ESPnet2 pretrained model, Hoon Chung/zeroth_korean_asr_train_asr_transformer5_raw_bpe_valid.acc.ave, fs=16k, lang=kr
Creators: name: Chung, Hoon
Publisher: name: Zenodo
Year: 2020
Subjects: ESPnet
deep-learning
python
pytorch
speech-recognition

description: This model was trained by Hoon Chung using zeroth_korean recipe in espnet. <strong>Python API</strong> <pre><code class="language-python">See https://github.com/espnet/espnet_model_zoo</code></pre> <strong>Evaluate in the recipe</strong> <pre><code class="language-bash">git clone https://github.com/espnet/espnet cd espnet git checkout de119e77fe371423a5f1cd59d04cef474f1f163d pip install -e . cd egs2/zeroth_korean/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model Hoon Chung/zeroth_korean_asr_train_asr_transformer5_raw_bpe_valid.acc.ave</code> </pre> <strong>Results</strong> <pre><code> # RESULTS ## Environments - date: `Tue Sep 1 17:25:04 KST 2020` - python version: `3.7.3 (default, Mar 27 2019, 22:11:17) [GCC 7.3.0]` - espnet version: `espnet 0.7.0` - pytorch version: `pytorch 1.2.0` - Git hash: `df9b0b3aaf79bd7396b48b1d2c43e992466cb897` - Commit date: `Tue Sep 1 16:55:23 2020 +0900` ## asr_train_asr_transformer5_raw_bpe ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |inference_asr_model_valid.acc.ave/test_clean|457|9253|98.3|1.0|0.7|0.3|2.0|13.1| |inference_asr_model_valid.acc.best/test_clean|457|9253|97.8|1.4|0.9|0.2|2.4|17.3| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |inference_asr_model_valid.acc.ave/test_clean|457|28084|98.9|0.4|0.7|0.3|1.4|13.1| |inference_asr_model_valid.acc.best/test_clean|457|28084|98.6|0.5|0.9|0.2|1.6|17.3| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |inference_asr_model_valid.acc.ave/test_clean|457|14176|98.6|0.7|0.7|0.3|1.7|13.1| |inference_asr_model_valid.acc.best/test_clean|457|14176|98.2|0.9|0.9|0.2|2.0|17.3|</code></pre> <strong>ASR config</strong> <pre><code>config: conf/tuning/train_asr_transformer5.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_transformer5_raw_bpe ngpu: 1 seed: 0 num_workers: 1 num_att_plot: 3 dist_backend: nccl dist_init_method: env:// dist_world_size: null dist_rank: null local_rank: 0 dist_master_addr: null dist_master_port: null dist_launcher: null multiprocessing_distributed: false cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 100 patience: null val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - acc - max keep_nbest_models: 10 grad_clip: 5.0 grad_noise: false accum_grad: 1 no_forward_run: false resume: true train_dtype: float32 use_amp: false log_interval: null pretrain_path: [] pretrain_key: [] num_iters_per_epoch: null batch_size: 64 valid_batch_size: null batch_bins: 1000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw/train/speech_shape - exp/asr_stats_raw/train/text_shape.bpe valid_shape_file: - exp/asr_stats_raw/valid/speech_shape - exp/asr_stats_raw/valid/text_shape.bpe batch_type: folded valid_batch_type: null fold_length: - 80000 - 150 sort_in_batch: descending sort_batch: descending multiple_iterator: false chunk_length: 500 chunk_shift_ratio: 0.5 num_cache_chunks: 1024 train_data_path_and_name_and_type: - - dump/raw/train_nodev/wav.scp - speech - sound - - dump/raw/train_nodev/text - text - text valid_data_path_and_name_and_type: - - dump/raw/train_dev/wav.scp - speech - sound - - dump/raw/train_dev/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 valid_max_cache_size: null optim: adam optim_conf: lr: 0.005 scheduler: warmuplr scheduler_conf: warmup_steps: 25000 token_list: - - - "\u2581" - "\u2581\uC774" - "\uB97C" - "\uC744" - "\u2581\uC758" - "\u2581\uC5D0" - "\uACE0" - "\u2581\uB294" - "\u2581\uC744" - "\uB294" - "\u2581\uAC00" - "\uC774" - "\u2581\uD55C" - "\uC740" - "\u2581\uC77C" - "\u2581\uC740" - "\u2581\uB3C4" - "\uAC00" - "\uB2E4" - "\uC9C0" - "\u2581\uAC83" - "\u2581\uB2E4" - "\u2581\uC5D0\uC11C" - "\u2581\uD588\uB2E4" - "\uD55C" - "\uC758" - "\uB3C4" - "\u2581\uADF8" - "\u2581\uC624" - "\uC73C\uB85C" - "\u2581\uC218" - "\u2581\uB4E4" - "\u2581\uC2ED" - "\u2581\uB85C" - "\uC5D0" - "\u2581\uC0AC" - "\u2581\uD558\uB294" - "\uAE30" - "\u2581\uACFC" - "\u2581\uC804" - "\uB85C" - "\u2581\uC788\uB2E4" - "\uC778" - "\u2581\uB144" - "\uB9CC" - "\u2581\uC9C0" - "\u2581\uACE0" - "\uAC8C" - "\u2581\uD574" - "\u2581\uC73C\uB85C" - "\uCC9C" - "\u2581\uD558\uACE0" - "\u2581\uB9CC" - "\u2581\uC778" - "\uC11C" - "\u2581\uB098" - "\uB098" - "\u2581\uD560" - "\uC790" - "\u2581\uAD6C" - "\u2581\uC640" - "\u2581\uC788\uB294" - "\uBA74" - "\u2581\uB4F1" - "\uBD80" - "\uC5D0\uC11C" - "\uB300" - "\u2581\uC0BC" - "\uD574" - "\uD788" - "\uC2ED" - "\uC801" - "\u2581\uB300" - "\u2581\uD558\uC9C0" - "\u2581\uD55C\uB2E4" - "\uBA70" - "\uD130" - "\u2581\uD314" - "\uB77C\uACE0" - "\uAE4C\uC9C0" - "\u2581\uCE60" - "\u2581\uC2DC" - "\uC218" - "\u2581\uBC31" - "\u2581\uC6D4" - "\uB9AC" - "\uC9C4" - "\u2581\uB0B4" - "\u2581\uD558" - "\uC120" - "\uC7A5" - "\u2581\uB54C" - "\u2581\uC801" - "\uB4E4" - "\u2581\uB300\uD1B5\uB839" - "\u2581\uC528" - "\u2581\uB354" - "\u2581\uC721" - "\uC0AC" - "\u2581\uC5EC" - "\u2581\uC9C0\uB09C" - "\uC131" - "\uB978" - "\u2581\uB450" - "\u2581\uC774\uC2ED" - "\uB2F9" - "\u2581\uAC70" - "\u2581\uB41C" - "\u2581\uC11C" - "\u2581\uC544" - "\uB358" - "\uC804" - "\u2581\uC548" - "\u2581\uD37C\uC13C\uD2B8" - "\u2581\uC774\uB2E4" - "\u2581\uAC8C" - "\uACFC" - "\u2581\uC7A5" - "\uC2DC" - "\u2581\uBAA8" - "\u2581\uBC15" - "\u2581\uAE40" - "\u2581\uB9D0" - "\u2581\uC870" - "\u2581\uC720" - "\u2581\uAE30" - "\u2581\uC8FC" - "\uC640" - "\u2581\uC790" - "\u2581\uC911" - "\u2581\uBD80" - "\uC5B4" - "\u2581\uCC9C" - "\uAD6C" - "\u2581\uD558\uAE30" - "\uC8FC" - "\u2581\uADF8\uB7EC" - "\u2581\uC6B0\uB9AC" - "\u2581\uC788\uC2B5\uB2C8\uB2E4" - "\u2581\uB2F9" - "\uC2A4" - "\u2581\uB4E4\uC774" - "\uC815" - "\u2581\uC5D0\uAC8C" - "\uC2B5\uB2C8\uB2E4" - "\uBC31" - "\uC77C" - "\u2581\uC815" - "\u2581\uB300\uD55C" - "\u2581\uAC1C" - "\uB3D9" - "\u2581\uBB38\uC81C" - "\u2581\uB410\uB2E4" - "\u2581\uC138" - "\u2581\uC0AC\uB78C" - "\uD654" - "\uC81C" - "\uAD6D" - "\uC6D0" - "\uC548" - "\u2581\uB54C\uBB38" - "\u2581\uCD5C" - "\u2581\uB418" - "\uCE58" - "\u2581\uC6D0" - "\u2581\uBC18" - "\uC0C1" - "\u2581\uBC1B" - "\u2581\uB610" - "\u2581\uB3D9" - "\u2581\uB300\uD45C" - "\u2581\uBE44" - "\u2581\uBB34" - "\u2581\uBBF8" - "\uCA5C" - "\u2581\uC704\uD574" - "\u2581\uC81C" - "\u2581\uC5B4" - "\u2581\uC5C6\uB2E4" - "\uAD8C" - "\u2581\uC5F4" - "\u2581\uBA74" - "\uC6B4" - "\u2581\uD558\uAC8C" - "\u2581\uBA85" - "\u2581\uD588" - "\u2581\uAC83\uC774" - "\u2581\uC788" - "\u2581\uCCAD" - "\uC18C" - "\uBA85" - "\u2581\uC5F0" - "\uB7F0" - "\uB0A0" - "\uAD00" - "\u2581\uACBD\uCC30" - "\u2581\uC785\uB2C8" - "\uAC04" - "\u2581\uBCF4" - "\u2581\uC704" - "\u2581\uB9C8" - "\u2581\uC54A" - "\uB85D" - "\u2581\uC801\uC73C\uB85C" - "\uC57C" - "\uC5EC" - "\uB824" - "\uBE44" - "\u2581\uB41C\uB2E4" - "\u2581\uC800" - "\u2581\uC815\uBD80" - "\u2581\uB9D0\uD588\uB2E4" - "\uBCF4" - "\uB2C8\uB2E4" - "\u2581\uB300\uD574" - "\u2581\uC55E" - "\uD569\uB2C8\uB2E4" - "\u2581\uC2B5\uB2C8\uB2E4" - "\u2581\uD588\uC2B5\uB2C8\uB2E4" - "\u2581\uAC19\uC740" - "\u2581\uC0AC\uB78C\uB4E4" - "\uC544" - "\u2581\uC2E0" - "\u2581\uC120" - "\uC528" - "\uBC88" - "\uB450" - "\uD638" - "\uC2E4" - "\uC0B0" - "\u2581\uBCF4\uB2E4" - "\u2581\uACBD\uC6B0" - "\u2581\uC0AC\uC2E4" - "\u2581\uB420" - "\u2581\uC18C" - "\uB9C8" - "\u2581\uC608" - "\u2581\uBD84" - "\u2581\uC790\uC2E0" - "\u2581\uC0C1" - "\u2581\uACF5" - "\u2581\uC11C\uC6B8" - "\uBB38" - "\u2581\uC131" - "\u2581\uC758\uC6D0" - "\uC5D0\uAC8C" - "\u2581\uC911\uAD6D" - "\uC0BC\uC2ED" - "\u2581\uB2EC" - "\u2581\uD55C\uAD6D" - "\uD588\uB2E4" - "\u2581\uBA74\uC11C" - "\uC694" - "\uADFC" - "\u2581\uCC28" - "\u2581\uAD00" - "\uC6B0" - "\u2581\uD558\uBA74" - "\u2581\uAC74" - "\uB7FC" - "\u2581\uBC14" - "\u2581\uBBF8\uAD6D" - "\u2581\uC9C4" - "\uD2B8" - "\u2581\uBB38" - "\u2581\uC0AC\uAC74" - "\u2581\uC810" - "\uB4E0" - "\uB77C" - "\u2581\uD568\uAED8" - "\u2581\uC2E4" - "\u2581\uD2B9" - "\u2581\uBC30" - "\uD558" - "\uBBF8" - "\uBB34" - "\uC911" - "\u2581\uAC83\uC774\uB2E4" - "\u2581\uB9CE\uC740" - "\uC138" - "\u2581\uC54C" - "\u2581\uB2E8" - "\u2581\uC6B0" - "\u2581\uC9C0\uAE08" - "\u2581\uBB3C" - "\u2581\uD6C4" - "\u2581\uB9CC\uC6D0" - "\uD68C" - "\u2581\uC774\uB098" - "\uC720" - "\u2581\uBA70" - "\uB0B4" - "\u2581\uCD94" - "\uB2E8" - "\u2581\uB178" - "\uC9C1" - "\u2581\uBD81\uD55C" - "\u2581\uC694" - "\u2581\uBC88" - "\uC6A9" - "\uB77C\uB294" - "\u2581\uC0C1\uD669" - "\uB4DC" - "\u2581\uB9CE" - "\u2581\uC7AC" - "\uC810" - "\uC2DD" - "\uC885" - "\u2581\uC9D1" - "\uBB3C" - "\u2581\uD558\uBA74\uC11C" - "\u2581\uC774\uD6C4" - "\u2581\uC815\uB3C4" - "\uB780" - "\u2581\uBC1D\uD614" - "\u2581\uB9E4" - "\u2581\uAD00\uB828" - "\uC5C8\uC2B5\uB2C8\uB2E4" - "\uD589" - "\u2581\uCE21" - "\u2581\uC788\uC5B4" - "\uC9C8" - "\uC704" - "\u2581\uC774\uC0C1" - "\u2581\uBD88" - "\u2581\uC0DD\uAC01" - "\u2581\uC77C\uBCF8" - "\uACC4" - "\uBBFC" - "\uC2E0" - "\u2581\uAC15" - "\u2581\uB0A8" - "\u2581\uC774\uC5C8\uB2E4" - "\uAC70" - "\u2581\uC0B4" - "\uB825" - "\u2581\uB370" - "\uC7AC" - "\u2581\uAC78" - "\u2581\uCD1D" - "\u2581\uC57C" - "\u2581\uB3FC" - "\u2581\uC5C6\uB294" - "\u2581\uC2DC\uAC04" - "\uD30C" - "\uC18D" - "\uB09C" - "\uACBD" - "\u2581\uB2E4\uC12F" - "\u2581\uAC10" - "\u2581\uB4E4\uC5B4" - "\uB974" - "\u2581\uC785" - "\u2581\uBC1C" - "\u2581\uCC98" - "\u2581\uC138\uACC4" - "\uAC10" - "\u2581\uB418\uB294" - "\u2581\uC904" - "\u2581\uC218\uC0AC" - "\u2581\uCD9C" - "\uB2C8" - "\u2581\uAD6D\uBBFC" - "\uC11D" - "\u2581\uB2F9\uC2DC" - "\u2581\uC784" - "\u2581\uC601" - "\uBBF8\uD130" - "\uC870" - "\uAE08" - "\u2581\uD574\uC57C" - "\u2581\uC798" - "\u2581\uC544\uC774" - "\u2581\uB77C" - "\u2581\uADF8\uB7F0\uB370" - "\uC784" - "\uD560" - "\u2581\uAC83\uC774\uB77C" - "\uBC29" - "\u2581\uD544\uC694" - "\uB41C" - "\u2581\uBC29" - "\uC2EC" - "\uD61C" - "\u2581\uAC80\uCC30" - "\u2581\uC9C0\uC5ED" - "\uBC95" - "\u2581\uC2DC\uC791" - "\u2581\uD1B5\uD574" - "\uCCB4" - "\u2581\uC124\uBA85" - "\uBC14" - "\u2581\uAC01" - "\uAD70" - "\u2581\uC5B4\uB5A4" - "\u2581\uAC04" - "\uCC28" - "\u2581\uD558\uB2E4" - "\uC624" - "\u2581\uD788" - "\u2581\uB124" - "\uC800" - "\uB9B0" - "\u2581\uADF8\uB9AC" - "\uACF1" - "\uAC01" - "\u2581\uACB0\uACFC" - "\uB860" - "\u2581\uCC44" - "\uBCF5" - "\u2581\uC5B4\uB5BB" - "\u2581\uC544\uB2C8\uB77C" - "\uCCAD" - "\u2581\uC774\uB807" - "\u2581\uC0AC\uC6A9" - "\uB2EC" - "\u2581\uC190" - "\u2581\uB410" - "\u2581\uC2EC" - "\u2581\uAC00\uB2A5\uC131" - "\u2581\uC0BC\uC131" - "\uB370" - "\u2581\uB4A4" - "\u2581\uADF8\uB798" - "\u2581\uC77C\uBD80" - "\u2581\uB3C8" - "\u2581\uC591" - "\u2581\uB208" - "\u2581\uB530\uB974" - "\u2581\uACB0\uC815" - "\uC99D" - "\u2581\uACF3" - "\u2581\uBC15\uADFC" - "\u2581\uB300\uBD80\uBD84" - "\uBAA8" - "\u2581\uB118" - "\u2581\uAC19" - "\u2581\uB530\uB77C" - "\uD754" - "\uBC1C" - "\u2581\uC2DD" - "\u2581\uC5EC\uC131" - "\u2581\uACB0" - "\u2581\uC0C8\uB204\uB9AC" - "\u2581\uCC98\uC74C" - "\u2581\uC57D" - "\u2581\uC2A4" - "\u2581\uC774\uC5B4" - "\u2581\uB9DE" - "\u2581\uADF8\uB807" - "\u2581\uACBD" - "\uACF5" - "\u2581\uC870\uC0AC" - "\uB7EC" - "\u2581\uB192" - "\uB8CC" - "\uBCD1" - "\u2581\uC544\uB2C8" - "\u2581\uC4F0" - "\u2581\uB2E4\uC74C" - "\u2581\uADF8\uB7F0" - "\uC785" - "\u2581\uC600" - "\u2581\uC2DC\uC7A5" - "\u2581\uC54A\uC740" - "\u2581\uB9D0\uC500" - "\u2581\uD070" - "\u2581\uAD00\uACC4\uC790" - "\uB7C9" - "\u2581\uC774\uC720" - "\u2581\uD574\uC11C" - "\uD06C" - "\u2581\uC785\uC7A5" - "\u2581\uC885" - "\u2581\uC624\uD6C4" - "\uD558\uB294" - "\u2581\uC8FC\uC7A5" - "\uC84C" - "\u2581\uB358" - "\uD53C" - "\uD568" - "\u2581\uC5ED" - "\uC601" - "\u2581\uD655\uC778" - "\u2581\uC21C" - "\uAD50" - "\uC0DD" - "\u2581\uC774\uC6A9" - "\uC9F8" - "\uB144" - "\uC0C9" - "\u2581\uBCF4\uACE0" - "\u2581\uBAA9" - "\u2581\uC815\uCE58" - "\u2581\uD604\uC7AC" - "\u2581\uD558\uB098" - "\uB418" - "\u2581\uAD50" - "\uC74C" - "\u2581\uC774\uB77C\uB294" - "\u2581\uC791" - "\u2581\uACFC\uC815" - "\uC5C5" - "\u2581\uB2E4\uC2DC" - "\uD310" - "\u2581\uD6C4\uBCF4" - "\u2581\uC54A\uC558\uB2E4" - "\uD615" - "\uC6CC" - "\uAC1C" - "\u2581\uC2E4\uC81C" - "\uD0C0" - "\uD504" - "\uCC98" - "\uC9D1" - "\u2581\uAD6D\uD68C" - "\uBAA9" - "\uB77D" - "\uBC0F" - "\u2581\uC5EC\uB7EC" - "\u2581\uACC4\uC18D" - "\u2581\uC0AC\uD68C" - "\u2581\uD3EC" - "\u2581\uBA85\uC774" - "\u2581\uD06C" - "\u2581\uC9C0\uC6D0" - "\u2581\uC694\uAD6C" - "\u2581\uC62C\uD574" - "\uCD9C" - "\u2581\uC218\uB3C4" - "\u2581\uAD6D\uB0B4" - "\uB9B4" - "\u2581\uC598\uAE30" - "\u2581\uBABB" - "\u2581\uCE68" - "\uC5ED" - "\u2581\uD558\uB8E8" - "\u2581\uCD08" - "\u2581\uB9CC\uD07C" - "\u2581\uBAA8\uC2B5" - "\u2581\uBCF4\uBA74" - "\u2581\uD558\uB290\uB2D8" - "\u2581\uB9AC" - "\uBBFC\uC8FC" - "\uBC15" - "\u2581\uAE09" - "\uCCA0" - "\u2581\uCE58\uB8CC" - "\u2581\uC0AC\uACE0" - "\u2581\uC0DD\uD65C" - "\u2581\uBA39" - "\uAE09" - "\u2581\uB530" - "\u2581\uACBD\uC81C" - "\uD1B5" - "\u2581\uBC95" - "\u2581\uC5B5\uC6D0" - "\u2581\uB54C\uBB38\uC774" - "\u2581\uC788\uC5C8" - "\u2581\uBC1C\uC0DD" - "\uC808" - "\u2581\uD5A5" - "\u2581\uAD50\uC721" - "\uC84C\uB2E4" - "\u2581\uC788\uC744" - "\uC838" - "\u2581\uC774\uB77C" - "\u2581\uB9C9" - "\u2581\uD558\uACA0\uB2E4" - "\u2581\uAE38" - "\u2581\uD669" - "\u2581\uB418\uC9C0" - "\uB798" - "\u2581\uBFD0" - "\uC561" - "\u2581\uC5EC\uC12F" - "\uB514" - "\u2581\uD558\uC600" - "\u2581\uB294\uB370" - "\uB808" - "\u2581\uB0B4\uC6A9" - "\u2581\uBCF4\uB3C4" - "\u2581\uD3B8" - "\u2581\uD53C" - "\uD559" - "\uB958" - "\uACA9" - "\u2581\uD45C" - "\uD3EC" - "\uB2C8\uAE4C" - "\u2581\uD30C" - "\u2581\uC54A\uB2E4" - "\u2581\uD655" - "\u2581\uC788\uC5C8\uB2E4" - "\u2581\uBCF8" - "\u2581\uC560" - "\u2581\uB300\uD559" - "\uC8E0" - "\uB300\uB85C" - "\u2581\uBA87" - "\uBC84" - "\u2581\uC9C0\uC801" - "\u2581\uCE58" - "\u2581\uBA85\uC758" - "\u2581\uC5F0\uAD6C" - "\u2581\uAD6D\uC815" - "\u2581\uC880" - "\uAED8" - "\u2581\uD798" - "\u2581\uB9C8\uC74C" - "\u2581\uC5B5" - "\u2581\uC0C1\uD0DC" - "\uD3B8" - "\uB8E8" - "\u2581\uC0B0" - "\u2581\uC54C\uB824" - "\u2581\uD638" - "\uD658" - "\uCE5C" - "\u2581\uC54A\uC558" - "\uC124" - "\uC5C8" - "\uD1A0" - "\u2581\uD559\uAD50" - "\uB0A8" - "\u2581\uC0AC\uC9C4" - "\uD600" - "\uC5F0" - "\uC591" - "\uC558" - "\u2581\uC9C1\uC811" - "\u2581\uD1B5" - "\u2581\uC774\uB984" - "\u2581\uAD70" - "\u2581\uD3C9\uAC00" - "\uB300\uD45C" - "\u2581\uC5B8\uB860" - "\u2581\uC2B9" - "\u2581\uD0C8" - "\u2581\uB3CC" - "\u2581\uBCD1\uC6D0" - "\u2581\uBC1C\uD45C" - "\uC81C\uAC00" - "\u2581\uCD5C\uB300" - "\u2581\uC54A\uB294\uB2E4" - "\u2581\uC788\uC9C0" - "\uAE4C" - "\uD48D" - "\u2581\uC600\uB2E4" - "\u2581\uBA3C" - "\uACB0" - "\u2581\uAE30\uB85D" - "\u2581\uD0C0" - "\uCE21" - "\u2581\uCCAB" - "\uC5B8" - "\u2581\uD654" - "\uB9AC\uC544" - "\u2581\uC54C\uB824\uC84C\uB2E4" - "\uAE34" - "\u2581\uAC16" - "\u2581\uACBD\uAE30" - "\u2581\uC9C1" - "\u2581\uC544\uB2CC" - "\u2581\uACA0\uB2E4" - "\u2581\uC544\uC9C1" - "\u2581\uAD50\uC218" - "\u2581\uBD80\uBD84" - "\u2581\uC774\uB7EC" - "\uAC15" - "\u2581\uC9C4\uD589" - "\u2581\uD610\uC758" - "\uAE38" - "\u2581\uC0C8\uB85C" - "\uC608" - "\u2581\uBC1C\uACAC" - "\u2581\uD68C\uC0AC" - "\u2581\uC0AC\uC5C5" - "\u2581\uD53C\uD574\uC790" - "\uBC18" - "\u2581\uD65C\uB3D9" - "\u2581\uC5C6\uC774" - "\u2581\uC5C6" - "\u2581\uC870\uC9C1" - "\u2581\uB429\uB2C8" - "\u2581\uC790\uAE30" - "\u2581\uD569" - "\u2581\uC758\uD639" - "\u2581\uC88B" - "\uC6B8" - "\uB35F" - "\u2581\uC124" - "\u2581\uBABB\uD558" - "\u2581\uC801\uC6A9" - "\u2581\uBAB0" - "\uC0B4" - "\u2581\uBCC4" - "\u2581\uAD8C" - "\u2581\uADC0" - "\u2581\uC774\uC57C\uAE30" - "\u2581\uD588\uB294\uB370" - "\u2581\uAC00\uC6B4\uB370" - "\u2581\uD2B9\uBCC4" - "\u2581\uB0A0" - "\u2581\uC900\uBE44" - "\uB3CC" - "\uD1F4" - "\u2581\uCC45\uC784" - "\uC874" - "\u2581\uC27D" - "\u2581\uD2B8" - "\u2581\uBD81" - "\u2581\uACF5\uAC1C" - "\u2581\uAC80" - "\uC131\uC11C" - "\uC2B9" - "\uC2A8" - "\uAC08" - "\uD649" - "\u2581\uBE44\uD310" - "\u2581\uBCF4\uC778\uB2E4" - "\u2581\uB418\uBA74" - "\uC5C8\uB2E4" - "\u2581\uD64D" - "\u2581\uD53C\uD574" - "\uCD94" - "\uAC1D" - "\u2581\uC6A9" - "\u2581\uB300\uC120" - "\u2581\uD310\uB9E4" - "\u2581\uAE30\uC0AC" - "\u2581\uB9CC\uB4E4\uC5B4" - "\u2581\uCF54" - "\uCCD0" - "\u2581\uC5EC\uD638\uC640" - "\u2581\uC0AC\uD0DC" - "\uB294\uB370" - "\u2581\uC628" - "\u2581\uD3C9\uADE0" - "\u2581\uC99D\uAC00" - "\u2581\uC758\uACAC" - "\u2581\uAC08" - "\u2581\uC18D" - "\u2581\uC9C0\uB098" - "\uC21C" - "\u2581\uD558\uAC70" - "\u2581\uB4DC\uB7EC" - "\u2581\uC5EC\uAE30" - "\u2581\uC7AC\uD310" - "\uD2F0" - "\u2581\uC99D\uC778" - "\u2581\uC62C" - "\u2581\uC0B0\uC5C5" - "\u2581\uB3C4\uC6C0" - "\uC18C\uB9AC" - "\u2581\uD558\uB824" - "\u2581\uC7A1" - "\u2581\uB2F4" - "\uB9C9" - "\uB840" - "\u2581\uB3C5" - "\uCD95" - "\u2581\uC5B4\uB824" - "\u2581\uC790\uB9AC" - "\u2581\uD68C\uC7A5" - "\uD604" - "\u2581\uD3EC\uD568" - "\u2581\uC6D0\uC778" - "\u2581\uD588\uC9C0" - "\u2581\uBCF5" - "\u2581\uB300\uC0C1" - "\uCE35" - "\u2581\uC81C\uB3C4" - "\u2581\uBCD1" - "\u2581\uAE30\uC900" - "\u2581\uC81C\uAE30" - "\u2581\uBD80\uC871" - "\uC57D" - "\u2581\uB204" - "\uC5F4" - "\uD0A4" - "\u2581\uC9C8" - "\u2581\uC804\uCCB4" - "\u2581\uD558\uC790" - "\u2581\uAC1C\uC778" - "\u2581\uB298" - "\uC2DC\uC7A5" - "\u2581\uAC00\uACA9" - "\u2581\uB2EC\uB77C" - "\u2581\uBC18\uB300" - "\u2581\uBBFF" - "\u2581\uAD6D" - "\u2581\uC678" - "\u2581\uCC45" - "\u2581\uB17C\uB780" - "\uBC1B" - "\uC9DC" - "\u2581\uC644" - "\uCD08" - "\u2581\uD22C\uC790" - "\uD76C" - "\u2581\uC774\uD574" - "\u2581\uC0C8" - "\u2581\uCC38\uC5EC" - "\u2581\uAC15\uB0A8" - "\u2581\uC624\uB298" - "\u2581\uC544\uB9C8" - "\u2581\uC5C5\uBB34" - "\u2581\uC2A4\uBB3C" - "\uB0B8" - "\u2581\uC601\uD5A5" - "\uB178" - "\u2581\uB098\uB77C" - "\u2581\uCDE8" - "\uB9DD" - "\u2581\uB9CC\uB4E4" - "\uB9E4" - "\u2581\uC815\uC2E0" - "\uB9BC" - "\u2581\uCC28\uB840" - "\u2581\uC5D4" - "\u2581\uC804\uAD6D" - "\u2581\uD574\uB2F9" - "\u2581\uBC29\uBC95" - "\u2581\uC798\uBABB" - "\uD0DC" - "\u2581\uAC00\uAE4C" - "\u2581\uBD84\uBA85" - "\u2581\uBD88\uBC95" - "\u2581\uBC1B\uC558\uB2E4" - "\uACAC" - "\uD78C" - "\u2581\uACC4" - "\uD558\uACE0" - "\u2581\uC751" - "\u2581\uCD9C\uC2E0" - "\u2581\uB5A0" - "\u2581\uC54A\uB294" - "\u2581\uB0B4\uB824" - "\u2581\uB3C4\uC2DC" - "\uC544\uB0B4" - "\uC774\uB2E4" - "\u2581\uC88C" - "\uB791" - "\uBD84" - "\uCE68" - "\u2581\uB418\uAE30" - "\u2581\uC788\uC73C" - "\u2581\uAD6C\uC18D" - "\u2581\uC655" - "\uC871" - "\u2581\uC6B4\uC601" - "\u2581\uC544\uBB34" - "\uAC74" - "\uBA38\uB2C8" - "\u2581\uC870\uAE08" - "\uC791" - "\uAE30\uC5C5" - "\u2581\uBB38\uD654" - "\u2581\uB2F9\uAD6D" - "\uBD81" - "\u2581\uC77C\uBC18" - "\uC529" - "\uD569" - "\u2581\uD3ED" - "\u2581\uACB0\uD63C" - "\u2581\uCE5C\uAD6C" - "\u2581\uC758\uB8CC" - "\u2581\uB2EC\uB7EC" - "\u2581\uC18C\uB9AC" - "\u2581\uB0A8\uC131" - "\u2581\uCCAD\uC18C\uB144" - "\u2581\uC81C\uD488" - "\u2581\uAE08" - "\u2581\uAE30\uC5C5" - "\uC73C" - "\uBA38" - "\u2581\uB824" - "\u2581\uAC74\uAC15" - "\uBC94" - "\u2581\uC815\uBCF4" - "\u2581\uC5C6\uC5B4" - "\uC900" - "\u2581\uC774\uAE30" - "\u2581\uC790\uB140" - "\uB9D0" - "\u2581\uC8FC\uC758" - "\uC600\uB2E4" - "\u2581\uB0B4\uBD80" - "\u2581\uD558\uB294\uB370" - "\u2581\uB2A5\uB825" - "\u2581\uC0C1\uB2F9" - "\u2581\uAC71\uC815" - "\u2581\uBC1B\uC544" - "\u2581\uD0DC" - "\u2581\uCC2C" - "\u2581\uBC8C" - "\uC190" - "\u2581\uB05D" - "\u2581\uCC28\uB7C9" - "\u2581\uACC4\uD68D" - "\u2581\uBCC0\uD638\uC0AC" - "\u2581\uD638\uB0A8" - "\u2581\uC5BB" - "\u2581\uBC29\uC1A1" - "\uD0C4" - "\u2581\uC554" - "\u2581\uC790\uB8CC" - "\u2581\uC9C1\uC6D0" - "\uACA8" - "\u2581\uD30C\uC545" - "\u2581\uC0AC\uC774\uC5D0" - "\uB4E4\uC774" - "\u2581\uB193" - "\u2581\uAD00\uC2EC" - "\u2581\uD639" - "\u2581\uBD80\uC0B0" - "\u2581</code></pre>