update README.md

.gitignore

@@ -0,0 +1,86 @@
+.idea
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+*.py
+
+best_dev-*.data-*-of-*
+best_dev-*.index
+best_dev-*.meta
+train-*.data-*-of-*
+train-*.index
+train-*.meta

README.md

@@ -4,10 +4,102 @@ language:
 - ru
 ---
 
+### [coqui-ai](https://github.com/coqui-ai/STT)
 
+### Models
+- v51
+  - language: **uk**
+  - Epoch: **9**
+  - Loss: **5.813825**
+  - Test: **WER: 0.163878, CER: 0.033506, loss: 4.564916**
+- v50
+  - language: **uk-RU**
+  - Epoch: **9**
+  - Loss: **8.292612**
+- v49
+  - language: **uk-RU**
+  - Epoch: **8**
+  - Loss: **30.810781**
+  - Test: **WER: 0.400063, CER: 0.189420, loss: 53.694748**
+- v48
+  - language: **uk**
+  - Epoch: **25**
+  - Loss: **26.365822**
+  - Test: **WER: 0.239203, CER: 0.123846, loss: 32.882496**
+
+
+### Використання:
 ```shell
-apt-get install libopusfile0 libopus-dev libopusfile-dev
+docker run --gpus all --ulimit memlock=-1 --ulimit stack=67108864 --shm-size=18gb -it --rm -v ${PWD}/ds:/ds -v ${PWD}/../../datasets:/datasets ghcr.io/coqui-ai/stt-train:latest
+```
+
+### Приклад тренування:
+```python
+#!/usr/bin/env python
+import os
+from coqui_stt_training.util.config import initialize_globals_from_args
+from coqui_stt_training.train import train
+from coqui_stt_training.evaluate import test
+
+# only one GPU for only one training sample
+# os.environ["CUDA_VISIBLE_DEVICES"] = "0"
+# os.environ["TF_ENABLE_DEPRECATION_WARNINGS"] = "1"
+
+# TF_ENABLE_DEPRECATION_WARNINGS=1 python /ds/train_uk.py
+# CUDA_VISIBLE_DEVICES=0 python /ds/train_uk.py
+
+initialize_globals_from_args(
+    # drop_source_layers=1,
+    # load_train='last',
+    use_allow_growth=True,
+    bytes_output_mode=True,
+    force_initialize_learning_rate=False,
+
+    # load_train="auto",
+    # load_evaluate="auto",
+    #
+    load_cudnn=False,
+    train_cudnn=True,
+    n_hidden=1024,
+    epochs=5,
+    learning_rate=0.01,
+    dropout_rate=0.5,
+
+    # shuffle_batches=True,
+
+    show_progressbar=True,
+    early_stop=False,
+
+    # alphabet_config_path="/ds/alphabet.txt",
+    train_files=['/ds/train_uk.sdb'],
+    train_batch_size=32,
+    dev_files=['/ds/dev_uk.sdb'],
+    dev_batch_size=32,
+    test_files=['/ds/test_uk.sdb'],
+    test_batch_size=12,
+
+    feature_cache='/ds/tmp/feature_cache_sdb',
+
+    checkpoint_dir='/ds/ckpt_sdb',
+    # load_checkpoint_dir='/ds/coqui-stt-1.4.0-checkpoint',
+    # save_checkpoint_dir='/ds/ckpt_sdb',
+
+    scorer_path='',
+
+    export_dir='/ds/export_train_sdb',
+    export_tflite=False,
+    export_language='Ukraine (uk-UA)',
+    export_author_id="Vadim",
+    export_model_name="ds_uk",
+    export_model_version="0.0.1",
+    # audio_sample_rate=16000,
+    # max_to_keep=5,
+    # plateau_epochs=3,
+    # checkpoint_secs=1200,
+    # use_allow_growth=True,
+)
+
+train()
 
-pip install -U pip
-pip install coqui_stt_training
+test()
 ```