '깨': 103,\n"," '깬': 104,\n"," '꺼': 105,\n"," '껍': 106,\n"," '껏': 107,\n"," '껑': 108,\n"," '께': 109,\n"," '껴': 110,\n"," '꼈': 111,\n"," '꼬': 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'떡': 312,\n"," '떤': 313,\n"," '떨': 314,\n"," '떴': 315,\n"," '떻': 316,\n"," '떼': 317,\n"," '뗄': 318,\n"," '또': 319,\n"," '똑': 320,\n"," '똥': 321,\n"," '뚜': 322,\n"," '뚝': 323,\n"," '뚫': 324,\n"," '뛰': 325,\n"," '뛴': 326,\n"," '뜨': 327,\n"," '뜯': 328,\n"," '뜸': 329,\n"," '뜻': 330,\n"," '띄': 331,\n"," '띔': 332,\n"," '띠': 333,\n"," '띤': 334,\n"," '띨': 335,\n"," '띵': 336,\n"," '라': 337,\n"," '락': 338,\n"," '란': 339,\n"," '랄': 340,\n"," '람': 341,\n"," '랍': 342,\n"," '랐': 343,\n"," '랑': 344,\n"," '래': 345,\n"," '랙': 346,\n"," '랜': 347,\n"," '램': 348,\n"," '랫': 349,\n"," '랬': 350,\n"," '랭': 351,\n"," '랴': 352,\n"," '략': 353,\n"," '량': 354,\n"," '러': 355,\n"," '럭': 356,\n"," '런': 357,\n"," '럴': 358,\n"," '럼': 359,\n"," '럽': 360,\n"," '렀': 361,\n"," '렁': 362,\n"," '렇': 363,\n"," '레': 364,\n"," '렉': 365,\n"," '렌': 366,\n"," '렘': 367,\n"," '렛': 368,\n"," '려': 369,\n"," '력': 370,\n"," '련': 371,\n"," '렬': 372,\n"," '렴': 373,\n"," '렵': 374,\n"," '렷': 375,\n"," '렸': 376,\n"," '령': 377,\n"," '례': 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'메': 445,\n"," '멕': 446,\n"," '멘': 447,\n"," '멜': 448,\n"," '멧': 449,\n"," '며': 450,\n"," '면': 451,\n"," '멸': 452,\n"," '명': 453,\n"," '몇': 454,\n"," '모': 455,\n"," '목': 456,\n"," '몫': 457,\n"," '몬': 458,\n"," '몰': 459,\n"," '몸': 460,\n"," '못': 461,\n"," '몽': 462,\n"," '묘': 463,\n"," '무': 464,\n"," '묵': 465,\n"," '묶': 466,\n"," '문': 467,\n"," '묻': 468,\n"," '물': 469,\n"," '뭄': 470,\n"," '뭇': 471,\n"," '뭐': 472,\n"," '뭔': 473,\n"," '뭘': 474,\n"," '뮤': 475,\n"," '뮬': 476,\n"," '므': 477,\n"," '믈': 478,\n"," '미': 479,\n"," '믹': 480,\n"," '민': 481,\n"," '믿': 482,\n"," '밀': 483,\n"," '밋': 484,\n"," '밌': 485,\n"," '밍': 486,\n"," '및': 487,\n"," '밑': 488,\n"," '바': 489,\n"," '박': 490,\n"," '밖': 491,\n"," '반': 492,\n"," '받': 493,\n"," '발': 494,\n"," '밝': 495,\n"," '밤': 496,\n"," '밥': 497,\n"," '방': 498,\n"," '밭': 499,\n"," '배': 500,\n"," '백': 501,\n"," '밴': 502,\n"," '뱀': 503,\n"," '뱃': 504,\n"," '뱅': 505,\n"," '버': 506,\n"," '벅': 507,\n"," '번': 508,\n"," '벌': 509,\n"," '범': 510,\n"," '법': 511,\n"," '벗': 512,\n"," '벚': 513,\n"," '베': 514,\n"," '벤': 515,\n"," '벨': 516,\n"," '벳': 517,\n"," '벼': 518,\n"," '벽': 519,\n"," '변': 520,\n"," '별': 521,\n"," '볍': 522,\n"," '볐': 523,\n"," '병': 524,\n"," '볕': 525,\n"," '보': 526,\n"," '복': 527,\n"," '볶': 528,\n"," '본': 529,\n"," '볼': 530,\n"," '봄': 531,\n"," '봅': 532,\n"," '봇': 533,\n"," '봉': 534,\n"," '봐': 535,\n"," '봤': 536,\n"," '뵈': 537,\n"," '뵙': 538,\n"," '부': 539,\n"," '북': 540,\n"," '분': 541,\n"," '불': 542,\n"," '붉': 543,\n"," '붐': 544,\n"," '붓': 545,\n"," '붕': 546,\n"," '붙': 547,\n"," '뷔': 548,\n"," '뷰': 549,\n"," '브': 550,\n"," '븐': 551,\n"," '블': 552,\n"," '비': 553,\n"," '빅': 554,\n"," '빈': 555,\n"," '빌': 556,\n"," '빗': 557,\n"," '빙': 558,\n"," '빚': 559,\n"," '빛': 560,\n"," '빠': 561,\n"," '빨': 562,\n"," '빵': 563,\n"," '빼': 564,\n"," '뺀': 565,\n"," '뺌': 566,\n"," '뺏': 567,\n"," '뺑': 568,\n"," '뻐': 569,\n"," '뻑': 570,\n"," '뻔': 571,\n"," '뻗': 572,\n"," '뻘': 573,\n"," '뼈': 574,\n"," '뽀': 575,\n"," '뽑': 576,\n"," '뽕': 577,\n"," '뿌': 578,\n"," '뿐': 579,\n"," '뿜': 580,\n"," '쁘': 581,\n"," '쁜': 582,\n"," '쁩': 583,\n"," '삐': 584,\n"," '사': 585,\n"," '삭': 586,\n"," '산': 587,\n"," '살': 588,\n"," '삶': 589,\n"," '삼': 590,\n"," '삽': 591,\n"," '삿': 592,\n"," '샀': 593,\n"," '상': 594,\n"," '새': 595,\n"," '색': 596,\n"," '샌': 597,\n"," '샐': 598,\n"," '샘': 599,\n"," '생': 600,\n"," '샤': 601,\n"," '샬': 602,\n"," '샵': 603,\n"," '샷': 604,\n"," '서': 605,\n"," '석': 606,\n"," '섞': 607,\n"," '선': 608,\n"," '섣': 609,\n"," '설': 610,\n"," '섬': 611,\n"," '섭': 612,\n"," '섯': 613,\n"," '섰': 614,\n"," '성': 615,\n"," '세': 616,\n"," '섹': 617,\n"," '센': 618,\n"," '셀': 619,\n"," '셈': 620,\n"," '셉': 621,\n"," '셋': 622,\n"," '셔': 623,\n"," '션': 624,\n"," '셜': 625,\n"," '셨': 626,\n"," '셰': 627,\n"," '소': 628,\n"," '속': 629,\n"," '손': 630,\n"," '솔': 631,\n"," '솜': 632,\n"," '솟': 633,\n"," '송': 634,\n"," '솥': 635,\n"," '쇄': 636,\n"," '쇠': 637,\n"," '쇤': 638,\n"," '쇼': 639,\n"," '숍': 640,\n"," '수': 641,\n"," '숙': 642,\n"," '순': 643,\n"," '술': 644,\n"," '숨': 645,\n"," '숭': 646,\n"," '숲': 647,\n"," '쉬': 648,\n"," '쉰': 649,\n"," '쉼': 650,\n"," '쉽': 651,\n"," '슈': 652,\n"," '슐': 653,\n"," '스': 654,\n"," '슨': 655,\n"," '슬': 656,\n"," '슴': 657,\n"," '습': 658,\n"," '슷': 659,\n"," '승': 660,\n"," '시': 661,\n"," '식': 662,\n"," '신': 663,\n"," '실': 664,\n"," '싫': 665,\n"," '심': 666,\n"," '십': 667,\n"," '싱': 668,\n"," '싶': 669,\n"," '싸': 670,\n"," '싹': 671,\n"," '싼': 672,\n"," '쌀': 673,\n"," '쌈': 674,\n"," '쌌': 675,\n"," '쌍': 676,\n"," '쌓': 677,\n"," '써': 678,\n"," '썩': 679,\n"," '썰': 680,\n"," '썼': 681,\n"," '쏘': 682,\n"," '쏜': 683,\n"," '쏟': 684,\n"," '쏠': 685,\n"," '쑤': 686,\n"," '쓰': 687,\n"," '쓴': 688,\n"," '쓸': 689,\n"," '씀': 690,\n"," '씁': 691,\n"," '씌': 692,\n"," '씨': 693,\n"," '씩': 694,\n"," '씬': 695,\n"," '씸': 696,\n"," '씻': 697,\n"," '아': 698,\n"," '악': 699,\n"," '안': 700,\n"," '앉': 701,\n"," '않': 702,\n"," '알': 703,\n"," '앓': 704,\n"," '암': 705,\n"," '압': 706,\n"," '앗': 707,\n"," '았': 708,\n"," '앙': 709,\n"," '앞': 710,\n"," '애': 711,\n"," '액': 712,\n"," '앤': 713,\n"," '앨': 714,\n"," '앱': 715,\n"," '앵': 716,\n"," '야': 717,\n"," '약': 718,\n"," '얇': 719,\n"," '양': 720,\n"," '얗': 721,\n"," '얘': 722,\n"," '어': 723,\n"," '억': 724,\n"," '언': 725,\n"," '얹': 726,\n"," '얻': 727,\n"," '얼': 728,\n"," '얽': 729,\n"," '엄': 730,\n"," '업': 731,\n"," '없': 732,\n"," '엇': 733,\n"," '었': 734,\n"," '엉': 735,\n"," '엎': 736,\n"," '에': 737,\n"," '엑': 738,\n"," '엔': 739,\n"," '엘': 740,\n"," '엠': 741,\n"," '엡': 742,\n"," '엣': 743,\n"," '여': 744,\n"," '역': 745,\n"," '연': 746,\n"," '열': 747,\n"," '엷': 748,\n"," '염': 749,\n"," '엽': 750,\n"," '엿': 751,\n"," '였': 752,\n"," '영': 753,\n"," '옆': 754,\n"," '예': 755,\n"," '옛': 756,\n"," '오': 757,\n"," '옥': 758,\n"," '온': 759,\n"," '올': 760,\n"," '옮': 761,\n"," '옳': 762,\n"," '옴': 763,\n"," '옵': 764,\n"," '옷': 765,\n"," '옹': 766,\n"," '와': 767,\n"," '완': 768,\n"," '왈': 769,\n"," '왔': 770,\n"," '왕': 771,\n"," '왜': 772,\n"," '외': 773,\n"," '왼': 774,\n"," '요': 775,\n"," '욕': 776,\n"," '용': 777,\n"," '우': 778,\n"," '욱': 779,\n"," '운': 780,\n"," '울': 781,\n"," '움': 782,\n"," '웁': 783,\n"," '웃': 784,\n"," '웅': 785,\n"," '워': 786,\n"," '원': 787,\n"," '월': 788,\n"," '웠': 789,\n"," '웨': 790,\n"," '웬': 791,\n"," '웹': 792,\n"," '위': 793,\n"," '윈': 794,\n"," '윌': 795,\n"," '윗': 796,\n"," '윙': 797,\n"," '유': 798,\n"," '육': 799,\n"," '윤': 800,\n"," '율': 801,\n"," '융': 802,\n"," '으': 803,\n"," '은': 804,\n"," '을': 805,\n"," '음': 806,\n"," '읍': 807,\n"," '응': 808,\n"," '의': 809,\n"," '이': 810,\n"," '익': 811,\n"," '인': 812,\n"," '일': 813,\n"," '읽': 814,\n"," '잃': 815,\n"," '임': 816,\n"," '입': 817,\n"," '잇': 818,\n"," '있': 819,\n"," '잉': 820,\n"," '잊': 821,\n"," '잎': 822,\n"," '자': 823,\n"," '작': 824,\n"," '잔': 825,\n"," '잖': 826,\n"," '잘': 827,\n"," '잠': 828,\n"," '잡': 829,\n"," '잣': 830,\n"," '장': 831,\n"," '잦': 832,\n"," '재': 833,\n"," '잭': 834,\n"," '잰': 835,\n"," '잽': 836,\n"," '쟁': 837,\n"," '저': 838,\n"," '적': 839,\n"," '전': 840,\n"," '절': 841,\n"," '젊': 842,\n"," '젋': 843,\n"," '점': 844,\n"," '접': 845,\n"," '젓': 846,\n"," '정': 847,\n"," '젖': 848,\n"," '제': 849,\n"," '젝': 850,\n"," '젠': 851,\n"," '젤': 852,\n"," '져': 853,\n"," '젼': 854,\n"," '졌': 855,\n"," '조': 856,\n"," '족': 857,\n"," '존': 858,\n"," '졸': 859,\n"," '좀': 860,\n"," '좁': 861,\n"," '종': 862,\n"," '좋': 863,\n"," '좌': 864,\n"," '죄': 865,\n"," '죠': 866,\n"," '주': 867,\n"," '죽': 868,\n"," '준': 869,\n"," '줄': 870,\n"," '줍': 871,\n"," '중': 872,\n"," '줘': 873,\n"," '줬': 874,\n"," '쥐': 875,\n"," '쥔': 876,\n"," '쥘': 877,\n"," '쥬': 878,\n"," '즈': 879,\n"," '즉': 880,\n"," '즌': 881,\n"," '즐': 882,\n"," '즘': 883,\n"," '증': 884,\n"," '지': 885,\n"," '직': 886,\n"," '진': 887,\n"," '질': 888,\n"," '짊': 889,\n"," '짐': 890,\n"," '집': 891,\n"," '짓': 892,\n"," '징': 893,\n"," '짖': 894,\n"," '짙': 895,\n"," '짚': 896,\n"," '짜': 897,\n"," '짝': 898,\n"," '짧': 899,\n"," '짬': 900,\n"," '째': 901,\n"," '쨌': 902,\n"," '쩌': 903,\n"," '쩍': 904,\n"," '쩔': 905,\n"," '쩜': 906,\n"," '쪼': 907,\n"," '쪽': 908,\n"," '쫄': 909,\n"," '쫓': 910,\n"," '쭉': 911,\n"," '쯤': 912,\n"," '찌': 913,\n"," '찍': 914,\n"," '찔': 915,\n"," '찢': 916,\n"," '찧': 917,\n"," '차': 918,\n"," '착': 919,\n"," '찬': 920,\n"," '찮': 921,\n"," '찰': 922,\n"," '참': 923,\n"," '찻': 924,\n"," '창': 925,\n"," '찾': 926,\n"," '채': 927,\n"," '책': 928,\n"," '챌': 929,\n"," '챔': 930,\n"," '챙': 931,\n"," '챠': 932,\n"," '처': 933,\n"," '척': 934,\n"," '천': 935,\n"," '철': 936,\n"," '첨': 937,\n"," '첩': 938,\n"," '첫': 939,\n"," '청': 940,\n"," '체': 941,\n"," '첸': 942,\n"," '첼': 943,\n"," '쳇': 944,\n"," '쳐': 945,\n"," '쳤': 946,\n"," '초': 947,\n"," '촉': 948,\n"," '촌': 949,\n"," '촘': 950,\n"," '촛': 951,\n"," '총': 952,\n"," '촨': 953,\n"," '촬': 954,\n"," '최': 955,\n"," '추': 956,\n"," '축': 957,\n"," '춘': 958,\n"," '출': 959,\n"," '춤': 960,\n"," '충': 961,\n"," '춰': 962,\n"," '취': 963,\n"," '츠': 964,\n"," '측': 965,\n"," '츰': 966,\n"," '층': 967,\n"," '치': 968,\n"," '칙': 969,\n"," '친': 970,\n"," '칠': 971,\n"," '침': 972,\n"," '칩': 973,\n"," '칫': 974,\n"," '칭': 975,\n"," '카': 976,\n"," '칸': 977,\n"," '칼': 978,\n"," '캉': 979,\n"," '캐': 980,\n"," '캔': 981,\n"," '캘': 982,\n"," '캠': 983,\n"," '커': 984,\n"," '컥': 985,\n"," '컨': 986,\n"," '컫': 987,\n"," '컴': 988,\n"," '컵': 989,\n"," '컷': 990,\n"," '컸': 991,\n"," '케': 992,\n"," '켈': 993,\n"," '켐': 994,\n"," '켑': 995,\n"," '켓': 996,\n"," '켜': 997,\n"," '켰': 998,\n"," '코': 999,\n"," ...}"]},"metadata":{},"execution_count":18}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"F3MA_i7P4dCC"},"outputs":[],"source":["vocab_dict[\"|\"] = vocab_dict[\" \"]\n","del vocab_dict[\" \"]"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yoPpcXhm4dCC","executionInfo":{"status":"ok","timestamp":1663830800607,"user_tz":-540,"elapsed":266,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"3457b64e-2736-4918-f22f-7bf2d662b225"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["1205"]},"metadata":{},"execution_count":20}],"source":["vocab_dict[\"[UNK]\"] = len(vocab_dict)\n","vocab_dict[\"[PAD]\"] = len(vocab_dict)\n","len(vocab_dict)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"LLiHTGMn4dCC"},"outputs":[],"source":["import json\n","with open(\"vocab.json\", 'w') as vocab_file:\n","    json.dump(vocab_dict, vocab_file)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"bRrgB5xF4dCD"},"outputs":[],"source":["from transformers import Wav2Vec2CTCTokenizer\n","\n","tokenizer = Wav2Vec2CTCTokenizer(\"vocab.json\", unk_token=\"[UNK]\", pad_token=\"[PAD]\", word_delimiter_token=\"|\")"]},{"cell_type":"code","source":["repo_name = \"wav2vec2-large-xls-r-300m-korean-d\""],"metadata":{"id":"RWk9p52NYzoX"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["tokenizer.push_to_hub(repo_name)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":276},"id":"RVPOQYCRYz_l","executionInfo":{"status":"ok","timestamp":1663830830965,"user_tz":-540,"elapsed":8473,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"075029d9-3468-48c1-87a7-ff25e3e0392a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/huggingface_hub/utils/_deprecation.py:42: FutureWarning: Deprecated positional argument(s) used in 'create_repo': pass token='wav2vec2-large-xls-r-300m-korean-d' as keyword args. From version 0.12 passing these as positional arguments will result in an error,\n","  FutureWarning,\n","/usr/local/lib/python3.7/dist-packages/huggingface_hub/hf_api.py:684: FutureWarning: `create_repo` now takes `token` as an optional positional argument. Be sure to adapt your code!\n","  FutureWarning,\n","Cloning https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-d into local empty directory.\n","WARNING:huggingface_hub.repository:Cloning https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-d into local empty directory.\n","To https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-d\n","   c512700..f7cd8f1  main -> main\n","\n","WARNING:huggingface_hub.repository:To https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-d\n","   c512700..f7cd8f1  main -> main\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["'https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-d/commit/f7cd8f1602953cb57d6f2990b732f121eed100a1'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":24}]},{"cell_type":"markdown","source":["### Wav2Vec2 Feature Extractor"],"metadata":{"id":"8glHVh8z4h2b"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"1p4q22Ur4dCD"},"outputs":[],"source":["from transformers import Wav2Vec2FeatureExtractor\n","\n","feature_extractor = Wav2Vec2FeatureExtractor(feature_size=1, sampling_rate=16000, padding_value=0.0, do_normalize=True, return_attention_mask=False)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"UJCzqRuj4dCD"},"outputs":[],"source":["from transformers import Wav2Vec2Processor\n","\n","processor = Wav2Vec2Processor(feature_extractor=feature_extractor, tokenizer=tokenizer)"]},{"cell_type":"markdown","source":["### Preprocess Data"],"metadata":{"id":"hYuZvm054wCs"}},{"cell_type":"code","source":["zeroth_data[\"train\"][0][\"file\"]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"id":"rbuVFKni40DG","executionInfo":{"status":"ok","timestamp":1663830873876,"user_tz":-540,"elapsed":2192,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"feda7ce2-52ab-4af4-e75b-7cb8431d3a8d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'/root/.cache/huggingface/datasets/downloads/extracted/3c93119fdbcba519e1529c416a7339ed19b67c18686fc5bea5eda3309e01e58e/train_data_01/003/146/146_003_0005.flac'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":27}]},{"cell_type":"code","source":["zeroth_data[\"train\"][0][\"audio\"]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QVnhyHOGopjG","executionInfo":{"status":"ok","timestamp":1663830875489,"user_tz":-540,"elapsed":6,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"b91c215e-b8a5-4d0e-e3f6-206ac84a7ec2"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'path': '/root/.cache/huggingface/datasets/downloads/extracted/3c93119fdbcba519e1529c416a7339ed19b67c18686fc5bea5eda3309e01e58e/train_data_01/003/146/146_003_0005.flac',\n"," 'array': array([ 1.2207031e-04,  1.8310547e-04,  9.1552734e-05, ...,\n","        -1.2207031e-04,  1.8310547e-04, -1.2207031e-04], dtype=float32),\n"," 'sampling_rate': 16000}"]},"metadata":{},"execution_count":28}]},{"cell_type":"code","source":["import IPython.display as ipd\n","import numpy as np\n","import random\n","\n","rand_int = random.randint(0, len(zeroth_data[\"train\"]))\n","\n","print(zeroth_data[\"train\"][rand_int][\"text\"])\n","ipd.Audio(data=zeroth_data[\"train\"][rand_int][\"audio\"][\"array\"], autoplay=True, rate=16000)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":93},"id":"NBc2aqsfdG1v","executionInfo":{"status":"ok","timestamp":1663830901483,"user_tz":-540,"elapsed":883,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"3ad012d5-f9dc-4e0d-b8b2-fb77db02d7dd"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["한 현직 영어강사는 토익은 다른 공인영어시험에 비해 유형이 잘 알려져 있고 스터디나 수업을 꾸리기에 용이하다 \n"]},{"output_type":"execute_result","data":{"text/plain":["<IPython.lib.display.Audio object>"],"text/html":["\n","                <audio  controls=\"controls\" autoplay=\"autoplay\">\n","                    <source 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\" type=\"audio/wav\" />\n","                    Your browser does not support the audio element.\n","                </audio>\n","              "]},"metadata":{},"execution_count":29}]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qyRTC1634dCF","executionInfo":{"status":"ok","timestamp":1663830929057,"user_tz":-540,"elapsed":8,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"a1147233-d6a5-45ff-a05d-78b521547a9f"},"outputs":[{"output_type":"stream","name":"stdout","text":["Target text: 사회모임에서는 별다른 신분 확인이 없는 데다 남들에게 어떻게 보이는지 무슨 말을 하는지가 중요하다는 점을 노린 것이다 \n","Input array shape: (139942,)\n","Sampling rate: 16000\n"]}],"source":["rand_int = random.randint(0, len(zeroth_data[\"train\"]))\n","\n","print(\"Target text:\",zeroth_data[\"train\"][rand_int][\"text\"])\n","print(\"Input array shape:\", np.asarray(zeroth_data[\"train\"][rand_int][\"audio\"][\"array\"]).shape)\n","print(\"Sampling rate:\", zeroth_data[\"train\"][rand_int][\"audio\"][\"sampling_rate\"])"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pLf34Ppw4dCF"},"outputs":[],"source":["def prepare_dataset(batch):\n","    audio = batch[\"audio\"]\n","\n","    # batched output is \"un-batched\"\n","    batch[\"input_values\"] = processor(audio[\"array\"], sampling_rate=audio[\"sampling_rate\"]).input_values[0]\n","    batch[\"input_length\"] = len(batch[\"input_values\"])\n","    \n","    with processor.as_target_processor():\n","        batch[\"labels\"] = processor(batch[\"text\"]).input_ids\n","    return batch"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ya4Mpzju4dCG"},"outputs":[],"source":["zeroth_data = zeroth_data.map(prepare_dataset, remove_columns=zeroth_data.column_names[\"train\"], num_proc=4)"]},{"cell_type":"code","source":["max_input_length_in_sec = 5.0\n","zeroth_data[\"train\"] = zeroth_data[\"train\"].filter(lambda x: x < max_input_length_in_sec * processor.feature_extractor.sampling_rate, input_columns=[\"input_length\"])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":49,"referenced_widgets":["09bad5d86f0749bdb7559a0070ba74ca","97052a7faee141fd8e17cdb75e2ed91e","edf20aa19785483ba529084ec367b9bc","db89ef630c63422096b34960b5524339","b1a089df74fa4400bc46693e6452a8b5","0b43f4f2b61143c98f58d20ce60f2ed6","472deb0cbd9d4b4bab28d3adff72db9a","1ef4d2787f4e4fc2a4339f86a53c8d41","1fd705bffc1d4ddbb5b104d1ba9022af","2e89730df8dc43d9a124eb80e2388118","490ad4c21b684e3f87d84113f4203633"]},"id":"qwp044L5DaH-","executionInfo":{"status":"ok","timestamp":1663831076744,"user_tz":-540,"elapsed":282,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"416f5265-27f3-495d-8211-258f1ed690e6"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["  0%|          | 0/23 [00:00<?, ?ba/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"09bad5d86f0749bdb7559a0070ba74ca"}},"metadata":{}}]},{"cell_type":"markdown","source":["## 5.&nbsp;Trainer 준비"],"metadata":{"id":"P2gbgm-WeQXi"}},{"cell_type":"markdown","source":["Set-up Trainer"],"metadata":{"id":"IEhAKkqm7Vvh"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"KShOsdhe4dCG"},"outputs":[],"source":["import torch\n","\n","from dataclasses import dataclass, field\n","from typing import Any, Dict, List, Optional, Union\n","\n","@dataclass\n","class DataCollatorCTCWithPadding:\n","    \"\"\"\n","    Data collator that will dynamically pad the inputs received.\n","    Args:\n","        processor (:class:`~transformers.Wav2Vec2Processor`)\n","            The processor used for proccessing the data.\n","        padding (:obj:`bool`, :obj:`str` or :class:`~transformers.tokenization_utils_base.PaddingStrategy`, `optional`, defaults to :obj:`True`):\n","            Select a strategy to pad the returned sequences (according to the model's padding side and padding index)\n","            among:\n","            * :obj:`True` or :obj:`'longest'`: Pad to the longest sequence in the batch (or no padding if only a single\n","              sequence if provided).\n","            * :obj:`'max_length'`: Pad to a maximum length specified with the argument :obj:`max_length` or to the\n","              maximum acceptable input length for the model if that argument is not provided.\n","            * :obj:`False` or :obj:`'do_not_pad'` (default): No padding (i.e., can output a batch with sequences of\n","              different lengths).\n","        max_length (:obj:`int`, `optional`):\n","            Maximum length of the ``input_values`` of the returned list and optionally padding length (see above).\n","        max_length_labels (:obj:`int`, `optional`):\n","            Maximum length of the ``labels`` returned list and optionally padding length (see above).\n","        pad_to_multiple_of (:obj:`int`, `optional`):\n","            If set will pad the sequence to a multiple of the provided value.\n","            This is especially useful to enable the use of Tensor Cores on NVIDIA hardware with compute capability >=\n","            7.5 (Volta).\n","    \"\"\"\n","\n","    processor: Wav2Vec2Processor\n","    padding: Union[bool, str] = True\n","    max_length: Optional[int] = None\n","    max_length_labels: Optional[int] = None\n","    pad_to_multiple_of: Optional[int] = None\n","    pad_to_multiple_of_labels: Optional[int] = None\n","\n","    def __call__(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]:\n","        # split inputs and labels since they have to be of different lenghts and need\n","        # different padding methods\n","        input_features = [{\"input_values\": feature[\"input_values\"]} for feature in features]\n","        label_features = [{\"input_ids\": feature[\"labels\"]} for feature in features]\n","\n","        batch = self.processor.pad(\n","            input_features,\n","            padding=self.padding,\n","            max_length=self.max_length,\n","            pad_to_multiple_of=self.pad_to_multiple_of,\n","            return_tensors=\"pt\",\n","        )\n","        with self.processor.as_target_processor():\n","            labels_batch = self.processor.pad(\n","                label_features,\n","                padding=self.padding,\n","                max_length=self.max_length_labels,\n","                pad_to_multiple_of=self.pad_to_multiple_of_labels,\n","                return_tensors=\"pt\",\n","            )\n","\n","        # replace padding with -100 to ignore loss correctly\n","        labels = labels_batch[\"input_ids\"].masked_fill(labels_batch.attention_mask.ne(1), -100)\n","\n","        batch[\"labels\"] = labels\n","\n","        return batch"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cayq3Gi_4dCG"},"outputs":[],"source":["data_collator = DataCollatorCTCWithPadding(processor=processor, padding=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":49,"referenced_widgets":["741628b9a7b440ef9905336af6f10b80","5bee762a268b4669980aebd7cfddfa15","125663c1f7b44a12b8a0f283f69f0f0e","51c1936126574dfc9a25885645225dd6","0bc8ead680674816b6428e6ab216d3f2","d345f979b1354bffb5e50e23caa58a49","f69d8e24d0d5430da6d7704717168afb","448d4bb8f5ab4f9d819b551e074d1509","18ed6a45770446cd80e971a10473e07e","130c324d62354ce0a083d259cb6ab600","0c91d376fd60412dba85245cd15bdfb0"]},"id":"R0Clzign4dCH","executionInfo":{"status":"ok","timestamp":1663831095222,"user_tz":-540,"elapsed":10,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"7565c59b-9908-4364-a387-7e9179df13b5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading:   0%|          | 0.00/2.16k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"741628b9a7b440ef9905336af6f10b80"}},"metadata":{}}],"source":["cer_metric = load_metric(\"cer\")"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"5eflLZ5-4dCH"},"outputs":[],"source":["def compute_metrics(pred):\n","    pred_logits = pred.predictions\n","    pred_ids = np.argmax(pred_logits, axis=-1)\n","\n","    pred.label_ids[pred.label_ids == -100] = processor.tokenizer.pad_token_id\n","\n","    pred_str = processor.batch_decode(pred_ids)\n","    # we do not want to group tokens when computing the metrics\n","    label_str = processor.batch_decode(pred.label_ids, group_tokens=False)\n","\n","    cer = cer_metric.compute(predictions=pred_str, references=label_str)\n","\n","    return {\"cer\": cer}"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":193,"referenced_widgets":["206bb2b170f048099c0d84ae406cd7e8","123b1e1b5cb84e7ab697a9f7ac640f20","58a559982eaf4b00991b4a0711025b3c","12aec2818c1b41e8a8cb874b270d9e7c","a4e8943032c044848f0ef2219528382f","5ad8901b50024f28a061c47ef1aec09f","276a76ac5c4d47848b48b72d2e47b2a7","6309de3e2b62418888317e70eb9a22a0","fa3d85bec7954832a2dc75a6970f1712","bf6614ebbae745628d48509cd0da32fd","c02022c0306c4fc0aeb68fa57b49634d","196d2526946643948b9a7b9e40e5966e","544fd0779e6242c3b6deb9b36fc6b1d3","442ce9acf4084c04b103cf34e742afdd","57446a3e0f8e44449722006abd9bc362","f9e5649c061845e2809e2c11567a40b8","84151956e953478eb3f3e34c9735a381","35afd4b44b7e418282492195d9046144","ecd421d0e58d407d9a01b5caf983ed8a","86971b5e6d234b21add084cd7530c4ad","27519ff981864a47a304ce58c5d839e3","2135f3cd714446128c0f43ff3e694b63"]},"id":"MvfiB2xO4dCH","executionInfo":{"status":"ok","timestamp":1663831145157,"user_tz":-540,"elapsed":26604,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"4405acd3-f0dd-4fa6-b5c3-769a22fac2d6"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading:   0%|          | 0.00/1.53k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"206bb2b170f048099c0d84ae406cd7e8"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading:   0%|          | 0.00/1.18G [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"196d2526946643948b9a7b9e40e5966e"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Some weights of the model checkpoint at facebook/wav2vec2-xls-r-300m were not used when initializing Wav2Vec2ForCTC: ['project_hid.weight', 'quantizer.codevectors', 'quantizer.weight_proj.weight', 'quantizer.weight_proj.bias', 'project_hid.bias', 'project_q.weight', 'project_q.bias']\n","- This IS expected if you are initializing Wav2Vec2ForCTC from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n","- This IS NOT expected if you are initializing Wav2Vec2ForCTC from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n","Some weights of Wav2Vec2ForCTC were not initialized from the model checkpoint at facebook/wav2vec2-xls-r-300m and are newly initialized: ['lm_head.bias', 'lm_head.weight']\n","You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"]}],"source":["from transformers import Wav2Vec2ForCTC\n","\n","'''\n","model = Wav2Vec2ForCTC.from_pretrained(\n","    \"facebook/wav2vec2-xls-r-300m\", \n","    attention_dropout=0.0,\n","    hidden_dropout=0.0,\n","    feat_proj_dropout=0.0,\n","    mask_time_prob=0.05,\n","    layerdrop=0.0,\n","    gradient_checkpointing=True, \n","    ctc_loss_reduction=\"mean\",\n","    pad_token_id=processor.tokenizer.pad_token_id,\n","    vocab_size=len(processor.tokenizer)\n",")\n","'''\n","\n","model = Wav2Vec2ForCTC.from_pretrained(\n","    \"facebook/wav2vec2-xls-r-300m\", \n","    ctc_loss_reduction=\"mean\", \n","    pad_token_id=processor.tokenizer.pad_token_id,\n","    vocab_size=len(processor.tokenizer)\n",")"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"_NDMGthj4dCH","executionInfo":{"status":"ok","timestamp":1663831154303,"user_tz":-540,"elapsed":285,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"dd15533d-689f-4797-defd-0f16e18583d6"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/transformers/models/wav2vec2/modeling_wav2vec2.py:1712: FutureWarning: The method `freeze_feature_extractor` is deprecated and will be removed in Transformers v5.Please use the equivalent `freeze_feature_encoder` method instead.\n","  FutureWarning,\n"]}],"source":["model.freeze_feature_extractor()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"hLzJVrLK4dCI","executionInfo":{"status":"ok","timestamp":1663831311469,"user_tz":-540,"elapsed":386,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"18233f2f-ed0c-4803-af11-95e26d72f33e"},"outputs":[{"output_type":"stream","name":"stderr","text":["PyTorch: setting up devices\n","The default value for the training argument `--report_to` will change in v5 (from all installed integrations to none). In v5, you will need to use `--report_to all` to get the same behavior as now. You should start updating your code and make this info disappear :-).\n"]}],"source":["from transformers import TrainingArguments\n","\n","'''\n","training_args = TrainingArguments(\n","  output_dir=repo_name,\n","  group_by_length=True,\n","  per_device_train_batch_size=8,\n","  gradient_accumulation_steps=2,\n","  dataloader_num_workers = 1,\n","  evaluation_strategy=\"steps\",\n","  num_train_epochs=5,\n","  gradient_checkpointing=True,\n","  fp16=True,\n","  save_steps=400,\n","  eval_steps=400,\n","  logging_steps=400,\n","  learning_rate=1e-4,\n","  warmup_steps=500,\n","  save_total_limit=2,\n","  push_to_hub=True,\n",")\n","'''\n","\n","training_args = TrainingArguments(\n","  output_dir=repo_name,\n","  group_by_length=True,\n","  per_device_train_batch_size=8,\n","  evaluation_strategy=\"steps\",\n","  num_train_epochs=20,\n","  fp16=True,\n","  gradient_checkpointing=True, \n","  save_steps=500,\n","  eval_steps=500,\n","  logging_steps=500,\n","  learning_rate=1e-4,\n","  weight_decay=0.005,\n","  warmup_steps=1000,\n","  save_total_limit=2,\n","  push_to_hub=True,\n",")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mIy_hSdJ4dCI","executionInfo":{"status":"ok","timestamp":1663831317729,"user_tz":-540,"elapsed":4442,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"1942c4d9-3d25-489c-bb43-85084a283f29"},"outputs":[{"output_type":"stream","name":"stderr","text":["/content/wav2vec2-large-xls-r-300m-korean-d is already a clone of https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-d. Make sure you pull the latest changes with `repo.git_pull()`.\n","WARNING:huggingface_hub.repository:/content/wav2vec2-large-xls-r-300m-korean-d is already a clone of https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-d. Make sure you pull the latest changes with `repo.git_pull()`.\n","Using amp half precision backend\n"]}],"source":["from transformers import Trainer\n","\n","trainer = Trainer(\n","    model=model,\n","    data_collator=data_collator,\n","    args=training_args,\n","    compute_metrics=compute_metrics,\n","    train_dataset=zeroth_data[\"train\"],\n","    eval_dataset=zeroth_data[\"test\"],\n","    tokenizer=processor.feature_extractor,\n",")"]},{"cell_type":"markdown","source":["##6.&nbsp;모델 훈련"],"metadata":{"id":"7AVeKlxEf9uY"}},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"AqmdpHef4dCI","executionInfo":{"status":"ok","timestamp":1663834831925,"user_tz":-540,"elapsed":3509654,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"79f274a2-bbee-46c3-88e7-f6b911a526cd"},"outputs":[{"output_type":"stream","name":"stderr","text":["The following columns in the training set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.\n","/usr/local/lib/python3.7/dist-packages/transformers/optimization.py:309: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n","  FutureWarning,\n","***** Running training *****\n","  Num examples = 1230\n","  Num Epochs = 20\n","  Instantaneous batch size per device = 8\n","  Total train batch size (w. parallel, distributed & accumulation) = 8\n","  Gradient Accumulation steps = 1\n","  Total optimization steps = 3080\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","    <div>\n","      \n","      <progress value='3080' max='3080' style='width:300px; height:20px; vertical-align: middle;'></progress>\n","      [3080/3080 57:59, Epoch 20/20]\n","    </div>\n","    <table border=\"1\" class=\"dataframe\">\n","  <thead>\n"," <tr style=\"text-align: left;\">\n","      <th>Step</th>\n","      <th>Training Loss</th>\n","      <th>Validation Loss</th>\n","      <th>Cer</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <td>500</td>\n","      <td>24.413500</td>\n","      <td>7.774853</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <td>1000</td>\n","      <td>4.786600</td>\n","      <td>5.185071</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <td>1500</td>\n","      <td>4.439600</td>\n","      <td>4.857534</td>\n","      <td>0.956776</td>\n","    </tr>\n","    <tr>\n","      <td>2000</td>\n","      <td>4.311600</td>\n","      <td>4.937901</td>\n","      <td>0.953204</td>\n","    </tr>\n","    <tr>\n","      <td>2500</td>\n","      <td>4.193100</td>\n","      <td>4.716913</td>\n","      <td>0.919284</td>\n","    </tr>\n","    <tr>\n","      <td>3000</td>\n","      <td>3.951700</td>\n","      <td>4.373694</td>\n","      <td>0.839628</td>\n","    </tr>\n","  </tbody>\n","</table><p>"]},"metadata":{}},{"output_type":"stream","name":"stderr","text":["The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.\n","***** Running Evaluation *****\n","  Num examples = 457\n","  Batch size = 8\n","Saving model checkpoint to wav2vec2-large-xls-r-300m-korean-d/checkpoint-500\n","Configuration saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-500/config.json\n","Model weights saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-500/pytorch_model.bin\n","Feature extractor saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-500/preprocessor_config.json\n","Feature extractor saved in wav2vec2-large-xls-r-300m-korean-d/preprocessor_config.json\n","The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.\n","***** Running Evaluation *****\n","  Num examples = 457\n","  Batch size = 8\n","Saving model checkpoint to wav2vec2-large-xls-r-300m-korean-d/checkpoint-1000\n","Configuration saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-1000/config.json\n","Model weights saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-1000/pytorch_model.bin\n","Feature extractor saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-1000/preprocessor_config.json\n","The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.\n","***** Running Evaluation *****\n","  Num examples = 457\n","  Batch size = 8\n","Saving model checkpoint to wav2vec2-large-xls-r-300m-korean-d/checkpoint-1500\n","Configuration saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-1500/config.json\n","Model weights saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-1500/pytorch_model.bin\n","Feature extractor saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-1500/preprocessor_config.json\n","Deleting older checkpoint [wav2vec2-large-xls-r-300m-korean-d/checkpoint-500] due to args.save_total_limit\n","The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.\n","***** Running Evaluation *****\n","  Num examples = 457\n","  Batch size = 8\n","Saving model checkpoint to wav2vec2-large-xls-r-300m-korean-d/checkpoint-2000\n","Configuration saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-2000/config.json\n","Model weights saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-2000/pytorch_model.bin\n","Feature extractor saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-2000/preprocessor_config.json\n","Deleting older checkpoint [wav2vec2-large-xls-r-300m-korean-d/checkpoint-1000] due to args.save_total_limit\n","The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.\n","***** Running Evaluation *****\n","  Num examples = 457\n","  Batch size = 8\n","Saving model checkpoint to wav2vec2-large-xls-r-300m-korean-d/checkpoint-2500\n","Configuration saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-2500/config.json\n","Model weights saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-2500/pytorch_model.bin\n","Feature extractor saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-2500/preprocessor_config.json\n","Deleting older checkpoint [wav2vec2-large-xls-r-300m-korean-d/checkpoint-1500] due to args.save_total_limit\n","The following columns in the evaluation set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.\n","***** Running Evaluation *****\n","  Num examples = 457\n","  Batch size = 8\n","Saving model checkpoint to wav2vec2-large-xls-r-300m-korean-d/checkpoint-3000\n","Configuration saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-3000/config.json\n","Model weights saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-3000/pytorch_model.bin\n","Feature extractor saved in wav2vec2-large-xls-r-300m-korean-d/checkpoint-3000/preprocessor_config.json\n","Deleting older checkpoint [wav2vec2-large-xls-r-300m-korean-d/checkpoint-2000] due to args.save_total_limit\n","\n","\n","Training completed. Do not forget to share your model on huggingface.co/models =)\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["TrainOutput(global_step=3080, training_loss=7.582707551237824, metrics={'train_runtime': 3480.4296, 'train_samples_per_second': 7.068, 'train_steps_per_second': 0.885, 'total_flos': 3.4784294751165676e+18, 'train_loss': 7.582707551237824, 'epoch': 20.0})"]},"metadata":{},"execution_count":45}],"source":["trainer.train()"]},{"cell_type":"markdown","source":["## 7.&nbsp;모델 저장"],"metadata":{"id":"NgNeZXyp8XmI"}},{"cell_type":"code","source":["trainer.push_to_hub()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":871,"referenced_widgets":["4081f06f8d8740be8923030f6086f77e","b332e6d21f8046a9a5d82031a004ee9f","6a5b71c969bb40b09e6d3f73fc7b2cda","85ed8bffbf4a4843a5540e38a7680779","2886446f86714663b4ae1813c309216e","3792ce907f494a56b969ca99847204d6","da93e59c8e244bddbe828c6c40450a45","d466b7b45d8345d4bf70af745b1ab45a","419f0b550f5a48e7880df306e7a48eba","592bf8b6c3964fc3a1e00cb757c7bc48","08169c33aa7143939111f59c05bca1ef","d3e35bdffde24fb0b6fc7cef974ceaa6","6683379969ed49948b0ac82f2152eb3e","7c61d777b4314524b03cad62ad5bc6f3","68ad2fc6061541e996c71dbb8fb4d74a","a2f9b0ea232e47a1802b7221cdab2c28","3364ddec9a2e471bbf941151fc55e0fd","9d5e4319654e4cdd97f3a75aaaf9afda","58112ed856f94341a6c0045d26a81b80","09fabdd2978d472eb12a0ef055cc4243","a0e5a36b3ec9433f904aeaff220426f0","b935451a2b59457692e02e569c1d684b","dbcb11ced9f84b47aef60a196368135b","eb005160770949b090957784fda0162d","3dd86e5ba39b4c2a94753ec80991d5ae","4110f18c7bb34c4aa63a25a502fa11d0","5f0f3cf524584835abfe64f61abff81b","cd2a73667b024889aacadbf533d8a4bd","bfe92c0a7e3e4c38bc0677385d7c8740","838d10a16dd7448890cf6fdcb8b09e02","e102238ad0e3451bb21d84daa968693f","9277e3c50b05490db6659e7e0493ad01","a0250e661e2c49a68f9bd1c275ff2708","8bf3addfd85a48718bc7a270150dae46","3e4f192f0d834a478b9fc13390421540","b2f38c607b114bfb8e06ad4bc6740852","430ee24f84e44781b11b55c5d7d44450","4ddd989229a34f6597529fffc757eea9","65fe341ecc7d4f1ca6133b58e4d98948","55ce47c1af2b40c490eee4d66dcc3d22","2831d4721506454bbd18790c16b74683","fe5d24991cbf43398d8e9de1811c9b43","616c6ef59dc84bbe8cc835a6e80fddc7","c990c235c24d43fbb08a932852c17ca3","f629b0e435b34d55a34abdf3ad71a380","fb520867bd654e6bb14df0b93aec3d1d","e5a2cde6711d4a048f4ef90d11817c42","2177e73beb7f452582a263a76dd75da8","16f2442113a340b9afefcb71483dff9f","33ae13546bab43f982b85ca06c4d3b96","fe4e4eee769d41ada3344ec79540768d","6abe01e3ce484035a15f9e0d3c9c77bc","b4ec6780ef124f82bcf23bfd57786bbb","6f20a826a2dd4db796bbd62e0360c827","349245b2c3274caaae1f7cc357808f2b","9c6fa40c429941ed83d4b8982381a81f","0daaf1d635ce4a329b93469141cfbe45","b97d719485454dc5975d010de643cf42","72a18fd9f737456681f384b2d8126f61","c44d5b33b14741afac1d94363173bd06","5a150bffaf7240ec8e0af0a2cae65ec3","5c38400937fe4316a60211b2c3e1420f","cd18713073b5468ea755ce5c554c7e13","81c64e2f6b764d28bb6ad738c0dfa6a0","e0029e29912f486faa2797c439c6dbe1","ee3ee8152379408984179b5c2fdc45ea","50042c4c796641a887bda4229698b23c","b859a030c9dc4f87a08019204618e2be","beb9c0555c88461cb4f3fbfa8fa6d117","fd3979e62ef14721bde46450b54830c7","aa5403b3c07e4f7abed75bb759ca2859","3345f31fd462435381269ec432875cf5","15725f1e74d646909a73711be3e38730","8950a9fb87b343539b17b573c368e08e","7a11e048a60d4107a057d5fd4a0668a8","9543dca31d7f42068f510a1e15540877","9cbb86c10b4646218c2e8e6aa396ff55","9278f785b8734c3980574b3c8e6f1e76","8d1b827683ed49529dea52fbfa8d3967","9ee28bdbb4bc437aa337d00b58d085a5","d4c4427f1b614509b88620b3b685fa8a","77138df73df34b0a9b4b99e34f883e54","0ba2b0a96169473eaf1762a967e4a4e1","4a1d1044b1344511b88578e41f98595c","33c55d38d7c746618e29c13b2695b54a","dafa445137234eaa910e901e6c9e934f","3c75787d1a114ba792db7acc8bd942db","29cccb6838e042ea9b843e0537ecc100","801f8002d12a4311827dea349d652401","6aee55060821467e90726a324f92b64c","96dd425950834bdd9a828ce50a23c542","8b423aa6ce5c4f1cba1a7a8f053e8d3c","64b627a4059046238d7355c06f5da827","83a26af59e554b72852c536a096e4761","be266013c32b4f48b64a51628ef5bdbf","26694ff12f5d40dda4cd928db51bb930","e2afe33d51124420a24f41f5492694ff","d7c2325e8c3248a7ba80361debb6754a","9d56bfe615b84bd8991be2a6145b9b1a","72fe0f7603b54b22aa1ec8ef73f80296","accd9d2128c9494e9f682a07c962ad45","24c32e87ac91479c812a36ad1a83c033","ebcee083ad3f430ebc87ededff434730","0937a99ec4af454d9deb3594151b9872","68b51f8e85264b06838b041da4ef1436","acbd60470b204f5e9088bc5c997634eb","e7f1fc938b6a4343a6c95343d83e3bbf","184c1734b0a049d5b047e2b1c5ed17be","1a8c22bb7488402c8d0f428423e03fa6","d2d532e0f2f04965a19ec3492c76e437"]},"id":"c8iePkMy7zGW","executionInfo":{"status":"ok","timestamp":1663815235002,"user_tz":-540,"elapsed":1178439,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"201b00e4-09f9-405d-b964-758678472bc7"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["Saving model checkpoint to wav2vec2-large-xls-r-300m-korean-b\n","Configuration saved in wav2vec2-large-xls-r-300m-korean-b/config.json\n","Model weights saved in wav2vec2-large-xls-r-300m-korean-b/pytorch_model.bin\n","Configuration saved in wav2vec2-large-xls-r-300m-korean-b/preprocessor_config.json\n"]},{"output_type":"display_data","data":{"text/plain":["Upload file pytorch_model.bin:   0%|          | 3.33k/1.18G [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4081f06f8d8740be8923030f6086f77e"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Upload file runs/Sep22_02-33-20_74b8d59390c6/events.out.tfevents.1663814016.74b8d59390c6.76.4:  75%|#######4  …"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d3e35bdffde24fb0b6fc7cef974ceaa6"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Upload file runs/Sep22_02-33-20_74b8d59390c6/1663814016.420088/events.out.tfevents.1663814016.74b8d59390c6.76.…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"dbcb11ced9f84b47aef60a196368135b"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Upload file runs/Sep22_02-33-47_74b8d59390c6/1663814043.9441848/events.out.tfevents.1663814043.74b8d59390c6.76…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8bf3addfd85a48718bc7a270150dae46"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Upload file runs/Sep22_02-10-31_74b8d59390c6/events.out.tfevents.1663812638.74b8d59390c6.76.2:  75%|#######4  …"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f629b0e435b34d55a34abdf3ad71a380"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Upload file runs/Sep22_02-10-31_74b8d59390c6/1663812638.1328745/events.out.tfevents.1663812638.74b8d59390c6.76…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9c6fa40c429941ed83d4b8982381a81f"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Upload file runs/Sep22_02-08-21_74b8d59390c6/1663812575.0247636/events.out.tfevents.1663812575.74b8d59390c6.76…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"50042c4c796641a887bda4229698b23c"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Upload file runs/Sep22_02-33-47_74b8d59390c6/events.out.tfevents.1663814043.74b8d59390c6.76.6:  75%|#######4  …"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9278f785b8734c3980574b3c8e6f1e76"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Upload file runs/Sep22_02-08-21_74b8d59390c6/events.out.tfevents.1663812575.74b8d59390c6.76.0:  81%|########  …"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"801f8002d12a4311827dea349d652401"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Upload file training_args.bin: 100%|##########| 2.80k/2.80k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"72fe0f7603b54b22aa1ec8ef73f80296"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["remote: Scanning LFS files for validity, may be slow...        \n","remote: LFS file scan complete.        \n","To https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-b\n","   18c2b46..60b371f  main -> main\n","\n","WARNING:huggingface_hub.repository:remote: Scanning LFS files for validity, may be slow...        \n","remote: LFS file scan complete.        \n","To https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-b\n","   18c2b46..60b371f  main -> main\n","\n","Dropping the following result as it does not have all the necessary field:\n","{}\n","To https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-b\n","   60b371f..7909869  main -> main\n","\n","WARNING:huggingface_hub.repository:To https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-b\n","   60b371f..7909869  main -> main\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["'https://huggingface.co/thisisHJLee/wav2vec2-large-xls-r-300m-korean-b/commit/60b371f91cb16cfbd2eb2cddde20249ba2390f97'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":71}]},{"cell_type":"markdown","source":["## 8.&nbsp;모델 평가"],"metadata":{"id":"dN-tQdGJ8kac"}},{"cell_type":"code","source":["processor = Wav2Vec2Processor.from_pretrained(repo_name)\n","model = Wav2Vec2ForCTC.from_pretrained(repo_name)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dOUIW4FZDaUb","executionInfo":{"status":"ok","timestamp":1663815906936,"user_tz":-540,"elapsed":4091,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"0886b3f5-f333-470e-8d66-21ad94f0984b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["loading feature extractor configuration file wav2vec2-large-xls-r-300m-korean-b/preprocessor_config.json\n","Feature extractor Wav2Vec2FeatureExtractor {\n","  \"do_normalize\": true,\n","  \"feature_extractor_type\": \"Wav2Vec2FeatureExtractor\",\n","  \"feature_size\": 1,\n","  \"padding_side\": \"right\",\n","  \"padding_value\": 0.0,\n","  \"return_attention_mask\": true,\n","  \"sampling_rate\": 16000\n","}\n","\n","Didn't find file wav2vec2-large-xls-r-300m-korean-b/added_tokens.json. We won't load it.\n","Didn't find file wav2vec2-large-xls-r-300m-korean-b/tokenizer.json. We won't load it.\n","loading file wav2vec2-large-xls-r-300m-korean-b/vocab.json\n","loading file wav2vec2-large-xls-r-300m-korean-b/tokenizer_config.json\n","loading file None\n","loading file wav2vec2-large-xls-r-300m-korean-b/special_tokens_map.json\n","loading file None\n","Adding <s> to the vocabulary\n","Adding </s> to the vocabulary\n","Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n","loading configuration file wav2vec2-large-xls-r-300m-korean-b/config.json\n","Model config Wav2Vec2Config {\n","  \"_name_or_path\": \"facebook/wav2vec2-xls-r-300m\",\n","  \"activation_dropout\": 0.0,\n","  \"apply_spec_augment\": true,\n","  \"architectures\": [\n","    \"Wav2Vec2ForCTC\"\n","  ],\n","  \"attention_dropout\": 0.1,\n","  \"bos_token_id\": 1,\n","  \"classifier_proj_size\": 256,\n","  \"codevector_dim\": 768,\n","  \"contrastive_logits_temperature\": 0.1,\n","  \"conv_bias\": true,\n","  \"conv_dim\": [\n","    512,\n","    512,\n","    512,\n","    512,\n","    512,\n","    512,\n","    512\n","  ],\n","  \"conv_kernel\": [\n","    10,\n","    3,\n","    3,\n","    3,\n","    3,\n","    2,\n","    2\n","  ],\n","  \"conv_stride\": [\n","    5,\n","    2,\n","    2,\n","    2,\n","    2,\n","    2,\n","    2\n","  ],\n","  \"ctc_loss_reduction\": \"mean\",\n","  \"ctc_zero_infinity\": false,\n","  \"diversity_loss_weight\": 0.1,\n","  \"do_stable_layer_norm\": true,\n","  \"eos_token_id\": 2,\n","  \"feat_extract_activation\": \"gelu\",\n","  \"feat_extract_dropout\": 0.0,\n","  \"feat_extract_norm\": \"layer\",\n","  \"feat_proj_dropout\": 0.1,\n","  \"feat_quantizer_dropout\": 0.0,\n","  \"final_dropout\": 0.0,\n","  \"gradient_checkpointing\": false,\n","  \"hidden_act\": \"gelu\",\n","  \"hidden_dropout\": 0.1,\n","  \"hidden_size\": 1024,\n","  \"initializer_range\": 0.02,\n","  \"intermediate_size\": 4096,\n","  \"layer_norm_eps\": 1e-05,\n","  \"layerdrop\": 0.1,\n","  \"mask_feature_length\": 10,\n","  \"mask_feature_prob\": 0.0,\n","  \"mask_time_length\": 10,\n","  \"mask_time_prob\": 0.075,\n","  \"model_type\": \"wav2vec2\",\n","  \"num_attention_heads\": 16,\n","  \"num_codevector_groups\": 2,\n","  \"num_codevectors_per_group\": 320,\n","  \"num_conv_pos_embedding_groups\": 16,\n","  \"num_conv_pos_embeddings\": 128,\n","  \"num_feat_extract_layers\": 7,\n","  \"num_hidden_layers\": 24,\n","  \"num_negatives\": 100,\n","  \"pad_token_id\": 50,\n","  \"proj_codevector_dim\": 768,\n","  \"torch_dtype\": \"float32\",\n","  \"transformers_version\": \"4.11.3\",\n","  \"use_weighted_layer_sum\": false,\n","  \"vocab_size\": 51\n","}\n","\n","loading weights file wav2vec2-large-xls-r-300m-korean-b/pytorch_model.bin\n","All model checkpoint weights were used when initializing Wav2Vec2ForCTC.\n","\n","All the weights of Wav2Vec2ForCTC were initialized from the model checkpoint at wav2vec2-large-xls-r-300m-korean-b.\n","If your task is similar to the task the model of the checkpoint was trained on, you can already use Wav2Vec2ForCTC for predictions without further training.\n"]}]},{"cell_type":"code","source":["def map_to_result(batch):\n","  with torch.no_grad():\n","    input_values = torch.tensor(batch[\"input_values\"], device=\"cuda\").unsqueeze(0)\n","    logits = model(input_values).logits\n","\n","  pred_ids = torch.argmax(logits, dim=-1)\n","  batch[\"pred_str\"] = processor.batch_decode(pred_ids)[0]\n","  batch[\"text\"] = processor.decode(batch[\"labels\"], group_tokens=False)\n","  \n","  return batch"],"metadata":{"id":"G3h2_wCbDe4z"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["results = zeroth_data[\"test\"].map(map_to_result, remove_columns=zeroth_data[\"test\"].column_names)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":86,"referenced_widgets":["81122f06eb1a4027b6ce924a9a2904d8","5694a97490284a1eb0f601b8a9ca9a72","05a2d6571568434a984610adcbab529a","31a53041186440a4a2cc0f875b3c92c3","e4f6956610e2441abe00b9346d1f6180","eab3725040af487ba799e2750fabc923","94edf3e06a264735ac1c930de2b849e1","d0b1bf90a4a7406785a2c8b1ce9a94df","8f6ed34dc6924011b8e12f9927733895","353aa9b7b9ee40b684f7323e18be990c","0671f804c7d44652bc0eb2691f04d02a"]},"id":"Cl8KtavKFFgh","executionInfo":{"status":"ok","timestamp":1663834940650,"user_tz":-540,"elapsed":83821,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"8ffaa3b9-48ca-4a72-8aba-5ef31696bb28"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["0ex [00:00, ?ex/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"81122f06eb1a4027b6ce924a9a2904d8"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/torch/utils/checkpoint.py:25: UserWarning: None of the inputs have requires_grad=True. Gradients will be None\n","  warnings.warn(\"None of the inputs have requires_grad=True. Gradients will be None\")\n"]}]},{"cell_type":"code","source":["print(\"Test CER: {:.3f}\".format(cer_metric.compute(predictions=results[\"pred_str\"], references=results[\"text\"])))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hBxypZj-Dm00","executionInfo":{"status":"ok","timestamp":1663834942791,"user_tz":-540,"elapsed":268,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"b4a851f0-af76-4f2b-e380-ed419464c75f"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Test CER: 0.897\n"]}]},{"cell_type":"code","source":["show_random_elements(results)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":398},"id":"TW0J8Z8XDz3M","executionInfo":{"status":"ok","timestamp":1663834944920,"user_tz":-540,"elapsed":283,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"30dc55f3-e3f3-40aa-b913-ffe8f22e58f5"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>pred_str</th>\n","      <th>text</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>그         이        있니다</td>\n","      <td>업계 관계자는 가격이 오르면 지상파 삼 사는 연간 천 이백 억원 추가 수익을 올린다면서 그 부담은 이용자에게 고스란히 넘어갈 수밖에 없다고 토로했다</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>그러                했다</td>\n","      <td>그는 워크아웃에 대한 확대 해석에 선을 그으면서도 사업 다각화를 위한 투자 실패로 재무구조가 악화된 것은 사실이라고 덧붙였다</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>그   이     이다</td>\n","      <td>해당 공무원은 삼십 대 중반에 늦깎이로 시험에 합격했지만 일 년도 안 돼 공직자 옷을 벗었다</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>그        습니다</td>\n","      <td>그는 스코틀랜드와 아일랜드를 우회해서 스페인으로 돌아가기로 결정했습니다</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>그러       이  있이요</td>\n","      <td>만일 내가 그 사람과 결혼했더라면 그리스도인 집회에 혼자 다닐 뻔했어요</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>그      어           있다고 고 했다</td>\n","      <td>연구진은 남편의 경우 아내와 사이가 틀어진 후에도 충분한 수면시간이 확보된 경우라면 아내와의 결혼생활에 대해 낙관적인 자세를 유지하는 것으로 나타났다고 설명했다</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>그      고 다  다     있습니다</td>\n","      <td>지금 어딘가에서 냉정하게 열심히 쓰고 있다는 한강 작가의 그 다음 작품 그 작품도 기대하고 있겠습니다</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>그        이   습니다</td>\n","      <td>기후가 더 좋은 그곳에서 대학교를 다니고 운동과 관련된 분야에서 일을 할 생각이었습니다</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>그       이    다  이   했다</td>\n","      <td>지난해 짜장 짬뽕 라면으로 중화요리 전쟁을 벌인데 이어 올 가을 부대찌개 라면으로 다시 한 번 프리미엄 제품 마케팅 경쟁이 예고됐다</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>그     이       했다</td>\n","      <td>매장 곳곳에는 땡큐 세일 입간판과 영업종료 안내문이 세워졌다</td>\n","    </tr>\n","  </tbody>\n","</table>"]},"metadata":{}}]},{"cell_type":"code","source":["model.to(\"cuda\")\n","\n","with torch.no_grad():\n","  logits = model(torch.tensor(zeroth_data[\"test\"][:1][\"input_values\"], device=\"cuda\")).logits\n","\n","pred_ids = torch.argmax(logits, dim=-1)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iJ7jcJjUAnVj","executionInfo":{"status":"ok","timestamp":1663834965523,"user_tz":-540,"elapsed":299,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"af8aa2af-315f-4443-b43f-d8bcb2b6a2cc"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/torch/utils/checkpoint.py:25: UserWarning: None of the inputs have requires_grad=True. Gradients will be None\n","  warnings.warn(\"None of the inputs have requires_grad=True. Gradients will be None\")\n"]}]},{"cell_type":"code","source":["# convert ids to tokens\n","\" \".join(processor.tokenizer.convert_ids_to_tokens(pred_ids[0].tolist()))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":127},"id":"lm2s-TDEMePA","executionInfo":{"status":"ok","timestamp":1663834967312,"user_tz":-540,"elapsed":11,"user":{"displayName":"Hyunjung Lee","userId":"15784017024673692926"}},"outputId":"5341cc3e-ca67-4dfb-b4e7-493bc4ace456"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'그 [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] | [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] [PAD] 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