From 9cbeb5c624d01bc6aa148d2e2d1681ca571133b5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Marcin=20W=C4=85troba?= <markowanga@gmail.com>
Date: Fri, 23 Dec 2022 10:37:35 +0100
Subject: [PATCH] Add pipeline for whisper_tiny

---
 AUTHORS.rst                                   |   13 -
 CONTRIBUTING.rst                              |  128 -
 HISTORY.rst                                   |    8 -
 MANIFEST.in                                   |   11 -
 Makefile                                      |   86 -
 dvc.lock                                      | 4414 ++++++-----
 dvc.yaml                                      |   70 +-
 experiment/experiment_dependency_provider.py  |    3 +-
 .../hf_dataset_helper/hf_record_provider.py   |    6 +-
 experiment/pipeline_process_asr_missing.py    |   36 +-
 .../pipeline/pl_common_voice/.gitignore       |   15 +
 .../pipeline/pl_google_fleurs/.gitignore      |   15 +
 experiment_data/pipeline/pl_luna/.gitignore   |   15 +
 .../pipeline/pl_minds14/.gitignore            |   17 +
 .../pipeline/pl_voicelab_cbiz/.gitignore      |    1 +
 old_dvc.yaml                                  |  533 --
 poetry.lock                                   | 6557 ++++++++++-------
 pyproject.toml                                |   97 +-
 18 files changed, 6510 insertions(+), 5515 deletions(-)
 delete mode 100644 AUTHORS.rst
 delete mode 100644 CONTRIBUTING.rst
 delete mode 100644 HISTORY.rst
 delete mode 100644 MANIFEST.in
 delete mode 100644 Makefile
 delete mode 100644 old_dvc.yaml

diff --git a/AUTHORS.rst b/AUTHORS.rst
deleted file mode 100644
index dc387f8..0000000
--- a/AUTHORS.rst
+++ /dev/null
@@ -1,13 +0,0 @@
-=======
-Credits
-=======
-
-Development Lead
-----------------
-
-* Piotr Szymański <niedakh@gmail.com>
-
-Contributors
-------------
-
-None yet. Why not be the first?
diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.rst
deleted file mode 100644
index 75058c1..0000000
--- a/CONTRIBUTING.rst
+++ /dev/null
@@ -1,128 +0,0 @@
-.. highlight:: shell
-
-============
-Contributing
-============
-
-Contributions are welcome, and they are greatly appreciated! Every little bit
-helps, and credit will always be given.
-
-You can contribute in many ways:
-
-Types of Contributions
-----------------------
-
-Report Bugs
-~~~~~~~~~~~
-
-Report bugs at https://github.com/niedakh/sziszapangma/issues.
-
-If you are reporting a bug, please include:
-
-* Your operating system name and version.
-* Any details about your local setup that might be helpful in troubleshooting.
-* Detailed steps to reproduce the bug.
-
-Fix Bugs
-~~~~~~~~
-
-Look through the GitHub issues for bugs. Anything tagged with "bug" and "help
-wanted" is open to whoever wants to implement it.
-
-Implement Features
-~~~~~~~~~~~~~~~~~~
-
-Look through the GitHub issues for features. Anything tagged with "enhancement"
-and "help wanted" is open to whoever wants to implement it.
-
-Write Documentation
-~~~~~~~~~~~~~~~~~~~
-
-sziszapangma could always use more documentation, whether as part of the
-official sziszapangma docs, in docstrings, or even on the web in blog posts,
-articles, and such.
-
-Submit Feedback
-~~~~~~~~~~~~~~~
-
-The best way to send feedback is to file an issue at https://github.com/niedakh/sziszapangma/issues.
-
-If you are proposing a feature:
-
-* Explain in detail how it would work.
-* Keep the scope as narrow as possible, to make it easier to implement.
-* Remember that this is a volunteer-driven project, and that contributions
-  are welcome :)
-
-Get Started!
-------------
-
-Ready to contribute? Here's how to set up `sziszapangma` for local development.
-
-1. Fork the `sziszapangma` repo on GitHub.
-2. Clone your fork locally::
-
-    $ git clone git@github.com:your_name_here/sziszapangma.git
-
-3. Install your local copy into a virtualenv. Assuming you have virtualenvwrapper installed, this is how you set up your fork for local development::
-
-    $ mkvirtualenv sziszapangma
-    $ cd sziszapangma/
-    $ python setup.py develop
-
-4. Create a branch for local development::
-
-    $ git checkout -b name-of-your-bugfix-or-feature
-
-   Now you can make your changes locally.
-
-5. When you're done making changes, check that your changes pass flake8 and the
-   tests, including testing other Python versions with tox::
-
-    $ flake8 sziszapangma tests
-    $ python setup.py test or pytest
-    $ tox
-
-   To get flake8 and tox, just pip install them into your virtualenv.
-
-6. Commit your changes and push your branch to GitHub::
-
-    $ git add .
-    $ git commit -m "Your detailed description of your changes."
-    $ git push origin name-of-your-bugfix-or-feature
-
-7. Submit a pull request through the GitHub website.
-
-Pull Request Guidelines
------------------------
-
-Before you submit a pull request, check that it meets these guidelines:
-
-1. The pull request should include tests.
-2. If the pull request adds functionality, the docs should be updated. Put
-   your new functionality into a function with a docstring, and add the
-   feature to the list in README.rst.
-3. The pull request should work for Python 3.5, 3.6, 3.7 and 3.8, and for PyPy. Check
-   https://travis-ci.com/niedakh/sziszapangma/pull_requests
-   and make sure that the tests pass for all supported Python versions.
-
-Tips
-----
-
-To run a subset of tests::
-
-$ pytest tests.test_sziszapangma
-
-
-Deploying
----------
-
-A reminder for the maintainers on how to deploy.
-Make sure all your changes are committed (including an entry in HISTORY.rst).
-Then run::
-
-$ bump2version patch # possible: major / minor / patch
-$ git push
-$ git push --tags
-
-Travis will then deploy to PyPI if tests pass.
diff --git a/HISTORY.rst b/HISTORY.rst
deleted file mode 100644
index 0da9879..0000000
--- a/HISTORY.rst
+++ /dev/null
@@ -1,8 +0,0 @@
-=======
-History
-=======
-
-0.1.0 (2021-03-08)
-------------------
-
-* First release on PyPI.
diff --git a/MANIFEST.in b/MANIFEST.in
deleted file mode 100644
index 965b2dd..0000000
--- a/MANIFEST.in
+++ /dev/null
@@ -1,11 +0,0 @@
-include AUTHORS.rst
-include CONTRIBUTING.rst
-include HISTORY.rst
-include LICENSE
-include README.rst
-
-recursive-include tests *
-recursive-exclude * __pycache__
-recursive-exclude * *.py[co]
-
-recursive-include docs *.rst conf.py Makefile make.bat *.jpg *.png *.gif
diff --git a/Makefile b/Makefile
deleted file mode 100644
index 72110b4..0000000
--- a/Makefile
+++ /dev/null
@@ -1,86 +0,0 @@
-# currently not used
-.PHONY: clean clean-test clean-pyc clean-build docs help
-.DEFAULT_GOAL := help
-
-define BROWSER_PYSCRIPT
-import os, webbrowser, sys
-
-from urllib.request import pathname2url
-
-webbrowser.open("file://" + pathname2url(os.path.abspath(sys.argv[1])))
-endef
-export BROWSER_PYSCRIPT
-
-define PRINT_HELP_PYSCRIPT
-import re, sys
-
-for line in sys.stdin:
-	match = re.match(r'^([a-zA-Z_-]+):.*?## (.*)$$', line)
-	if match:
-		target, help = match.groups()
-		print("%-20s %s" % (target, help))
-endef
-export PRINT_HELP_PYSCRIPT
-
-BROWSER := python -c "$$BROWSER_PYSCRIPT"
-
-help:
-	@python -c "$$PRINT_HELP_PYSCRIPT" < $(MAKEFILE_LIST)
-
-clean: clean-build clean-pyc clean-test ## remove all build, test, coverage and Python artifacts
-
-clean-build: ## remove build artifacts
-	rm -fr build/
-	rm -fr dist/
-	rm -fr .eggs/
-	find . -name '*.egg-info' -exec rm -fr {} +
-	find . -name '*.egg' -exec rm -f {} +
-
-clean-pyc: ## remove Python file artifacts
-	find . -name '*.pyc' -exec rm -f {} +
-	find . -name '*.pyo' -exec rm -f {} +
-	find . -name '*~' -exec rm -f {} +
-	find . -name '__pycache__' -exec rm -fr {} +
-
-clean-test: ## remove test and coverage artifacts
-	rm -fr .tox/
-	rm -f .coverage
-	rm -fr htmlcov/
-	rm -fr .pytest_cache
-
-lint: ## check style with flake8
-	flake8 sziszapangma tests
-
-test: ## run tests quickly with the default Python
-	pytest
-
-test-all: ## run tests on every Python version with tox
-	tox
-
-coverage: ## check code coverage quickly with the default Python
-	coverage run --source sziszapangma -m pytest
-	coverage report -m
-	coverage html
-	$(BROWSER) htmlcov/index.html
-
-docs: ## generate Sphinx HTML documentation, including API docs
-	rm -f docs/sziszapangma.rst
-	rm -f docs/modules.rst
-	sphinx-apidoc -o docs/ sziszapangma
-	$(MAKE) -C docs clean
-	$(MAKE) -C docs html
-	$(BROWSER) docs/_build/html/index.html
-
-servedocs: docs ## compile the docs watching for changes
-	watchmedo shell-command -p '*.rst' -c '$(MAKE) -C docs html' -R -D .
-
-release: dist ## package and upload a release
-	twine upload dist/*
-
-dist: clean ## builds source and wheel package
-	python setup.py sdist
-	python setup.py bdist_wheel
-	ls -l dist
-
-install: clean ## install the package to the active Python's site-packages
-	python setup.py install
diff --git a/dvc.lock b/dvc.lock
index b58cc07..601d374 100644
--- a/dvc.lock
+++ b/dvc.lock
@@ -627,25 +627,25 @@ stages:
       size: 975209
       nfiles: 758
   pipeline_asr_result@7:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_google_fleurs
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_voicelab_cbiz
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_google_fleurs/pl_google_fleurs__google
-      md5: c740521abae49feebfaf20c2384c8de5.dir
-      size: 350126
-      nfiles: 758
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
+    - path: experiment_data/cached_asr/pl_voicelab_cbiz/pl_voicelab_cbiz__techmo
+      md5: 6c3b356723d562c978f84e733b91f5d0.dir
+      size: 17539259
+      nfiles: 800
+    - path: experiment_data/dataset/pl_voicelab_cbiz
+      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
+      size: 4803739404
+      nfiles: 1600
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/google__result
-      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
-      size: 1377134
-      nfiles: 758
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
+      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
+      size: 39158267
+      nfiles: 800
   pipeline_asr_result@3:
     cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_common_voice
       --asr=ajn
@@ -667,65 +667,65 @@ stages:
       size: 6667841
       nfiles: 8155
   pipeline_asr_result@17:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_minds14
-      --asr=techmo
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_luna
+      --asr=wav2vec2
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_minds14/pl_minds14__techmo
-      md5: 5fd62d52b1a39db98d86ff0a11dcfd52.dir
-      size: 612777
-      nfiles: 562
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
+    - path: experiment_data/cached_asr/pl_luna/pl_luna__wav2vec2
+      md5: 0555f6346ef6332d27fc0979e8ac16f7.dir
+      size: 16356269
+      nfiles: 456
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
     outs:
-    - path: experiment_data/pipeline/pl_minds14/techmo__result
-      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
-      size: 1336305
-      nfiles: 562
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
+      md5: 9c63b061ac7763144bca121e163ee7aa.dir
+      size: 20658485
+      nfiles: 456
   pipeline_asr_result@13:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_luna
-      --asr=techmo
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_google_fleurs
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_luna/pl_luna__techmo
-      md5: 033ea7b5434dded73bf869bfdd299462.dir
-      size: 4256479
-      nfiles: 500
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
+    - path: experiment_data/cached_asr/pl_google_fleurs/pl_google_fleurs__whisper_tiny
+      md5: f7ba36aee7148e39c4dccd325ad68228.dir
+      size: 1037576
+      nfiles: 758
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_luna/techmo__result
-      md5: 0e596570e1502b38588427bc72dcc006.dir
-      size: 9697519
-      nfiles: 500
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__result
+      md5: 7220584482e69b3a9f4b43fba97e97cf.dir
+      size: 2135360
+      nfiles: 758
   pipeline_asr_result@15:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_minds14
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_luna
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_minds14/pl_minds14__google
-      md5: bb1acae0c3070424d635ae9d2c6e14f0.dir
-      size: 247940
-      nfiles: 562
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
+    - path: experiment_data/cached_asr/pl_luna/pl_luna__ajn
+      md5: 10454ef4568c2023e9d51ad418db2854.dir
+      size: 1276562
+      nfiles: 495
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
     outs:
-    - path: experiment_data/pipeline/pl_minds14/google__result
-      md5: 3f7a79298a5156fd2b023e673326e72f.dir
-      size: 985004
-      nfiles: 562
+    - path: experiment_data/pipeline/pl_luna/ajn__result
+      md5: 653d65e186a7d05958ce3cbef219038c.dir
+      size: 6159899
+      nfiles: 494
   pipeline_asr_result@2:
     cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_common_voice
       --asr=techmo
@@ -748,44 +748,44 @@ stages:
       nfiles: 8136
   pipeline_asr_result@6:
     cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_voicelab_cbiz
-      --asr=techmo
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_voicelab_cbiz/pl_voicelab_cbiz__techmo
-      md5: 6c3b356723d562c978f84e733b91f5d0.dir
-      size: 17539259
+    - path: experiment_data/cached_asr/pl_voicelab_cbiz/pl_voicelab_cbiz__ajn
+      md5: 0705aafa0969142288cc9baa88d1ed57.dir
+      size: 6896694
       nfiles: 800
     - path: experiment_data/dataset/pl_voicelab_cbiz
       md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
       size: 4803739404
       nfiles: 1600
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
-      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
-      size: 39158267
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__result
+      md5: 7de1137f44fad26766da0fc309720160.dir
+      size: 22765926
       nfiles: 800
   pipeline_asr_result@11:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_luna
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_google_fleurs
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_luna/pl_luna__google
-      md5: ac191369daf21c45c48da1bcd3e3a540.dir
-      size: 1096697
-      nfiles: 500
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
+    - path: experiment_data/cached_asr/pl_google_fleurs/pl_google_fleurs__techmo
+      md5: 876e8cff4ebd191617fcd3844e411475.dir
+      size: 859227
+      nfiles: 758
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_luna/google__result
-      md5: 8e4bf67df4dccd218d4d7c3de69688a4.dir
-      size: 5346497
-      nfiles: 500
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
+      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
+      size: 1880403
+      nfiles: 758
   pipeline_asr_result@1:
     cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_common_voice
       --asr=wav2vec2
@@ -807,164 +807,164 @@ stages:
       size: 19014997
       nfiles: 8154
   pipeline_asr_result@8:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_google_fleurs
-      --asr=ajn
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_voicelab_cbiz
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_google_fleurs/pl_google_fleurs__ajn
-      md5: 2218d65c2c73761ce8825015cf79bacd.dir
-      size: 343198
-      nfiles: 758
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
+    - path: experiment_data/cached_asr/pl_voicelab_cbiz/pl_voicelab_cbiz__whisper_tiny
+      md5: 92d2e61aed2ae428dba95fc3356a37d4.dir
+      size: 19120968
+      nfiles: 800
+    - path: experiment_data/dataset/pl_voicelab_cbiz
+      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
+      size: 4803739404
+      nfiles: 1600
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
-      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
-      size: 1413262
-      nfiles: 758
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/whisper_tiny__result
+      md5: 5d8c8339129de7a9340bb64e3fed22ff.dir
+      size: 38889432
+      nfiles: 800
   pipeline_asr_result@5:
     cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_voicelab_cbiz
-      --asr=ajn
+      --asr=google
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_voicelab_cbiz/pl_voicelab_cbiz__ajn
-      md5: 0705aafa0969142288cc9baa88d1ed57.dir
-      size: 6896694
-      nfiles: 800
+    - path: experiment_data/cached_asr/pl_voicelab_cbiz/pl_voicelab_cbiz__google
+      md5: 35a79b96887fbf705327937fdd57c0c6.dir
+      size: 5651375
+      nfiles: 799
     - path: experiment_data/dataset/pl_voicelab_cbiz
       md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
       size: 4803739404
       nfiles: 1600
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__result
-      md5: 7de1137f44fad26766da0fc309720160.dir
-      size: 22765926
-      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__result
+      md5: cb6322c8c0c6d3cf557b93bf52efd0dc.dir
+      size: 27432599
+      nfiles: 799
   pipeline_asr_result@12:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_luna
-      --asr=ajn
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_google_fleurs
+      --asr=wav2vec2
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_luna/pl_luna__ajn
-      md5: 10454ef4568c2023e9d51ad418db2854.dir
-      size: 1276562
-      nfiles: 495
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
+    - path: experiment_data/cached_asr/pl_google_fleurs/pl_google_fleurs__wav2vec2
+      md5: 9638746467b0dea972a0be101a7d5c58.dir
+      size: 4093001
+      nfiles: 758
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_luna/ajn__result
-      md5: 653d65e186a7d05958ce3cbef219038c.dir
-      size: 6159899
-      nfiles: 494
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
+      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
+      size: 5137721
+      nfiles: 758
   pipeline_asr_result@16:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_minds14
-      --asr=ajn
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_luna
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_minds14/pl_minds14__ajn
-      md5: 41b35b832b72e132575e1c8bc777682f.dir
-      size: 205731
-      nfiles: 562
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
+    - path: experiment_data/cached_asr/pl_luna/pl_luna__techmo
+      md5: 033ea7b5434dded73bf869bfdd299462.dir
+      size: 4256479
+      nfiles: 500
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
     outs:
-    - path: experiment_data/pipeline/pl_minds14/ajn__result
-      md5: 4094dd4b22895a0a4ce82793cd6a8b0f.dir
-      size: 974727
-      nfiles: 559
+    - path: experiment_data/pipeline/pl_luna/techmo__result
+      md5: 0e596570e1502b38588427bc72dcc006.dir
+      size: 9697519
+      nfiles: 500
   pipeline_asr_result@10:
     cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_google_fleurs
-      --asr=wav2vec2
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_google_fleurs/pl_google_fleurs__wav2vec2
-      md5: 9638746467b0dea972a0be101a7d5c58.dir
-      size: 4093001
+    - path: experiment_data/cached_asr/pl_google_fleurs/pl_google_fleurs__ajn
+      md5: 2218d65c2c73761ce8825015cf79bacd.dir
+      size: 343198
       nfiles: 758
     - path: experiment_data/dataset/pl_google_fleurs
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
-      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
-      size: 5137721
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
+      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
+      size: 1413262
       nfiles: 758
   pipeline_asr_result@4:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_voicelab_cbiz
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_common_voice
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_voicelab_cbiz/pl_voicelab_cbiz__google
-      md5: 35a79b96887fbf705327937fdd57c0c6.dir
-      size: 5651375
-      nfiles: 799
-    - path: experiment_data/dataset/pl_voicelab_cbiz
-      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
-      size: 4803739404
-      nfiles: 1600
+    - path: experiment_data/cached_asr/pl_common_voice/pl_common_voice__whisper_tiny
+      md5: b89a21b6106f8bd93068b0e9159c90db.dir
+      size: 5700329
+      nfiles: 8155
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__result
-      md5: cb6322c8c0c6d3cf557b93bf52efd0dc.dir
-      size: 27432599
-      nfiles: 799
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__result
+      md5: 6310f1b24332777817738abe33676505.dir
+      size: 10121705
+      nfiles: 8155
   pipeline_asr_result@14:
     cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_luna
-      --asr=wav2vec2
+      --asr=google
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_luna/pl_luna__wav2vec2
-      md5: 0555f6346ef6332d27fc0979e8ac16f7.dir
-      size: 16356269
-      nfiles: 456
+    - path: experiment_data/cached_asr/pl_luna/pl_luna__google
+      md5: ac191369daf21c45c48da1bcd3e3a540.dir
+      size: 1096697
+      nfiles: 500
     - path: experiment_data/dataset/pl_luna
       md5: d342155b1871e881797cf7da09d5dc3c.dir
       size: 1578358645
       nfiles: 4500
     outs:
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
-      md5: 9c63b061ac7763144bca121e163ee7aa.dir
-      size: 20658485
-      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/google__result
+      md5: 8e4bf67df4dccd218d4d7c3de69688a4.dir
+      size: 5346497
+      nfiles: 500
   pipeline_asr_result@9:
     cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_google_fleurs
-      --asr=techmo
+      --asr=google
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_google_fleurs/pl_google_fleurs__techmo
-      md5: 876e8cff4ebd191617fcd3844e411475.dir
-      size: 859227
+    - path: experiment_data/cached_asr/pl_google_fleurs/pl_google_fleurs__google
+      md5: c740521abae49feebfaf20c2384c8de5.dir
+      size: 350126
       nfiles: 758
     - path: experiment_data/dataset/pl_google_fleurs
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
-      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
-      size: 1880403
+    - path: experiment_data/pipeline/pl_google_fleurs/google__result
+      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
+      size: 1377134
       nfiles: 758
   pipeline_asr_result@0:
     cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_common_voice
@@ -988,7 +988,7 @@ stages:
       nfiles: 8143
   pipeline_word_wer@8:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_google_fleurs
-      --asr=ajn
+      --asr=google
     deps:
     - path: experiment/pipeline_process_word_wer.py
       md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
@@ -997,34 +997,34 @@ stages:
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
-      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
-      size: 1413262
-      nfiles: 758
     - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/google__result
+      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
+      size: 1377134
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__word_wer_classic_alignment
-      md5: 6437952d0ab383e44acca5fa70d02e54.dir
-      size: 3981739
+    - path: experiment_data/pipeline/pl_google_fleurs/google__word_wer_classic_alignment
+      md5: 9beb57e9be598275ac9d449618da440e.dir
+      size: 3818553
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__word_wer_classic_metrics
-      md5: a40ae0901f53a33231a4c3dc18708d2c.dir
-      size: 22935
+    - path: experiment_data/pipeline/pl_google_fleurs/google__word_wer_classic_metrics
+      md5: 984770b57ca48fd793099c9ed67791d0.dir
+      size: 23344
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__word_wer_embeddings_alignment
-      md5: 54a91c0e615bccc40da99b525cb566bb.dir
-      size: 7785758
+    - path: experiment_data/pipeline/pl_google_fleurs/google__word_wer_embeddings_alignment
+      md5: aeb20f1662b696a6fc11bcd39a02a0de.dir
+      size: 7984964
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__word_wer_embeddings_metrics
-      md5: a6c4e1185a8adc98f36b95f421f06c5b.dir
-      size: 52372
+    - path: experiment_data/pipeline/pl_google_fleurs/google__word_wer_embeddings_metrics
+      md5: b2626f92231431e163813ef7112c119d.dir
+      size: 53916
       nfiles: 758
   pipeline_word_wer@6:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_voicelab_cbiz
-      --asr=techmo
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_word_wer.py
       md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
@@ -1033,106 +1033,34 @@ stages:
       md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
       size: 4803739404
       nfiles: 1600
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__result
+      md5: 7de1137f44fad26766da0fc309720160.dir
+      size: 22765926
+      nfiles: 800
     - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
       md5: ebffd3814a48564f4e33b9a4e0956af3.dir
       size: 21846798
       nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
-      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
-      size: 39158267
-      nfiles: 800
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__word_wer_classic_alignment
-      md5: 37f0c27869efd72bf3eaedae70e426d5.dir
-      size: 83756423
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__word_wer_classic_metrics
-      md5: 2fe3288abe85e4a385e2aefa0e8cad7e.dir
-      size: 27780
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__word_wer_embeddings_alignment
-      md5: 01badff31f4d2f6583481c332fae8abc.dir
-      size: 174322727
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__word_wer_classic_alignment
+      md5: 1ed03de918f5373afdbdbb020c6161b5.dir
+      size: 78992762
       nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__word_wer_embeddings_metrics
-      md5: 1fc2985ad4c3cb00d05b1865ad5b22d4.dir
-      size: 56182
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__word_wer_classic_metrics
+      md5: 04f6ccbaf94cf08c34ac201ae079c21c.dir
+      size: 25307
       nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__word_wer_embeddings_alignment
+      md5: a67e7a6e8a6e0755ea35a519d9decf86.dir
+      size: 128258410
+      nfiles: 646
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__word_wer_embeddings_metrics
+      md5: c83561c448950860f36037c2287a25f5.dir
+      size: 25194
+      nfiles: 646
   pipeline_word_wer@17:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_minds14
-      --asr=techmo
-    deps:
-    - path: experiment/pipeline_process_word_wer.py
-      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
-      size: 2125
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
-      size: 689374
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__result
-      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
-      size: 1336305
-      nfiles: 562
-    outs:
-    - path: experiment_data/pipeline/pl_minds14/techmo__word_wer_classic_alignment
-      md5: bb8b304a25b60f779c27ca4d6c9183ba.dir
-      size: 2723010
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__word_wer_classic_metrics
-      md5: b6a4f05d71bd3fbed796d54b1ac2b29d.dir
-      size: 17198
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__word_wer_embeddings_alignment
-      md5: 9956c918227d6b76f26ac6540a34e931.dir
-      size: 5673712
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__word_wer_embeddings_metrics
-      md5: de8e393488ff05187c7866272675fd8e.dir
-      size: 39775
-      nfiles: 562
-  pipeline_word_wer@15:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_minds14
-      --asr=google
-    deps:
-    - path: experiment/pipeline_process_word_wer.py
-      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
-      size: 2125
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
-      size: 689374
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__result
-      md5: 3f7a79298a5156fd2b023e673326e72f.dir
-      size: 985004
-      nfiles: 562
-    outs:
-    - path: experiment_data/pipeline/pl_minds14/google__word_wer_classic_alignment
-      md5: 8469a41c345e0c21accb960782a49e75.dir
-      size: 2725626
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__word_wer_classic_metrics
-      md5: 41621d3845a0035ee77352902c46a186.dir
-      size: 15012
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__word_wer_embeddings_alignment
-      md5: a0e3d4ddda612480de739c898e79bf73.dir
-      size: 5686170
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__word_wer_embeddings_metrics
-      md5: 673f6b46c7735163726f7d9e3b1f2dd4.dir
-      size: 40260
-      nfiles: 562
-  pipeline_word_wer@12:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_luna
-      --asr=ajn
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_word_wer.py
       md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
@@ -1141,68 +1069,32 @@ stages:
       md5: d342155b1871e881797cf7da09d5dc3c.dir
       size: 1578358645
       nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/ajn__result
-      md5: 653d65e186a7d05958ce3cbef219038c.dir
-      size: 6159899
-      nfiles: 494
     - path: experiment_data/pipeline/pl_luna/gold_transcript
       md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
       size: 6706925
       nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__result
+      md5: 0237d69dfa56d1a29a8bc43f464c4f1e.dir
+      size: 11789990
+      nfiles: 500
     outs:
-    - path: experiment_data/pipeline/pl_luna/ajn__word_wer_classic_alignment
-      md5: e25ae51f8dc1afe55d5c0b44a67ab8ee.dir
-      size: 20671277
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/ajn__word_wer_classic_metrics
-      md5: 18605657ff9c7ef3221e27b671a3b4d1.dir
-      size: 16835
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/ajn__word_wer_embeddings_alignment
-      md5: d3c1d515e47c5cb9c71f56e1ae65de29.dir
-      size: 42557665
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/ajn__word_wer_embeddings_metrics
-      md5: 023357c311e695217fa66463be6f5eb8.dir
-      size: 33868
-      nfiles: 494
-  pipeline_word_wer@10:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_google_fleurs
-      --asr=wav2vec2
-    deps:
-    - path: experiment/pipeline_process_word_wer.py
-      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
-      size: 2125
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
-      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
-      size: 975209
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
-      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
-      size: 5137721
-      nfiles: 758
-    outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__word_wer_classic_alignment
-      md5: 052fa8f97b2f9d5b8ca4175b4e92dfd1.dir
-      size: 3854678
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__word_wer_classic_metrics
-      md5: d9dec56ef7ddb6a3bc03638e37d1c04c.dir
-      size: 23168
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__word_wer_embeddings_alignment
-      md5: 069191de9f84f37303bc202968f26766.dir
-      size: 8069804
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__word_wer_embeddings_metrics
-      md5: b45390641698e71fdf420fbb2afec7e0.dir
-      size: 53351
-      nfiles: 758
-  pipeline_word_wer@13:
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__word_wer_classic_alignment
+      md5: 41df69d888fbcd0e92d58deb676d5101.dir
+      size: 21939973
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__word_wer_classic_metrics
+      md5: c026954d3d4b240fa177a269530de31b.dir
+      size: 16939
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__word_wer_embeddings_alignment
+      md5: 28999392709820c671406c03b73b4f38.dir
+      size: 45305707
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__word_wer_embeddings_metrics
+      md5: c178c61c6e37b6ed729d2300aae65192.dir
+      size: 32880
+      nfiles: 500
+  pipeline_word_wer@15:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_luna
       --asr=techmo
     deps:
@@ -1238,79 +1130,79 @@ stages:
       md5: 98a7edeee3b630e8e301acfc578a8393.dir
       size: 34869
       nfiles: 500
-  pipeline_word_wer@3:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_common_voice
-      --asr=ajn
+  pipeline_word_wer@12:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_google_fleurs
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_word_wer.py
       md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
       size: 2125
-    - path: experiment_data/dataset/pl_common_voice
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
-    - path: experiment_data/pipeline/pl_common_voice/ajn__result
-      md5: 77d873041fe2952e3c45ee4ac6458061.dir
-      size: 6667841
-      nfiles: 8155
-    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
-      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
-      size: 4093545
-      nfiles: 8155
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__result
+      md5: 7220584482e69b3a9f4b43fba97e97cf.dir
+      size: 2135360
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_common_voice/ajn__word_wer_classic_alignment
-      md5: 7b7c5de97970c320cb8cf549839d16fd.dir
-      size: 17724868
-      nfiles: 8155
-    - path: experiment_data/pipeline/pl_common_voice/ajn__word_wer_classic_metrics
-      md5: b1bdb80faa8c728ea072632121a2f2d0.dir
-      size: 209927
-      nfiles: 8155
-    - path: experiment_data/pipeline/pl_common_voice/ajn__word_wer_embeddings_alignment
-      md5: 51798a8e9b7239c8833274dbf6644d1e.dir
-      size: 32293142
-      nfiles: 8155
-    - path: experiment_data/pipeline/pl_common_voice/ajn__word_wer_embeddings_metrics
-      md5: 63233cd4c3a18f791f228e0e385cdde1.dir
-      size: 561188
-      nfiles: 8155
-  pipeline_word_wer@16:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_minds14
-      --asr=ajn
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__word_wer_classic_alignment
+      md5: 54e9e094016886220c23e7bb9808ca7a.dir
+      size: 4024460
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__word_wer_classic_metrics
+      md5: 4dfcbf74f27bd94910ab72561428a771.dir
+      size: 22975
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__word_wer_embeddings_alignment
+      md5: 8d7759d25cd8f31fb37a726e5c5f010f.dir
+      size: 8296122
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__word_wer_embeddings_metrics
+      md5: 4b043e5c91dd095be62726a33b2400df.dir
+      size: 52238
+      nfiles: 758
+  pipeline_word_wer@10:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_google_fleurs
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_word_wer.py
       md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
       size: 2125
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/ajn__result
-      md5: 4094dd4b22895a0a4ce82793cd6a8b0f.dir
-      size: 974727
-      nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
-      size: 689374
-      nfiles: 562
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
+      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
+      size: 1880403
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_minds14/ajn__word_wer_classic_alignment
-      md5: f5fd8a87dfcbf4e998b9a1d215186921.dir
-      size: 2851613
-      nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/ajn__word_wer_classic_metrics
-      md5: 6d6d430e7f3672c67b9c78eb7d0ea296.dir
-      size: 15213
-      nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/ajn__word_wer_embeddings_alignment
-      md5: fb57500ec3f203fc88bbe20aa877c735.dir
-      size: 5671751
-      nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/ajn__word_wer_embeddings_metrics
-      md5: 55349a39a515ae9b11e49dfc98791a8d.dir
-      size: 38411
-      nfiles: 559
-  pipeline_word_wer@11:
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__word_wer_classic_alignment
+      md5: 689776c77c4ecaa11578b53480100ecc.dir
+      size: 3821036
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__word_wer_classic_metrics
+      md5: 8d0d99fd7d965d4070c0b391cd6fa2b0.dir
+      size: 23030
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__word_wer_embeddings_alignment
+      md5: 0ec5fe337bde2254c91146fd16b9c6af.dir
+      size: 7995553
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__word_wer_embeddings_metrics
+      md5: 55eb6eb0aacc12e3e2caf224b4b89df1.dir
+      size: 53591
+      nfiles: 758
+  pipeline_word_wer@13:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_luna
       --asr=google
     deps:
@@ -1346,9 +1238,81 @@ stages:
       md5: 351543fb54e2098ac07999482d2280a8.dir
       size: 34530
       nfiles: 500
-  pipeline_word_wer@7:
+  pipeline_word_wer@3:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_common_voice
+      --asr=ajn
+    deps:
+    - path: experiment/pipeline_process_word_wer.py
+      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
+      size: 2125
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_common_voice/ajn__result
+      md5: 77d873041fe2952e3c45ee4ac6458061.dir
+      size: 6667841
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    outs:
+    - path: experiment_data/pipeline/pl_common_voice/ajn__word_wer_classic_alignment
+      md5: 7b7c5de97970c320cb8cf549839d16fd.dir
+      size: 17724868
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/ajn__word_wer_classic_metrics
+      md5: b1bdb80faa8c728ea072632121a2f2d0.dir
+      size: 209927
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/ajn__word_wer_embeddings_alignment
+      md5: 51798a8e9b7239c8833274dbf6644d1e.dir
+      size: 32293142
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/ajn__word_wer_embeddings_metrics
+      md5: 63233cd4c3a18f791f228e0e385cdde1.dir
+      size: 561188
+      nfiles: 8155
+  pipeline_word_wer@16:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_luna
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_word_wer.py
+      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
+      size: 2125
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
+      md5: 9c63b061ac7763144bca121e163ee7aa.dir
+      size: 20658485
+      nfiles: 456
+    outs:
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__word_wer_classic_alignment
+      md5: 4d4ae25d4fac2a52893e60389fcd2f9e.dir
+      size: 18462856
+      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__word_wer_classic_metrics
+      md5: f209479afd2482800f1e75bdab9f83b2.dir
+      size: 15604
+      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__word_wer_embeddings_alignment
+      md5: 41ad4c0923986a90fc9ed12aa6e30f73.dir
+      size: 38402586
+      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__word_wer_embeddings_metrics
+      md5: df02c1f9d7e26ed10815175de086e0b6.dir
+      size: 24633
+      nfiles: 456
+  pipeline_word_wer@11:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_google_fleurs
-      --asr=google
+      --asr=wav2vec2
     deps:
     - path: experiment/pipeline_process_word_wer.py
       md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
@@ -1361,27 +1325,63 @@ stages:
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__result
-      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
-      size: 1377134
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
+      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
+      size: 5137721
       nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/google__word_wer_classic_alignment
-      md5: 9beb57e9be598275ac9d449618da440e.dir
-      size: 3818553
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__word_wer_classic_alignment
+      md5: 052fa8f97b2f9d5b8ca4175b4e92dfd1.dir
+      size: 3854678
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__word_wer_classic_metrics
-      md5: 984770b57ca48fd793099c9ed67791d0.dir
-      size: 23344
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__word_wer_classic_metrics
+      md5: d9dec56ef7ddb6a3bc03638e37d1c04c.dir
+      size: 23168
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__word_wer_embeddings_alignment
-      md5: aeb20f1662b696a6fc11bcd39a02a0de.dir
-      size: 7984964
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__word_wer_embeddings_alignment
+      md5: 069191de9f84f37303bc202968f26766.dir
+      size: 8069804
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__word_wer_embeddings_metrics
-      md5: b2626f92231431e163813ef7112c119d.dir
-      size: 53916
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__word_wer_embeddings_metrics
+      md5: b45390641698e71fdf420fbb2afec7e0.dir
+      size: 53351
       nfiles: 758
+  pipeline_word_wer@7:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_voicelab_cbiz
+      --asr=techmo
+    deps:
+    - path: experiment/pipeline_process_word_wer.py
+      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
+      size: 2125
+    - path: experiment_data/dataset/pl_voicelab_cbiz
+      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
+      size: 4803739404
+      nfiles: 1600
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
+      md5: ebffd3814a48564f4e33b9a4e0956af3.dir
+      size: 21846798
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
+      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
+      size: 39158267
+      nfiles: 800
+    outs:
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__word_wer_classic_alignment
+      md5: 37f0c27869efd72bf3eaedae70e426d5.dir
+      size: 83756423
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__word_wer_classic_metrics
+      md5: 2fe3288abe85e4a385e2aefa0e8cad7e.dir
+      size: 27780
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__word_wer_embeddings_alignment
+      md5: 01badff31f4d2f6583481c332fae8abc.dir
+      size: 174322727
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__word_wer_embeddings_metrics
+      md5: 1fc2985ad4c3cb00d05b1865ad5b22d4.dir
+      size: 56182
+      nfiles: 800
   pipeline_word_wer@2:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_common_voice
       --asr=techmo
@@ -1420,7 +1420,7 @@ stages:
       nfiles: 8136
   pipeline_word_wer@14:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_luna
-      --asr=wav2vec2
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_word_wer.py
       md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
@@ -1429,31 +1429,31 @@ stages:
       md5: d342155b1871e881797cf7da09d5dc3c.dir
       size: 1578358645
       nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/ajn__result
+      md5: 653d65e186a7d05958ce3cbef219038c.dir
+      size: 6159899
+      nfiles: 494
     - path: experiment_data/pipeline/pl_luna/gold_transcript
       md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
       size: 6706925
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
-      md5: 9c63b061ac7763144bca121e163ee7aa.dir
-      size: 20658485
-      nfiles: 456
     outs:
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__word_wer_classic_alignment
-      md5: 4d4ae25d4fac2a52893e60389fcd2f9e.dir
-      size: 18462856
-      nfiles: 456
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__word_wer_classic_metrics
-      md5: f209479afd2482800f1e75bdab9f83b2.dir
-      size: 15604
-      nfiles: 456
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__word_wer_embeddings_alignment
-      md5: 41ad4c0923986a90fc9ed12aa6e30f73.dir
-      size: 38402586
-      nfiles: 456
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__word_wer_embeddings_metrics
-      md5: df02c1f9d7e26ed10815175de086e0b6.dir
-      size: 24633
-      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/ajn__word_wer_classic_alignment
+      md5: e25ae51f8dc1afe55d5c0b44a67ab8ee.dir
+      size: 20671277
+      nfiles: 494
+    - path: experiment_data/pipeline/pl_luna/ajn__word_wer_classic_metrics
+      md5: 18605657ff9c7ef3221e27b671a3b4d1.dir
+      size: 16835
+      nfiles: 494
+    - path: experiment_data/pipeline/pl_luna/ajn__word_wer_embeddings_alignment
+      md5: 6be0a1c035f4a84a9035bfba1458cdac.dir
+      size: 43099546
+      nfiles: 494
+    - path: experiment_data/pipeline/pl_luna/ajn__word_wer_embeddings_metrics
+      md5: 4f368d2ba1c5a54d5e3ab69a7581549e.dir
+      size: 19326
+      nfiles: 494
   pipeline_word_wer@0:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_common_voice
       --asr=google
@@ -1492,7 +1492,7 @@ stages:
       nfiles: 8143
   pipeline_word_wer@5:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_voicelab_cbiz
-      --asr=ajn
+      --asr=google
     deps:
     - path: experiment/pipeline_process_word_wer.py
       md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
@@ -1501,31 +1501,31 @@ stages:
       md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
       size: 4803739404
       nfiles: 1600
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__result
-      md5: 7de1137f44fad26766da0fc309720160.dir
-      size: 22765926
-      nfiles: 800
     - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
       md5: ebffd3814a48564f4e33b9a4e0956af3.dir
       size: 21846798
       nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__result
+      md5: cb6322c8c0c6d3cf557b93bf52efd0dc.dir
+      size: 27432599
+      nfiles: 799
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__word_wer_classic_alignment
-      md5: 1ed03de918f5373afdbdbb020c6161b5.dir
-      size: 78992762
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__word_wer_classic_metrics
-      md5: 04f6ccbaf94cf08c34ac201ae079c21c.dir
-      size: 25307
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__word_wer_embeddings_alignment
-      md5: a67e7a6e8a6e0755ea35a519d9decf86.dir
-      size: 128258410
-      nfiles: 646
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__word_wer_embeddings_metrics
-      md5: c83561c448950860f36037c2287a25f5.dir
-      size: 25194
-      nfiles: 646
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__word_wer_classic_alignment
+      md5: 184cdfdd465db609f514891b0330ef67.dir
+      size: 83997172
+      nfiles: 799
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__word_wer_classic_metrics
+      md5: c12eab8acb3cee0219fc8046691b24ab.dir
+      size: 27841
+      nfiles: 799
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__word_wer_embeddings_alignment
+      md5: 1e7ef6690d2e36f368eb02a8dcba9ab0.dir
+      size: 174732507
+      nfiles: 799
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__word_wer_embeddings_metrics
+      md5: c15414f2ec9c0a1ab78199861b0b4ce0.dir
+      size: 55765
+      nfiles: 799
   pipeline_word_wer@1:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_common_voice
       --asr=wav2vec2
@@ -1564,7 +1564,7 @@ stages:
       nfiles: 8154
   pipeline_word_wer@9:
     cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_google_fleurs
-      --asr=techmo
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_word_wer.py
       md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
@@ -1573,70 +1573,70 @@ stages:
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
+      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
+      size: 1413262
+      nfiles: 758
     - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
-      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
-      size: 1880403
-      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__word_wer_classic_alignment
-      md5: 689776c77c4ecaa11578b53480100ecc.dir
-      size: 3821036
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__word_wer_classic_alignment
+      md5: 6437952d0ab383e44acca5fa70d02e54.dir
+      size: 3981739
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__word_wer_classic_metrics
-      md5: 8d0d99fd7d965d4070c0b391cd6fa2b0.dir
-      size: 23030
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__word_wer_classic_metrics
+      md5: 5b84bc58a25d7d0a4d04e6d5e1abc966.dir
+      size: 22391
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__word_wer_embeddings_alignment
-      md5: 0ec5fe337bde2254c91146fd16b9c6af.dir
-      size: 7995553
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__word_wer_embeddings_alignment
+      md5: f7494807662a0e632c7ae790d85e6c19.dir
+      size: 8197217
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__word_wer_embeddings_metrics
-      md5: 55eb6eb0aacc12e3e2caf224b4b89df1.dir
-      size: 53591
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__word_wer_embeddings_metrics
+      md5: 3ca4ecc9fec05a9bc00aad4f898751ae.dir
+      size: 43801
       nfiles: 758
   pipeline_word_wer@4:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_voicelab_cbiz
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_common_voice
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_word_wer.py
       md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
       size: 2125
-    - path: experiment_data/dataset/pl_voicelab_cbiz
-      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
-      size: 4803739404
-      nfiles: 1600
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
-      md5: ebffd3814a48564f4e33b9a4e0956af3.dir
-      size: 21846798
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__result
-      md5: cb6322c8c0c6d3cf557b93bf52efd0dc.dir
-      size: 27432599
-      nfiles: 799
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__result
+      md5: 6310f1b24332777817738abe33676505.dir
+      size: 10121705
+      nfiles: 8155
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__word_wer_classic_alignment
-      md5: 184cdfdd465db609f514891b0330ef67.dir
-      size: 83997172
-      nfiles: 799
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__word_wer_classic_metrics
-      md5: c12eab8acb3cee0219fc8046691b24ab.dir
-      size: 27841
-      nfiles: 799
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__word_wer_embeddings_alignment
-      md5: 1e7ef6690d2e36f368eb02a8dcba9ab0.dir
-      size: 174732507
-      nfiles: 799
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__word_wer_embeddings_metrics
-      md5: c15414f2ec9c0a1ab78199861b0b4ce0.dir
-      size: 55765
-      nfiles: 799
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__word_wer_classic_alignment
+      md5: d21d7cdfe4d13ec9f6c3ae105528531a.dir
+      size: 16691829
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__word_wer_classic_metrics
+      md5: 278bdbc2fa64f8b9b8d59e0cac978d0e.dir
+      size: 213692
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__word_wer_embeddings_alignment
+      md5: e19eed8fb2f2cdad4a3f0ed4ec857fb2.dir
+      size: 34644290
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__word_wer_embeddings_metrics
+      md5: b169e4d35af45cb82fb4cf86d8d2aa79.dir
+      size: 553962
+      nfiles: 8155
   pipeline_spacy_pos_wer@14:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_luna
-      --asr=wav2vec2
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -1645,23 +1645,23 @@ stages:
       md5: d342155b1871e881797cf7da09d5dc3c.dir
       size: 1578358645
       nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/ajn__result
+      md5: 653d65e186a7d05958ce3cbef219038c.dir
+      size: 6159899
+      nfiles: 494
     - path: experiment_data/pipeline/pl_luna/gold_transcript
       md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
       size: 6706925
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
-      md5: 9c63b061ac7763144bca121e163ee7aa.dir
-      size: 20658485
-      nfiles: 456
     outs:
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__spacy_pos_alignment
-      md5: a791fae1ca5599b9422b94d4c6ce760a.dir
-      size: 17967467
-      nfiles: 456
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__spacy_pos_metrics
-      md5: 7848ddff997fd231f3857ff30dfd7154.dir
-      size: 7940
-      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/ajn__spacy_pos_alignment
+      md5: 0f310b8840f2d09ac558b9bac2a0d3b0.dir
+      size: 21936929
+      nfiles: 494
+    - path: experiment_data/pipeline/pl_luna/ajn__spacy_pos_metrics
+      md5: 6c6bb673ea5f64c9d851878c9d8a7c09.dir
+      size: 8444
+      nfiles: 494
   pipeline_spacy_pos_wer@2:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_common_voice
       --asr=techmo
@@ -1691,36 +1691,36 @@ stages:
       size: 96845
       nfiles: 8136
   pipeline_spacy_pos_wer@16:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_minds14
-      --asr=ajn
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_luna
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
       size: 1469
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/ajn__result
-      md5: 6fd1b042a7cb6d6f200c2eb9a926b7f1.dir
-      size: 974727
-      nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
-      size: 689374
-      nfiles: 562
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__result
+      md5: 0237d69dfa56d1a29a8bc43f464c4f1e.dir
+      size: 11789990
+      nfiles: 500
     outs:
-    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_pos_alignment
-      md5: 013fbb68289e1c35986bcaaa773c396c.dir
-      size: 3178442
-      nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_pos_metrics
-      md5: 014fbe751a4f357f78f073920890e06d.dir
-      size: 7059
-      nfiles: 559
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__spacy_pos_alignment
+      md5: 95446f56d8b5c32ce540d04452b810f6.dir
+      size: 25245301
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__spacy_pos_metrics
+      md5: b7cd2c7b8a385a5c97af1efee94c970b.dir
+      size: 8562
+      nfiles: 500
   pipeline_spacy_pos_wer@6:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_voicelab_cbiz
-      --asr=techmo
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -1729,22 +1729,22 @@ stages:
       md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
       size: 4803739404
       nfiles: 1600
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__result
+      md5: 7de1137f44fad26766da0fc309720160.dir
+      size: 22765926
+      nfiles: 800
     - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
       md5: ebffd3814a48564f4e33b9a4e0956af3.dir
       size: 21846798
       nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
-      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
-      size: 39158267
-      nfiles: 800
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__spacy_pos_alignment
-      md5: 678171dbd7c038cd6eaadc5eb331b8b5.dir
-      size: 81650836
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__spacy_pos_alignment
+      md5: 4f07fe60bf29e2148879db0c903c98f6.dir
+      size: 78539613
       nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__spacy_pos_metrics
-      md5: 11320499f29d2d7bfce68d35fb352b83.dir
-      size: 14334
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__spacy_pos_metrics
+      md5: 7ec3bb7c838e7f06b8a1dbe7a68faac2.dir
+      size: 13753
       nfiles: 800
   pipeline_spacy_pos_wer@0:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_common_voice
@@ -1775,8 +1775,36 @@ stages:
       size: 97235
       nfiles: 8143
   pipeline_spacy_pos_wer@11:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_google_fleurs
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
+      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
+      size: 5137721
+      nfiles: 758
+    outs:
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_pos_alignment
+      md5: 3b2e3e75c644805681905c97ec37cf28.dir
+      size: 3737151
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_pos_metrics
+      md5: 782cc84e9116281dfc28734b2ae4a5ea.dir
+      size: 9004
+      nfiles: 758
+  pipeline_spacy_pos_wer@15:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_luna
-      --asr=google
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -1789,78 +1817,50 @@ stages:
       md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
       size: 6706925
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/google__result
-      md5: 8e4bf67df4dccd218d4d7c3de69688a4.dir
-      size: 5346497
+    - path: experiment_data/pipeline/pl_luna/techmo__result
+      md5: 0e596570e1502b38588427bc72dcc006.dir
+      size: 9697519
       nfiles: 500
     outs:
-    - path: experiment_data/pipeline/pl_luna/google__spacy_pos_alignment
-      md5: 460edffd716b1f46fb863e5b2b0d949e.dir
-      size: 19342263
+    - path: experiment_data/pipeline/pl_luna/techmo__spacy_pos_alignment
+      md5: a5cb7dd59d83b2ec678c6ba5177bc38f.dir
+      size: 20897599
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/google__spacy_pos_metrics
-      md5: a65dd7d74319da06f4ebaca08cde30ce.dir
-      size: 8659
+    - path: experiment_data/pipeline/pl_luna/techmo__spacy_pos_metrics
+      md5: 1478707020a96496b50eb732207c290e.dir
+      size: 8841
       nfiles: 500
-  pipeline_spacy_pos_wer@15:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_minds14
-      --asr=google
+  pipeline_spacy_pos_wer@12:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_google_fleurs
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
       size: 1469
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
-      size: 689374
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__result
-      md5: 3f7a79298a5156fd2b023e673326e72f.dir
-      size: 985004
-      nfiles: 562
-    outs:
-    - path: experiment_data/pipeline/pl_minds14/google__spacy_pos_alignment
-      md5: 1c0c5687fc5b80e2a178e2a4618aa04c.dir
-      size: 2659852
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__spacy_pos_metrics
-      md5: aeda105b01366dee65935d3c07fe3444.dir
-      size: 4970
-      nfiles: 562
-  pipeline_spacy_pos_wer@12:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_luna
-      --asr=ajn
-    deps:
-    - path: experiment/pipeline_process_spacy_pos_wer.py
-      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
-      size: 1469
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/ajn__result
-      md5: 653d65e186a7d05958ce3cbef219038c.dir
-      size: 6159899
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__result
+      md5: 7220584482e69b3a9f4b43fba97e97cf.dir
+      size: 2135360
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_luna/ajn__spacy_pos_alignment
-      md5: 0f310b8840f2d09ac558b9bac2a0d3b0.dir
-      size: 21936929
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/ajn__spacy_pos_metrics
-      md5: 6c6bb673ea5f64c9d851878c9d8a7c09.dir
-      size: 8444
-      nfiles: 494
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__spacy_pos_alignment
+      md5: 2f9237dcfa69ed025f290ca40681e28f.dir
+      size: 4382663
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__spacy_pos_metrics
+      md5: 15b44c2e516183028c14ee7cc9bf47e1.dir
+      size: 10407
+      nfiles: 758
   pipeline_spacy_pos_wer@17:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_minds14
-      --asr=techmo
+      --asr=google
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -1870,21 +1870,21 @@ stages:
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__result
-      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
-      size: 1336305
+    - path: experiment_data/pipeline/pl_minds14/google__result
+      md5: 3f7a79298a5156fd2b023e673326e72f.dir
+      size: 985004
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_pos_alignment
-      md5: aebbf34f80eb8151d8cf4d1ed840757c.dir
-      size: 2640387
+    - path: experiment_data/pipeline/pl_minds14/google__spacy_pos_alignment
+      md5: 26f0d02f96d867426ff26a358b596a4c.dir
+      size: 2660000
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_pos_metrics
-      md5: 7d555363b27e9c0d0ab7d0e3011c6d13.dir
-      size: 6095
+    - path: experiment_data/pipeline/pl_minds14/google__spacy_pos_metrics
+      md5: 44391a580b4a84f33a2fa0cbace4c5d6.dir
+      size: 5109
       nfiles: 562
   pipeline_spacy_pos_wer@1:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_common_voice
@@ -1915,36 +1915,36 @@ stages:
       size: 97426
       nfiles: 8154
   pipeline_spacy_pos_wer@7:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_google_fleurs
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_voicelab_cbiz
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
       size: 1469
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
-      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
-      size: 975209
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__result
-      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
-      size: 1377134
-      nfiles: 758
+    - path: experiment_data/dataset/pl_voicelab_cbiz
+      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
+      size: 4803739404
+      nfiles: 1600
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
+      md5: ebffd3814a48564f4e33b9a4e0956af3.dir
+      size: 21846798
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
+      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
+      size: 39158267
+      nfiles: 800
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_pos_alignment
-      md5: 3429e870a0541d01eb85b0a34fd16021.dir
-      size: 3712618
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_pos_metrics
-      md5: 56dddb48cea2022b91fd4323efd43a8b.dir
-      size: 9213
-      nfiles: 758
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__spacy_pos_alignment
+      md5: 678171dbd7c038cd6eaadc5eb331b8b5.dir
+      size: 81650836
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__spacy_pos_metrics
+      md5: 11320499f29d2d7bfce68d35fb352b83.dir
+      size: 14334
+      nfiles: 800
   pipeline_spacy_pos_wer@10:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_google_fleurs
-      --asr=wav2vec2
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -1957,22 +1957,22 @@ stages:
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
-      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
-      size: 5137721
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
+      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
+      size: 1880403
       nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_pos_alignment
-      md5: 3b2e3e75c644805681905c97ec37cf28.dir
-      size: 3737151
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_pos_alignment
+      md5: d76701778be18566a4d3a45bc325196e.dir
+      size: 3707699
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_pos_metrics
-      md5: 782cc84e9116281dfc28734b2ae4a5ea.dir
-      size: 9004
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_pos_metrics
+      md5: 9cae08bbb8a6331d06a33dbbb4a16301.dir
+      size: 9662
       nfiles: 758
   pipeline_spacy_pos_wer@13:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_luna
-      --asr=techmo
+      --asr=google
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -1985,49 +1985,21 @@ stages:
       md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
       size: 6706925
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/techmo__result
-      md5: 0e596570e1502b38588427bc72dcc006.dir
-      size: 9697519
+    - path: experiment_data/pipeline/pl_luna/google__result
+      md5: 8e4bf67df4dccd218d4d7c3de69688a4.dir
+      size: 5346497
       nfiles: 500
     outs:
-    - path: experiment_data/pipeline/pl_luna/techmo__spacy_pos_alignment
-      md5: a5cb7dd59d83b2ec678c6ba5177bc38f.dir
-      size: 20897599
+    - path: experiment_data/pipeline/pl_luna/google__spacy_pos_alignment
+      md5: 460edffd716b1f46fb863e5b2b0d949e.dir
+      size: 19342263
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/techmo__spacy_pos_metrics
-      md5: 1478707020a96496b50eb732207c290e.dir
-      size: 8841
+    - path: experiment_data/pipeline/pl_luna/google__spacy_pos_metrics
+      md5: a65dd7d74319da06f4ebaca08cde30ce.dir
+      size: 8659
       nfiles: 500
   pipeline_spacy_pos_wer@5:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_voicelab_cbiz
-      --asr=ajn
-    deps:
-    - path: experiment/pipeline_process_spacy_pos_wer.py
-      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
-      size: 1469
-    - path: experiment_data/dataset/pl_voicelab_cbiz
-      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
-      size: 4803739404
-      nfiles: 1600
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__result
-      md5: 7de1137f44fad26766da0fc309720160.dir
-      size: 22765926
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
-      md5: ebffd3814a48564f4e33b9a4e0956af3.dir
-      size: 21846798
-      nfiles: 800
-    outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__spacy_pos_alignment
-      md5: 4f07fe60bf29e2148879db0c903c98f6.dir
-      size: 78539613
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__spacy_pos_metrics
-      md5: 7ec3bb7c838e7f06b8a1dbe7a68faac2.dir
-      size: 13753
-      nfiles: 800
-  pipeline_spacy_ner_wer@4:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_voicelab_cbiz
       --asr=google
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
@@ -2046,45 +2018,73 @@ stages:
       size: 27432599
       nfiles: 799
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__spacy_ner_alignment
-      md5: a83b6e086aa207da109fc06293501f52.dir
-      size: 80594165
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__spacy_pos_alignment
+      md5: 22ccae20301046da3e40e93daa680d53.dir
+      size: 83052124
       nfiles: 799
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__spacy_ner_metrics
-      md5: 85388729ffbed2a328f94758c682c809.dir
-      size: 14708
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__spacy_pos_metrics
+      md5: 43d79d47ba1e91e86daf1f66aa18c941.dir
+      size: 14239
       nfiles: 799
-  pipeline_spacy_ner_wer@16:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_minds14
-      --asr=ajn
+  pipeline_spacy_ner_wer@4:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_common_voice
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
       size: 1469
-    - path: experiment_data/dataset/pl_minds14
+    - path: experiment_data/dataset/pl_common_voice
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/ajn__result
-      md5: 6fd1b042a7cb6d6f200c2eb9a926b7f1.dir
-      size: 974727
-      nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
-      size: 689374
-      nfiles: 562
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__result
+      md5: 6310f1b24332777817738abe33676505.dir
+      size: 10121705
+      nfiles: 8155
     outs:
-    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_ner_alignment
-      md5: 69280464b63869e12150a53f35f096b0.dir
-      size: 3070948
-      nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_ner_metrics
-      md5: 5e97918fe79741d3d054d3ba77bc1537.dir
-      size: 7316
-      nfiles: 559
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__spacy_ner_alignment
+      md5: b0057c661dc1197217535fc74c04bb37.dir
+      size: 20900270
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__spacy_ner_metrics
+      md5: 1c0279e4b2fc0e61314e7031b8d00dc1.dir
+      size: 93934
+      nfiles: 8155
+  pipeline_spacy_ner_wer@16:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_luna
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
+      md5: 9c63b061ac7763144bca121e163ee7aa.dir
+      size: 20658485
+      nfiles: 456
+    outs:
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__spacy_ner_alignment
+      md5: 4530ad915e82cc9668e775d5de219b13.dir
+      size: 17577804
+      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__spacy_ner_metrics
+      md5: 0ad2dc0beeebd336771228f8751fe028.dir
+      size: 8014
+      nfiles: 456
   pipeline_spacy_ner_wer@9:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_google_fleurs
-      --asr=techmo
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -2093,51 +2093,51 @@ stages:
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
+      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
+      size: 1413262
+      nfiles: 758
     - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
-      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
-      size: 1880403
-      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_ner_alignment
-      md5: 628a77d036410a40bd358db2fc8ff739.dir
-      size: 3626842
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_ner_alignment
+      md5: 34ddaf22d6ba136b8257344899902015.dir
+      size: 3675109
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_ner_metrics
-      md5: cda4c4246e8b3b6d57aed57c4fe5594a.dir
-      size: 8311
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_ner_metrics
+      md5: 9379479c875f0fe49d6da70c9b189d67.dir
+      size: 10663
       nfiles: 758
   pipeline_spacy_ner_wer@15:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_minds14
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_luna
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
       size: 1469
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
-      size: 689374
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__result
-      md5: 3f7a79298a5156fd2b023e673326e72f.dir
-      size: 985004
-      nfiles: 562
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/techmo__result
+      md5: 0e596570e1502b38588427bc72dcc006.dir
+      size: 9697519
+      nfiles: 500
     outs:
-    - path: experiment_data/pipeline/pl_minds14/google__spacy_ner_alignment
-      md5: b251bb8eda29c1644a26b4db0bcf0766.dir
-      size: 2599569
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__spacy_ner_metrics
-      md5: 85361b5e0ac555a688bbc7dd4477e7a8.dir
-      size: 4545
-      nfiles: 562
+    - path: experiment_data/pipeline/pl_luna/techmo__spacy_ner_alignment
+      md5: c301698fa01d07cfb3efb16ffbb06b69.dir
+      size: 20451389
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/techmo__spacy_ner_metrics
+      md5: 06cea0926a325c92a1ff79457db655a8.dir
+      size: 8918
+      nfiles: 500
   pipeline_spacy_ner_wer@1:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_common_voice
       --asr=wav2vec2
@@ -2167,102 +2167,74 @@ stages:
       size: 98038
       nfiles: 8154
   pipeline_asr_result@18:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_minds14
-      --asr=wav2vec2
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_luna
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_minds14/pl_minds14__wav2vec2
-      md5: 6174de2a0578f456aae4e4e796dec805.dir
-      size: 2755451
-      nfiles: 562
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
+    - path: experiment_data/cached_asr/pl_luna/pl_luna__whisper_tiny
+      md5: 1214905c22db4c9bd7e439e68b7551cc.dir
+      size: 6202142
+      nfiles: 500
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
     outs:
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
-      md5: 5658da01ecdce39ed99156bbc7f2dc62.dir
-      size: 3523907
-      nfiles: 562
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__result
+      md5: 0237d69dfa56d1a29a8bc43f464c4f1e.dir
+      size: 11789990
+      nfiles: 500
   pipeline_asr_result@19:
     cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_minds14
-      --asr=wav2vec2
+      --asr=google
     deps:
     - path: experiment/pipeline_process_asr.py
       md5: efe378505897550fe1a8d423c321ef53
       size: 1403
-    - path: experiment_data/cached_asr/pl_minds14/pl_minds14__wav2vec2
-      md5: 6174de2a0578f456aae4e4e796dec805.dir
-      size: 2755451
+    - path: experiment_data/cached_asr/pl_minds14/pl_minds14__google
+      md5: bb1acae0c3070424d635ae9d2c6e14f0.dir
+      size: 247940
       nfiles: 562
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
     outs:
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
-      md5: 5658da01ecdce39ed99156bbc7f2dc62.dir
-      size: 3523907
+    - path: experiment_data/pipeline/pl_minds14/google__result
+      md5: 3f7a79298a5156fd2b023e673326e72f.dir
+      size: 985004
       nfiles: 562
   pipeline_spacy_ner_wer@12:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_luna
-      --asr=ajn
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_google_fleurs
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
       size: 1469
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/ajn__result
-      md5: 653d65e186a7d05958ce3cbef219038c.dir
-      size: 6159899
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__result
+      md5: 7220584482e69b3a9f4b43fba97e97cf.dir
+      size: 2135360
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_luna/ajn__spacy_ner_alignment
-      md5: 68434e48e2e6652ae6c9b17f9eb6fa05.dir
-      size: 21154450
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/ajn__spacy_ner_metrics
-      md5: 288d81ffe41a25d5ab85bbb3ef908979.dir
-      size: 8703
-      nfiles: 494
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__spacy_ner_alignment
+      md5: 194c42115d93fddc20442ef0dc592513.dir
+      size: 4268672
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__spacy_ner_metrics
+      md5: 7884b951c828e6874b72a6d83cfc5a31.dir
+      size: 10855
+      nfiles: 758
   pipeline_spacy_ner_wer@13:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_luna
-      --asr=techmo
-    deps:
-    - path: experiment/pipeline_process_spacy_pos_wer.py
-      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
-      size: 1469
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/techmo__result
-      md5: 0e596570e1502b38588427bc72dcc006.dir
-      size: 9697519
-      nfiles: 500
-    outs:
-    - path: experiment_data/pipeline/pl_luna/techmo__spacy_ner_alignment
-      md5: c301698fa01d07cfb3efb16ffbb06b69.dir
-      size: 20451389
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/techmo__spacy_ner_metrics
-      md5: 06cea0926a325c92a1ff79457db655a8.dir
-      size: 8918
-      nfiles: 500
-  pipeline_spacy_ner_wer@11:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_luna
       --asr=google
     deps:
@@ -2290,35 +2262,35 @@ stages:
       md5: 7df5fdeb083c8b1e953e1ff097c69f11.dir
       size: 8752
       nfiles: 500
-  pipeline_spacy_ner_wer@6:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_voicelab_cbiz
-      --asr=techmo
+  pipeline_spacy_ner_wer@11:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_google_fleurs
+      --asr=wav2vec2
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
       size: 1469
-    - path: experiment_data/dataset/pl_voicelab_cbiz
-      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
-      size: 4803739404
-      nfiles: 1600
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
-      md5: ebffd3814a48564f4e33b9a4e0956af3.dir
-      size: 21846798
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
-      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
-      size: 39158267
-      nfiles: 800
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
+      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
+      size: 5137721
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__spacy_ner_alignment
-      md5: 3c7bf6f59153f0eef4685795dc8c1246.dir
-      size: 79503990
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__spacy_ner_metrics
-      md5: f0dd0a8adb67c53d83ad32d152f90365.dir
-      size: 14595
-      nfiles: 800
-  pipeline_spacy_ner_wer@5:
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_ner_alignment
+      md5: d04f82c751e6ef28414b35ba4d844470.dir
+      size: 3660762
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_ner_metrics
+      md5: 308e3f0f67d855482d7d3634954f4b57.dir
+      size: 7553
+      nfiles: 758
+  pipeline_spacy_ner_wer@6:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_voicelab_cbiz
       --asr=ajn
     deps:
@@ -2346,6 +2318,34 @@ stages:
       md5: 61799b677b4d6af5e41c947c1d3b02cd.dir
       size: 14196
       nfiles: 800
+  pipeline_spacy_ner_wer@5:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_voicelab_cbiz
+      --asr=google
+    deps:
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
+    - path: experiment_data/dataset/pl_voicelab_cbiz
+      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
+      size: 4803739404
+      nfiles: 1600
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
+      md5: ebffd3814a48564f4e33b9a4e0956af3.dir
+      size: 21846798
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__result
+      md5: cb6322c8c0c6d3cf557b93bf52efd0dc.dir
+      size: 27432599
+      nfiles: 799
+    outs:
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__spacy_ner_alignment
+      md5: a83b6e086aa207da109fc06293501f52.dir
+      size: 80594165
+      nfiles: 799
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__spacy_ner_metrics
+      md5: 85388729ffbed2a328f94758c682c809.dir
+      size: 14708
+      nfiles: 799
   pipeline_spacy_pos_wer@3:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_common_voice
       --asr=ajn
@@ -2404,7 +2404,7 @@ stages:
       nfiles: 8143
   pipeline_spacy_pos_wer@9:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_google_fleurs
-      --asr=techmo
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -2413,54 +2413,54 @@ stages:
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
+      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
+      size: 1413262
+      nfiles: 758
     - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
-      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
-      size: 1880403
-      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_pos_alignment
-      md5: d76701778be18566a4d3a45bc325196e.dir
-      size: 3707699
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_pos_alignment
+      md5: 210ec7ffdde2c076fe2ab72873f240c7.dir
+      size: 3799802
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_pos_metrics
-      md5: 9cae08bbb8a6331d06a33dbbb4a16301.dir
-      size: 9662
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_pos_metrics
+      md5: 0d95a4abb4a33aef3e242a304fd58698.dir
+      size: 10569
       nfiles: 758
   pipeline_wikineiural_ner@11:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_luna
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_google_fleurs
+      --asr=wav2vec2
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
       size: 1802
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/google__result
-      md5: 8e4bf67df4dccd218d4d7c3de69688a4.dir
-      size: 5346497
-      nfiles: 500
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
+      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
+      size: 5137721
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_luna/google__wikineural_ner_alignment
-      md5: dbfd406215b6d3b8ed5afcceb92034cb.dir
-      size: 34436914
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/google__wikineural_ner_metrics
-      md5: d4ca8091dac498b609dca9fda6d22f07.dir
-      size: 8807
-      nfiles: 500
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__wikineural_ner_alignment
+      md5: 320e1321cb3db403a9ec0bb662abe52c.dir
+      size: 7828240
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__wikineural_ner_metrics
+      md5: 0738885f0f798e8bc0fbb5c9824d9db1.dir
+      size: 9704
+      nfiles: 758
   pipeline_wikineiural_ner@8:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_google_fleurs
-      --asr=ajn
+      --asr=google
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
@@ -2469,26 +2469,26 @@ stages:
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
-      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
-      size: 1413262
-      nfiles: 758
     - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/google__result
+      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
+      size: 1377134
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__wikineural_ner_alignment
-      md5: 83f073c2166a9a2fcfc6dc4d2268efb4.dir
-      size: 7530856
+    - path: experiment_data/pipeline/pl_google_fleurs/google__wikineural_ner_alignment
+      md5: 39e078edbc3f65934358787ddbe40eec.dir
+      size: 7572934
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__wikineural_ner_metrics
-      md5: 7def95d54e9428f71fa43a5b9a95b54b.dir
-      size: 12379
+    - path: experiment_data/pipeline/pl_google_fleurs/google__wikineural_ner_metrics
+      md5: f8b3c4183e31fc9e612b189579644f74.dir
+      size: 10796
       nfiles: 758
   pipeline_wikineiural_ner@14:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_luna
-      --asr=wav2vec2
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
@@ -2497,26 +2497,26 @@ stages:
       md5: d342155b1871e881797cf7da09d5dc3c.dir
       size: 1578358645
       nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/ajn__result
+      md5: 653d65e186a7d05958ce3cbef219038c.dir
+      size: 6159899
+      nfiles: 494
     - path: experiment_data/pipeline/pl_luna/gold_transcript
       md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
       size: 6706925
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
-      md5: 9c63b061ac7763144bca121e163ee7aa.dir
-      size: 20658485
-      nfiles: 456
     outs:
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__wikineural_ner_alignment
-      md5: 4a1ad7d9221851e3735f1c3c2238862b.dir
-      size: 33934003
-      nfiles: 456
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__wikineural_ner_metrics
-      md5: 0368dfd54954d3aa317e359f32efe59e.dir
-      size: 8244
-      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/ajn__wikineural_ner_alignment
+      md5: 52c8c06ce74db727c4aa5f55a2a865cd.dir
+      size: 37478125
+      nfiles: 494
+    - path: experiment_data/pipeline/pl_luna/ajn__wikineural_ner_metrics
+      md5: 602eaef0046a2a8b551bbbced7123886.dir
+      size: 8816
+      nfiles: 494
   pipeline_spacy_ner_wer@10:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_google_fleurs
-      --asr=wav2vec2
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -2529,18 +2529,18 @@ stages:
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
-      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
-      size: 5137721
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
+      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
+      size: 1880403
       nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_ner_alignment
-      md5: d04f82c751e6ef28414b35ba4d844470.dir
-      size: 3660762
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_ner_alignment
+      md5: 628a77d036410a40bd358db2fc8ff739.dir
+      size: 3626842
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_ner_metrics
-      md5: 308e3f0f67d855482d7d3634954f4b57.dir
-      size: 7553
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_ner_metrics
+      md5: cda4c4246e8b3b6d57aed57c4fe5594a.dir
+      size: 8311
       nfiles: 758
   pipeline_spacy_ner_wer@3:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_common_voice
@@ -2628,7 +2628,7 @@ stages:
       nfiles: 8155
   pipeline_spacy_pos_wer@8:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_google_fleurs
-      --asr=ajn
+      --asr=google
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -2637,22 +2637,22 @@ stages:
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
-      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
-      size: 1413262
-      nfiles: 758
     - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/google__result
+      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
+      size: 1377134
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_pos_alignment
-      md5: 210ec7ffdde2c076fe2ab72873f240c7.dir
-      size: 3799802
+    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_pos_alignment
+      md5: 3429e870a0541d01eb85b0a34fd16021.dir
+      size: 3712618
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_pos_metrics
-      md5: 0d95a4abb4a33aef3e242a304fd58698.dir
-      size: 10569
+    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_pos_metrics
+      md5: 56dddb48cea2022b91fd4323efd43a8b.dir
+      size: 9213
       nfiles: 758
   pipeline_wikineiural_ner@1:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_common_voice
@@ -2684,7 +2684,7 @@ stages:
       nfiles: 8154
   pipeline_flair_upos@13:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_luna
-      --asr=techmo
+      --asr=google
     deps:
     - path: experiment/pipeline_process_flair_upos.py
       md5: 2ce2de99df9c06c5d9b0833ca7cdffda
@@ -2697,18 +2697,18 @@ stages:
       md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
       size: 6706925
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/techmo__result
-      md5: 0e596570e1502b38588427bc72dcc006.dir
-      size: 9697519
+    - path: experiment_data/pipeline/pl_luna/google__result
+      md5: 8e4bf67df4dccd218d4d7c3de69688a4.dir
+      size: 5346497
       nfiles: 500
     outs:
-    - path: experiment_data/pipeline/pl_luna/techmo__flair_upos_alignment
-      md5: 4319f089e3987d68b4622f864c17ad6c.dir
-      size: 20898162
+    - path: experiment_data/pipeline/pl_luna/google__flair_upos_alignment
+      md5: 8a23016ee1f269beec30232dff1f751b.dir
+      size: 19210117
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/techmo__flair_upos_metrics
-      md5: 0063866f11c1d82a4ba430f14c81ed8f.dir
-      size: 8844
+    - path: experiment_data/pipeline/pl_luna/google__flair_upos_metrics
+      md5: 891ec9646dea43249aa9cb4eb562b2de.dir
+      size: 8654
       nfiles: 500
   pipeline_flair_upos@0:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_common_voice
@@ -2740,7 +2740,7 @@ stages:
       nfiles: 8143
   pipeline_wikineiural_ner@13:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_luna
-      --asr=techmo
+      --asr=google
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
@@ -2753,50 +2753,50 @@ stages:
       md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
       size: 6706925
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/techmo__result
-      md5: 0e596570e1502b38588427bc72dcc006.dir
-      size: 9697519
+    - path: experiment_data/pipeline/pl_luna/google__result
+      md5: 8e4bf67df4dccd218d4d7c3de69688a4.dir
+      size: 5346497
       nfiles: 500
     outs:
-    - path: experiment_data/pipeline/pl_luna/techmo__wikineural_ner_alignment
-      md5: 6819012ed6e05015753687b12eea426c.dir
-      size: 37042138
+    - path: experiment_data/pipeline/pl_luna/google__wikineural_ner_alignment
+      md5: dbfd406215b6d3b8ed5afcceb92034cb.dir
+      size: 34436914
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/techmo__wikineural_ner_metrics
-      md5: 47cd0bc5270bf7e3300c91f211b7a6f8.dir
-      size: 9011
+    - path: experiment_data/pipeline/pl_luna/google__wikineural_ner_metrics
+      md5: d4ca8091dac498b609dca9fda6d22f07.dir
+      size: 8807
       nfiles: 500
   pipeline_flair_upos@12:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_luna
-      --asr=ajn
+    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_google_fleurs
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_flair_upos.py
       md5: 2ce2de99df9c06c5d9b0833ca7cdffda
       size: 1916
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/ajn__result
-      md5: 653d65e186a7d05958ce3cbef219038c.dir
-      size: 6159899
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__result
+      md5: 7220584482e69b3a9f4b43fba97e97cf.dir
+      size: 2135360
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_luna/ajn__flair_upos_alignment
-      md5: 8aa7d2eeb9deb1bde3394ab5df9c15a0.dir
-      size: 21838304
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/ajn__flair_upos_metrics
-      md5: 4ccf8f54da1b47d0a9e0e7c95020135e.dir
-      size: 8450
-      nfiles: 494
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__flair_upos_alignment
+      md5: fc0957cb3c17b47cea93b135220ac9ba.dir
+      size: 4233187
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__flair_upos_metrics
+      md5: 76e4bd62eb3a4eb3a34638683f06ba84.dir
+      size: 10449
+      nfiles: 758
   pipeline_wikineiural_ner@10:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_google_fleurs
-      --asr=wav2vec2
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
@@ -2809,18 +2809,18 @@ stages:
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
-      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
-      size: 5137721
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
+      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
+      size: 1880403
       nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__wikineural_ner_alignment
-      md5: 320e1321cb3db403a9ec0bb662abe52c.dir
-      size: 7828240
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__wikineural_ner_alignment
+      md5: 2fdab231aaf8c96a97268d6447f3ca1e.dir
+      size: 7640523
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__wikineural_ner_metrics
-      md5: 0738885f0f798e8bc0fbb5c9824d9db1.dir
-      size: 9704
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__wikineural_ner_metrics
+      md5: 14d453272229bc7b8d7c4eb2790e6b32.dir
+      size: 10705
       nfiles: 758
   pipeline_wikineiural_ner@2:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_common_voice
@@ -2851,64 +2851,64 @@ stages:
       size: 118544
       nfiles: 8136
   pipeline_flair_upos@11:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_luna
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_google_fleurs
+      --asr=wav2vec2
     deps:
     - path: experiment/pipeline_process_flair_upos.py
       md5: 2ce2de99df9c06c5d9b0833ca7cdffda
       size: 1916
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/google__result
-      md5: 8e4bf67df4dccd218d4d7c3de69688a4.dir
-      size: 5346497
-      nfiles: 500
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
+      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
+      size: 5137721
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_luna/google__flair_upos_alignment
-      md5: 8a23016ee1f269beec30232dff1f751b.dir
-      size: 19210117
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/google__flair_upos_metrics
-      md5: 891ec9646dea43249aa9cb4eb562b2de.dir
-      size: 8654
-      nfiles: 500
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__flair_upos_alignment
+      md5: 07ec971011a67b5e3ad7822fc717612c.dir
+      size: 3720804
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__flair_upos_metrics
+      md5: 642857d546ab39ca2d680fda663eab38.dir
+      size: 7889
+      nfiles: 758
   pipeline_wikineiural_ner@4:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_voicelab_cbiz
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_common_voice
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
       size: 1802
-    - path: experiment_data/dataset/pl_voicelab_cbiz
-      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
-      size: 4803739404
-      nfiles: 1600
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
-      md5: ebffd3814a48564f4e33b9a4e0956af3.dir
-      size: 21846798
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__result
-      md5: cb6322c8c0c6d3cf557b93bf52efd0dc.dir
-      size: 27432599
-      nfiles: 799
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__result
+      md5: 6310f1b24332777817738abe33676505.dir
+      size: 10121705
+      nfiles: 8155
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__wikineural_ner_alignment
-      md5: f977050b1f0445e9997f902f91634976.dir
-      size: 144157380
-      nfiles: 799
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__wikineural_ner_metrics
-      md5: 9a9056d774f8e901fa2beaa9a874b0a2.dir
-      size: 14800
-      nfiles: 799
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__wikineural_ner_alignment
+      md5: da4492daece0b76c95ea363246ff5414.dir
+      size: 39870020
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__wikineural_ner_metrics
+      md5: b7b319a512c38ab0ee0ef5c347b7b80e.dir
+      size: 113084
+      nfiles: 8155
   pipeline_flair_upos@9:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_google_fleurs
-      --asr=techmo
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_flair_upos.py
       md5: 2ce2de99df9c06c5d9b0833ca7cdffda
@@ -2917,26 +2917,26 @@ stages:
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
+      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
+      size: 1413262
+      nfiles: 758
     - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
-      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
-      size: 1880403
-      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__flair_upos_alignment
-      md5: 527561b0790917cc03d782d5bf074294.dir
-      size: 3695215
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__flair_upos_alignment
+      md5: be13715f9aed5232f08da3be9095a797.dir
+      size: 3675596
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__flair_upos_metrics
-      md5: 06a349eee2ca119d3e79bbdbe5c95ef1.dir
-      size: 9384
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__flair_upos_metrics
+      md5: 27bb131921ad52d2235aeb2b7befe4d1.dir
+      size: 10590
       nfiles: 758
   pipeline_wikineiural_ner@9:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_google_fleurs
-      --asr=techmo
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
@@ -2945,26 +2945,26 @@ stages:
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
+      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
+      size: 1413262
+      nfiles: 758
     - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
-      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
-      size: 1880403
-      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__wikineural_ner_alignment
-      md5: 2fdab231aaf8c96a97268d6447f3ca1e.dir
-      size: 7640523
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__wikineural_ner_alignment
+      md5: 83f073c2166a9a2fcfc6dc4d2268efb4.dir
+      size: 7530856
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__wikineural_ner_metrics
-      md5: 14d453272229bc7b8d7c4eb2790e6b32.dir
-      size: 10705
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__wikineural_ner_metrics
+      md5: 7def95d54e9428f71fa43a5b9a95b54b.dir
+      size: 12379
       nfiles: 758
   pipeline_flair_upos@14:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_luna
-      --asr=wav2vec2
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_flair_upos.py
       md5: 2ce2de99df9c06c5d9b0833ca7cdffda
@@ -2973,23 +2973,23 @@ stages:
       md5: d342155b1871e881797cf7da09d5dc3c.dir
       size: 1578358645
       nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/ajn__result
+      md5: 653d65e186a7d05958ce3cbef219038c.dir
+      size: 6159899
+      nfiles: 494
     - path: experiment_data/pipeline/pl_luna/gold_transcript
       md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
       size: 6706925
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
-      md5: 9c63b061ac7763144bca121e163ee7aa.dir
-      size: 20658485
-      nfiles: 456
     outs:
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__flair_upos_alignment
-      md5: ac11e3b8f28fd268a8bb90f851bc7b5b.dir
-      size: 17899335
-      nfiles: 456
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__flair_upos_metrics
-      md5: 56807b890f4abcb9c41f60ff72a2e6aa.dir
-      size: 8051
-      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/ajn__flair_upos_alignment
+      md5: 8aa7d2eeb9deb1bde3394ab5df9c15a0.dir
+      size: 21838304
+      nfiles: 494
+    - path: experiment_data/pipeline/pl_luna/ajn__flair_upos_metrics
+      md5: 4ccf8f54da1b47d0a9e0e7c95020135e.dir
+      size: 8450
+      nfiles: 494
   pipeline_wikineiural_ner@0:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_common_voice
       --asr=google
@@ -3019,36 +3019,36 @@ stages:
       size: 117584
       nfiles: 8143
   pipeline_wikineiural_ner@12:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_luna
-      --asr=ajn
+    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_google_fleurs
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
       size: 1802
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/ajn__result
-      md5: 653d65e186a7d05958ce3cbef219038c.dir
-      size: 6159899
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__result
+      md5: 7220584482e69b3a9f4b43fba97e97cf.dir
+      size: 2135360
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_luna/ajn__wikineural_ner_alignment
-      md5: 52c8c06ce74db727c4aa5f55a2a865cd.dir
-      size: 37478125
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/ajn__wikineural_ner_metrics
-      md5: 602eaef0046a2a8b551bbbced7123886.dir
-      size: 8816
-      nfiles: 494
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__wikineural_ner_alignment
+      md5: 1e3b4afa928b74c1d58b0445bdc15a68.dir
+      size: 8311448
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__wikineural_ner_metrics
+      md5: 255cb7f51e1075cac6a2fbc65cbeb5fc.dir
+      size: 12402
+      nfiles: 758
   pipeline_wikineiural_ner@5:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_voicelab_cbiz
-      --asr=ajn
+      --asr=google
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
@@ -3057,23 +3057,23 @@ stages:
       md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
       size: 4803739404
       nfiles: 1600
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__result
-      md5: 7de1137f44fad26766da0fc309720160.dir
-      size: 22765926
-      nfiles: 800
     - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
       md5: ebffd3814a48564f4e33b9a4e0956af3.dir
       size: 21846798
       nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__result
+      md5: cb6322c8c0c6d3cf557b93bf52efd0dc.dir
+      size: 27432599
+      nfiles: 799
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__wikineural_ner_alignment
-      md5: 3363be14202fdb2577c8ddfce6549751.dir
-      size: 132627376
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__wikineural_ner_metrics
-      md5: b83cd24583e6fa648f4e106239e1ffcd.dir
-      size: 14486
-      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__wikineural_ner_alignment
+      md5: f977050b1f0445e9997f902f91634976.dir
+      size: 144157380
+      nfiles: 799
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__wikineural_ner_metrics
+      md5: 9a9056d774f8e901fa2beaa9a874b0a2.dir
+      size: 14800
+      nfiles: 799
   pipeline_flair_upos@3:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_common_voice
       --asr=ajn
@@ -3103,36 +3103,36 @@ stages:
       size: 93408
       nfiles: 8155
   pipeline_wikineiural_ner@7:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_google_fleurs
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_voicelab_cbiz
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
       size: 1802
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
-      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
-      size: 975209
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__result
-      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
-      size: 1377134
-      nfiles: 758
+    - path: experiment_data/dataset/pl_voicelab_cbiz
+      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
+      size: 4803739404
+      nfiles: 1600
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
+      md5: ebffd3814a48564f4e33b9a4e0956af3.dir
+      size: 21846798
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
+      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
+      size: 39158267
+      nfiles: 800
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/google__wikineural_ner_alignment
-      md5: 39e078edbc3f65934358787ddbe40eec.dir
-      size: 7572934
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__wikineural_ner_metrics
-      md5: f8b3c4183e31fc9e612b189579644f74.dir
-      size: 10796
-      nfiles: 758
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__wikineural_ner_alignment
+      md5: fc4d6251b6c8d8253b99aa87d4c7a189.dir
+      size: 144096029
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__wikineural_ner_metrics
+      md5: dca61a52df606b9c3b510007a48c53ee.dir
+      size: 14810
+      nfiles: 800
   pipeline_spacy_ner_wer@8:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_google_fleurs
-      --asr=ajn
+      --asr=google
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -3141,34 +3141,6 @@ stages:
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
-      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
-      size: 1413262
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
-      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
-      size: 975209
-      nfiles: 758
-    outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_ner_alignment
-      md5: 34ddaf22d6ba136b8257344899902015.dir
-      size: 3675109
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_ner_metrics
-      md5: 9379479c875f0fe49d6da70c9b189d67.dir
-      size: 10663
-      nfiles: 758
-  pipeline_flair_upos@7:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_google_fleurs
-      --asr=google
-    deps:
-    - path: experiment/pipeline_process_flair_upos.py
-      md5: 2ce2de99df9c06c5d9b0833ca7cdffda
-      size: 1916
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
     - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
@@ -3178,17 +3150,17 @@ stages:
       size: 1377134
       nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/google__flair_upos_alignment
-      md5: 7a58a3caced592a9f00af9515eb92413.dir
-      size: 3696853
+    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_ner_alignment
+      md5: 67ea10ecbb9f5c3bfa14ffb85c843ba3.dir
+      size: 3638477
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__flair_upos_metrics
-      md5: 680491a1374081f637ade245e79ca627.dir
-      size: 9562
+    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_ner_metrics
+      md5: 0532a9596f26fd52037b6ecaa838ab9e.dir
+      size: 8500
       nfiles: 758
-  pipeline_flair_upos@4:
+  pipeline_flair_upos@7:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_voicelab_cbiz
-      --asr=google
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_flair_upos.py
       md5: 2ce2de99df9c06c5d9b0833ca7cdffda
@@ -3201,47 +3173,75 @@ stages:
       md5: ebffd3814a48564f4e33b9a4e0956af3.dir
       size: 21846798
       nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__result
-      md5: cb6322c8c0c6d3cf557b93bf52efd0dc.dir
-      size: 27432599
-      nfiles: 799
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
+      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
+      size: 39158267
+      nfiles: 800
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__flair_upos_alignment
-      md5: 3446f07e21780b9319c2c22d88767dfc.dir
-      size: 81897055
-      nfiles: 799
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__flair_upos_metrics
-      md5: 06fc109e28016f32d68edf992b4c3072.dir
-      size: 14350
-      nfiles: 799
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__flair_upos_alignment
+      md5: b9435b169d923e56d45be4e3a489358d.dir
+      size: 81635416
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__flair_upos_metrics
+      md5: 00f24bd9e609cc89f29cb6c3cc8dba48.dir
+      size: 14348
+      nfiles: 800
+  pipeline_flair_upos@4:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_common_voice
+      --asr=whisper_tiny
+    deps:
+    - path: experiment/pipeline_process_flair_upos.py
+      md5: 2ce2de99df9c06c5d9b0833ca7cdffda
+      size: 1916
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__result
+      md5: 6310f1b24332777817738abe33676505.dir
+      size: 10121705
+      nfiles: 8155
+    outs:
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__flair_upos_alignment
+      md5: 147573fff8b9edf9df71f16aedd2646a.dir
+      size: 19643758
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__flair_upos_metrics
+      md5: 2f2b9f5e1e48ad1268d75099c357b26c.dir
+      size: 90154
+      nfiles: 8155
   pipeline_spacy_pos_wer@4:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_voicelab_cbiz
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_common_voice
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
       size: 1469
-    - path: experiment_data/dataset/pl_voicelab_cbiz
-      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
-      size: 4803739404
-      nfiles: 1600
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
-      md5: ebffd3814a48564f4e33b9a4e0956af3.dir
-      size: 21846798
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__result
-      md5: cb6322c8c0c6d3cf557b93bf52efd0dc.dir
-      size: 27432599
-      nfiles: 799
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__result
+      md5: 6310f1b24332777817738abe33676505.dir
+      size: 10121705
+      nfiles: 8155
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__spacy_pos_alignment
-      md5: 22ccae20301046da3e40e93daa680d53.dir
-      size: 83052124
-      nfiles: 799
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__spacy_pos_metrics
-      md5: 43d79d47ba1e91e86daf1f66aa18c941.dir
-      size: 14239
-      nfiles: 799
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__spacy_pos_alignment
+      md5: ccb3410d235e8cf849e09a9ebef528bf.dir
+      size: 21551242
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__spacy_pos_metrics
+      md5: f43c1cd06a76f9fa8f684a3d22b2ff48.dir
+      size: 94586
+      nfiles: 8155
   pipeline_flair_upos@1:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_common_voice
       --asr=wav2vec2
@@ -3272,7 +3272,7 @@ stages:
       nfiles: 8154
   pipeline_flair_upos@5:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_voicelab_cbiz
-      --asr=ajn
+      --asr=google
     deps:
     - path: experiment/pipeline_process_flair_upos.py
       md5: 2ce2de99df9c06c5d9b0833ca7cdffda
@@ -3281,26 +3281,26 @@ stages:
       md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
       size: 4803739404
       nfiles: 1600
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__result
-      md5: 7de1137f44fad26766da0fc309720160.dir
-      size: 22765926
-      nfiles: 800
     - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
       md5: ebffd3814a48564f4e33b9a4e0956af3.dir
       size: 21846798
       nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__result
+      md5: cb6322c8c0c6d3cf557b93bf52efd0dc.dir
+      size: 27432599
+      nfiles: 799
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__flair_upos_alignment
-      md5: d9c2a02375a3f9974ddf0ec4d64297b7.dir
-      size: 78332367
-      nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__flair_upos_metrics
-      md5: 42f292cac09f5efc71215ac0f9bbf760.dir
-      size: 13841
-      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__flair_upos_alignment
+      md5: 3446f07e21780b9319c2c22d88767dfc.dir
+      size: 81897055
+      nfiles: 799
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/google__flair_upos_metrics
+      md5: 06fc109e28016f32d68edf992b4c3072.dir
+      size: 14350
+      nfiles: 799
   pipeline_wikineiural_ner@6:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_voicelab_cbiz
-      --asr=techmo
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
@@ -3309,26 +3309,26 @@ stages:
       md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
       size: 4803739404
       nfiles: 1600
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__result
+      md5: 7de1137f44fad26766da0fc309720160.dir
+      size: 22765926
+      nfiles: 800
     - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
       md5: ebffd3814a48564f4e33b9a4e0956af3.dir
       size: 21846798
       nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
-      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
-      size: 39158267
-      nfiles: 800
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__wikineural_ner_alignment
-      md5: fc4d6251b6c8d8253b99aa87d4c7a189.dir
-      size: 144096029
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__wikineural_ner_alignment
+      md5: 3363be14202fdb2577c8ddfce6549751.dir
+      size: 132627376
       nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__wikineural_ner_metrics
-      md5: dca61a52df606b9c3b510007a48c53ee.dir
-      size: 14810
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__wikineural_ner_metrics
+      md5: b83cd24583e6fa648f4e106239e1ffcd.dir
+      size: 14486
       nfiles: 800
   pipeline_flair_upos@6:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_voicelab_cbiz
-      --asr=techmo
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_flair_upos.py
       md5: 2ce2de99df9c06c5d9b0833ca7cdffda
@@ -3337,26 +3337,26 @@ stages:
       md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
       size: 4803739404
       nfiles: 1600
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__result
+      md5: 7de1137f44fad26766da0fc309720160.dir
+      size: 22765926
+      nfiles: 800
     - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
       md5: ebffd3814a48564f4e33b9a4e0956af3.dir
       size: 21846798
       nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
-      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
-      size: 39158267
-      nfiles: 800
     outs:
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__flair_upos_alignment
-      md5: b9435b169d923e56d45be4e3a489358d.dir
-      size: 81635416
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__flair_upos_alignment
+      md5: d9c2a02375a3f9974ddf0ec4d64297b7.dir
+      size: 78332367
       nfiles: 800
-    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__flair_upos_metrics
-      md5: 00f24bd9e609cc89f29cb6c3cc8dba48.dir
-      size: 14348
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/ajn__flair_upos_metrics
+      md5: 42f292cac09f5efc71215ac0f9bbf760.dir
+      size: 13841
       nfiles: 800
   pipeline_flair_upos@8:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_google_fleurs
-      --asr=ajn
+      --asr=google
     deps:
     - path: experiment/pipeline_process_flair_upos.py
       md5: 2ce2de99df9c06c5d9b0833ca7cdffda
@@ -3365,54 +3365,54 @@ stages:
       md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
       size: 236272072
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
-      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
-      size: 1413262
-      nfiles: 758
     - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/google__result
+      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
+      size: 1377134
+      nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__flair_upos_alignment
-      md5: be13715f9aed5232f08da3be9095a797.dir
-      size: 3675596
+    - path: experiment_data/pipeline/pl_google_fleurs/google__flair_upos_alignment
+      md5: 7a58a3caced592a9f00af9515eb92413.dir
+      size: 3696853
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__flair_upos_metrics
-      md5: 27bb131921ad52d2235aeb2b7befe4d1.dir
-      size: 10590
+    - path: experiment_data/pipeline/pl_google_fleurs/google__flair_upos_metrics
+      md5: 680491a1374081f637ade245e79ca627.dir
+      size: 9562
       nfiles: 758
   pipeline_spacy_ner_wer@7:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_google_fleurs
-      --asr=google
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_voicelab_cbiz
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
       size: 1469
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
-      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
-      size: 975209
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__result
-      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
-      size: 1377134
-      nfiles: 758
+    - path: experiment_data/dataset/pl_voicelab_cbiz
+      md5: 3c2b18e1f1f89e4c5ad7b254e472b25e.dir
+      size: 4803739404
+      nfiles: 1600
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/gold_transcript
+      md5: ebffd3814a48564f4e33b9a4e0956af3.dir
+      size: 21846798
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__result
+      md5: e544489fc21b6a3e6d4fd68ab8c2c069.dir
+      size: 39158267
+      nfiles: 800
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_ner_alignment
-      md5: 67ea10ecbb9f5c3bfa14ffb85c843ba3.dir
-      size: 3638477
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_ner_metrics
-      md5: 0532a9596f26fd52037b6ecaa838ab9e.dir
-      size: 8500
-      nfiles: 758
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__spacy_ner_alignment
+      md5: 3c7bf6f59153f0eef4685795dc8c1246.dir
+      size: 79503990
+      nfiles: 800
+    - path: experiment_data/pipeline/pl_voicelab_cbiz/techmo__spacy_ner_metrics
+      md5: f0dd0a8adb67c53d83ad32d152f90365.dir
+      size: 14595
+      nfiles: 800
   pipeline_spacy_ner_wer@14:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_luna
-      --asr=wav2vec2
+      --asr=ajn
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -3421,26 +3421,26 @@ stages:
       md5: d342155b1871e881797cf7da09d5dc3c.dir
       size: 1578358645
       nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/ajn__result
+      md5: 653d65e186a7d05958ce3cbef219038c.dir
+      size: 6159899
+      nfiles: 494
     - path: experiment_data/pipeline/pl_luna/gold_transcript
       md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
       size: 6706925
       nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
-      md5: 9c63b061ac7763144bca121e163ee7aa.dir
-      size: 20658485
-      nfiles: 456
     outs:
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__spacy_ner_alignment
-      md5: 4530ad915e82cc9668e775d5de219b13.dir
-      size: 17577804
-      nfiles: 456
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__spacy_ner_metrics
-      md5: 0ad2dc0beeebd336771228f8751fe028.dir
-      size: 8014
-      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/ajn__spacy_ner_alignment
+      md5: 68434e48e2e6652ae6c9b17f9eb6fa05.dir
+      size: 21154450
+      nfiles: 494
+    - path: experiment_data/pipeline/pl_luna/ajn__spacy_ner_metrics
+      md5: 288d81ffe41a25d5ab85bbb3ef908979.dir
+      size: 8703
+      nfiles: 494
   pipeline_flair_upos@10:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_google_fleurs
-      --asr=wav2vec2
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_flair_upos.py
       md5: 2ce2de99df9c06c5d9b0833ca7cdffda
@@ -3453,18 +3453,18 @@ stages:
       md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
       size: 975209
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
-      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
-      size: 5137721
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
+      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
+      size: 1880403
       nfiles: 758
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__flair_upos_alignment
-      md5: 07ec971011a67b5e3ad7822fc717612c.dir
-      size: 3720804
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__flair_upos_alignment
+      md5: 527561b0790917cc03d782d5bf074294.dir
+      size: 3695215
       nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__flair_upos_metrics
-      md5: 642857d546ab39ca2d680fda663eab38.dir
-      size: 7889
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__flair_upos_metrics
+      md5: 06a349eee2ca119d3e79bbdbe5c95ef1.dir
+      size: 9384
       nfiles: 758
   pipeline_flair_upos@2:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_common_voice
@@ -3495,148 +3495,964 @@ stages:
       size: 95391
       nfiles: 8136
   pipeline_spacy_ner_wer@17:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_minds14
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_luna
+      --asr=whisper_tiny
+    deps:
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__result
+      md5: 0237d69dfa56d1a29a8bc43f464c4f1e.dir
+      size: 11789990
+      nfiles: 500
+    outs:
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__spacy_ner_alignment
+      md5: 9c5a0efcc57695b5bdfb4f2ed6d1ce82.dir
+      size: 24437639
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__spacy_ner_metrics
+      md5: c0b89a3966675c348e9601bc68bfda11.dir
+      size: 8763
+      nfiles: 500
+  pipeline_wikineiural_ner@16:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_luna
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_wikineural_ner.py
+      md5: c2c4e92a33346a3c097a321f1f5f2af3
+      size: 1802
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
+      md5: 9c63b061ac7763144bca121e163ee7aa.dir
+      size: 20658485
+      nfiles: 456
+    outs:
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__wikineural_ner_alignment
+      md5: 4a1ad7d9221851e3735f1c3c2238862b.dir
+      size: 33934003
+      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__wikineural_ner_metrics
+      md5: 0368dfd54954d3aa317e359f32efe59e.dir
+      size: 8244
+      nfiles: 456
+  pipeline_flair_upos@17:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_luna
+      --asr=whisper_tiny
+    deps:
+    - path: experiment/pipeline_process_flair_upos.py
+      md5: 2ce2de99df9c06c5d9b0833ca7cdffda
+      size: 1916
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__result
+      md5: 0237d69dfa56d1a29a8bc43f464c4f1e.dir
+      size: 11789990
+      nfiles: 500
+    outs:
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__flair_upos_alignment
+      md5: b30b207caed04dd1be8c79313124a6ac.dir
+      size: 24799648
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__flair_upos_metrics
+      md5: ed1ff9fa572dd43e0229726b3be66c2d.dir
+      size: 8494
+      nfiles: 500
+  pipeline_wikineiural_ner@17:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_luna
+      --asr=whisper_tiny
+    deps:
+    - path: experiment/pipeline_process_wikineural_ner.py
+      md5: c2c4e92a33346a3c097a321f1f5f2af3
+      size: 1802
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__result
+      md5: 0237d69dfa56d1a29a8bc43f464c4f1e.dir
+      size: 11789990
+      nfiles: 500
+    outs:
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__wikineural_ner_alignment
+      md5: 2ce8893b2a29cb7c4907636e55a962ba.dir
+      size: 40512588
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__wikineural_ner_metrics
+      md5: 0dc6ffc41d0711297133dd93f4937b6f.dir
+      size: 8949
+      nfiles: 500
+  pipeline_flair_upos@15:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_luna
+      --asr=techmo
+    deps:
+    - path: experiment/pipeline_process_flair_upos.py
+      md5: 2ce2de99df9c06c5d9b0833ca7cdffda
+      size: 1916
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/techmo__result
+      md5: 0e596570e1502b38588427bc72dcc006.dir
+      size: 9697519
+      nfiles: 500
+    outs:
+    - path: experiment_data/pipeline/pl_luna/techmo__flair_upos_alignment
+      md5: 4319f089e3987d68b4622f864c17ad6c.dir
+      size: 20898162
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/techmo__flair_upos_metrics
+      md5: 0063866f11c1d82a4ba430f14c81ed8f.dir
+      size: 8844
+      nfiles: 500
+  pipeline_wikineiural_ner@15:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_luna
+      --asr=techmo
+    deps:
+    - path: experiment/pipeline_process_wikineural_ner.py
+      md5: c2c4e92a33346a3c097a321f1f5f2af3
+      size: 1802
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/techmo__result
+      md5: 0e596570e1502b38588427bc72dcc006.dir
+      size: 9697519
+      nfiles: 500
+    outs:
+    - path: experiment_data/pipeline/pl_luna/techmo__wikineural_ner_alignment
+      md5: 6819012ed6e05015753687b12eea426c.dir
+      size: 37042138
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/techmo__wikineural_ner_metrics
+      md5: 47cd0bc5270bf7e3300c91f211b7a6f8.dir
+      size: 9011
+      nfiles: 500
+  pipeline_flair_upos@16:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_luna
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_flair_upos.py
+      md5: 2ce2de99df9c06c5d9b0833ca7cdffda
+      size: 1916
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
+      md5: 9c63b061ac7763144bca121e163ee7aa.dir
+      size: 20658485
+      nfiles: 456
+    outs:
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__flair_upos_alignment
+      md5: ac11e3b8f28fd268a8bb90f851bc7b5b.dir
+      size: 17899335
+      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__flair_upos_metrics
+      md5: 56807b890f4abcb9c41f60ff72a2e6aa.dir
+      size: 8051
+      nfiles: 456
+  pipeline_spacy_tag_wer@4:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_common_voice
+      --asr=whisper_tiny
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__result
+      md5: 6310f1b24332777817738abe33676505.dir
+      size: 10121705
+      nfiles: 8155
+    outs:
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__spacy_dep_tag_alignment
+      md5: a0ad9d2e145bdd55da93137bcbd89ca0.dir
+      size: 21688710
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/whisper_tiny__spacy_dep_tag_metrics
+      md5: efb4cd381d95cfdbe40b09cdc251e3bc.dir
+      size: 95585
+      nfiles: 8155
+  pipeline_spacy_tag_wer@17:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
+      --asr=techmo
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/techmo__result
+      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
+      size: 1336305
+      nfiles: 562
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_dep_tag_alignment
+      md5: 66efb4e5647eda2e2ab3116445bdf9b5.dir
+      size: 2666883
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_dep_tag_metrics
+      md5: 15c9ef006daec951119079da2794dcad.dir
+      size: 6736
+      nfiles: 562
+  pipeline_spacy_tag_wer@10:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_luna
+      --asr=google
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/google__result
+      md5: 8e4bf67df4dccd218d4d7c3de69688a4.dir
+      size: 5346497
+      nfiles: 500
+    outs:
+    - path: experiment_data/pipeline/pl_luna/google__spacy_dep_tag_alignment
+      md5: 5fc24c54101bce2e858b08f4c47e0667.dir
+      size: 19568605
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/google__spacy_dep_tag_metrics
+      md5: f64735e07b7c460895d1ccf8e4d0884c.dir
+      size: 8466
+      nfiles: 500
+  pipeline_spacy_tag_wer@0:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_common_voice
+      --asr=google
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/google__result
+      md5: afb53476cc93ef4de3591908df41fd2a.dir
+      size: 5854366
+      nfiles: 8143
+    outs:
+    - path: experiment_data/pipeline/pl_common_voice/google__spacy_dep_tag_alignment
+      md5: f043c22d203a7efd123232f1a2a6b4ad.dir
+      size: 18474982
+      nfiles: 8143
+    - path: experiment_data/pipeline/pl_common_voice/google__spacy_dep_tag_metrics
+      md5: f12ee96b46679884f65c59fef8ce74ea.dir
+      size: 96519
+      nfiles: 8143
+  pipeline_spacy_tag_wer@18:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
+      md5: 5658da01ecdce39ed99156bbc7f2dc62.dir
+      size: 3523907
+      nfiles: 562
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_dep_tag_alignment
+      md5: fd108bf3d67c339ebc12a0965a6e4c18.dir
+      size: 2752423
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_dep_tag_metrics
+      md5: 88f7aef65d580d59cdc78610dd98e616.dir
+      size: 7100
+      nfiles: 562
+  pipeline_spacy_tag_wer@15:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
+      --asr=google
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/google__result
+      md5: 3f7a79298a5156fd2b023e673326e72f.dir
+      size: 985004
+      nfiles: 562
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/google__spacy_dep_tag_alignment
+      md5: 76be498f539e45e5650695e29f22b436.dir
+      size: 2685018
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/google__spacy_dep_tag_metrics
+      md5: 96aea021765fd076fc534e9f09b29037.dir
+      size: 5117
+      nfiles: 562
+  pipeline_spacy_tag_wer@6:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_google_fleurs
+      --asr=ajn
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
+      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
+      size: 1413262
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    outs:
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_dep_tag_alignment
+      md5: 8ec2e9fc88d4b8ce5032bf809c1c025f.dir
+      size: 3799802
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_dep_tag_metrics
+      md5: 0d95a4abb4a33aef3e242a304fd58698.dir
+      size: 10569
+      nfiles: 758
+  pipeline_spacy_tag_wer@14:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_luna
+      --asr=whisper_tiny
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__result
+      md5: 0237d69dfa56d1a29a8bc43f464c4f1e.dir
+      size: 11789990
+      nfiles: 500
+    outs:
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__spacy_dep_tag_alignment
+      md5: 639560135c84aab006b3c08f9d3bd77e.dir
+      size: 25464153
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/whisper_tiny__spacy_dep_tag_metrics
+      md5: f28d26d045db695e6b236abe5a90ed4f.dir
+      size: 8555
+      nfiles: 500
+  pipeline_spacy_tag_wer@16:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
+      --asr=ajn
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/ajn__result
+      md5: 4094dd4b22895a0a4ce82793cd6a8b0f.dir
+      size: 974727
+      nfiles: 559
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_dep_tag_alignment
+      md5: 7635cf48e907c8d2939fa9ef6870cd6a.dir
+      size: 3200084
+      nfiles: 559
+    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_dep_tag_metrics
+      md5: 54a8912bab4cd197f01719d5340ef7e9.dir
+      size: 6867
+      nfiles: 559
+  pipeline_spacy_tag_wer@5:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_google_fleurs
+      --asr=google
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/google__result
+      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
+      size: 1377134
+      nfiles: 758
+    outs:
+    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_dep_tag_alignment
+      md5: c15aa30b165152fac6813cd092763242.dir
+      size: 3712618
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_dep_tag_metrics
+      md5: 56dddb48cea2022b91fd4323efd43a8b.dir
+      size: 9213
+      nfiles: 758
+  pipeline_spacy_tag_wer@2:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_common_voice
+      --asr=techmo
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/techmo__result
+      md5: 9030cf3640f2749d9c1b4439687bdc2f.dir
+      size: 7761880
+      nfiles: 8136
+    outs:
+    - path: experiment_data/pipeline/pl_common_voice/techmo__spacy_dep_tag_alignment
+      md5: 7f52c28043e0a7b311bd39e877998834.dir
+      size: 18352367
+      nfiles: 8136
+    - path: experiment_data/pipeline/pl_common_voice/techmo__spacy_dep_tag_metrics
+      md5: 3d8555026f88adec199bcb380e30a0f0.dir
+      size: 96139
+      nfiles: 8136
+  pipeline_wikineiural_ner@18:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_minds14
+      --asr=google
+    deps:
+    - path: experiment/pipeline_process_wikineural_ner.py
+      md5: c2c4e92a33346a3c097a321f1f5f2af3
+      size: 1802
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/google__result
+      md5: 3f7a79298a5156fd2b023e673326e72f.dir
+      size: 985004
+      nfiles: 562
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/google__wikineural_ner_alignment
+      md5: 539cc438ec67099bb95f58ccdde9d42f.dir
+      size: 5692456
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/google__wikineural_ner_metrics
+      md5: 0385f2138fd318df8852a7e38c1770ac.dir
+      size: 5322
+      nfiles: 562
+  pipeline_spacy_tag_wer@8:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_google_fleurs
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
+      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
+      size: 5137721
+      nfiles: 758
+    outs:
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_dep_tag_alignment
+      md5: 8503661e0ee89ff96690e245f3144807.dir
+      size: 3772188
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_dep_tag_metrics
+      md5: be82f4400be9dd5f01a7a4f73c357b1c.dir
+      size: 9083
+      nfiles: 758
+  pipeline_word_wer@18:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_minds14
+      --asr=google
+    deps:
+    - path: experiment/pipeline_process_word_wer.py
+      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
+      size: 2125
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/google__result
+      md5: 3f7a79298a5156fd2b023e673326e72f.dir
+      size: 985004
+      nfiles: 562
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/google__word_wer_classic_alignment
+      md5: 9259147092c1555cd087a4fc4f428b2b.dir
+      size: 2725626
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/google__word_wer_classic_metrics
+      md5: 41621d3845a0035ee77352902c46a186.dir
+      size: 15012
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/google__word_wer_embeddings_alignment
+      md5: 07eff4b993990ceb973120d4515e3b9e.dir
+      size: 5493309
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/google__word_wer_embeddings_metrics
+      md5: e9ff0ac8eac5389bfc6ea7b13cd94a9c.dir
+      size: 31258
+      nfiles: 562
+  pipeline_spacy_tag_wer@12:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_luna
       --asr=techmo
     deps:
-    - path: experiment/pipeline_process_spacy_pos_wer.py
-      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
-      size: 1469
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/techmo__result
+      md5: 0e596570e1502b38588427bc72dcc006.dir
+      size: 9697519
+      nfiles: 500
+    outs:
+    - path: experiment_data/pipeline/pl_luna/techmo__spacy_dep_tag_alignment
+      md5: baefcd5dfadd9c62d6fc71ba0ac31fa9.dir
+      size: 20897599
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/techmo__spacy_dep_tag_metrics
+      md5: 1478707020a96496b50eb732207c290e.dir
+      size: 8841
+      nfiles: 500
+  pipeline_spacy_tag_wer@3:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_common_voice
+      --asr=ajn
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_common_voice/ajn__result
+      md5: 77d873041fe2952e3c45ee4ac6458061.dir
+      size: 6667841
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    outs:
+    - path: experiment_data/pipeline/pl_common_voice/ajn__spacy_dep_tag_alignment
+      md5: a735ec3c634bbe034cb67f7a54fb0d2f.dir
+      size: 19294281
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/ajn__spacy_dep_tag_metrics
+      md5: 516d26ee39867a1166c51edb014ad897.dir
+      size: 94253
+      nfiles: 8155
+  pipeline_spacy_tag_wer@11:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_luna
+      --asr=ajn
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/ajn__result
+      md5: 653d65e186a7d05958ce3cbef219038c.dir
+      size: 6159899
+      nfiles: 494
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    outs:
+    - path: experiment_data/pipeline/pl_luna/ajn__spacy_dep_tag_alignment
+      md5: 034d072825c711a824f1280f4a390f74.dir
+      size: 21936929
+      nfiles: 494
+    - path: experiment_data/pipeline/pl_luna/ajn__spacy_dep_tag_metrics
+      md5: 6c6bb673ea5f64c9d851878c9d8a7c09.dir
+      size: 8444
+      nfiles: 494
+  pipeline_spacy_tag_wer@9:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_google_fleurs
+      --asr=whisper_tiny
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__result
+      md5: 7220584482e69b3a9f4b43fba97e97cf.dir
+      size: 2135360
+      nfiles: 758
+    outs:
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__spacy_dep_tag_alignment
+      md5: ce259eeea86c4eb2188170f3afc3d20b.dir
+      size: 4422013
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/whisper_tiny__spacy_dep_tag_metrics
+      md5: ae86609116018717054c6eac6e17a668.dir
+      size: 10339
+      nfiles: 758
+  pipeline_spacy_tag_wer@1:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_common_voice
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_common_voice
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
+      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
+      size: 4093545
+      nfiles: 8155
+    - path: experiment_data/pipeline/pl_common_voice/wav2vec2__result
+      md5: b0d0042d77d7adce37890ca63ad40091.dir
+      size: 19014997
+      nfiles: 8154
+    outs:
+    - path: experiment_data/pipeline/pl_common_voice/wav2vec2__spacy_dep_tag_alignment
+      md5: 09fbe03eafa4948e0d3009ef392e9c40.dir
+      size: 18505763
+      nfiles: 8154
+    - path: experiment_data/pipeline/pl_common_voice/wav2vec2__spacy_dep_tag_metrics
+      md5: d1bc1925fe39ccb98e8bb085a1b1b24f.dir
+      size: 96041
+      nfiles: 8154
+  pipeline_flair_upos@18:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_minds14
+      --asr=google
+    deps:
+    - path: experiment/pipeline_process_flair_upos.py
+      md5: 2ce2de99df9c06c5d9b0833ca7cdffda
+      size: 1916
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__result
-      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
-      size: 1336305
+    - path: experiment_data/pipeline/pl_minds14/google__result
+      md5: 3f7a79298a5156fd2b023e673326e72f.dir
+      size: 985004
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_ner_alignment
-      md5: b9b4f2685f681ad7334ac60236a6ebe7.dir
-      size: 2573182
+    - path: experiment_data/pipeline/pl_minds14/google__flair_upos_alignment
+      md5: 531ca099d7ca7667993016c9237fb875.dir
+      size: 2641461
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_ner_metrics
-      md5: d306e0d18df9ee86f853719244bcfd35.dir
-      size: 5484
+    - path: experiment_data/pipeline/pl_minds14/google__flair_upos_metrics
+      md5: 9f97126702b6268ce448649d4d7a3666.dir
+      size: 5000
       nfiles: 562
-  pipeline_wikineiural_ner@16:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_minds14
+  pipeline_spacy_pos_wer@18:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_minds14
       --asr=ajn
     deps:
-    - path: experiment/pipeline_process_wikineural_ner.py
-      md5: c2c4e92a33346a3c097a321f1f5f2af3
-      size: 1802
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/ajn__result
-      md5: 6fd1b042a7cb6d6f200c2eb9a926b7f1.dir
+      md5: 4094dd4b22895a0a4ce82793cd6a8b0f.dir
       size: 974727
       nfiles: 559
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/ajn__wikineural_ner_alignment
-      md5: 6be03b571a6462a5e3e4c96678f32fce.dir
-      size: 5689217
+    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_pos_alignment
+      md5: e9d82d54f5f44e6bfe9da4af3954f20d.dir
+      size: 3180963
       nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/ajn__wikineural_ner_metrics
-      md5: 6e1b50f31e4bd4f264e6a6a91da6cb05.dir
-      size: 8593
+    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_pos_metrics
+      md5: a596f37b4eb1b7f3d04269fc1adb8a26.dir
+      size: 7003
       nfiles: 559
-  pipeline_flair_upos@17:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_minds14
+  pipeline_spacy_tag_wer@13:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_luna
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_luna
+      md5: d342155b1871e881797cf7da09d5dc3c.dir
+      size: 1578358645
+      nfiles: 4500
+    - path: experiment_data/pipeline/pl_luna/gold_transcript
+      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
+      size: 6706925
+      nfiles: 500
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
+      md5: 9c63b061ac7763144bca121e163ee7aa.dir
+      size: 20658485
+      nfiles: 456
+    outs:
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__spacy_dep_tag_alignment
+      md5: 6716464936f4f35ba81a43eb2c2f37b0.dir
+      size: 17967467
+      nfiles: 456
+    - path: experiment_data/pipeline/pl_luna/wav2vec2__spacy_dep_tag_metrics
+      md5: 7848ddff997fd231f3857ff30dfd7154.dir
+      size: 7940
+      nfiles: 456
+  pipeline_spacy_tag_wer@7:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_google_fleurs
       --asr=techmo
     deps:
-    - path: experiment/pipeline_process_flair_upos.py
-      md5: 2ce2de99df9c06c5d9b0833ca7cdffda
-      size: 1916
+    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
+      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
+      size: 1489
+    - path: experiment_data/dataset/pl_google_fleurs
+      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
+      size: 236272072
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
+      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
+      size: 975209
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
+      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
+      size: 1880403
+      nfiles: 758
+    outs:
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_dep_tag_alignment
+      md5: 997d8e36cd023245065af9c1c3db1d72.dir
+      size: 3743812
+      nfiles: 758
+    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_dep_tag_metrics
+      md5: 386a8988937349d2ab69a4a335d0d270.dir
+      size: 9672
+      nfiles: 758
+  pipeline_spacy_ner_wer@18:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_minds14
+      --asr=google
+    deps:
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/google__result
+      md5: 3f7a79298a5156fd2b023e673326e72f.dir
+      size: 985004
+      nfiles: 562
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/google__spacy_ner_alignment
+      md5: 42116658821e33fc3360d8957bf68354.dir
+      size: 2599522
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/google__spacy_ner_metrics
+      md5: 4e363aa38b90467de244a923ddc14d98.dir
+      size: 4544
+      nfiles: 562
+  pipeline_asr_result@22:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_minds14
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_asr.py
+      md5: efe378505897550fe1a8d423c321ef53
+      size: 1403
+    - path: experiment_data/cached_asr/pl_minds14/pl_minds14__wav2vec2
+      md5: 6174de2a0578f456aae4e4e796dec805.dir
+      size: 2755451
+      nfiles: 562
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
+      md5: 5658da01ecdce39ed99156bbc7f2dc62.dir
+      size: 3523907
+      nfiles: 562
+  pipeline_asr_result@21:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_minds14
+      --asr=techmo
+    deps:
+    - path: experiment/pipeline_process_asr.py
+      md5: efe378505897550fe1a8d423c321ef53
+      size: 1403
+    - path: experiment_data/cached_asr/pl_minds14/pl_minds14__techmo
+      md5: 5fd62d52b1a39db98d86ff0a11dcfd52.dir
+      size: 612777
+      nfiles: 562
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
-      size: 689374
-      nfiles: 562
+    outs:
     - path: experiment_data/pipeline/pl_minds14/techmo__result
       md5: 4c43636b4773f2bf9a2153ef3393a558.dir
       size: 1336305
       nfiles: 562
-    outs:
-    - path: experiment_data/pipeline/pl_minds14/techmo__flair_upos_alignment
-      md5: fcfda34330dcd231409db4eff282a85a.dir
-      size: 2632853
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__flair_upos_metrics
-      md5: eda987cf12cfa026c8906eaa434e6090.dir
-      size: 6285
-      nfiles: 562
-  pipeline_wikineiural_ner@17:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_minds14
-      --asr=techmo
+  pipeline_asr_result@20:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_minds14
+      --asr=ajn
     deps:
-    - path: experiment/pipeline_process_wikineural_ner.py
-      md5: c2c4e92a33346a3c097a321f1f5f2af3
-      size: 1802
+    - path: experiment/pipeline_process_asr.py
+      md5: efe378505897550fe1a8d423c321ef53
+      size: 1403
+    - path: experiment_data/cached_asr/pl_minds14/pl_minds14__ajn
+      md5: 41b35b832b72e132575e1c8bc777682f.dir
+      size: 205731
+      nfiles: 562
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
-      size: 689374
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__result
-      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
-      size: 1336305
-      nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/techmo__wikineural_ner_alignment
-      md5: cc2e98939b0f8ab82a9eb30a546cea2c.dir
-      size: 5641778
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__wikineural_ner_metrics
-      md5: 1025b67d8420594920a3cef4ed5c1a6a.dir
-      size: 8339
-      nfiles: 562
-  pipeline_flair_upos@15:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_minds14
-      --asr=google
+    - path: experiment_data/pipeline/pl_minds14/ajn__result
+      md5: 4094dd4b22895a0a4ce82793cd6a8b0f.dir
+      size: 974727
+      nfiles: 559
+  pipeline_asr_result@23:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=pl_minds14
+      --asr=whisper_tiny
     deps:
-    - path: experiment/pipeline_process_flair_upos.py
-      md5: 2ce2de99df9c06c5d9b0833ca7cdffda
-      size: 1916
+    - path: experiment/pipeline_process_asr.py
+      md5: efe378505897550fe1a8d423c321ef53
+      size: 1403
+    - path: experiment_data/cached_asr/pl_minds14/pl_minds14__whisper_tiny
+      md5: 602bbd1622c4d9c1f147bafa16cd5811.dir
+      size: 845870
+      nfiles: 562
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
-      size: 689374
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__result
-      md5: 3f7a79298a5156fd2b023e673326e72f.dir
-      size: 985004
-      nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/google__flair_upos_alignment
-      md5: 71c60e45f4045e34c221d9c22701aab7.dir
-      size: 2641461
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__flair_upos_metrics
-      md5: 9f97126702b6268ce448649d4d7a3666.dir
-      size: 5000
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__result
+      md5: 2b54257ba731e5aba5c9264293e6c70d.dir
+      size: 1631174
       nfiles: 562
-  pipeline_wikineiural_ner@15:
+  pipeline_wikineiural_ner@21:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_minds14
-      --asr=google
+      --asr=wav2vec2
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
@@ -3646,23 +4462,23 @@ stages:
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__result
-      md5: 3f7a79298a5156fd2b023e673326e72f.dir
-      size: 985004
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
+      md5: 5658da01ecdce39ed99156bbc7f2dc62.dir
+      size: 3523907
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/google__wikineural_ner_alignment
-      md5: e632c40f440b7b59e2d94771e29f2dea.dir
-      size: 5692456
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__wikineural_ner_alignment
+      md5: 926f05dfd25a3c0f1a35da955261f73b.dir
+      size: 5895431
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__wikineural_ner_metrics
-      md5: 0385f2138fd318df8852a7e38c1770ac.dir
-      size: 5322
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__wikineural_ner_metrics
+      md5: 6535a4779ab3be38804639e16cbbe70f.dir
+      size: 8602
       nfiles: 562
-  pipeline_flair_upos@16:
+  pipeline_flair_upos@19:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_minds14
       --asr=ajn
     deps:
@@ -3674,147 +4490,35 @@ stages:
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/ajn__result
-      md5: 6fd1b042a7cb6d6f200c2eb9a926b7f1.dir
+      md5: 4094dd4b22895a0a4ce82793cd6a8b0f.dir
       size: 974727
       nfiles: 559
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
     outs:
     - path: experiment_data/pipeline/pl_minds14/ajn__flair_upos_alignment
-      md5: 53a0fee0db0e7b4818c328730d33a8bc.dir
+      md5: 482f5c68c013bf1547b58dc470ba4cc5.dir
       size: 3084431
       nfiles: 559
     - path: experiment_data/pipeline/pl_minds14/ajn__flair_upos_metrics
       md5: a7791cb5b7b405e98b12834e1146d1bb.dir
       size: 7147
       nfiles: 559
-  pipeline_spacy_tag_wer@4:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_google_fleurs
-      --asr=google
-    deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
-      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
-      size: 975209
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__result
-      md5: 6e0d7eb490eadd8dcc3c5452ba85932b.dir
-      size: 1377134
-      nfiles: 758
-    outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_dep_tag_alignment
-      md5: 95fcbc37e49ff7f2d5c0e610446f4936.dir
-      size: 3747833
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/google__spacy_dep_tag_metrics
-      md5: 6ee2469b6f6008337564fd05ad07725c.dir
-      size: 9422
-      nfiles: 758
-  pipeline_spacy_tag_wer@17:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
-      --asr=techmo
-    deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_minds14
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
-      size: 689374
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__result
-      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
-      size: 1336305
-      nfiles: 562
-    outs:
-    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_dep_tag_alignment
-      md5: 9ea9473e990f9b1adafd9a6fef5a05ec.dir
-      size: 2640387
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_dep_tag_metrics
-      md5: 7d555363b27e9c0d0ab7d0e3011c6d13.dir
-      size: 6095
-      nfiles: 562
-  pipeline_spacy_tag_wer@10:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_luna
-      --asr=techmo
-    deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/techmo__result
-      md5: 0e596570e1502b38588427bc72dcc006.dir
-      size: 9697519
-      nfiles: 500
-    outs:
-    - path: experiment_data/pipeline/pl_luna/techmo__spacy_dep_tag_alignment
-      md5: fc7318a6f7511ad1436d71b994cb3aaf.dir
-      size: 21165688
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/techmo__spacy_dep_tag_metrics
-      md5: 238ef4a951d198de3573a67f0fbb2e75.dir
-      size: 8680
-      nfiles: 500
-  pipeline_spacy_tag_wer@0:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_common_voice
-      --asr=google
-    deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_common_voice
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
-    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
-      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
-      size: 4093545
-      nfiles: 8155
-    - path: experiment_data/pipeline/pl_common_voice/google__result
-      md5: afb53476cc93ef4de3591908df41fd2a.dir
-      size: 5854366
-      nfiles: 8143
-    outs:
-    - path: experiment_data/pipeline/pl_common_voice/google__spacy_dep_tag_alignment
-      md5: f043c22d203a7efd123232f1a2a6b4ad.dir
-      size: 18474982
-      nfiles: 8143
-    - path: experiment_data/pipeline/pl_common_voice/google__spacy_dep_tag_metrics
-      md5: f12ee96b46679884f65c59fef8ce74ea.dir
-      size: 96519
-      nfiles: 8143
-  pipeline_spacy_tag_wer@18:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
+  pipeline_spacy_ner_wer@21:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_minds14
       --asr=wav2vec2
     deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
     - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
@@ -3822,21 +4526,21 @@ stages:
       size: 3523907
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_dep_tag_alignment
-      md5: 0b266094262fe4ee6684527729caed32.dir
-      size: 2724276
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_ner_alignment
+      md5: c29a8e30d0dfbf6591d62ea3884f0dc1.dir
+      size: 2653254
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_dep_tag_metrics
-      md5: 818882d685785a9d7d9b8d757c4c8e90.dir
-      size: 6840
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_ner_metrics
+      md5: 353ba9400e092ad54b9ee26a39e44df3.dir
+      size: 6036
       nfiles: 562
-  pipeline_spacy_tag_wer@15:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
+  pipeline_spacy_pos_wer@20:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_minds14
       --asr=wav2vec2
     deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
@@ -3849,46 +4553,18 @@ stages:
       md5: 5658da01ecdce39ed99156bbc7f2dc62.dir
       size: 3523907
       nfiles: 562
-    outs:
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_dep_tag_alignment
-      md5: fd108bf3d67c339ebc12a0965a6e4c18.dir
-      size: 2752423
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_dep_tag_metrics
-      md5: 88f7aef65d580d59cdc78610dd98e616.dir
-      size: 7100
-      nfiles: 562
-  pipeline_spacy_tag_wer@6:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_google_fleurs
-      --asr=techmo
-    deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
-      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
-      size: 975209
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__result
-      md5: 33c60c2b8bd57c3aedd7161256ad8cfa.dir
-      size: 1880403
-      nfiles: 758
-    outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_dep_tag_alignment
-      md5: 997d8e36cd023245065af9c1c3db1d72.dir
-      size: 3743812
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/techmo__spacy_dep_tag_metrics
-      md5: 386a8988937349d2ab69a4a335d0d270.dir
-      size: 9672
-      nfiles: 758
-  pipeline_spacy_tag_wer@14:
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_pos_alignment
+      md5: f594e5f289f7916ad6a70f81ff4677f8.dir
+      size: 2723830
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_pos_metrics
+      md5: 9cb542718053e6ff28d9e79b813c664e.dir
+      size: 7001
+      nfiles: 562
+  pipeline_spacy_tag_wer@19:
     cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
-      --asr=techmo
+      --asr=whisper_tiny
     deps:
     - path: experiment/pipeline_process_spacy_dep_tag_wer.py
       md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
@@ -3901,106 +4577,50 @@ stages:
       md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__result
-      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
-      size: 1336305
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__result
+      md5: 2b54257ba731e5aba5c9264293e6c70d.dir
+      size: 1631174
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_dep_tag_alignment
-      md5: 66efb4e5647eda2e2ab3116445bdf9b5.dir
-      size: 2666883
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__spacy_dep_tag_alignment
+      md5: 9e828d1150d2351dc0b84a5294849da3.dir
+      size: 3281307
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_dep_tag_metrics
-      md5: 15c9ef006daec951119079da2794dcad.dir
-      size: 6736
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__spacy_dep_tag_metrics
+      md5: 7ba8d5c7cd580cd8ddaba742ddd1b60a.dir
+      size: 6749
       nfiles: 562
-  pipeline_spacy_tag_wer@16:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
+  pipeline_spacy_ner_wer@19:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_minds14
       --asr=ajn
     deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/ajn__result
-      md5: 6fd1b042a7cb6d6f200c2eb9a926b7f1.dir
+      md5: 4094dd4b22895a0a4ce82793cd6a8b0f.dir
       size: 974727
       nfiles: 559
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_dep_tag_alignment
-      md5: 372c26bb5e808d7856fed1c06b25de5e.dir
-      size: 3178442
+    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_ner_alignment
+      md5: 57c9eb8cfc9ce3e89e169248a8d46a78.dir
+      size: 3070194
       nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_dep_tag_metrics
-      md5: 014fbe751a4f357f78f073920890e06d.dir
-      size: 7059
+    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_ner_metrics
+      md5: 36cca512956bd2224ef86d126148272d.dir
+      size: 7332
       nfiles: 559
-  pipeline_spacy_tag_wer@5:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_google_fleurs
-      --asr=ajn
-    deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__result
-      md5: 545e63a6daf9c46387c1d7d40b85499f.dir
-      size: 1413262
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
-      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
-      size: 975209
-      nfiles: 758
-    outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_dep_tag_alignment
-      md5: 21d9be660fc3037a8dd6dc1c93c0499a.dir
-      size: 3834884
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/ajn__spacy_dep_tag_metrics
-      md5: 27dbce8684441f84dd51327f1ed07e7d.dir
-      size: 10594
-      nfiles: 758
-  pipeline_spacy_tag_wer@2:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_common_voice
-      --asr=techmo
-    deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_common_voice
-      md5: d751713988987e9331980363e24189ce.dir
-      size: 0
-      nfiles: 0
-    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
-      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
-      size: 4093545
-      nfiles: 8155
-    - path: experiment_data/pipeline/pl_common_voice/techmo__result
-      md5: 9030cf3640f2749d9c1b4439687bdc2f.dir
-      size: 7761880
-      nfiles: 8136
-    outs:
-    - path: experiment_data/pipeline/pl_common_voice/techmo__spacy_dep_tag_alignment
-      md5: 7f52c28043e0a7b311bd39e877998834.dir
-      size: 18352367
-      nfiles: 8136
-    - path: experiment_data/pipeline/pl_common_voice/techmo__spacy_dep_tag_metrics
-      md5: 3d8555026f88adec199bcb380e30a0f0.dir
-      size: 96139
-      nfiles: 8136
-  pipeline_wikineiural_ner@18:
+  pipeline_wikineiural_ner@20:
     cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_minds14
-      --asr=wav2vec2
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_wikineural_ner.py
       md5: c2c4e92a33346a3c097a321f1f5f2af3
@@ -4010,227 +4630,171 @@ stages:
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
-      md5: 5658da01ecdce39ed99156bbc7f2dc62.dir
-      size: 3523907
+    - path: experiment_data/pipeline/pl_minds14/techmo__result
+      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
+      size: 1336305
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__wikineural_ner_alignment
-      md5: 5bc3f08dd32f7769c6c6c0b25df52bf8.dir
-      size: 5895431
+    - path: experiment_data/pipeline/pl_minds14/techmo__wikineural_ner_alignment
+      md5: ff67cff35bc6b045895ad3e14613ab39.dir
+      size: 5641778
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__wikineural_ner_metrics
-      md5: 6535a4779ab3be38804639e16cbbe70f.dir
-      size: 8602
+    - path: experiment_data/pipeline/pl_minds14/techmo__wikineural_ner_metrics
+      md5: 1025b67d8420594920a3cef4ed5c1a6a.dir
+      size: 8339
       nfiles: 562
-  pipeline_spacy_tag_wer@8:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_luna
-      --asr=google
-    deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/google__result
-      md5: 8e4bf67df4dccd218d4d7c3de69688a4.dir
-      size: 5346497
-      nfiles: 500
-    outs:
-    - path: experiment_data/pipeline/pl_luna/google__spacy_dep_tag_alignment
-      md5: 5fc24c54101bce2e858b08f4c47e0667.dir
-      size: 19568605
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/google__spacy_dep_tag_metrics
-      md5: f64735e07b7c460895d1ccf8e4d0884c.dir
-      size: 8466
-      nfiles: 500
-  pipeline_word_wer@18:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_minds14
-      --asr=wav2vec2
+  pipeline_flair_upos@20:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_minds14
+      --asr=techmo
     deps:
-    - path: experiment/pipeline_process_word_wer.py
-      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
-      size: 2125
+    - path: experiment/pipeline_process_flair_upos.py
+      md5: 2ce2de99df9c06c5d9b0833ca7cdffda
+      size: 1916
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
-      md5: 5658da01ecdce39ed99156bbc7f2dc62.dir
-      size: 3523907
+    - path: experiment_data/pipeline/pl_minds14/techmo__result
+      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
+      size: 1336305
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__word_wer_classic_alignment
-      md5: c1d947bbd7bb1dff8d39e03ad4a1d11e.dir
-      size: 2811807
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__word_wer_classic_metrics
-      md5: a3477ae81fcba4a8e21b044f279425bb.dir
-      size: 17073
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__word_wer_embeddings_alignment
-      md5: cbdcbfe7157f28d70ca55b787483e26b.dir
-      size: 5870633
+    - path: experiment_data/pipeline/pl_minds14/techmo__flair_upos_alignment
+      md5: 348e7c7e61df45225b6c28f835a1f1ec.dir
+      size: 2632853
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__word_wer_embeddings_metrics
-      md5: c3395e582b4562a33e97419134363d30.dir
-      size: 37892
+    - path: experiment_data/pipeline/pl_minds14/techmo__flair_upos_metrics
+      md5: eda987cf12cfa026c8906eaa434e6090.dir
+      size: 6285
       nfiles: 562
-  pipeline_spacy_tag_wer@12:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
-      --asr=google
+  pipeline_wikineiural_ner@19:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_minds14
+      --asr=ajn
     deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
+    - path: experiment/pipeline_process_wikineural_ner.py
+      md5: c2c4e92a33346a3c097a321f1f5f2af3
+      size: 1802
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/ajn__result
+      md5: 4094dd4b22895a0a4ce82793cd6a8b0f.dir
+      size: 974727
+      nfiles: 559
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
       md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__result
-      md5: 3f7a79298a5156fd2b023e673326e72f.dir
-      size: 985004
-      nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/google__spacy_dep_tag_alignment
-      md5: 76be498f539e45e5650695e29f22b436.dir
-      size: 2685018
-      nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/google__spacy_dep_tag_metrics
-      md5: 96aea021765fd076fc534e9f09b29037.dir
-      size: 5117
-      nfiles: 562
-  pipeline_spacy_tag_wer@3:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_common_voice
-      --asr=ajn
+    - path: experiment_data/pipeline/pl_minds14/ajn__wikineural_ner_alignment
+      md5: f9d5e3fce4551db9fa1d3ba32df06ee0.dir
+      size: 5689217
+      nfiles: 559
+    - path: experiment_data/pipeline/pl_minds14/ajn__wikineural_ner_metrics
+      md5: 6e1b50f31e4bd4f264e6a6a91da6cb05.dir
+      size: 8593
+      nfiles: 559
+  pipeline_flair_upos@22:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_minds14
+      --asr=whisper_tiny
     deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_common_voice
+    - path: experiment/pipeline_process_flair_upos.py
+      md5: 2ce2de99df9c06c5d9b0833ca7cdffda
+      size: 1916
+    - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
-    - path: experiment_data/pipeline/pl_common_voice/ajn__result
-      md5: 77d873041fe2952e3c45ee4ac6458061.dir
-      size: 6667841
-      nfiles: 8155
-    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
-      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
-      size: 4093545
-      nfiles: 8155
-    outs:
-    - path: experiment_data/pipeline/pl_common_voice/ajn__spacy_dep_tag_alignment
-      md5: a735ec3c634bbe034cb67f7a54fb0d2f.dir
-      size: 19294281
-      nfiles: 8155
-    - path: experiment_data/pipeline/pl_common_voice/ajn__spacy_dep_tag_metrics
-      md5: 516d26ee39867a1166c51edb014ad897.dir
-      size: 94253
-      nfiles: 8155
-  pipeline_spacy_tag_wer@11:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_luna
-      --asr=wav2vec2
-    deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__result
-      md5: 9c63b061ac7763144bca121e163ee7aa.dir
-      size: 20658485
-      nfiles: 456
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__result
+      md5: 2b54257ba731e5aba5c9264293e6c70d.dir
+      size: 1631174
+      nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__spacy_dep_tag_alignment
-      md5: 4edb321a6629205a105e76d48ab834ff.dir
-      size: 18188630
-      nfiles: 456
-    - path: experiment_data/pipeline/pl_luna/wav2vec2__spacy_dep_tag_metrics
-      md5: d3afeff3bf782eef2d0d34e8fdebee8f.dir
-      size: 7784
-      nfiles: 456
-  pipeline_spacy_tag_wer@9:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_luna
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__flair_upos_alignment
+      md5: 9eb00b7f2b7ad96bd458d2b10db04397.dir
+      size: 3174118
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__flair_upos_metrics
+      md5: b2667614ba07f82acb821c6a303380c8.dir
+      size: 7013
+      nfiles: 562
+  pipeline_word_wer@19:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_minds14
       --asr=ajn
     deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_luna
-      md5: d342155b1871e881797cf7da09d5dc3c.dir
-      size: 1578358645
-      nfiles: 4500
-    - path: experiment_data/pipeline/pl_luna/ajn__result
-      md5: 653d65e186a7d05958ce3cbef219038c.dir
-      size: 6159899
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/gold_transcript
-      md5: 4c3e09acb7ffac0ef5b117a38515e3a9.dir
-      size: 6706925
-      nfiles: 500
+    - path: experiment/pipeline_process_word_wer.py
+      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
+      size: 2125
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/ajn__result
+      md5: 4094dd4b22895a0a4ce82793cd6a8b0f.dir
+      size: 974727
+      nfiles: 559
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_luna/ajn__spacy_dep_tag_alignment
-      md5: 39fb1ccfff7b9b87a8d5606d172cbcc9.dir
-      size: 22110364
-      nfiles: 494
-    - path: experiment_data/pipeline/pl_luna/ajn__spacy_dep_tag_metrics
-      md5: 607486e6c531d49e5a093cc5d0dda949.dir
-      size: 8366
-      nfiles: 494
-  pipeline_spacy_tag_wer@1:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_common_voice
-      --asr=wav2vec2
+    - path: experiment_data/pipeline/pl_minds14/ajn__word_wer_classic_alignment
+      md5: f5fd8a87dfcbf4e998b9a1d215186921.dir
+      size: 2851613
+      nfiles: 559
+    - path: experiment_data/pipeline/pl_minds14/ajn__word_wer_classic_metrics
+      md5: 6d6d430e7f3672c67b9c78eb7d0ea296.dir
+      size: 15213
+      nfiles: 559
+    - path: experiment_data/pipeline/pl_minds14/ajn__word_wer_embeddings_alignment
+      md5: 57207c7e05493bf4862dda0394d4ccde.dir
+      size: 5945687
+      nfiles: 559
+    - path: experiment_data/pipeline/pl_minds14/ajn__word_wer_embeddings_metrics
+      md5: aca6839fbd1332d3bb26833c95e8e6b0.dir
+      size: 22441
+      nfiles: 559
+  pipeline_wikineiural_ner@22:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=pl_minds14
+      --asr=whisper_tiny
     deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_common_voice
+    - path: experiment/pipeline_process_wikineural_ner.py
+      md5: c2c4e92a33346a3c097a321f1f5f2af3
+      size: 1802
+    - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
-    - path: experiment_data/pipeline/pl_common_voice/gold_transcript
-      md5: e77ce22b14cb32594ae9cfcd4d6403b3.dir
-      size: 4093545
-      nfiles: 8155
-    - path: experiment_data/pipeline/pl_common_voice/wav2vec2__result
-      md5: b0d0042d77d7adce37890ca63ad40091.dir
-      size: 19014997
-      nfiles: 8154
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__result
+      md5: 2b54257ba731e5aba5c9264293e6c70d.dir
+      size: 1631174
+      nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_common_voice/wav2vec2__spacy_dep_tag_alignment
-      md5: 09fbe03eafa4948e0d3009ef392e9c40.dir
-      size: 18505763
-      nfiles: 8154
-    - path: experiment_data/pipeline/pl_common_voice/wav2vec2__spacy_dep_tag_metrics
-      md5: d1bc1925fe39ccb98e8bb085a1b1b24f.dir
-      size: 96041
-      nfiles: 8154
-  pipeline_flair_upos@18:
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__wikineural_ner_alignment
+      md5: 83fb11da981b9d06686117efe97869e0.dir
+      size: 6168851
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__wikineural_ner_metrics
+      md5: bd9f3729a2a206312f7863c24353e755.dir
+      size: 8613
+      nfiles: 562
+  pipeline_flair_upos@21:
     cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=pl_minds14
       --asr=wav2vec2
     deps:
@@ -4242,7 +4806,7 @@ stages:
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
     - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
@@ -4251,16 +4815,16 @@ stages:
       nfiles: 562
     outs:
     - path: experiment_data/pipeline/pl_minds14/wav2vec2__flair_upos_alignment
-      md5: e543ccad47d9829fdb6dbf3238ed99cc.dir
+      md5: 2055e7e07fd4979aa284d48b6ea7a713.dir
       size: 2702561
       nfiles: 562
     - path: experiment_data/pipeline/pl_minds14/wav2vec2__flair_upos_metrics
       md5: 103738afc0ef4f24adf3b855181b1acb.dir
       size: 6757
       nfiles: 562
-  pipeline_spacy_pos_wer@18:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_minds14
-      --asr=wav2vec2
+  pipeline_spacy_ner_wer@20:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_minds14
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -4270,81 +4834,153 @@ stages:
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
-      md5: 5658da01ecdce39ed99156bbc7f2dc62.dir
-      size: 3523907
+    - path: experiment_data/pipeline/pl_minds14/techmo__result
+      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
+      size: 1336305
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_pos_alignment
-      md5: 0d04963621be1dd6a1c81225734de652.dir
-      size: 2724276
+    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_ner_alignment
+      md5: d957f3f6216d2e749226df128b611e26.dir
+      size: 2573280
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_pos_metrics
-      md5: 818882d685785a9d7d9b8d757c4c8e90.dir
-      size: 6840
+    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_ner_metrics
+      md5: a9bb85e539da902ed87b5c78ab0d3133.dir
+      size: 5500
       nfiles: 562
-  pipeline_spacy_tag_wer@13:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_minds14
-      --asr=ajn
+  pipeline_word_wer@22:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_minds14
+      --asr=whisper_tiny
     deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
+    - path: experiment/pipeline_process_word_wer.py
+      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
+      size: 2125
     - path: experiment_data/dataset/pl_minds14
       md5: d751713988987e9331980363e24189ce.dir
       size: 0
       nfiles: 0
-    - path: experiment_data/pipeline/pl_minds14/ajn__result
-      md5: 4094dd4b22895a0a4ce82793cd6a8b0f.dir
-      size: 974727
-      nfiles: 559
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
       md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__result
+      md5: 2b54257ba731e5aba5c9264293e6c70d.dir
+      size: 1631174
+      nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_dep_tag_alignment
-      md5: 7635cf48e907c8d2939fa9ef6870cd6a.dir
-      size: 3200084
-      nfiles: 559
-    - path: experiment_data/pipeline/pl_minds14/ajn__spacy_dep_tag_metrics
-      md5: 54a8912bab4cd197f01719d5340ef7e9.dir
-      size: 6867
-      nfiles: 559
-  pipeline_spacy_tag_wer@7:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=pl_google_fleurs
-      --asr=wav2vec2
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__word_wer_classic_alignment
+      md5: cf3157d59e7af77248c524e504dc04f4.dir
+      size: 2916121
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__word_wer_classic_metrics
+      md5: 51e17aba487d6e86ae41b0a3379bb788.dir
+      size: 15967
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__word_wer_embeddings_alignment
+      md5: 10a6352d89a16e482f841d4766058794.dir
+      size: 6018264
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__word_wer_embeddings_metrics
+      md5: 365866e7c9c0db5b4041f39d0d9ed8f7.dir
+      size: 37953
+      nfiles: 562
+  pipeline_spacy_ner_wer@22:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_minds14
+      --asr=whisper_tiny
     deps:
-    - path: experiment/pipeline_process_spacy_dep_tag_wer.py
-      md5: 83fc16ed68e85cfd89d8d84dc61d6d0f
-      size: 1489
-    - path: experiment_data/dataset/pl_google_fleurs
-      md5: dfcb8cf40b4a1e1a62f9ada00468cca9.dir
-      size: 236272072
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/gold_transcript
-      md5: 607f551eca5dabcca0caf31c87bd2ac6.dir
-      size: 975209
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__result
-      md5: bf9c77e34376bcda73dbdb6afee55c8c.dir
-      size: 5137721
-      nfiles: 758
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__result
+      md5: 2b54257ba731e5aba5c9264293e6c70d.dir
+      size: 1631174
+      nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_dep_tag_alignment
-      md5: 8503661e0ee89ff96690e245f3144807.dir
-      size: 3772188
-      nfiles: 758
-    - path: experiment_data/pipeline/pl_google_fleurs/wav2vec2__spacy_dep_tag_metrics
-      md5: be82f4400be9dd5f01a7a4f73c357b1c.dir
-      size: 9083
-      nfiles: 758
-  pipeline_spacy_ner_wer@18:
-    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=pl_minds14
-      --asr=wav2vec2
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__spacy_ner_alignment
+      md5: 3c4161f8db8a5f218ead787f77d2ff74.dir
+      size: 3161511
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__spacy_ner_metrics
+      md5: c55b2189a6033dd7bb183a479c73875d.dir
+      size: 7425
+      nfiles: 562
+  pipeline_spacy_pos_wer@21:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_minds14
+      --asr=whisper_tiny
+    deps:
+    - path: experiment/pipeline_process_spacy_pos_wer.py
+      md5: 3817c96d1d91d2cf2d8ec7fe570f1472
+      size: 1469
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__result
+      md5: 2b54257ba731e5aba5c9264293e6c70d.dir
+      size: 1631174
+      nfiles: 562
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__spacy_pos_alignment
+      md5: 4727dbf6ca0c0867479b67f29041018d.dir
+      size: 3252193
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/whisper_tiny__spacy_pos_metrics
+      md5: 5c87afa3d3f1cdeb843416eec888446d.dir
+      size: 7030
+      nfiles: 562
+  pipeline_word_wer@20:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_minds14
+      --asr=techmo
+    deps:
+    - path: experiment/pipeline_process_word_wer.py
+      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
+      size: 2125
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/techmo__result
+      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
+      size: 1336305
+      nfiles: 562
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/techmo__word_wer_classic_alignment
+      md5: 8cc588761bc5bd56fb867953da04ac35.dir
+      size: 2723010
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/techmo__word_wer_classic_metrics
+      md5: b6a4f05d71bd3fbed796d54b1ac2b29d.dir
+      size: 17198
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/techmo__word_wer_embeddings_alignment
+      md5: c2b20050da963980f2ca5bbed0b1457d.dir
+      size: 5505715
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/techmo__word_wer_embeddings_metrics
+      md5: e2448cce1cb93fa872b3898c00af62ba.dir
+      size: 34993
+      nfiles: 562
+  pipeline_spacy_pos_wer@19:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=pl_minds14
+      --asr=techmo
     deps:
     - path: experiment/pipeline_process_spacy_pos_wer.py
       md5: 3817c96d1d91d2cf2d8ec7fe570f1472
@@ -4354,7 +4990,35 @@ stages:
       size: 0
       nfiles: 0
     - path: experiment_data/pipeline/pl_minds14/gold_transcript
-      md5: d2d48495000b3ea7ea6f4212ddb113a5.dir
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
+      size: 689374
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/techmo__result
+      md5: 4c43636b4773f2bf9a2153ef3393a558.dir
+      size: 1336305
+      nfiles: 562
+    outs:
+    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_pos_alignment
+      md5: c1b9ede77bb9061f1c0507147029efee.dir
+      size: 2640298
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/techmo__spacy_pos_metrics
+      md5: 3e56923bc3b678ee5263e5c8436da9ca.dir
+      size: 6118
+      nfiles: 562
+  pipeline_word_wer@21:
+    cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=pl_minds14
+      --asr=wav2vec2
+    deps:
+    - path: experiment/pipeline_process_word_wer.py
+      md5: 98c7d6b43efbe0c2e84b5ad44d01fec9
+      size: 2125
+    - path: experiment_data/dataset/pl_minds14
+      md5: d751713988987e9331980363e24189ce.dir
+      size: 0
+      nfiles: 0
+    - path: experiment_data/pipeline/pl_minds14/gold_transcript
+      md5: d4da8b3a8c5f044af1403d70d8f60fcf.dir
       size: 689374
       nfiles: 562
     - path: experiment_data/pipeline/pl_minds14/wav2vec2__result
@@ -4362,11 +5026,19 @@ stages:
       size: 3523907
       nfiles: 562
     outs:
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_ner_alignment
-      md5: 5c0650273cc3a942beb9ec39c01866f1.dir
-      size: 2653625
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__word_wer_classic_alignment
+      md5: 171d4dddb9fd5b96479c62fa86ccfe57.dir
+      size: 2811807
       nfiles: 562
-    - path: experiment_data/pipeline/pl_minds14/wav2vec2__spacy_ner_metrics
-      md5: 9aba9dba4721ced4ab9ae20a4f6b44cb.dir
-      size: 6092
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__word_wer_classic_metrics
+      md5: a3477ae81fcba4a8e21b044f279425bb.dir
+      size: 17073
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__word_wer_embeddings_alignment
+      md5: d5b7c18b6537344d7e0113ac8a8d9c28.dir
+      size: 5684553
+      nfiles: 562
+    - path: experiment_data/pipeline/pl_minds14/wav2vec2__word_wer_embeddings_metrics
+      md5: 64afcfdbe04279ed8dd3cc2b25e77093.dir
+      size: 37859
       nfiles: 562
diff --git a/dvc.yaml b/dvc.yaml
index 4f3541c..4c9fc0b 100644
--- a/dvc.yaml
+++ b/dvc.yaml
@@ -48,6 +48,8 @@ stages:
                 asr: techmo
             -   dataset: pl_common_voice
                 asr: ajn
+            -   dataset: pl_common_voice
+                asr: whisper_tiny
 
             -   dataset: pl_voicelab_cbiz
                 asr: google
@@ -55,6 +57,8 @@ stages:
                 asr: ajn
             -   dataset: pl_voicelab_cbiz
                 asr: techmo
+            -   dataset: pl_voicelab_cbiz
+                asr: whisper_tiny
 
             -   dataset: pl_google_fleurs
                 asr: google
@@ -64,6 +68,8 @@ stages:
                 asr: techmo
             -   dataset: pl_google_fleurs
                 asr: wav2vec2
+            -   dataset: pl_google_fleurs
+                asr: whisper_tiny
 
             -   dataset: pl_luna
                 asr: google
@@ -73,6 +79,8 @@ stages:
                 asr: techmo
             -   dataset: pl_luna
                 asr: wav2vec2
+            -   dataset: pl_luna
+                asr: whisper_tiny
 
             -   dataset: pl_minds14
                 asr: google
@@ -82,6 +90,8 @@ stages:
                 asr: techmo
             -   dataset: pl_minds14
                 asr: wav2vec2
+            -   dataset: pl_minds14
+                asr: whisper_tiny
         do:
             cmd: PYTHONPATH=. python experiment/pipeline_process_asr.py --dataset=${item.dataset} --asr=${item.asr}
             deps:
@@ -101,6 +111,8 @@ stages:
                 asr: techmo
             -   dataset: pl_common_voice
                 asr: ajn
+            -   dataset: pl_common_voice
+                asr: whisper_tiny
 
             -   dataset: pl_voicelab_cbiz
                 asr: google
@@ -117,6 +129,8 @@ stages:
                 asr: techmo
             -   dataset: pl_google_fleurs
                 asr: wav2vec2
+            -   dataset: pl_google_fleurs
+                asr: whisper_tiny
 
             -   dataset: pl_luna
                 asr: google
@@ -126,6 +140,8 @@ stages:
                 asr: techmo
             -   dataset: pl_luna
                 asr: wav2vec2
+            -   dataset: pl_luna
+                asr: whisper_tiny
 
             -   dataset: pl_minds14
                 asr: google
@@ -135,6 +151,8 @@ stages:
                 asr: techmo
             -   dataset: pl_minds14
                 asr: wav2vec2
+            -   dataset: pl_minds14
+                asr: whisper_tiny
         do:
             cmd: PYTHONPATH=. python experiment/pipeline_process_word_wer.py --dataset=${item.dataset} --asr=${item.asr}
             deps:
@@ -158,6 +176,8 @@ stages:
                 asr: techmo
             -   dataset: pl_common_voice
                 asr: ajn
+            -   dataset: pl_common_voice
+                asr: whisper_tiny
 
             -   dataset: pl_voicelab_cbiz
                 asr: google
@@ -174,6 +194,8 @@ stages:
                 asr: techmo
             -   dataset: pl_google_fleurs
                 asr: wav2vec2
+            -   dataset: pl_google_fleurs
+                asr: whisper_tiny
 
             -   dataset: pl_luna
                 asr: google
@@ -182,7 +204,7 @@ stages:
             -   dataset: pl_luna
                 asr: techmo
             -   dataset: pl_luna
-                asr: wav2vec2
+                asr: whisper_tiny
 
             -   dataset: pl_minds14
                 asr: google
@@ -192,6 +214,8 @@ stages:
                 asr: techmo
             -   dataset: pl_minds14
                 asr: wav2vec2
+            -   dataset: pl_minds14
+                asr: whisper_tiny
         do:
             cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_pos_wer.py --dataset=${item.dataset} --asr=${item.asr}
             deps:
@@ -213,6 +237,8 @@ stages:
                 asr: techmo
             -   dataset: pl_common_voice
                 asr: ajn
+            -   dataset: pl_common_voice
+                asr: whisper_tiny
 
             -   dataset: pl_voicelab_cbiz
                 asr: google
@@ -229,6 +255,8 @@ stages:
                 asr: techmo
             -   dataset: pl_google_fleurs
                 asr: wav2vec2
+            -   dataset: pl_google_fleurs
+                asr: whisper_tiny
 
             -   dataset: pl_luna
                 asr: google
@@ -238,6 +266,8 @@ stages:
                 asr: techmo
             -   dataset: pl_luna
                 asr: wav2vec2
+            -   dataset: pl_luna
+                asr: whisper_tiny
 
             -   dataset: pl_minds14
                 asr: google
@@ -247,6 +277,8 @@ stages:
                 asr: techmo
             -   dataset: pl_minds14
                 asr: wav2vec2
+            -   dataset: pl_minds14
+                asr: whisper_tiny
         do:
             cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_ner_wer.py --dataset=${item.dataset} --asr=${item.asr}
             deps:
@@ -268,6 +300,8 @@ stages:
                 asr: techmo
             -   dataset: pl_common_voice
                 asr: ajn
+            -   dataset: pl_common_voice
+                asr: whisper_tiny
 
             -   dataset: pl_voicelab_cbiz
                 asr: google
@@ -284,6 +318,8 @@ stages:
                 asr: techmo
             -   dataset: pl_google_fleurs
                 asr: wav2vec2
+            -   dataset: pl_google_fleurs
+                asr: whisper_tiny
 
             -   dataset: pl_luna
                 asr: google
@@ -293,6 +329,8 @@ stages:
                 asr: techmo
             -   dataset: pl_luna
                 asr: wav2vec2
+            -   dataset: pl_luna
+                asr: whisper_tiny
 
             -   dataset: pl_minds14
                 asr: google
@@ -302,6 +340,8 @@ stages:
                 asr: techmo
             -   dataset: pl_minds14
                 asr: wav2vec2
+            -   dataset: pl_minds14
+                asr: whisper_tiny
         do:
             cmd: PYTHONPATH=. python experiment/pipeline_process_wikineural_ner.py --dataset=${item.dataset} --asr=${item.asr}
             deps:
@@ -323,6 +363,8 @@ stages:
                 asr: techmo
             -   dataset: pl_common_voice
                 asr: ajn
+            -   dataset: pl_common_voice
+                asr: whisper_tiny
 
             -   dataset: pl_voicelab_cbiz
                 asr: google
@@ -339,6 +381,8 @@ stages:
                 asr: techmo
             -   dataset: pl_google_fleurs
                 asr: wav2vec2
+            -   dataset: pl_google_fleurs
+                asr: whisper_tiny
 
             -   dataset: pl_luna
                 asr: google
@@ -348,6 +392,8 @@ stages:
                 asr: techmo
             -   dataset: pl_luna
                 asr: wav2vec2
+            -   dataset: pl_luna
+                asr: whisper_tiny
 
             -   dataset: pl_minds14
                 asr: google
@@ -357,6 +403,8 @@ stages:
                 asr: techmo
             -   dataset: pl_minds14
                 asr: wav2vec2
+            -   dataset: pl_minds14
+                asr: whisper_tiny
         do:
             cmd: PYTHONPATH=. python experiment/pipeline_process_flair_upos.py --dataset=${item.dataset} --asr=${item.asr}
             deps:
@@ -378,13 +426,15 @@ stages:
                 asr: techmo
             -   dataset: pl_common_voice
                 asr: ajn
+            -   dataset: pl_common_voice
+                asr: whisper_tiny
 
-#            -   dataset: pl_voicelab_cbiz
-#                asr: google
-#            -   dataset: pl_voicelab_cbiz
-#                asr: ajn
-#            -   dataset: pl_voicelab_cbiz
-#                asr: techmo
+            #            -   dataset: pl_voicelab_cbiz
+            #                asr: google
+            #            -   dataset: pl_voicelab_cbiz
+            #                asr: ajn
+            #            -   dataset: pl_voicelab_cbiz
+            #                asr: techmo
 
             -   dataset: pl_google_fleurs
                 asr: google
@@ -394,6 +444,8 @@ stages:
                 asr: techmo
             -   dataset: pl_google_fleurs
                 asr: wav2vec2
+            -   dataset: pl_google_fleurs
+                asr: whisper_tiny
 
             -   dataset: pl_luna
                 asr: google
@@ -403,6 +455,8 @@ stages:
                 asr: techmo
             -   dataset: pl_luna
                 asr: wav2vec2
+            -   dataset: pl_luna
+                asr: whisper_tiny
 
             -   dataset: pl_minds14
                 asr: google
@@ -412,6 +466,8 @@ stages:
                 asr: techmo
             -   dataset: pl_minds14
                 asr: wav2vec2
+            -   dataset: pl_minds14
+                asr: whisper_tiny
         do:
             cmd: PYTHONPATH=. python experiment/pipeline_process_spacy_dep_tag_wer.py --dataset=${item.dataset} --asr=${item.asr}
             deps:
diff --git a/experiment/experiment_dependency_provider.py b/experiment/experiment_dependency_provider.py
index 09b42ab..c7b8ed1 100644
--- a/experiment/experiment_dependency_provider.py
+++ b/experiment/experiment_dependency_provider.py
@@ -30,8 +30,7 @@ def get_record_provider(dataset_name: str) -> DatasetHelper:
     elif dataset_name == 'pl_google_fleurs':
         return HfRecordProvider(
             load_dataset("google/fleurs", "pl_pl")['test'],
-            'experiment_data/dataset_relation_manager_data/pl_google_fleurs', 1,
-            'experiment_data/dataset/pl_google_fleurs/audio/'
+            'experiment_data/dataset_relation_manager_data/pl_google_fleurs', 1, ''
         )
     elif dataset_name == 'pl_luna':
         return LunaRecordProvider(
diff --git a/experiment/hf_dataset_helper/hf_record_provider.py b/experiment/hf_dataset_helper/hf_record_provider.py
index 0ba5fca..e376afb 100644
--- a/experiment/hf_dataset_helper/hf_record_provider.py
+++ b/experiment/hf_dataset_helper/hf_record_provider.py
@@ -1,13 +1,8 @@
 from pathlib import Path
 from typing import Dict, Set, Any
-from datasets import load_dataset
 from datasets.arrow_dataset import Dataset
 
 from experiment.dataset_helper import DatasetHelper
-from sziszapangma.integration.path_filter import PathFilter
-from sziszapangma.integration.record_id_iterator import RecordIdIterator
-from sziszapangma.integration.record_path_provider import RecordPathProvider
-from sziszapangma.integration.relation_manager_provider import RelationManagerProvider
 from sziszapangma.model.relation_manager import RelationManager, FileRelationManager
 
 
@@ -19,6 +14,7 @@ class HfRecordProvider(DatasetHelper):
 
     def __init__(self, dataset: Dataset, relation_manager_root_path: str, id_tags_count: int = 1, path_prefix: str = ''):
         self._id_tags_count = id_tags_count
+        print([it for it in dataset])
         self._path_by_id = dict({
             self.get_id_from_record(it): path_prefix + it['path']
             for it in dataset
diff --git a/experiment/pipeline_process_asr_missing.py b/experiment/pipeline_process_asr_missing.py
index 824870c..6018d42 100644
--- a/experiment/pipeline_process_asr_missing.py
+++ b/experiment/pipeline_process_asr_missing.py
@@ -1,16 +1,39 @@
-import argparse
+from typing import Dict, Any
+
+from whisper import Whisper
 
 from experiment.experiment_dependency_provider import get_repository, get_record_provider
-from sziszapangma.integration.asr_processor import AsrPathCacheClient, AsrWebClient
+from sziszapangma.integration.asr_processor import AsrWebClient, AsrProcessor
 from sziszapangma.integration.experiment_manager import ExperimentManager
 from sziszapangma.integration.task.asr_task import AsrTask
+import whisper
+
+
+class WhisperAsrProcessor(AsrProcessor):
+    _whisper: Whisper
+
+    def __init__(self):
+        self._whisper = whisper.load_model("tiny", in_memory=True)
+        print(self._whisper.device)
+
+    def call_recognise(self, file_path: str) -> Dict[str, Any]:
+        result = self._whisper.transcribe(file_path)
+        return {
+            "transcription": result['text'].split(),
+            "full_text": result['text'],
+            "words_time_alignment": None,
+            "language": result['language'],
+            "segments": result['segments']
+        }
 
 
-def get_asr_client(asr_name: str) -> AsrWebClient:
+def get_asr_client(asr_name: str) -> AsrProcessor:
     if asr_name == 'ajn':
         return AsrWebClient('http://localhost:5431/process_asr', '__example_token__')
     elif asr_name == 'wav2vec2':
         return AsrWebClient('http://localhost:5437/process_asr', '__example_token__')
+    elif asr_name == 'whisper':
+        return WhisperAsrProcessor()
     else:
         raise Exception
 
@@ -35,5 +58,8 @@ def run_asr_pipeline(dataset_name: str, asr_name: str):
 
 
 if __name__ == '__main__':
-#    run_asr_pipeline('pl_common_voice', 'ajn')
-    run_asr_pipeline('pl_voicelab_cbiz', 'wav2vec2')
+    # run_asr_pipeline('pl_common_voice', 'whisper')
+    run_asr_pipeline('pl_google_fleurs', 'whisper')
+    run_asr_pipeline('pl_luna', 'whisper')
+    run_asr_pipeline('pl_minds14', 'whisper')
+    run_asr_pipeline('pl_voicelab_cbiz', 'whisper')
diff --git a/experiment_data/pipeline/pl_common_voice/.gitignore b/experiment_data/pipeline/pl_common_voice/.gitignore
index 156a70b..727327e 100644
--- a/experiment_data/pipeline/pl_common_voice/.gitignore
+++ b/experiment_data/pipeline/pl_common_voice/.gitignore
@@ -44,3 +44,18 @@
 /google__spacy_dep_tag_metrics
 /techmo__spacy_dep_tag_alignment
 /techmo__spacy_dep_tag_metrics
+/whisper_tiny__result
+/whisper_tiny__flair_upos_alignment
+/whisper_tiny__flair_upos_metrics
+/whisper_tiny__spacy_ner_alignment
+/whisper_tiny__spacy_ner_metrics
+/whisper_tiny__wikineural_ner_alignment
+/whisper_tiny__wikineural_ner_metrics
+/whisper_tiny__word_wer_classic_metrics
+/whisper_tiny__word_wer_classic_alignment
+/whisper_tiny__word_wer_embeddings_metrics
+/whisper_tiny__word_wer_embeddings_alignment
+/whisper_tiny__spacy_dep_tag_alignment
+/whisper_tiny__spacy_dep_tag_metrics
+/whisper_tiny__spacy_pos_alignment
+/whisper_tiny__spacy_pos_metrics
diff --git a/experiment_data/pipeline/pl_google_fleurs/.gitignore b/experiment_data/pipeline/pl_google_fleurs/.gitignore
index d9d64b9..a4f30e7 100644
--- a/experiment_data/pipeline/pl_google_fleurs/.gitignore
+++ b/experiment_data/pipeline/pl_google_fleurs/.gitignore
@@ -59,3 +59,18 @@
 /google__spacy_dep_tag_metrics
 /wav2vec2__spacy_dep_tag_alignment
 /wav2vec2__spacy_dep_tag_metrics
+/whisper_tiny__result
+/whisper_tiny__word_wer_classic_metrics
+/whisper_tiny__word_wer_classic_alignment
+/whisper_tiny__word_wer_embeddings_metrics
+/whisper_tiny__word_wer_embeddings_alignment
+/whisper_tiny__spacy_pos_alignment
+/whisper_tiny__spacy_pos_metrics
+/whisper_tiny__flair_upos_alignment
+/whisper_tiny__flair_upos_metrics
+/whisper_tiny__spacy_ner_alignment
+/whisper_tiny__spacy_ner_metrics
+/whisper_tiny__wikineural_ner_alignment
+/whisper_tiny__wikineural_ner_metrics
+/whisper_tiny__spacy_dep_tag_alignment
+/whisper_tiny__spacy_dep_tag_metrics
diff --git a/experiment_data/pipeline/pl_luna/.gitignore b/experiment_data/pipeline/pl_luna/.gitignore
index 6c913f2..ae4b288 100644
--- a/experiment_data/pipeline/pl_luna/.gitignore
+++ b/experiment_data/pipeline/pl_luna/.gitignore
@@ -59,3 +59,18 @@
 /techmo__spacy_dep_tag_metrics
 /wav2vec2__spacy_dep_tag_alignment
 /wav2vec2__spacy_dep_tag_metrics
+/whisper_tiny__result
+/whisper_tiny__flair_upos_alignment
+/whisper_tiny__flair_upos_metrics
+/whisper_tiny__word_wer_classic_metrics
+/whisper_tiny__word_wer_classic_alignment
+/whisper_tiny__word_wer_embeddings_metrics
+/whisper_tiny__word_wer_embeddings_alignment
+/whisper_tiny__spacy_dep_tag_alignment
+/whisper_tiny__spacy_dep_tag_metrics
+/whisper_tiny__spacy_pos_alignment
+/whisper_tiny__spacy_pos_metrics
+/whisper_tiny__spacy_ner_alignment
+/whisper_tiny__spacy_ner_metrics
+/whisper_tiny__wikineural_ner_alignment
+/whisper_tiny__wikineural_ner_metrics
diff --git a/experiment_data/pipeline/pl_minds14/.gitignore b/experiment_data/pipeline/pl_minds14/.gitignore
index 777d1ab..2881f40 100644
--- a/experiment_data/pipeline/pl_minds14/.gitignore
+++ b/experiment_data/pipeline/pl_minds14/.gitignore
@@ -57,3 +57,20 @@
 /techmo__spacy_dep_tag_metrics
 /ajn__spacy_dep_tag_alignment
 /ajn__spacy_dep_tag_metrics
+/techmo__spacy_pos_alignment
+/techmo__spacy_pos_metrics
+/whisper_tiny__result
+/whisper_tiny__spacy_dep_tag_alignment
+/whisper_tiny__spacy_dep_tag_metrics
+/whisper_tiny__flair_upos_alignment
+/whisper_tiny__flair_upos_metrics
+/whisper_tiny__wikineural_ner_alignment
+/whisper_tiny__wikineural_ner_metrics
+/whisper_tiny__word_wer_classic_metrics
+/whisper_tiny__word_wer_classic_alignment
+/whisper_tiny__word_wer_embeddings_metrics
+/whisper_tiny__word_wer_embeddings_alignment
+/whisper_tiny__spacy_ner_alignment
+/whisper_tiny__spacy_ner_metrics
+/whisper_tiny__spacy_pos_alignment
+/whisper_tiny__spacy_pos_metrics
diff --git a/experiment_data/pipeline/pl_voicelab_cbiz/.gitignore b/experiment_data/pipeline/pl_voicelab_cbiz/.gitignore
index 10cac58..721f517 100644
--- a/experiment_data/pipeline/pl_voicelab_cbiz/.gitignore
+++ b/experiment_data/pipeline/pl_voicelab_cbiz/.gitignore
@@ -38,3 +38,4 @@
 /ajn__spacy_pos_metrics
 /techmo__flair_upos_alignment
 /techmo__flair_upos_metrics
+/whisper_tiny__result
diff --git a/old_dvc.yaml b/old_dvc.yaml
deleted file mode 100644
index 7be66d9..0000000
--- a/old_dvc.yaml
+++ /dev/null
@@ -1,533 +0,0 @@
-stages:
-
-    luna_import_to_common_format:
-        cmd: PYTHONPATH=. python experiment/luna/import_dataset/import_luna.py
-        deps:
-            - experiment/luna/import_dataset/import_luna.py
-            - experiment_data/dataset/LUNA.PL
-        outs:
-            - experiment_data/dataset_relation_manager_data/luna
-
-    luna_gold_transcript_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/luna/pipeline/luna_gold_transcript_processing.py
-        deps:
-            - experiment/luna/pipeline/luna_gold_transcript_processing.py
-            - experiment_data/dataset_relation_manager_data/luna
-            - experiment_data/dataset/LUNA.PL
-        outs:
-            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript_spacy
-
-    luna_techmo_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/luna/pipeline/luna_techmo_processing.py
-        deps:
-            - experiment/luna/pipeline/luna_techmo_processing.py
-            - experiment_data/dataset/LUNA.PL
-            - experiment_data/cached_asr/luna_techmo
-            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_luna/techmo_polish_asr
-            - experiment_data/pipeline/asr_benchmark_luna/word_techmo_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_luna/word_techmo_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_luna/techmo_spacy
-            - experiment_data/pipeline/asr_benchmark_luna/pos_techmo_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_luna/pos_techmo_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_luna/word_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/word_techmo_alignment_wer_embeddings
-
-    luna_ajn_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/luna/pipeline/luna_ajn_asr_processing.py
-        deps:
-            - experiment/luna/pipeline/luna_ajn_asr_processing.py
-            - experiment_data/dataset/LUNA.PL
-            - experiment_data/cached_asr/luna_ajn_polish_asr
-            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_luna/ajn_polish_asr
-            - experiment_data/pipeline/asr_benchmark_luna/word_ajn_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_luna/word_ajn_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_luna/ajn_spacy
-            - experiment_data/pipeline/asr_benchmark_luna/pos_ajn_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_luna/pos_ajn_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_luna/word_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/word_ajn_alignment_wer_embeddings
-
-    luna_tag_spacy_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/luna/pipeline/spacy_tag_processing.py
-        deps:
-            - experiment/luna/pipeline/spacy_tag_processing.py
-            - experiment_data/dataset/LUNA.PL
-            - experiment_data/pipeline/asr_benchmark_luna/ajn_spacy
-            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript_spacy
-            - experiment_data/pipeline/asr_benchmark_luna/techmo_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_luna/tag_spacy_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/tag_spacy_techmo_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/tag_spacy_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/tag_spacy_ajn_alignment_wer_embeddings
-
-    luna_ner_spacy_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/luna/pipeline/spacy_ner_processing.py
-        deps:
-            - experiment/luna/pipeline/spacy_ner_processing.py
-            - experiment_data/dataset/LUNA.PL
-            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_luna/techmo_polish_asr
-            - experiment_data/pipeline/asr_benchmark_luna/ajn_polish_asr
-        outs:
-            - experiment_data/pipeline/asr_benchmark_luna/ner_spacy_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/ner_spacy_techmo_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/ner_spacy_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/ner_spacy_ajn_alignment_wer_embeddings
-
-#    luna_duckling_processing:
-#        cmd: |
-#            PYTHONPATH=. python -u experiment/luna/pipeline/duckling_processing.py
-#        deps:
-#            - experiment/luna/pipeline/duckling_processing.py
-#            - experiment_data/dataset/LUNA.PL
-#            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript
-#            - experiment_data/pipeline/asr_benchmark_luna/techmo_polish_asr
-#            - experiment_data/pipeline/asr_benchmark_luna/ajn_polish_asr
-#        outs:
-#            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript_duckling
-#            - experiment_data/pipeline/asr_benchmark_luna/techmo_duckling
-#            - experiment_data/pipeline/asr_benchmark_luna/ajn_duckling
-
-    luna_wav2vec2_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/luna/pipeline/luna_wav2vec2_asr_processing.py
-        deps:
-            - experiment/luna/pipeline/luna_wav2vec2_asr_processing.py
-            - experiment_data/dataset/LUNA.PL
-            - experiment_data/cached_asr/luna_wav2vec2_polish_asr
-            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_luna/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_luna/wav2vec2_polish_asr
-            - experiment_data/pipeline/asr_benchmark_luna/word_wav2vec2_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_luna/word_wav2vec2_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_luna/wav2vec2_spacy
-            - experiment_data/pipeline/asr_benchmark_luna/pos_wav2vec2_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_luna/pos_wav2vec2_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_luna/word_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/word_wav2vec2_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/tag_spacy_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/tag_spacy_wav2vec2_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/ner_spacy_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_luna/ner_spacy_wav2vec2_alignment_wer_embeddings
-
-    voicelab_import_to_common_format:
-        cmd: PYTHONPATH=. python -u experiment/voicelab/import_data.py
-        deps:
-            - experiment/voicelab/import_data.py
-            - experiment_data/dataset/voicelab_cbiz_testset_20220322
-        outs:
-            - experiment_data/dataset_relation_manager_data/voicelab_cbiz_testset_20220322
-
-    voicelab_gold_transcript_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/voicelab/voicelab_pipeline_gold_transcript.py
-        deps:
-            - experiment/voicelab/voicelab_pipeline_gold_transcript.py
-            - experiment_data/dataset_relation_manager_data/voicelab_cbiz_testset_20220322
-            - experiment_data/dataset/voicelab_cbiz_testset_20220322
-        outs:
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript_spacy
-
-    voicelab_techmo_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/voicelab/voicelab_pipeline_techmo.py
-        deps:
-            - experiment/voicelab/voicelab_pipeline_techmo.py
-            - experiment_data/dataset/voicelab_cbiz_testset_20220322
-            - experiment_data/cached_asr/voicelab_cbiz_testset_20220322_techmo
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/techmo_polish_asr
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_techmo_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_techmo_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/techmo_spacy
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/pos_techmo_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/pos_techmo_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_techmo_alignment_wer_embeddings
-
-    voicelab_ajn_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/voicelab/voicelab_pipeline_ajn_asr.py
-        deps:
-            - experiment/voicelab/voicelab_pipeline_ajn_asr.py
-            - experiment_data/cached_asr/voicelab_cbiz_testset_20220322_ajn
-            - experiment_data/dataset/voicelab_cbiz_testset_20220322
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ajn_polish_asr
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_ajn_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_ajn_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ajn_spacy
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/pos_ajn_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/pos_ajn_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_ajn_alignment_wer_embeddings
-
-    voicelab_tag_spacy_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/voicelab/spacy_tag_processing.py
-        deps:
-            - experiment/voicelab/spacy_tag_processing.py
-            - experiment_data/dataset/voicelab_cbiz_testset_20220322
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ajn_spacy
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript_spacy
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/techmo_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/tag_spacy_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/tag_spacy_techmo_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/tag_spacy_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/tag_spacy_ajn_alignment_wer_embeddings
-
-    voicelab_ner_spacy_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/voicelab/spacy_ner_processing.py
-        deps:
-            - experiment/voicelab/spacy_ner_processing.py
-            - experiment_data/dataset/voicelab_cbiz_testset_20220322
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/techmo_polish_asr
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ajn_polish_asr
-        outs:
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ner_spacy_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ner_spacy_techmo_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ner_spacy_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ner_spacy_ajn_alignment_wer_embeddings
-
-#    voicelab_duckling_processing:
-#        cmd: |
-#            PYTHONPATH=. python -u experiment/voicelab/duckling_processing.py
-#        deps:
-#            - experiment/voicelab/duckling_processing.py
-#            - experiment_data/dataset/voicelab_cbiz_testset_20220322
-#            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript
-#            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/techmo_polish_asr
-#            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ajn_polish_asr
-#        outs:
-#            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript_duckling
-#            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/techmo_duckling
-#            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ajn_duckling
-
-    voicelab_google_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/voicelab/voicelab_google.py
-        deps:
-            - experiment/voicelab/voicelab_google.py
-            - experiment_data/cached_asr/voicelab_google_asr
-            - experiment_data/dataset/voicelab_cbiz_testset_20220322
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/google_polish_asr
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_google_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_google_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/google_spacy
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/pos_google_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/pos_google_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_google_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/word_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ner_spacy_google_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/ner_spacy_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/tag_spacy_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_voicelab_cbiz_testset_20220322/tag_spacy_google_metrics_wer_embeddings
-
-    common_voice_import_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/common_voice/import_dataset.py
-        deps:
-            - experiment/common_voice/import_dataset.py
-        outs:
-            - experiment_data/dataset_relation_manager_data/common_voice
-
-    common_voice_gold_transcript_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/common_voice/pipeline/common_voice_gold_transcript.py
-        deps:
-            - experiment/common_voice/pipeline/common_voice_gold_transcript.py
-            - experiment_data/dataset_relation_manager_data/common_voice
-        outs:
-            - experiment_data/pipeline/asr_benchmark_common_voice/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_common_voice/gold_transcript_spacy
-
-    common_voice_google_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/common_voice/pipeline/common_voice_google.py
-        deps:
-            - experiment/common_voice/pipeline/common_voice_google.py
-            - experiment_data/cached_asr/common_voice_google
-            - experiment_data/pipeline/asr_benchmark_common_voice/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_common_voice/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_common_voice/google_polish_asr
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_google_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_google_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/google_spacy
-            - experiment_data/pipeline/asr_benchmark_common_voice/pos_google_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/pos_google_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_google_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/ner_spacy_google_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/ner_spacy_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/tag_spacy_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/tag_spacy_google_metrics_wer_embeddings
-
-    common_voice_wav2vec2_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/common_voice/pipeline/common_voice_wav2vec2.py
-        deps:
-            - experiment/common_voice/pipeline/common_voice_wav2vec2.py
-            - experiment_data/cached_asr/common_voice_wav2vec2
-            - experiment_data/pipeline/asr_benchmark_common_voice/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_common_voice/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_common_voice/wav2vec2_polish_asr
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_wav2vec2_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_wav2vec2_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/wav2vec2_spacy
-            - experiment_data/pipeline/asr_benchmark_common_voice/pos_wav2vec2_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/pos_wav2vec2_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_wav2vec2_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/tag_spacy_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/tag_spacy_wav2vec2_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/ner_spacy_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/ner_spacy_wav2vec2_alignment_wer_embeddings
-
-    common_voice_techmo_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/common_voice/pipeline/common_voice_techmo.py
-        deps:
-            - experiment/common_voice/pipeline/common_voice_techmo.py
-            - experiment_data/cached_asr/common_voice_techmo
-            - experiment_data/pipeline/asr_benchmark_common_voice/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_common_voice/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_common_voice/techmo_polish_asr
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_techmo_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_techmo_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/techmo_spacy
-            - experiment_data/pipeline/asr_benchmark_common_voice/pos_techmo_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/pos_techmo_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/word_techmo_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/tag_spacy_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/tag_spacy_techmo_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/ner_spacy_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_common_voice/ner_spacy_techmo_alignment_wer_embeddings
-
-    minds14_import_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/minds14/import_dataset.py
-        deps:
-            - experiment/minds14/import_dataset.py
-        outs:
-            - experiment_data/dataset_relation_manager_data/minds14
-
-    minds14_gold_transcript_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/minds14/pipeline/minds14_gold_transcript.py
-        deps:
-            - experiment/minds14/pipeline/minds14_gold_transcript.py
-            - experiment_data/dataset_relation_manager_data/minds14
-        outs:
-            - experiment_data/pipeline/asr_benchmark_minds14/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_minds14/gold_transcript_spacy
-
-    minds14_google_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/minds14/pipeline/minds14_google.py
-        deps:
-            - experiment/minds14/pipeline/minds14_google.py
-            - experiment_data/cached_asr/minds14_google
-            - experiment_data/pipeline/asr_benchmark_minds14/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_minds14/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_minds14/google_polish_asr
-            - experiment_data/pipeline/asr_benchmark_minds14/word_google_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/word_google_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/google_spacy
-            - experiment_data/pipeline/asr_benchmark_minds14/pos_google_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/pos_google_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/word_google_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/word_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/ner_spacy_google_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/ner_spacy_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/tag_spacy_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/tag_spacy_google_metrics_wer_embeddings
-
-    minds14_wav2vec2_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/minds14/pipeline/minds14_wav2vec2.py
-        deps:
-            - experiment/minds14/pipeline/minds14_wav2vec2.py
-            - experiment_data/cached_asr/minds14_wav2vec2
-            - experiment_data/pipeline/asr_benchmark_minds14/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_minds14/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_minds14/wav2vec2_polish_asr
-            - experiment_data/pipeline/asr_benchmark_minds14/word_wav2vec2_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/word_wav2vec2_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/wav2vec2_spacy
-            - experiment_data/pipeline/asr_benchmark_minds14/pos_wav2vec2_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/pos_wav2vec2_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/word_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/word_wav2vec2_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/tag_spacy_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/tag_spacy_wav2vec2_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/ner_spacy_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/ner_spacy_wav2vec2_alignment_wer_embeddings
-
-    minds14_ajn_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/minds14/pipeline/minds14_ajn.py
-        deps:
-            - experiment/minds14/pipeline/minds14_ajn.py
-            - experiment_data/cached_asr/minds14_ajn
-            - experiment_data/pipeline/asr_benchmark_minds14/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_minds14/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_minds14/ajn_polish_asr
-            - experiment_data/pipeline/asr_benchmark_minds14/word_ajn_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/word_ajn_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/ajn_spacy
-            - experiment_data/pipeline/asr_benchmark_minds14/pos_ajn_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/pos_ajn_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_minds14/word_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/word_ajn_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/tag_spacy_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/tag_spacy_ajn_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/ner_spacy_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_minds14/ner_spacy_ajn_alignment_wer_embeddings
-
-
-    google_fleurs_save_audio_files:
-        cmd: |
-            PYTHONPATH=. python -u experiment/google_fleurs/save_wav_files.py
-        deps:
-            - experiment/google_fleurs/save_wav_files.py
-        outs:
-            - experiment_data/audio/fleurs_audio
-
-    google_fleurs_import_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/google_fleurs/import_dataset.py
-        deps:
-            - experiment/google_fleurs/import_dataset.py
-        outs:
-            - experiment_data/dataset_relation_manager_data/google_fleurs
-
-    google_fleurs_gold_transcript_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/google_fleurs/pipeline/google_fleurs_gold_transcript.py
-        deps:
-            - experiment/google_fleurs/pipeline/google_fleurs_gold_transcript.py
-            - experiment_data/dataset_relation_manager_data/google_fleurs
-        outs:
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/gold_transcript_spacy
-
-    google_fleurs_google_processing:
-        cmd: |
-            PYTHONPATH=. python -u experiment/google_fleurs/pipeline/google_fleurs_google.py
-        deps:
-            - experiment/google_fleurs/pipeline/google_fleurs_google.py
-            - experiment_data/cached_asr/google_fleurs_google
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/google_polish_asr
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_google_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_google_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/google_spacy
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/pos_google_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/pos_google_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_google_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/ner_spacy_google_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/ner_spacy_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/tag_spacy_google_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/tag_spacy_google_metrics_wer_embeddings
-
-    google_fleurs_wav2vec2_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/google_fleurs/pipeline/google_fleurs_wav2vec2.py
-        deps:
-            - experiment/google_fleurs/pipeline/google_fleurs_wav2vec2.py
-            - experiment_data/cached_asr/google_fleurs_wav2vec2
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/wav2vec2_polish_asr
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_wav2vec2_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_wav2vec2_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/wav2vec2_spacy
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/pos_wav2vec2_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/pos_wav2vec2_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_wav2vec2_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/tag_spacy_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/tag_spacy_wav2vec2_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/ner_spacy_wav2vec2_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/ner_spacy_wav2vec2_alignment_wer_embeddings
-
-    google_fleurs_techmo_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/google_fleurs/pipeline/google_fleurs_techmo.py
-        deps:
-            - experiment/google_fleurs/pipeline/google_fleurs_techmo.py
-            - experiment_data/cached_asr/google_fleurs_techmo
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/techmo_polish_asr
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_techmo_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_techmo_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/techmo_spacy
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/pos_techmo_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/pos_techmo_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_techmo_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/tag_spacy_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/tag_spacy_techmo_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/ner_spacy_techmo_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/ner_spacy_techmo_alignment_wer_embeddings
-
-    google_fleurs_ajn_processing:
-        cmd: |
-            PYTHONPATH=. python experiment/google_fleurs/pipeline/google_fleurs_ajn.py
-        deps:
-            - experiment/google_fleurs/pipeline/google_fleurs_ajn.py
-            - experiment_data/cached_asr/google_fleurs_ajn
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/gold_transcript
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/gold_transcript_spacy
-        outs:
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/ajn_polish_asr
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_ajn_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_ajn_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/ajn_spacy
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/pos_ajn_alignment_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/pos_ajn_metrics_wer
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/word_ajn_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/tag_spacy_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/tag_spacy_ajn_alignment_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/ner_spacy_ajn_metrics_wer_embeddings
-            - experiment_data/pipeline/asr_benchmark_google_fleurs/ner_spacy_ajn_alignment_wer_embeddings
-
diff --git a/poetry.lock b/poetry.lock
index e7907fb..49ce58c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,29 +1,124 @@
+# This file is automatically @generated by Poetry and should not be changed by hand.
+
 [[package]]
 name = "aiobotocore"
-version = "2.2.0"
+version = "2.4.1"
 description = "Async client for aws services using botocore and aiohttp"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "aiobotocore-2.4.1-py3-none-any.whl", hash = "sha256:26e0d55d5901f487c3467616c028abb85036ca33a0f88e279770adae6b865c69"},
+    {file = "aiobotocore-2.4.1.tar.gz", hash = "sha256:5c8ee79d1f14273e3f8f3af5c893db889ef163227b178ecacb5aea4547d3b9a7"},
+]
 
 [package.dependencies]
 aiohttp = ">=3.3.1"
 aioitertools = ">=0.5.1"
-boto3 = {version = ">=1.21.21,<1.21.22", optional = true, markers = "extra == \"boto3\""}
-botocore = ">=1.24.21,<1.24.22"
+boto3 = {version = ">=1.24.59,<1.24.60", optional = true, markers = "extra == \"boto3\""}
+botocore = ">=1.27.59,<1.27.60"
 wrapt = ">=1.10.10"
 
 [package.extras]
-awscli = ["awscli (>=1.22.76,<1.22.77)"]
-boto3 = ["boto3 (>=1.21.21,<1.21.22)"]
+awscli = ["awscli (>=1.25.60,<1.25.61)"]
+boto3 = ["boto3 (>=1.24.59,<1.24.60)"]
 
 [[package]]
 name = "aiohttp"
-version = "3.8.1"
+version = "3.8.3"
 description = "Async http client/server framework (asyncio)"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "aiohttp-3.8.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ba71c9b4dcbb16212f334126cc3d8beb6af377f6703d9dc2d9fb3874fd667ee9"},
+    {file = "aiohttp-3.8.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d24b8bb40d5c61ef2d9b6a8f4528c2f17f1c5d2d31fed62ec860f6006142e83e"},
+    {file = "aiohttp-3.8.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f88df3a83cf9df566f171adba39d5bd52814ac0b94778d2448652fc77f9eb491"},
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+]
 
 [package.dependencies]
 aiosignal = ">=1.1.2"
@@ -35,38 +130,79 @@ multidict = ">=4.5,<7.0"
 yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["aiodns", "brotli", "cchardet"]
+speedups = ["Brotli", "aiodns", "cchardet"]
 
 [[package]]
 name = "aiohttp-retry"
-version = "2.4.6"
+version = "2.8.3"
 description = "Simple retry client for aiohttp"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
+files = [
+    {file = "aiohttp_retry-2.8.3-py3-none-any.whl", hash = "sha256:3aeeead8f6afe48272db93ced9440cf4eda8b6fd7ee2abb25357b7eb28525b45"},
+    {file = "aiohttp_retry-2.8.3.tar.gz", hash = "sha256:9a8e637e31682ad36e1ff9f8bcba912fcfc7d7041722bc901a4b948da4d71ea9"},
+]
 
 [package.dependencies]
 aiohttp = "*"
 
 [[package]]
 name = "aioitertools"
-version = "0.8.0"
+version = "0.11.0"
 description = "itertools and builtins for AsyncIO and mixed iterables"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "aioitertools-0.11.0-py3-none-any.whl", hash = "sha256:04b95e3dab25b449def24d7df809411c10e62aab0cbe31a50ca4e68748c43394"},
+    {file = "aioitertools-0.11.0.tar.gz", hash = "sha256:42c68b8dd3a69c2bf7f2233bf7df4bb58b557bca5252ac02ed5187bbc67d6831"},
+]
+
+[package.dependencies]
+typing_extensions = {version = ">=4.0", markers = "python_version < \"3.10\""}
 
 [[package]]
 name = "aiosignal"
-version = "1.2.0"
+version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
+    {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"},
+]
 
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "amqp"
+version = "5.1.1"
+description = "Low-level AMQP client for Python (fork of amqplib)."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "amqp-5.1.1-py3-none-any.whl", hash = "sha256:6f0956d2c23d8fa6e7691934d8c3930eadb44972cbbd1a7ae3a520f735d43359"},
+    {file = "amqp-5.1.1.tar.gz", hash = "sha256:2c1b13fecc0893e946c65cbd5f36427861cffa4ea2201d8f6fca22e2a373b5e2"},
+]
+
+[package.dependencies]
+vine = ">=5.0.0"
+
+[[package]]
+name = "antlr4-python3-runtime"
+version = "4.9.3"
+description = "ANTLR 4.9.3 runtime for Python 3.7"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "antlr4-python3-runtime-4.9.3.tar.gz", hash = "sha256:f224469b4168294902bb1efa80a8bf7855f24c99aef99cbefc1bcd3cce77881b"},
+]
+
 [[package]]
 name = "appdirs"
 version = "1.4.4"
@@ -74,6 +210,10 @@ description = "A small Python module for determining appropriate platform-specif
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
+    {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
+]
 
 [[package]]
 name = "async-timeout"
@@ -82,14 +222,22 @@ description = "Timeout context manager for asyncio programs"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "async-timeout-4.0.2.tar.gz", hash = "sha256:2163e1640ddb52b7a8c80d0a67a08587e5d245cc9c553a74a847056bc2976b15"},
+    {file = "async_timeout-4.0.2-py3-none-any.whl", hash = "sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c"},
+]
 
 [[package]]
 name = "asyncssh"
-version = "2.10.1"
+version = "2.12.0"
 description = "AsyncSSH: Asynchronous SSHv2 client and server library"
 category = "main"
 optional = false
 python-versions = ">= 3.6"
+files = [
+    {file = "asyncssh-2.12.0-py3-none-any.whl", hash = "sha256:6841c4242c606fd51188c974ec2f4887efeec67ecdfa5b84140711dacd985ab3"},
+    {file = "asyncssh-2.12.0.tar.gz", hash = "sha256:274101322c4b941823aeed8e1ab6e7be5191686c6db2d2bd35afeba30505e780"},
+]
 
 [package.dependencies]
 cryptography = ">=3.1"
@@ -101,46 +249,50 @@ fido2 = ["fido2 (>=0.9.2)"]
 gssapi = ["gssapi (>=1.2.0)"]
 libnacl = ["libnacl (>=1.4.2)"]
 pkcs11 = ["python-pkcs11 (>=0.7.0)"]
-pyOpenSSL = ["pyOpenSSL (>=17.0.0)"]
+pyopenssl = ["pyOpenSSL (>=17.0.0)"]
 pywin32 = ["pywin32 (>=227)"]
 
-[[package]]
-name = "atomicwrites"
-version = "1.4.0"
-description = "Atomic file writes."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
 [[package]]
 name = "atpublic"
-version = "3.0.1"
+version = "3.1.1"
 description = "Keep all y'all's __all__'s in sync"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "atpublic-3.1.1-py3-none-any.whl", hash = "sha256:37f714748e77b8a7b34d59b7b485fd452a0d5906be52cb1bd28d29a2bd84f295"},
+    {file = "atpublic-3.1.1.tar.gz", hash = "sha256:3098ee12d0107cc5009d61f4e80e5edcfac4cda2bdaa04644af75827cb121b18"},
+]
 
 [[package]]
 name = "attrs"
-version = "21.2.0"
+version = "22.2.0"
 description = "Classes Without Boilerplate"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
+files = [
+    {file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"},
+    {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
+]
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope.interface"]
+tests = ["attrs[tests-no-zope]", "zope.interface"]
+tests-no-zope = ["cloudpickle", "cloudpickle", "hypothesis", "hypothesis", "mypy (>=0.971,<0.990)", "mypy (>=0.971,<0.990)", "pympler", "pympler", "pytest (>=4.3.0)", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-mypy-plugins", "pytest-xdist[psutil]", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "audioread"
-version = "2.1.9"
+version = "3.0.0"
 description = "multi-library, cross-platform audio decoding"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+files = [
+    {file = "audioread-3.0.0.tar.gz", hash = "sha256:121995bd207eb1fda3d566beb851d3534275925bc35a4fb6da0cb11de0f7251a"},
+]
 
 [[package]]
 name = "beautifulsoup4"
@@ -149,6 +301,10 @@ description = "Screen-scraping library"
 category = "main"
 optional = false
 python-versions = ">=3.6.0"
+files = [
+    {file = "beautifulsoup4-4.11.1-py3-none-any.whl", hash = "sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30"},
+    {file = "beautifulsoup4-4.11.1.tar.gz", hash = "sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693"},
+]
 
 [package.dependencies]
 soupsieve = ">1.2"
@@ -157,62 +313,126 @@ soupsieve = ">1.2"
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
+[[package]]
+name = "billiard"
+version = "3.6.4.0"
+description = "Python multiprocessing fork with improvements and bugfixes"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "billiard-3.6.4.0-py3-none-any.whl", hash = "sha256:87103ea78fa6ab4d5c751c4909bcff74617d985de7fa8b672cf8618afd5a875b"},
+    {file = "billiard-3.6.4.0.tar.gz", hash = "sha256:299de5a8da28a783d51b197d496bef4f1595dd023a93a4f59dde1886ae905547"},
+]
+
 [[package]]
 name = "black"
-version = "20.8b1"
+version = "22.12.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
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+    {file = "black-22.12.0-cp311-cp311-win_amd64.whl", hash = "sha256:7412e75863aa5c5411886804678b7d083c7c28421210180d67dfd8cf1221e1f4"},
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+    {file = "black-22.12.0-cp38-cp38-win_amd64.whl", hash = "sha256:82d9fe8fee3401e02e79767016b4907820a7dc28d70d137eb397b92ef3cc5bfc"},
+    {file = "black-22.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:101c69b23df9b44247bd88e1d7e90154336ac4992502d4197bdac35dd7ee3320"},
+    {file = "black-22.12.0-cp39-cp39-win_amd64.whl", hash = "sha256:559c7a1ba9a006226f09e4916060982fd27334ae1998e7a38b3f33a37f7a2148"},
+    {file = "black-22.12.0-py3-none-any.whl", hash = "sha256:436cc9167dd28040ad90d3b404aec22cedf24a6e4d7de221bec2730ec0c97bcf"},
+    {file = "black-22.12.0.tar.gz", hash = "sha256:229351e5a18ca30f447bf724d007f890f97e13af070bb6ad4c0a441cd7596a2f"},
+]
 
 [package.dependencies]
-appdirs = "*"
-click = ">=7.1.2"
+click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
-pathspec = ">=0.6,<1"
-regex = ">=2020.1.8"
-toml = ">=0.10.1"
-typed-ast = ">=1.4.0"
-typing-extensions = ">=3.7.4"
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
+typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.3.2)", "aiohttp-cors"]
+d = ["aiohttp (>=3.7.4)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "blis"
-version = "0.7.7"
+version = "0.7.9"
 description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension."
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "blis-0.7.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b3ea73707a7938304c08363a0b990600e579bfb52dece7c674eafac4bf2df9f7"},
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+    {file = "blis-0.7.9.tar.gz", hash = "sha256:29ef4c25007785a90ffc2f0ab3d3bd3b75cd2d7856a9a482b7d0dac8d511a09d"},
+]
 
 [package.dependencies]
 numpy = ">=1.15.0"
 
 [[package]]
 name = "boto3"
-version = "1.21.21"
+version = "1.24.59"
 description = "The AWS SDK for Python"
 category = "main"
 optional = false
-python-versions = ">= 3.6"
+python-versions = ">= 3.7"
+files = [
+    {file = "boto3-1.24.59-py3-none-any.whl", hash = "sha256:34ab44146a2c4e7f4e72737f4b27e6eb5e0a7855c2f4599e3d9199b6a0a2d575"},
+    {file = "boto3-1.24.59.tar.gz", hash = "sha256:a50b4323f9579cfe22fcf5531fbd40b567d4d74c1adce06aeb5c95fce2a6fb40"},
+]
 
 [package.dependencies]
-botocore = ">=1.24.21,<1.25.0"
+botocore = ">=1.27.59,<1.28.0"
 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.5.0,<0.6.0"
+s3transfer = ">=0.6.0,<0.7.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.24.21"
+version = "1.27.59"
 description = "Low-level, data-driven core of boto 3."
 category = "main"
 optional = false
-python-versions = ">= 3.6"
+python-versions = ">= 3.7"
+files = [
+    {file = "botocore-1.27.59-py3-none-any.whl", hash = "sha256:69d756791fc024bda54f6c53f71ae34e695ee41bbbc1743d9179c4837a4929da"},
+    {file = "botocore-1.27.59.tar.gz", hash = "sha256:eda4aed6ee719a745d1288eaf1beb12f6f6448ad1fa12f159405db14ba9c92cf"},
+]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
@@ -220,15 +440,19 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = ">=1.25.4,<1.27"
 
 [package.extras]
-crt = ["awscrt (==0.13.5)"]
+crt = ["awscrt (==0.14.0)"]
 
 [[package]]
 name = "bpemb"
-version = "0.3.3"
+version = "0.3.4"
 description = "Byte-pair embeddings in 275 languages"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "bpemb-0.3.4-py3-none-any.whl", hash = "sha256:585c5e72208d117cd46887fc57e70e3caec92e3def2178bc5156c55b87b3d4c0"},
+    {file = "bpemb-0.3.4.tar.gz", hash = "sha256:c4d330c00bf4ce36a72735d16c825f80320871ba698c1e9c705a3c81b4b9c133"},
+]
 
 [package.dependencies]
 gensim = "*"
@@ -239,68 +463,263 @@ tqdm = "*"
 
 [[package]]
 name = "catalogue"
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 [package.dependencies]
 pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
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 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
-python-versions = ">=3.5.0"
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 [package.extras]
-unicode_backport = ["unicodedata2"]
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 [[package]]
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+version = "8.1.3"
 description = "Composable command line interface toolkit"
 category = "main"
 optional = false
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 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
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+]
+
+[package.dependencies]
+click = ">=4.0"
+
+[package.extras]
+dev = ["coveralls", "pytest (>=3.6)", "pytest-cov", "wheel"]
+
+[[package]]
+name = "click-repl"
+version = "0.2.0"
+description = "REPL plugin for Click"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "click-repl-0.2.0.tar.gz", hash = "sha256:cd12f68d745bf6151210790540b4cb064c7b13e571bc64b6957d98d120dacfd8"},
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+]
+
+[package.dependencies]
+click = "*"
+prompt-toolkit = "*"
+six = "*"
+
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-version = "2.1.0"
+version = "2.2.0"
 description = "Extended pickling support for Python objects"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "cloudpickle-2.2.0-py3-none-any.whl", hash = "sha256:7428798d5926d8fcbfd092d18d01a2a03daf8237d8fcdc8095d256b8490796f0"},
+    {file = "cloudpickle-2.2.0.tar.gz", hash = "sha256:3f4219469c55453cfe4737e564b67c2a149109dabf7f242478948b895f61106f"},
+]
 
 [[package]]
 name = "colorama"
-version = "0.4.4"
+version = "0.4.6"
 description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+files = [
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+]
 
 [[package]]
 name = "commonmark"
@@ -309,10 +728,30 @@ description = "Python parser for the CommonMark Markdown spec"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "commonmark-0.9.1.tar.gz", hash = "sha256:452f9dc859be7f06631ddcb328b6919c67984aca654e5fefb3914d54691aed60"},
+]
 
 [package.extras]
 test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 
+[[package]]
+name = "confection"
+version = "0.0.3"
+description = "The sweetest config system for Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
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+
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+srsly = ">=2.4.0,<3.0.0"
+
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 name = "configobj"
 version = "5.0.6"
@@ -320,36 +759,160 @@ description = "Config file reading, writing and validation."
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 six = "*"
 
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-version = "4.4.2"
+version = "4.5.2"
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+]
+
+[[package]]
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+version = "1.0.6"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+category = "main"
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+python-versions = ">=3.7"
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 [[package]]
 name = "cryptography"
-version = "37.0.0"
+version = "38.0.4"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 category = "main"
 optional = false
 python-versions = ">=3.6"
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+]
 
 [package.dependencies]
 cffi = ">=1.12"
 
 [package.extras]
 docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
-docstest = ["pyenchant (>=1.6.11)", "twine (>=1.12.0)", "sphinxcontrib-spelling (>=4.0.1)"]
+docstest = ["pyenchant (>=1.6.11)", "sphinxcontrib-spelling (>=4.0.1)", "twine (>=1.12.0)"]
 pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
-sdist = ["setuptools_rust (>=0.11.4)"]
+sdist = ["setuptools-rust (>=0.11.4)"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
+test = ["hypothesis (>=1.11.4,!=3.79.2)", "iso8601", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-subtests", "pytest-xdist", "pytz"]
 
 [[package]]
 name = "cycler"
@@ -358,33 +921,72 @@ description = "Composable style cycles"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [[package]]
 name = "cymem"
-version = "2.0.6"
+version = "2.0.7"
 description = "Manage calls to calloc/free through Cython"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "datasets"
-version = "2.3.2"
+version = "2.8.0"
 description = "HuggingFace community-driven open-source library of datasets"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7.0"
+files = [
+    {file = "datasets-2.8.0-py3-none-any.whl", hash = "sha256:f36cb362bb5587659bab18e594b6d25d9d28486d735a571319c82efeb5a4e5df"},
+    {file = "datasets-2.8.0.tar.gz", hash = "sha256:a843b69593914071f921fc1086fde939f30a63415a34cdda5db3c0acdd58aff2"},
+]
 
 [package.dependencies]
 aiohttp = "*"
-dill = "<0.3.6"
-fsspec = {version = ">=2021.05.0", extras = ["http"]}
-huggingface-hub = ">=0.1.0,<1.0.0"
+dill = "<0.3.7"
+fsspec = {version = ">=2021.11.1", extras = ["http"]}
+huggingface-hub = ">=0.2.0,<1.0.0"
 multiprocess = "*"
 numpy = ">=1.17"
 packaging = "*"
 pandas = "*"
 pyarrow = ">=6.0.0"
+pyyaml = ">=5.1"
 requests = ">=2.19.0"
 responses = "<0.19"
 tqdm = ">=4.62.1"
@@ -393,14 +995,15 @@ xxhash = "*"
 [package.extras]
 apache-beam = ["apache-beam (>=2.26.0)"]
 audio = ["librosa"]
-benchmarks = ["numpy (==1.18.5)", "tensorflow (==2.3.0)", "torch (==1.6.0)", "transformers (==3.0.2)"]
-dev = ["absl-py", "pytest", "pytest-datadir", "pytest-xdist", "apache-beam (>=2.26.0)", "elasticsearch (<8.0.0)", "aiobotocore (==1.4.2)", "boto3 (==1.17.106)", "botocore (==1.20.106)", "faiss-cpu (>=1.6.4)", "fsspec", "moto[server,s3] (==2.0.4)", "rarfile (>=4.0)", "s3fs (==2021.08.1)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "torch", "torchaudio", "soundfile", "transformers", "bs4", "conllu", "h5py", "langdetect", "lxml", "lz4", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "tldextract", "zstandard", "sentencepiece", "sacremoses", "bert-score (>=0.3.6)", "jiwer", "mauve-text", "rouge-score", "sacrebleu", "scikit-learn", "scipy", "seqeval", "toml (>=0.10.1)", "requests-file (>=1.5.1)", "tldextract (>=3.1.0)", "texttable (>=1.6.3)", "Werkzeug (>=1.0.1)", "six (>=1.15.0,<1.16.0)", "Pillow (>=6.2.1)", "librosa", "black (>=22.0,<23.0)", "flake8 (>=3.8.3)", "isort (>=5.0.0)", "pyyaml (>=5.3.1)", "importlib-resources"]
+benchmarks = ["numpy (==1.18.5)", "tensorflow (==2.3.0)", "torch (==1.7.1)", "transformers (==3.0.2)"]
+dev = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0)", "black (>=22.0,<23.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "flake8 (>=3.8.3)", "isort (>=5.0.0)", "librosa", "lz4", "py7zr", "pytest", "pytest-datadir", "pytest-xdist", "pyyaml (>=5.3.1)", "rarfile (>=4.0)", "s3fs", "s3fs (>=2021.11.1)", "soundfile", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "torch", "torchaudio (<0.12.0)", "transformers", "zstandard"]
 docs = ["s3fs"]
+metrics-tests = ["Werkzeug (>=1.0.1)", "bert-score (>=0.3.6)", "jiwer", "langdetect", "mauve-text", "nltk", "requests-file (>=1.5.1)", "rouge-score", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "spacy (>=3.0.0)", "sqlalchemy", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "typer (<0.5.0)"]
 quality = ["black (>=22.0,<23.0)", "flake8 (>=3.8.3)", "isort (>=5.0.0)", "pyyaml (>=5.3.1)"]
-s3 = ["fsspec", "boto3", "botocore", "s3fs"]
-tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)"]
-tensorflow_gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"]
-tests = ["absl-py", "pytest", "pytest-datadir", "pytest-xdist", "apache-beam (>=2.26.0)", "elasticsearch (<8.0.0)", "aiobotocore (==1.4.2)", "boto3 (==1.17.106)", "botocore (==1.20.106)", "faiss-cpu (>=1.6.4)", "fsspec", "moto[server,s3] (==2.0.4)", "rarfile (>=4.0)", "s3fs (==2021.08.1)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "torch", "torchaudio", "soundfile", "transformers", "bs4", "conllu", "h5py", "langdetect", "lxml", "lz4", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "tldextract", "zstandard", "sentencepiece", "sacremoses", "bert-score (>=0.3.6)", "jiwer", "mauve-text", "rouge-score", "sacrebleu", "scikit-learn", "scipy", "seqeval", "toml (>=0.10.1)", "requests-file (>=1.5.1)", "tldextract (>=3.1.0)", "texttable (>=1.6.3)", "Werkzeug (>=1.0.1)", "six (>=1.15.0,<1.16.0)", "Pillow (>=6.2.1)", "librosa", "importlib-resources"]
+s3 = ["s3fs"]
+tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos"]
+tensorflow-gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"]
+tests = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "librosa", "lz4", "py7zr", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "torch", "torchaudio (<0.12.0)", "transformers", "zstandard"]
 torch = ["torch"]
 vision = ["Pillow (>=6.2.1)"]
 
@@ -411,6 +1014,10 @@ description = "Decorators for Humans"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
+    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
+]
 
 [[package]]
 name = "deprecated"
@@ -419,12 +1026,16 @@ description = "Python @deprecated decorator to deprecate old python classes, fun
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+    {file = "dulwich-0.20.50-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:af4adac92fb95671ea3a24f2f8e5e5e8f638711ce9c33a3ca6cd68bf1ff7d99f"},
+    {file = "dulwich-0.20.50.tar.gz", hash = "sha256:50a941796b2c675be39be728d540c16b5b7ce77eb9e1b3f855650ece6832d2be"},
+]
 
 [package.dependencies]
-certifi = "*"
-urllib3 = ">=1.24.1"
+urllib3 = ">=1.25"
 
 [package.extras]
 fastimport = ["fastimport"]
-https = ["urllib3[secure] (>=1.24.1)"]
+https = ["urllib3 (>=1.24.1)"]
 paramiko = ["paramiko"]
 pgp = ["gpg"]
 
 [[package]]
 name = "dvc"
-version = "2.11.0"
+version = "2.38.1"
 description = "Git for data scientists - manage your code and data together"
 category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "dvc-2.38.1-py3-none-any.whl", hash = "sha256:f14f0080d5e312eef27863cc2fe082e365bf34e1d1757195c3ca808e8f74fe66"},
+    {file = "dvc-2.38.1.tar.gz", hash = "sha256:88dffe61d4d376d28d5dbd2cb1193782ad640d610fae5169871927b54d828af5"},
+]
 
 [package.dependencies]
-aiobotocore = {version = ">2", extras = ["boto3"], optional = true, markers = "extra == \"s3\""}
-aiohttp-retry = ">=2.4.5"
 appdirs = ">=1.4.3"
 colorama = ">=0.3.9"
 configobj = ">=5.0.6"
 distro = ">=1.3.0"
 dpath = ">=2.0.2,<3"
-dvc-data = "0.0.2"
-dvc-render = "0.0.5"
-dvclive = ">=0.7.3"
+dvc-data = "0.28.4"
+dvc-http = "2.27.2"
+dvc-render = "0.0.15"
+dvc-s3 = {version = "2.21.0", optional = true, markers = "extra == \"s3\""}
+dvc-task = "0.1.8"
+dvclive = ">=1.2.2"
 flatten-dict = ">=0.4.1,<1"
 "flufl.lock" = ">=5"
-fsspec = {version = ">=2021.10.1", extras = ["http"]}
 funcy = ">=1.14"
 grandalf = "0.6"
+hydra-core = ">=1.1.0"
 importlib-resources = {version = ">=5.2.2", markers = "python_version < \"3.9\""}
-networkx = ">=2.5,<2.8.3"
+iterative-telemetry = "0.0.6"
+networkx = ">=2.5"
 packaging = ">=19.0"
 pathspec = ">=0.9.0,<0.10.0"
 psutil = ">=5.8.0"
 pydot = ">=1.2.4"
 pygtrie = ">=2.3.2"
 pyparsing = ">=2.4.7"
-python-benedict = ">=0.24.2"
 requests = ">=2.22.0"
 rich = ">=10.13.0"
 "ruamel.yaml" = ">=0.17.11"
-s3fs = {version = ">=2022.02.0", extras = ["boto3"], optional = true, markers = "extra == \"s3\""}
-scmrepo = "0.0.24"
+scmrepo = "0.1.4"
 shortuuid = ">=0.5.0"
 shtab = ">=1.3.4,<2"
 tabulate = ">=0.8.7"
-toml = ">=0.10.1"
+tomlkit = ">=0.11.1"
 tqdm = ">=4.63.1,<5"
 typing-extensions = ">=3.7.4"
 voluptuous = ">=0.11.7"
 "zc.lockfile" = ">=1.2.1"
 
 [package.extras]
-all = ["adlfs (>=2021.10.0)", "azure-identity (>=1.4.0)", "knack", "pydrive2[fsspec] (>=1.10.1)", "gcsfs (>=2021.11.1)", "pyarrow (>=1)", "fsspec", "ossfs (>=2021.8.0)", "s3fs[boto3] (>=2022.02.0)", "aiobotocore[boto3] (>2)", "bcrypt", "sshfs[bcrypt] (>=2022.6.0)", "webdav4 (>=0.9.3)"]
-azure = ["adlfs (>=2021.10.0)", "azure-identity (>=1.4.0)", "knack"]
-dev = ["adlfs (>=2021.10.0)", "azure-identity (>=1.4.0)", "knack", "pydrive2[fsspec] (>=1.10.1)", "gcsfs (>=2021.11.1)", "pyarrow (>=1)", "fsspec", "ossfs (>=2021.8.0)", "s3fs[boto3] (>=2022.02.0)", "aiobotocore[boto3] (>2)", "bcrypt", "sshfs[bcrypt] (>=2022.6.0)", "webdav4 (>=0.9.3)", "tpi[ssh] (>=2.1.0)", "dvc-ssh (==0.0.1a0)", "pytest (==7.1.2)", "pytest-cov (==3.0.0)", "pytest-xdist (==2.5.0)", "pytest-mock (==3.7.0)", "pytest-lazy-fixture (==0.6.3)", "flaky (==3.7.0)", "mock (==4.0.3)", "pytest-timeout (==2.1.0)", "filelock (==3.7.0)", "pylint (==2.13.9)", "pylint-pytest (==1.1.2)", "pylint-plugin-utils (==0.7)", "mypy (==0.942)", "types-requests (>=2.27.15)", "types-tabulate (>=0.8.6)", "types-toml (>=0.10.4)", "dvclive[image] (>=0.7.3)", "pytest-docker (==0.11.0)", "pywin32 (>=225)"]
-gdrive = ["pydrive2[fsspec] (>=1.10.1)"]
-gs = ["gcsfs (>=2021.11.1)"]
-hdfs = ["pyarrow (>=1)", "fsspec"]
-oss = ["ossfs (>=2021.8.0)"]
-s3 = ["s3fs[boto3] (>=2022.02.0)", "aiobotocore[boto3] (>2)"]
-ssh = ["bcrypt", "sshfs[bcrypt] (>=2022.6.0)"]
-ssh_gssapi = ["sshfs[gssapi] (>=2022.6.0)"]
+all = ["dvc[azure,gdrive,gs,hdfs,oss,s3,ssh,webdav,webhdfs]"]
+azure = ["dvc-azure (==2.20.5)"]
+dev = ["dvc[azure,gdrive,gs,hdfs,oss,s3,ssh,tests,webdav,webhdfs]"]
+gdrive = ["dvc-gdrive (==2.19.1)"]
+gs = ["dvc-gs (==2.20.0)"]
+hdfs = ["dvc-hdfs (==2.19.0)"]
+oss = ["dvc-oss (==2.19.0)"]
+s3 = ["dvc-s3 (==2.21.0)"]
+ssh = ["dvc-ssh (==2.20.0)"]
+ssh-gssapi = ["dvc-ssh[gssapi] (==2.20.0)"]
 terraform = ["tpi[ssh] (>=2.1.0)"]
-tests = ["tpi[ssh] (>=2.1.0)", "dvc-ssh (==0.0.1a0)", "pytest (==7.1.2)", "pytest-cov (==3.0.0)", "pytest-xdist (==2.5.0)", "pytest-mock (==3.7.0)", "pytest-lazy-fixture (==0.6.3)", "flaky (==3.7.0)", "mock (==4.0.3)", "pytest-timeout (==2.1.0)", "filelock (==3.7.0)", "pylint (==2.13.9)", "pylint-pytest (==1.1.2)", "pylint-plugin-utils (==0.7)", "mypy (==0.942)", "types-requests (>=2.27.15)", "types-tabulate (>=0.8.6)", "types-toml (>=0.10.4)", "dvclive[image] (>=0.7.3)", "pytest-docker (==0.11.0)", "pywin32 (>=225)"]
-webdav = ["webdav4 (>=0.9.3)"]
-webdhfs_kerberos = ["requests-kerberos (==0.14.0)"]
+testing = ["pytest-test-utils (==0.0.8)"]
+tests = ["beautifulsoup4 (==4.11.1)", "dvc-ssh (==2.20.0)", "filelock (==3.8.2)", "flaky (==3.7.0)", "mypy (==0.990)", "pylint (==2.15.8)", "pylint-plugin-utils (==0.7)", "pylint-pytest (==1.1.2)", "pytest (==7.2.0)", "pytest-cov (==4.0.0)", "pytest-docker (==0.11.0)", "pytest-lazy-fixture (==0.6.3)", "pytest-mock (==3.10.0)", "pytest-test-utils (==0.0.8)", "pytest-timeout (==2.1.0)", "pytest-xdist (==3.1.0)", "pywin32 (>=225)", "tpi[ssh] (>=2.1.0)", "types-requests", "types-tabulate", "types-toml"]
+webdav = ["dvc-webdav (==2.19.0)"]
+webhdfs = ["dvc-webhdfs (==2.19.0)"]
+webhdfs-kerberos = ["dvc-webhdfs[kerberos] (==2.19.0)"]
 
 [[package]]
 name = "dvc-data"
-version = "0.0.2"
+version = "0.28.4"
 description = "dvc data"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "dvc-data-0.28.4.tar.gz", hash = "sha256:81a508af473c0a407ef56e1c99caf3a7c37badb2d3d2396fa5b6d004b1208a35"},
+    {file = "dvc_data-0.28.4-py3-none-any.whl", hash = "sha256:ea4f6f5417bac7ba339c43e1abbee6fbd5bc799add457db959ffe5c69c7a339d"},
+]
 
 [package.dependencies]
+attrs = ">=21.3.0"
 dictdiffer = ">=0.8.1"
-dvc-objects = "0.0.2"
+diskcache = ">=5.2.1"
+dvc-objects = "0.14.0"
 funcy = ">=1.14"
+nanotime = ">=0.5.2"
 pygtrie = ">=2.3.2"
 shortuuid = ">=0.5.0"
 
 [package.extras]
-dev = ["pytest (==7.1.2)", "pytest-sugar (==0.9.4)", "pytest-cov (==3.0.0)", "pytest-mock (==3.7.0)", "pylint (==2.13.9)", "mypy (==0.950)"]
-tests = ["pytest (==7.1.2)", "pytest-sugar (==0.9.4)", "pytest-cov (==3.0.0)", "pytest-mock (==3.7.0)", "pylint (==2.13.9)", "mypy (==0.950)"]
+all = ["rich (>=10.11.0,<13.0.0)", "typer[all] (>=0.6)"]
+cli = ["rich (>=10.11.0,<13.0.0)", "typer[all] (>=0.6)"]
+dev = ["blake3 (>=0.3.1)", "mypy (==0.971)", "pylint (==2.15.0)", "pytest (==7.2.0)", "pytest-benchmark (==4.0.0)", "pytest-cov (==4.0.0)", "pytest-mock (==3.10.0)", "pytest-servers[s3] (==0.1.3)", "pytest-sugar (==0.9.6)", "rich (>=10.11.0,<13.0.0)", "typer[all] (>=0.6)"]
+tests = ["mypy (==0.971)", "pylint (==2.15.0)", "pytest (==7.2.0)", "pytest-benchmark (==4.0.0)", "pytest-cov (==4.0.0)", "pytest-mock (==3.10.0)", "pytest-servers[s3] (==0.1.3)", "pytest-sugar (==0.9.6)"]
+
+[[package]]
+name = "dvc-http"
+version = "2.27.2"
+description = "http plugin for dvc"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "dvc-http-2.27.2.tar.gz", hash = "sha256:242bed287ba1055b7a59eb7931023f2b617b8e670330fbee52312d7b31eb4b44"},
+    {file = "dvc_http-2.27.2-py3-none-any.whl", hash = "sha256:58da8d1877bdc6db559d3c64f3ce304c30518dc85e5df29814fe7e56a7e72d5f"},
+]
+
+[package.dependencies]
+aiohttp-retry = ">=2.5.0"
+dvc = "*"
+fsspec = {version = "*", extras = ["http"]}
+
+[package.extras]
+tests = ["Pygments (==2.10.0)", "collective.checkdocs (==0.2)", "crc32c (==2.2.post0)", "dvc[testing]", "filelock (==3.3.2)", "flaky (==3.7.0)", "mock (==4.0.3)", "mypy (==0.910)", "pydocstyle (==6.1.1)", "pylint (==2.11.1)", "pylint-plugin-utils (==0.6)", "pylint-pytest (==1.1.2)", "pytest (==6.2.5)", "pytest-cov (==3.0.0)", "pytest-docker (==0.10.3)", "pytest-lazy-fixture (==0.6.3)", "pytest-mock (==3.6.1)", "pytest-xdist (==2.4.0)", "pywin32 (>=225)", "rangehttpserver (==1.2.0)", "types-requests (==2.25.11)", "types-tabulate (==0.8.3)", "types-toml (==0.10.1)", "wget (==3.2)", "wheel (==0.37.0)", "wsgidav (==3.1.1)", "xmltodict (==0.12.0)"]
 
 [[package]]
 name = "dvc-objects"
-version = "0.0.2"
+version = "0.14.0"
 description = "dvc objects"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "dvc-objects-0.14.0.tar.gz", hash = "sha256:039b7be98f4c8325bd90e2869072e3a776bf8e27419723b459704d7cd984e11f"},
+    {file = "dvc_objects-0.14.0-py3-none-any.whl", hash = "sha256:8767ab7df049dbd41ed318bdc402976073c51b0d0c95aaa48dd13d337572fcc2"},
+]
 
 [package.dependencies]
-diskcache = ">=5.2.1"
-flatten-dict = ">=0.4.1,<1"
-fsspec = ">=2021.10.1"
+fsspec = ">=2022.10.0"
 funcy = ">=1.14"
-nanotime = ">=0.5.2"
 shortuuid = ">=0.5.0"
 tqdm = ">=4.63.1,<5"
 typing-extensions = ">=3.7.4"
 
 [package.extras]
-all = ["adlfs (>=2021.10.0)", "azure-identity (>=1.4.0)", "knack", "pydrive2[fsspec] (>=1.10.1)", "gcsfs (>=2021.11.1)", "pyarrow (>=1)", "fsspec", "aiohttp-retry (>=2.4.5)", "ossfs (>=2021.8.0)", "s3fs[boto3] (>=2022.02.0)", "aiobotocore[boto3] (>2)", "bcrypt", "sshfs[bcrypt] (>=2021.11.2)", "webdav4 (>=0.9.3)"]
-azure = ["adlfs (>=2021.10.0)", "azure-identity (>=1.4.0)", "knack"]
-dev = ["pytest (==6.2.5)", "pytest-sugar (==0.9.4)", "pytest-cov (==3.0.0)", "pytest-mock (==3.6.1)", "pylint (==2.12.2)", "mypy (==0.931)", "adlfs (>=2021.10.0)", "azure-identity (>=1.4.0)", "knack", "pydrive2[fsspec] (>=1.10.1)", "gcsfs (>=2021.11.1)", "pyarrow (>=1)", "fsspec", "aiohttp-retry (>=2.4.5)", "ossfs (>=2021.8.0)", "s3fs[boto3] (>=2022.02.0)", "aiobotocore[boto3] (>2)", "bcrypt", "sshfs[bcrypt] (>=2021.11.2)", "webdav4 (>=0.9.3)"]
-gdrive = ["pydrive2[fsspec] (>=1.10.1)"]
-gs = ["gcsfs (>=2021.11.1)"]
-hdfs = ["pyarrow (>=1)", "fsspec"]
-http = ["aiohttp-retry (>=2.4.5)"]
-oss = ["ossfs (>=2021.8.0)"]
-s3 = ["s3fs[boto3] (>=2022.02.0)", "aiobotocore[boto3] (>2)"]
-ssh = ["bcrypt", "sshfs[bcrypt] (>=2021.11.2)"]
-tests = ["pytest (==6.2.5)", "pytest-sugar (==0.9.4)", "pytest-cov (==3.0.0)", "pytest-mock (==3.6.1)", "pylint (==2.12.2)", "mypy (==0.931)"]
-webdav = ["webdav4 (>=0.9.3)"]
+dev = ["mypy (==0.971)", "pylint (==2.15.0)", "pytest (==7.2.0)", "pytest-cov (==4.0.0)", "pytest-mock (==3.8.2)", "pytest-servers[s3] (==0.1.3)", "pytest-sugar (==0.9.6)"]
+tests = ["mypy (==0.971)", "pylint (==2.15.0)", "pytest (==7.2.0)", "pytest-cov (==4.0.0)", "pytest-mock (==3.8.2)", "pytest-servers[s3] (==0.1.3)", "pytest-sugar (==0.9.6)"]
 
 [[package]]
 name = "dvc-render"
-version = "0.0.5"
+version = "0.0.15"
 description = "DVC render"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "dvc-render-0.0.15.tar.gz", hash = "sha256:bc1a02a2690c9641113be6fb59fb78fea485c7203a9c75d57220ca1e60e99b60"},
+    {file = "dvc_render-0.0.15-py3-none-any.whl", hash = "sha256:269592638b466b1104753b3b8c3dcafe4db8174909d4e3dc2354f50a14eab1c3"},
+]
+
+[package.dependencies]
+tabulate = {version = ">=0.8.7", optional = true, markers = "extra == \"table\""}
+
+[package.extras]
+dev = ["funcy (>=1.17)", "matplotlib", "mkdocs (==1.3.1)", "mkdocs-gen-files (==0.3.5)", "mkdocs-material (==8.4.1)", "mkdocs-section-index (==0.3.4)", "mkdocstrings-python (==0.7.1)", "mypy (==0.981)", "pylint (==2.15.0)", "pytest (==7.2.0)", "pytest-cov (==3.0.0)", "pytest-mock (==3.8.2)", "pytest-sugar (==0.9.5)", "pytest-test-utils (>=0.0.6)", "tabulate (>=0.8.7)"]
+docs = ["mkdocs (==1.3.1)", "mkdocs-gen-files (==0.3.5)", "mkdocs-material (==8.4.1)", "mkdocs-section-index (==0.3.4)", "mkdocstrings-python (==0.7.1)"]
+markdown = ["matplotlib", "tabulate (>=0.8.7)"]
+table = ["tabulate (>=0.8.7)"]
+tests = ["funcy (>=1.17)", "matplotlib", "mypy (==0.981)", "pylint (==2.15.0)", "pytest (==7.2.0)", "pytest-cov (==3.0.0)", "pytest-mock (==3.8.2)", "pytest-sugar (==0.9.5)", "pytest-test-utils (>=0.0.6)", "tabulate (>=0.8.7)"]
+
+[[package]]
+name = "dvc-s3"
+version = "2.21.0"
+description = "s3 plugin for dvc"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "dvc-s3-2.21.0.tar.gz", hash = "sha256:004079372a7a8fb997d00380d2b85e81de2af313ff3cec7d27aca7d4fa6ed279"},
+    {file = "dvc_s3-2.21.0-py3-none-any.whl", hash = "sha256:98163f09f5ea77369eae28c234b753e98c355bd5a0bcb7475f412abe63650059"},
+]
+
+[package.dependencies]
+aiobotocore = {version = ">1.0.1", extras = ["boto3"]}
+dvc = "*"
+flatten-dict = ">=0.4.1,<1"
+s3fs = ">=2022.02.0"
+
+[package.extras]
+tests = ["Pygments (==2.10.0)", "collective.checkdocs (==0.2)", "dvc[testing]", "filelock (==3.3.2)", "flaky (==3.7.0)", "mock (==4.0.3)", "mypy (==0.910)", "pydocstyle (==6.1.1)", "pylint (==2.11.1)", "pylint-plugin-utils (==0.6)", "pylint-pytest (==1.1.2)", "pytest (==6.2.5)", "pytest-cov (==3.0.0)", "pytest-docker (==0.10.3)", "pytest-lazy-fixture (==0.6.3)", "pytest-mock (==3.6.1)", "pytest-xdist (==2.4.0)", "pywin32 (>=225)", "types-requests (==2.25.11)", "types-tabulate (==0.8.3)", "types-toml (==0.10.1)", "wget (==3.2)", "wheel (==0.37.0)", "xmltodict (==0.12.0)"]
+
+[[package]]
+name = "dvc-task"
+version = "0.1.8"
+description = "Extensible task queue used in DVC."
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "dvc-task-0.1.8.tar.gz", hash = "sha256:98906a1bb54995798f5b997e8bf90f4bb525cb893045fdc0fc79f27e5d737dc5"},
+    {file = "dvc_task-0.1.8-py3-none-any.whl", hash = "sha256:bd9a4afd1c38e9c009763ae99768ed2d0f29180dafa63de0ef5e46f0426310a8"},
+]
 
 [package.dependencies]
+celery = ">=5.2.0,<6"
 funcy = ">=1.17"
-tabulate = ">=0.8.7"
+kombu = ">=5.2.0,<6"
+pywin32 = {version = ">=225", markers = "sys_platform == \"win32\""}
+shortuuid = ">=1.0.8"
 
 [package.extras]
-dev = ["pytest (==7.1.2)", "pytest-sugar (==0.9.4)", "pytest-cov (==3.0.0)", "pytest-mock (==3.7.0)", "pylint (==2.13.7)", "mypy (==0.942)", "pytest-test-utils (>=0.0.6)", "mkdocs (==1.3.0)", "mkdocs-gen-files (==0.3.4)", "mkdocs-material (==8.2.11)", "mkdocs-section-index (==0.3.4)", "mkdocstrings-python (==0.6.6)"]
-docs = ["mkdocs (==1.3.0)", "mkdocs-gen-files (==0.3.4)", "mkdocs-material (==8.2.11)", "mkdocs-section-index (==0.3.4)", "mkdocstrings-python (==0.6.6)"]
-tests = ["pytest (==7.1.2)", "pytest-sugar (==0.9.4)", "pytest-cov (==3.0.0)", "pytest-mock (==3.7.0)", "pylint (==2.13.7)", "mypy (==0.942)", "pytest-test-utils (>=0.0.6)"]
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 name = "dvclive"
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 description = "Metric logger for ML projects."
 category = "main"
 optional = false
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 plots = ["scikit-learn"]
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 tf = ["tensorflow"]
 xgb = ["xgboost"]
 
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+
+[package.dependencies]
+numpy = "*"
+pybind11 = ">=2.2"
+setuptools = ">=0.7.0"
+
+[[package]]
+name = "ffmpeg-python"
+version = "0.2.0"
+description = "Python bindings for FFmpeg - with complex filtering support"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "ffmpeg-python-0.2.0.tar.gz", hash = "sha256:65225db34627c578ef0e11c8b1eb528bb35e024752f6f10b78c011f6f64c4127"},
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+
+[package.dependencies]
+future = "*"
+
+[package.extras]
+dev = ["Sphinx (==2.1.0)", "future (==0.17.1)", "numpy (==1.16.4)", "pytest (==4.6.1)", "pytest-mock (==1.10.4)", "tox (==3.12.1)"]
+
+[[package]]
+name = "filelock"
+version = "3.8.2"
+description = "A platform independent file lock."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.extras]
+docs = ["furo (>=2022.9.29)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.5)"]
+testing = ["covdefaults (>=2.2.2)", "coverage (>=6.5)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-timeout (>=2.1)"]
+
+[[package]]
+name = "flair"
+version = "0.11.3"
+description = "A very simple framework for state-of-the-art NLP"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "flair-0.11.3-py3-none-any.whl", hash = "sha256:b34b147c4ac2326bff852d582cd0f681b2ffdbc51c3196a4e0029861883cb35c"},
+    {file = "flair-0.11.3.tar.gz", hash = "sha256:0ca112a31d95f65343a807086d7d792f695a129abacc9571af8eb2c4ab209b49"},
+]
 
 [package.dependencies]
 bpemb = ">=0.3.2"
@@ -701,17 +1652,22 @@ wikipedia-api = "*"
 
 [[package]]
 name = "flask"
-version = "2.0.2"
+version = "2.2.2"
 description = "A simple framework for building complex web applications."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "Flask-2.2.2-py3-none-any.whl", hash = "sha256:b9c46cc36662a7949f34b52d8ec7bb59c0d74ba08ba6cb9ce9adc1d8676d9526"},
+    {file = "Flask-2.2.2.tar.gz", hash = "sha256:642c450d19c4ad482f96729bd2a8f6d32554aa1e231f4f6b4e7e5264b16cca2b"},
+]
 
 [package.dependencies]
-click = ">=7.1.2"
+click = ">=8.0"
+importlib-metadata = {version = ">=3.6.0", markers = "python_version < \"3.10\""}
 itsdangerous = ">=2.0"
 Jinja2 = ">=3.0"
-Werkzeug = ">=2.0"
+Werkzeug = ">=2.2.2"
 
 [package.extras]
 async = ["asgiref (>=3.2)"]
@@ -719,11 +1675,15 @@ dotenv = ["python-dotenv"]
 
 [[package]]
 name = "flask-httpauth"
-version = "4.5.0"
+version = "4.7.0"
 description = "HTTP authentication for Flask routes"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "Flask-HTTPAuth-4.7.0.tar.gz", hash = "sha256:f7199e7bad20d5b68b3f0b62bddfca7637c55087e9d02f605ae26e0de479fd94"},
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+]
 
 [package.dependencies]
 flask = "*"
@@ -735,17 +1695,25 @@ description = "A flexible utility for flattening and unflattening dict-like obje
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+    {file = "flatten_dict-0.4.2-py2.py3-none-any.whl", hash = "sha256:7e245b20c4c718981212210eec4284a330c9f713e632e98765560e05421e48ad"},
+]
 
 [package.dependencies]
 six = ">=1.12,<2.0"
 
 [[package]]
-name = "flufl.lock"
-version = "7.0"
+name = "flufl-lock"
+version = "7.1.1"
 description = "NFS-safe file locking with timeouts for POSIX and Windows"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 atpublic = ">=2.3"
@@ -753,16 +1721,20 @@ psutil = ">=5.9.0"
 
 [[package]]
 name = "fonttools"
-version = "4.33.3"
+version = "4.38.0"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "fonttools-4.38.0.zip", hash = "sha256:2bb244009f9bf3fa100fc3ead6aeb99febe5985fa20afbfbaa2f8946c2fbdaf1"},
+]
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "uharfbuzz (>=0.23.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["scipy", "munkres"]
+interpolatable = ["munkres", "scipy"]
 lxml = ["lxml (>=4.0,<5)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
@@ -771,26 +1743,106 @@ symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=14.0.0)"]
-woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "frozenlist"
-version = "1.3.0"
+version = "1.3.3"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 category = "main"
 optional = false
 python-versions = ">=3.7"
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+]
 
 [[package]]
 name = "fsspec"
-version = "2022.3.0"
+version = "2022.11.0"
 description = "File-system specification"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "fsspec-2022.11.0-py3-none-any.whl", hash = "sha256:d6e462003e3dcdcb8c7aa84c73a228f8227e72453cd22570e2363e8844edfe7b"},
+    {file = "fsspec-2022.11.0.tar.gz", hash = "sha256:259d5fd5c8e756ff2ea72f42e7613c32667dc2049a4ac3d84364a7ca034acb8b"},
+]
 
 [package.dependencies]
-aiohttp = {version = "*", optional = true, markers = "extra == \"http\""}
+aiohttp = {version = "<4.0.0a0 || >4.0.0a0,<4.0.0a1 || >4.0.0a1", optional = true, markers = "extra == \"http\""}
 requests = {version = "*", optional = true, markers = "extra == \"http\""}
 
 [package.extras]
@@ -798,7 +1850,7 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-dropbox = ["dropboxdrivefs", "requests", "dropbox"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 entrypoints = ["importlib-metadata"]
 fuse = ["fusepy"]
 gcs = ["gcsfs"]
@@ -807,7 +1859,7 @@ github = ["requests"]
 gs = ["gcsfs"]
 gui = ["panel"]
 hdfs = ["pyarrow (>=1)"]
-http = ["requests", "aiohttp"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
 libarchive = ["libarchive-c"]
 oci = ["ocifs"]
 s3 = ["s3fs"]
@@ -816,6 +1868,21 @@ smb = ["smbprotocol"]
 ssh = ["paramiko"]
 tqdm = ["tqdm"]
 
+[[package]]
+name = "fst-pso"
+version = "1.8.1"
+description = "Fuzzy Self-Tuning PSO global optimization library"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "fst-pso-1.8.1.tar.gz", hash = "sha256:b3d16ec27b0b4d36b35b306af40c00cd0b34e5e0a9e30a71ed02490e8954a26a"},
+]
+
+[package.dependencies]
+miniful = "*"
+numpy = "*"
+
 [[package]]
 name = "ftfy"
 version = "6.1.1"
@@ -823,6 +1890,10 @@ description = "Fixes mojibake and other problems with Unicode, after the fact"
 category = "main"
 optional = false
 python-versions = ">=3.7,<4"
+files = [
+    {file = "ftfy-6.1.1-py3-none-any.whl", hash = "sha256:0ffd33fce16b54cccaec78d6ec73d95ad370e5df5a25255c8966a6147bd667ca"},
+    {file = "ftfy-6.1.1.tar.gz", hash = "sha256:bfc2019f84fcd851419152320a6375604a0f1459c281b5b199b2cd0d2e727f8f"},
+]
 
 [package.dependencies]
 wcwidth = ">=0.2.5"
@@ -834,6 +1905,10 @@ description = "A fancy and practical functional tools"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "funcy-1.17-py2.py3-none-any.whl", hash = "sha256:ba7af5e58bfc69321aaf860a1547f18d35e145706b95d1b3c966abc4f0b60309"},
+    {file = "funcy-1.17.tar.gz", hash = "sha256:40b9b9a88141ae6a174df1a95861f2b82f2fdc17669080788b73a3ed9370e968"},
+]
 
 [[package]]
 name = "future"
@@ -842,6 +1917,27 @@ description = "Clean single-source support for Python 3 and 2"
 category = "main"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "future-0.18.2.tar.gz", hash = "sha256:b1bead90b70cf6ec3f0710ae53a525360fa360d306a86583adc6bf83a4db537d"},
+]
+
+[[package]]
+name = "fuzzytm"
+version = "2.0.5"
+description = "A Python package for Fuzzy Topic Models"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "FuzzyTM-2.0.5-py3-none-any.whl", hash = "sha256:b6f1480d74767ef26594c0bdf47aa0a316351719b1a253e31387e5f4a1a4bdc6"},
+    {file = "FuzzyTM-2.0.5.tar.gz", hash = "sha256:2042e48dddffc9cda5058b0b3fa9a6b3d2c471739f56d34da2810a08c7fd06d5"},
+]
+
+[package.dependencies]
+numpy = "*"
+pandas = "*"
+pyfume = "*"
+scipy = "*"
 
 [[package]]
 name = "gdown"
@@ -850,6 +1946,9 @@ description = "Google Drive direct download of big files."
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "gdown-4.4.0.tar.gz", hash = "sha256:18fc3a4da4a2273deb7aa29c7486be4df3919d904158ad6a6a3e25c8115470d7"},
+]
 
 [package.dependencies]
 beautifulsoup4 = "*"
@@ -860,41 +1959,69 @@ tqdm = "*"
 
 [[package]]
 name = "gensim"
-version = "4.2.0"
+version = "4.3.0"
 description = "Python framework for fast Vector Space Modelling"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
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+    {file = "gensim-4.3.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:d864da3b39d22df068e25220bdf33c633c812f057f9c0dc9a8985a602efff739"},
+    {file = "gensim-4.3.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4073daadfe58fd89202b40fd4ca375aadda50a7475ad92fc37647b910286bb14"},
+    {file = "gensim-4.3.0-cp39-cp39-win_amd64.whl", hash = "sha256:0a94d28e31803c2bc14003b0ae047596021ea40a9dd3b38ce1842f4097507c6c"},
+    {file = "gensim-4.3.0.tar.gz", hash = "sha256:64bd7ec62990215878822e8b2569d1835054f56cdf53600ddfe9927e31f3b48d"},
+]
 
 [package.dependencies]
-numpy = ">=1.17.0"
-scipy = ">=0.18.1"
+FuzzyTM = ">=0.4.0"
+numpy = ">=1.18.5"
+scipy = ">=1.7.0"
 smart-open = ">=1.8.1"
 
 [package.extras]
 distributed = ["Pyro4 (>=4.27)"]
-docs = ["pytest", "pytest-cov", "mock", "cython", "testfixtures", "pyemd", "nmslib", "Pyro4 (>=4.27)", "visdom (>0.1.8.7)", "sphinx", "sphinx-gallery", "sphinxcontrib.programoutput", "sphinxcontrib-napoleon", "matplotlib", "memory-profiler", "annoy", "pyro4", "nltk", "statsmodels", "pandas"]
-test = ["pytest", "pytest-cov", "mock", "cython", "testfixtures", "pyemd", "nmslib", "visdom (>0.1.8.7)"]
-test-win = ["pytest", "pytest-cov", "mock", "cython", "testfixtures", "pyemd", "nmslib"]
+docs = ["POT", "Pyro4", "Pyro4 (>=4.27)", "annoy", "cython", "matplotlib", "memory-profiler", "mock", "nltk", "nmslib", "pandas", "pytest", "pytest-cov", "sphinx (==5.1.1)", "sphinx-gallery (==0.11.1)", "sphinxcontrib-napoleon (==0.7)", "sphinxcontrib.programoutput (==0.17)", "statsmodels", "testfixtures", "visdom (>=0.1.8,!=0.1.8.7)"]
+test = ["POT", "cython", "mock", "nmslib", "pytest", "pytest-cov", "testfixtures", "visdom (>=0.1.8,!=0.1.8.7)"]
+test-win = ["POT", "cython", "mock", "nmslib", "pytest", "pytest-cov", "testfixtures"]
 
 [[package]]
 name = "gitdb"
-version = "4.0.9"
+version = "4.0.10"
 description = "Git Object Database"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "gitdb-4.0.10-py3-none-any.whl", hash = "sha256:c286cf298426064079ed96a9e4a9d39e7f3e9bf15ba60701e95f5492f28415c7"},
+    {file = "gitdb-4.0.10.tar.gz", hash = "sha256:6eb990b69df4e15bad899ea868dc46572c3f75339735663b81de79b06f17eb9a"},
+]
 
 [package.dependencies]
 smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.27"
+version = "3.1.29"
 description = "GitPython is a python library used to interact with Git repositories"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "GitPython-3.1.29-py3-none-any.whl", hash = "sha256:41eea0deec2deea139b459ac03656f0dd28fc4a3387240ec1d3c259a2c47850f"},
+    {file = "GitPython-3.1.29.tar.gz", hash = "sha256:cc36bfc4a3f913e66805a28e84703e419d9c264c1077e537b54f0e1af85dbefd"},
+]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
@@ -906,6 +2033,11 @@ description = "Graph and drawing algorithms framework"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "grandalf-0.6-py2-none-any.whl", hash = "sha256:d671fdfa5310f2639538b6c858c4b1aef7755535ccfcb9c1cdf0d29171326add"},
+    {file = "grandalf-0.6-py3-none-any.whl", hash = "sha256:357946e2fd35fc92c327cf3c091acc5aef93e0c74c60fed0a727d827ab3b1272"},
+    {file = "grandalf-0.6.tar.gz", hash = "sha256:7471db231bd7338bc0035b16edf0dc0c900c82d23060f4b4d0c4304caedda6e4"},
+]
 
 [package.dependencies]
 future = "*"
@@ -916,11 +2048,15 @@ full = ["numpy", "ply"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.8.0"
+version = "0.11.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
+files = [
+    {file = "huggingface_hub-0.11.1-py3-none-any.whl", hash = "sha256:11eed7aab4fa4d1fb532f2aea3379ef4998d9f6bc24a330834dfedd3dac7f441"},
+    {file = "huggingface_hub-0.11.1.tar.gz", hash = "sha256:8b9ebf9bbb1782f6f0419ec490973a6487c6c4ed84293a8a325d34c4f898f53f"},
+]
 
 [package.dependencies]
 filelock = "*"
@@ -931,13 +2067,33 @@ tqdm = "*"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "datasets", "soundfile", "black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
-dev = ["pytest", "pytest-cov", "datasets", "soundfile", "black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
-fastai = ["toml", "fastai (>=2.4)", "fastcore (>=1.3.27)"]
-quality = ["black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
-tensorflow = ["tensorflow", "pydot", "graphviz"]
-testing = ["pytest", "pytest-cov", "datasets", "soundfile"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "black (==22.3)", "flake8 (>=3.8.3)", "flake8-bugbear", "isort (>=5.5.4)", "jedi", "mypy (==0.982)", "pytest", "pytest-cov", "pytest-env", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"]
+cli = ["InquirerPy (==0.3.4)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "black (==22.3)", "flake8 (>=3.8.3)", "flake8-bugbear", "isort (>=5.5.4)", "jedi", "mypy (==0.982)", "pytest", "pytest-cov", "pytest-env", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"]
+fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
+quality = ["black (==22.3)", "flake8 (>=3.8.3)", "flake8-bugbear", "isort (>=5.5.4)", "mypy (==0.982)"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "isort (>=5.5.4)", "jedi", "pytest", "pytest-cov", "pytest-env", "soundfile"]
 torch = ["torch"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"]
+
+[[package]]
+name = "hydra-core"
+version = "1.3.1"
+description = "A framework for elegantly configuring complex applications"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "hydra-core-1.3.1.tar.gz", hash = "sha256:8dd42d551befc43dfca0c612cbd58c4f3e273dbd97a87214c1a030ba557d238b"},
+    {file = "hydra_core-1.3.1-py3-none-any.whl", hash = "sha256:d1c8b273eba0be68218c4ff1ae9a7df7430ce4aa580f1bbebc03297029761cf4"},
+]
+
+[package.dependencies]
+antlr4-python3-runtime = ">=4.9.0,<4.10.0"
+importlib-resources = {version = "*", markers = "python_version < \"3.9\""}
+omegaconf = ">=2.2,<2.4"
+packaging = "*"
 
 [[package]]
 name = "hyperopt"
@@ -946,6 +2102,10 @@ description = "Distributed Asynchronous Hyperparameter Optimization"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "hyperopt-0.2.7-py2.py3-none-any.whl", hash = "sha256:f3046d91fe4167dbf104365016596856b2524a609d22f047a066fc1ac796427c"},
+    {file = "hyperopt-0.2.7.tar.gz", hash = "sha256:1bf89ae58050bbd32c7307199046117feee245c2fd9ab6255c7308522b7ca149"},
+]
 
 [package.dependencies]
 cloudpickle = "*"
@@ -959,17 +2119,21 @@ tqdm = "*"
 
 [package.extras]
 atpe = ["lightgbm", "scikit-learn"]
+dev = ["black", "nose", "pre-commit", "pytest"]
 mongotrials = ["pymongo"]
 sparktrials = ["pyspark"]
-dev = ["black", "pre-commit", "nose", "pytest"]
 
 [[package]]
 name = "idna"
-version = "3.3"
+version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
+    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+]
 
 [[package]]
 name = "importlib-metadata"
@@ -978,50 +2142,100 @@ description = "Read metadata from Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "importlib_metadata-3.10.1-py3-none-any.whl", hash = "sha256:2ec0faae539743ae6aaa84b49a169670a465f7f5d64e6add98388cc29fd1f2f6"},
+    {file = "importlib_metadata-3.10.1.tar.gz", hash = "sha256:c9356b657de65c53744046fa8f7358afe0714a1af7d570c00c3835c2d724a7c1"},
+]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+docs = ["jaraco.packaging (>=8.2)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pep517", "pyfakefs", "pytest (>=4.6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy"]
 
 [[package]]
 name = "importlib-resources"
-version = "5.7.1"
+version = "5.10.1"
 description = "Read resources from Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "importlib_resources-5.10.1-py3-none-any.whl", hash = "sha256:c09b067d82e72c66f4f8eb12332f5efbebc9b007c0b6c40818108c9870adc363"},
+    {file = "importlib_resources-5.10.1.tar.gz", hash = "sha256:32bb095bda29741f6ef0e5278c42df98d135391bee5f932841efc0041f748dc3"},
+]
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+
+[[package]]
+name = "iniconfig"
+version = "1.1.1"
+description = "iniconfig: brain-dead simple config-ini parsing"
+category = "dev"
+optional = false
+python-versions = "*"
+files = [
+    {file = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
+    {file = "iniconfig-1.1.1.tar.gz", hash = "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"},
+]
 
 [[package]]
 name = "isort"
-version = "5.10.1"
+version = "5.11.4"
 description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1,<4.0"
+python-versions = ">=3.7.0"
+files = [
+    {file = "isort-5.11.4-py3-none-any.whl", hash = "sha256:c033fd0edb91000a7f09527fe5c75321878f98322a77ddcc81adbd83724afb7b"},
+    {file = "isort-5.11.4.tar.gz", hash = "sha256:6db30c5ded9815d813932c04c2f85a360bcdd35fed496f4d8f35495ef0a261b6"},
+]
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile-deprecated-finder = ["pipreqs", "requirementslib"]
 plugins = ["setuptools"]
+requirements-deprecated-finder = ["pip-api", "pipreqs"]
+
+[[package]]
+name = "iterative-telemetry"
+version = "0.0.6"
+description = "Common library for sending telemetry"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "iterative-telemetry-0.0.6.tar.gz", hash = "sha256:721bc0bfa962eb4d80877d5a4e04c758881ea7e7e7529a3f0e9bfd7e829365e2"},
+    {file = "iterative_telemetry-0.0.6-py3-none-any.whl", hash = "sha256:0fe32af2f5532c26e353904114e5e9d42ef1e9a9d1b988fe6a1d69d831cbb2ac"},
+]
+
+[package.dependencies]
+appdirs = "*"
+distro = "*"
+filelock = "*"
+requests = "*"
+
+[package.extras]
+dev = ["mypy (==0.971)", "pylint (==2.14.5)", "pytest (==7.1.2)", "pytest-cov (==3.0.0)", "pytest-mock (==3.8.2)", "pytest-sugar (==0.9.5)", "types-requests"]
+tests = ["mypy (==0.971)", "pylint (==2.14.5)", "pytest (==7.1.2)", "pytest-cov (==3.0.0)", "pytest-mock (==3.8.2)", "pytest-sugar (==0.9.5)", "types-requests"]
 
 [[package]]
 name = "itsdangerous"
-version = "2.0.1"
+version = "2.1.2"
 description = "Safely pass data to untrusted environments and back."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "itsdangerous-2.1.2-py3-none-any.whl", hash = "sha256:2c2349112351b88699d8d4b6b075022c0808887cb7ad10069318a8b0bc88db44"},
+    {file = "itsdangerous-2.1.2.tar.gz", hash = "sha256:5dbbc68b317e5e42f327f9021763545dc3fc3bfe22e6deb96aaf1fc38874156a"},
+]
 
 [[package]]
 name = "janome"
@@ -1030,14 +2244,22 @@ description = "Japanese morphological analysis engine."
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "Janome-0.4.2-py2.py3-none-any.whl", hash = "sha256:d292e458aa8a72b4aae51ae1e0cd91bf463beb95ad1ec118be7aab87eea1a454"},
+    {file = "Janome-0.4.2.tar.gz", hash = "sha256:14c31bbfc11724da299b4b71a06bccb3af9a105e7c912bc38a22132d8991ec97"},
+]
 
 [[package]]
 name = "jinja2"
-version = "3.0.3"
+version = "3.1.2"
 description = "A very fast and expressive template engine."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
+    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+]
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -1047,27 +2269,137 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jmespath"
-version = "1.0.0"
+version = "1.0.1"
 description = "JSON Matching Expressions"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
+    {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
+]
 
 [[package]]
 name = "joblib"
-version = "1.1.0"
+version = "1.2.0"
 description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "joblib-1.2.0-py3-none-any.whl", hash = "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385"},
+    {file = "joblib-1.2.0.tar.gz", hash = "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"},
+]
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.3"
+version = "1.4.4"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+version = "5.2.4"
+description = "Messaging library for Python."
+category = "main"
+optional = false
+python-versions = ">=3.7"
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+
+[package.dependencies]
+amqp = ">=5.0.9,<6.0.0"
+vine = "*"
+
+[package.extras]
+azureservicebus = ["azure-servicebus (>=7.0.0)"]
+azurestoragequeues = ["azure-storage-queue"]
+consul = ["python-consul (>=0.6.0)"]
+librabbitmq = ["librabbitmq (>=2.0.0)"]
+mongodb = ["pymongo (>=3.3.0,<3.12.1)"]
+msgpack = ["msgpack"]
+pyro = ["pyro4"]
+qpid = ["qpid-python (>=0.26)", "qpid-tools (>=0.26)"]
+redis = ["redis (>=3.4.1,!=4.0.0,!=4.0.1)"]
+slmq = ["softlayer-messaging (>=1.0.3)"]
+sqlalchemy = ["sqlalchemy"]
+sqs = ["boto3 (>=1.9.12)", "pycurl (>=7.44.1,<7.45.0)", "urllib3 (>=1.26.7)"]
+yaml = ["PyYAML (>=3.10)"]
+zookeeper = ["kazoo (>=1.3.1)"]
 
 [[package]]
 name = "konoha"
@@ -1076,6 +2408,10 @@ description = "A tiny sentence/word tokenizer for Japanese text written in Pytho
 category = "main"
 optional = false
 python-versions = ">=3.6.1,<4.0.0"
+files = [
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 importlib-metadata = ">=3.7.0,<4.0.0"
@@ -1083,18 +2419,18 @@ overrides = ">=3.0.0,<4.0.0"
 requests = ">=2.25.1,<3.0.0"
 
 [package.extras]
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 janome = ["janome (>=0.3.10,<0.4.0)"]
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 remote = ["boto3 (>=1.11.0,<2.0.0)"]
-allennlp = ["allennlp (>=2.0.0,<3.0.0)"]
+sentencepiece = ["sentencepiece (>=0.1.85,<0.2.0)"]
 server = ["fastapi (>=0.54.1,<0.55.0)", "uvicorn (==0.13.4)"]
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-nagisa = ["nagisa (>=0.2.7,<0.3.0)"]
+sudachi = ["sudachidict-core (>=20200330,<20200331)", "sudachipy (==0.4.9)"]
 
 [[package]]
 name = "langcodes"
@@ -1103,6 +2439,10 @@ description = "Tools for labeling human languages with IETF language tags"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+    {file = "langcodes-3.3.0.tar.gz", hash = "sha256:794d07d5a28781231ac335a1561b8442f8648ca07cd518310aeb45d6f0807ef6"},
+]
 
 [package.extras]
 data = ["language-data (>=1.1,<2.0)"]
@@ -1114,20 +2454,28 @@ description = "Language detection library ported from Google's language-detectio
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 six = "*"
 
 [[package]]
 name = "librosa"
-version = "0.9.1"
+version = "0.9.2"
 description = "Python module for audio and music processing"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.dependencies]
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+audioread = ">=2.1.9"
 decorator = ">=4.0.10"
 joblib = ">=0.14"
 numba = ">=0.45.1"
@@ -1141,8 +2489,8 @@ soundfile = ">=0.10.2"
 
 [package.extras]
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-tests = ["matplotlib (>=3.3.0)", "pytest-mpl", "pytest-cov", "pytest", "contextlib2", "samplerate", "soxr"]
+docs = ["ipython (>=7.0)", "matplotlib (>=3.3.0)", "mir-eval (>=0.5)", "numba (<0.50)", "numpydoc", "presets", "sphinx (!=1.3.1)", "sphinx-gallery (>=0.7)", "sphinx-multiversion (>=0.2.3)", "sphinx-rtd-theme (>=1.0.0,<2.0.0)", "sphinxcontrib-svg2pdfconverter"]
+tests = ["contextlib2", "matplotlib (>=3.3.0)", "pytest", "pytest-cov", "pytest-mpl", "samplerate", "soxr"]
 
 [[package]]
 name = "llvmlite"
@@ -1151,63 +2499,256 @@ description = "lightweight wrapper around basic LLVM functionality"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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 html5 = ["html5lib"]
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 source = ["Cython (>=0.29.7)"]
 
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 description = "Python plotting package"
 category = "main"
 optional = false
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 [package.dependencies]
+contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
 kiwisolver = ">=1.0.1"
-numpy = ">=1.17"
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 packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=4"
+
+[[package]]
+name = "miniful"
+version = "0.0.6"
+description = "Minimal Fuzzy Library"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
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+
+[package.dependencies]
+numpy = ">=1.12.0"
+scipy = ">=1.0.0"
 
 [[package]]
 name = "minio"
-version = "7.1.6"
+version = "7.1.12"
 description = "MinIO Python SDK for Amazon S3 Compatible Cloud Storage"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 certifi = "*"
@@ -1215,11 +2756,15 @@ urllib3 = "*"
 
 [[package]]
 name = "more-itertools"
-version = "8.12.0"
+version = "9.0.0"
 description = "More routines for operating on iterables, beyond itertools"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
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 python-versions = "*"
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 name = "mypy-extensions"
@@ -1279,6 +2984,10 @@ description = "Experimental type system extensions for programs checked with the
 category = "dev"
 optional = false
 python-versions = "*"
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 name = "pastel"
@@ -1370,6 +3248,10 @@ description = "Bring colors to your terminal."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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@@ -1378,67 +3260,159 @@ description = "Utility library for gitignore style pattern matching of file path
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
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 python-versions = ">= 3.6"
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-
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-optional = false
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 [package.extras]
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+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "platformdirs"
+version = "2.6.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.extras]
+docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.4)"]
+test = ["appdirs (==1.4.4)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
+
 [[package]]
 name = "pluggy"
-version = "0.13.1"
+version = "1.0.0"
 description = "plugin and hook calling mechanisms for python"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
+files = [
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+    {file = "pluggy-1.0.0.tar.gz", hash = "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159"},
+]
 
 [package.extras]
 dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "poethepoet"
-version = "0.10.0"
+version = "0.16.5"
 description = "A task runner that works well with poetry."
 category = "dev"
 optional = false
-python-versions = ">=3.6,<4.0"
+python-versions = ">=3.7"
+files = [
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+    {file = "poethepoet-0.16.5.tar.gz", hash = "sha256:3c958792ce488661ba09df67ba832a1b3141aa640236505ee60c23f4b1db4dbc"},
+]
 
 [package.dependencies]
-pastel = ">=0.2.0,<0.3.0"
-tomlkit = ">=0.6.0,<1.0.0"
+pastel = ">=0.2.1,<0.3.0"
+tomli = ">=1.2.2"
+
+[package.extras]
+poetry-plugin = ["poetry (>=1.0,<2.0)"]
 
 [[package]]
 name = "pooch"
@@ -1447,6 +3421,10 @@ description = "\"Pooch manages your Python library's sample data files: it autom
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.dependencies]
 appdirs = ">=1.3.0"
@@ -1465,57 +3443,159 @@ description = "Pretty print trees"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pptree-3.1.tar.gz", hash = "sha256:4dd0ba2f58000cbd29d68a5b64bac29bcb5a663642f79404877c0059668a69f6"},
+]
 
 [[package]]
 name = "preshed"
-version = "3.0.6"
+version = "3.0.8"
 description = "Cython hash table that trusts the keys are pre-hashed"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+files = [
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 optional = false
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-test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"]
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 [package.dependencies]
 numpy = ">=1.16.6"
 
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 [[package]]
 name = "pycparser"
 version = "2.21"
@@ -1523,17 +3603,59 @@ description = "C parser in Python"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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+]
+
+[package.dependencies]
+dnspython = ">=1.16.0,<3.0.0"
 
 [package.extras]
 aws = ["pymongo-auth-aws (<2.0.0)"]
-encryption = ["pymongocrypt (>=1.1.0,<2.0.0)"]
+encryption = ["pymongo-auth-aws (<2.0.0)", "pymongocrypt (>=1.3.0,<2.0.0)"]
 gssapi = ["pykerberos"]
-ocsp = ["pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)", "certifi"]
+ocsp = ["certifi", "pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)"]
 snappy = ["python-snappy"]
-srv = ["dnspython (>=1.16.0,<1.17.0)"]
-tls = ["ipaddress"]
 zstd = ["zstandard"]
 
 [[package]]
 name = "pyparsing"
-version = "3.0.6"
-description = "Python parsing module"
+version = "3.0.9"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.6.8"
+files = [
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+]
 
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
@@ -1621,6 +3906,11 @@ description = "A Python SOCKS client module. See https://github.com/Anorov/PySoc
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "PySocks-1.7.1-py27-none-any.whl", hash = "sha256:08e69f092cc6dbe92a0fdd16eeb9b9ffbc13cadfe5ca4c7bd92ffb078b293299"},
+    {file = "PySocks-1.7.1-py3-none-any.whl", hash = "sha256:2725bd0a9925919b9b51739eea5f9e2bae91e83288108a9ad338b2e3a4435ee5"},
+    {file = "PySocks-1.7.1.tar.gz", hash = "sha256:3f8804571ebe159c380ac6de37643bb4685970655d3bba243530d6558b799aa0"},
+]
 
 [[package]]
 name = "pysoundfile"
@@ -1629,6 +3919,13 @@ description = "An audio library based on libsndfile, CFFI and NumPy"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "PySoundFile-0.9.0.post1-py2.py3-none-any.whl", hash = "sha256:db14f84f4af1910f54766cf0c0f19d52414fa80aa0e11cb338b5614946f39947"},
+    {file = "PySoundFile-0.9.0.post1-py2.py3.cp26.cp27.cp32.cp33.cp34.cp35.cp36.pp27.pp32.pp33-none-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.whl", hash = "sha256:5889138553f4e675158054f8f41c212ca76ac0e2d949e38d1dd8ded4ca3f0ce0"},
+    {file = "PySoundFile-0.9.0.post1-py2.py3.cp26.cp27.cp32.cp33.cp34.cp35.cp36.pp27.pp32.pp33-none-win32.whl", hash = "sha256:c5c5cc8e5f3793a4b9f405c0c77e116e859ac16e065bb6b7f78f2a59484fd7a8"},
+    {file = "PySoundFile-0.9.0.post1-py2.py3.cp26.cp27.cp32.cp33.cp34.cp35.cp36.pp27.pp32.pp33-none-win_amd64.whl", hash = "sha256:d92afd505d395523200d5b7f217e409bae4639c90cc61e90832a57a5a0fb484a"},
+    {file = "PySoundFile-0.9.0.post1.tar.gz", hash = "sha256:43dd46a2afc0484c26930a7e59eef9365cee81bce7a4aadc5699f788f60d32c3"},
+]
 
 [package.dependencies]
 cffi = ">=0.6"
@@ -1638,45 +3935,27 @@ numpy = ["numpy"]
 
 [[package]]
 name = "pytest"
-version = "5.4.3"
+version = "7.2.0"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
+files = [
+    {file = "pytest-7.2.0-py3-none-any.whl", hash = "sha256:892f933d339f068883b6fd5a459f03d85bfcb355e4981e146d2c7616c21fef71"},
+    {file = "pytest-7.2.0.tar.gz", hash = "sha256:c4014eb40e10f11f355ad4e3c2fb2c6c6d1919c73f3b5a433de4708202cade59"},
+]
 
 [package.dependencies]
-atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
-attrs = ">=17.4.0"
+attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
-more-itertools = ">=4.0.0"
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
+iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<1.0"
-py = ">=1.5.0"
-wcwidth = "*"
+pluggy = ">=0.12,<2.0"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-checkqa-mypy = ["mypy (==v0.761)"]
-testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
-
-[[package]]
-name = "python-benedict"
-version = "0.25.0"
-description = "python-benedict is a dict subclass with keylist/keypath support, normalized I/O operations (base64, csv, ini, json, pickle, plist, query-string, toml, xml, yaml) and many utilities... for humans, obviously."
-category = "main"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-ftfy = ">=6.0.0,<7.0.0"
-mailchecker = ">=4.1.0,<5.0.0"
-phonenumbers = ">=8.12.0,<9.0.0"
-python-dateutil = ">=2.8.0,<3.0.0"
-python-fsutil = ">=0.6.0,<1.0.0"
-python-slugify = ">=6.0.1,<7.0.0"
-pyyaml = ">=6.0,<7.0"
-requests = ">=2.26.0,<3.0.0"
-toml = ">=0.10.2,<1.0.0"
-xmltodict = ">=0.12.0,<1.0.0"
+testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
 
 [[package]]
 name = "python-dateutil"
@@ -1685,39 +3964,49 @@ description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
+    {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
+    {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
+]
 
 [package.dependencies]
 six = ">=1.5"
 
 [[package]]
-name = "python-fsutil"
-version = "0.6.0"
-description = "file-system utilities for lazy devs."
+name = "pytz"
+version = "2022.7"
+description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pytz-2022.7-py2.py3-none-any.whl", hash = "sha256:93007def75ae22f7cd991c84e02d434876818661f8df9ad5df9e950ff4e52cfd"},
+    {file = "pytz-2022.7.tar.gz", hash = "sha256:7ccfae7b4b2c067464a6733c6261673fdb8fd1be905460396b97a073e9fa683a"},
+]
 
 [[package]]
-name = "python-slugify"
-version = "6.1.1"
-description = "A Python slugify application that also handles Unicode"
-category = "main"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
-
-[package.dependencies]
-text-unidecode = ">=1.3"
-
-[package.extras]
-unidecode = ["Unidecode (>=1.1.1)"]
-
-[[package]]
-name = "pytz"
-version = "2021.3"
-description = "World timezone definitions, modern and historical"
+name = "pywin32"
+version = "305"
+description = "Python for Window Extensions"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pywin32-305-cp310-cp310-win32.whl", hash = "sha256:421f6cd86e84bbb696d54563c48014b12a23ef95a14e0bdba526be756d89f116"},
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+
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+name = "requests"
+version = "2.28.1"
+description = "Python HTTP for Humans."
+category = "main"
+optional = false
+python-versions = ">=3.7, <4"
+files = [
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+]
+
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+charset-normalizer = ">=2,<3"
+idna = ">=2.5,<4"
+PySocks = {version = ">=1.5.6,<1.5.7 || >1.5.7", optional = true, markers = "extra == \"socks\""}
+urllib3 = ">=1.21.1,<1.27"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "resampy"
+version = "0.3.1"
+description = "Efficient signal resampling"
+category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "resampy-0.3.1-py3-none-any.whl", hash = "sha256:b09066c8f0eb0418d59963aca23b79b52d0ace0b8a6de0fce082e6771f7c3f68"},
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+]
 
 [package.dependencies]
-numba = ">=0.32"
-numpy = ">=1.10"
-scipy = ">=0.13"
-six = ">=1.3"
+numba = ">=0.47"
+numpy = ">=1.17"
 
 [package.extras]
-docs = ["sphinx (!=1.3.1)", "numpydoc"]
-tests = ["pytest (<4)", "pytest-cov"]
+design = ["optuna (>=2.10.0)"]
+docs = ["numpydoc", "sphinx (!=1.3.1)"]
+tests = ["pytest (<8)", "pytest-cov", "scipy (>=1.0)"]
 
 [[package]]
 name = "responses"
@@ -1779,37 +4207,49 @@ description = "A utility library for mocking out the `requests` Python library."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 requests = ">=2.0,<3.0"
 urllib3 = ">=1.25.10"
 
 [package.extras]
-tests = ["pytest (>=4.6)", "coverage (>=6.0.0)", "pytest-cov", "pytest-localserver", "flake8", "types-mock", "types-requests", "mypy"]
+tests = ["coverage (>=6.0.0)", "flake8", "mypy", "pytest (>=4.6)", "pytest-cov", "pytest-localserver", "types-mock", "types-requests"]
 
 [[package]]
 name = "rich"
-version = "12.1.0"
+version = "12.6.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 category = "main"
 optional = false
-python-versions = ">=3.6.2,<4.0.0"
+python-versions = ">=3.6.3,<4.0.0"
+files = [
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+]
 
 [package.dependencies]
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 pygments = ">=2.6.0,<3.0.0"
-typing-extensions = {version = ">=3.7.4,<5.0", markers = "python_version < \"3.9\""}
+typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.9\""}
 
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<8.0.0)"]
 
 [[package]]
-name = "ruamel.yaml"
+name = "ruamel-yaml"
 version = "0.17.21"
 description = "ruamel.yaml is a YAML parser/emitter that supports roundtrip preservation of comments, seq/map flow style, and map key order"
 category = "main"
 optional = false
 python-versions = ">=3"
+files = [
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+]
 
 [package.dependencies]
 "ruamel.yaml.clib" = {version = ">=0.2.6", markers = "platform_python_implementation == \"CPython\" and python_version < \"3.11\""}
@@ -1819,37 +4259,81 @@ docs = ["ryd"]
 jinja2 = ["ruamel.yaml.jinja2 (>=0.2)"]
 
 [[package]]
-name = "ruamel.yaml.clib"
-version = "0.2.6"
+name = "ruamel-yaml-clib"
+version = "0.2.7"
 description = "C version of reader, parser and emitter for ruamel.yaml derived from libyaml"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
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-python-versions = ">= 3.6"
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-pygit2 = ">=1.7.2"
+pygit2 = ">=1.10.0"
 pygtrie = ">=2.3.2"
 
 [package.extras]
-dev = ["pytest (==6.2.5)", "pytest-sugar (==0.9.4)", "pytest-test-utils (==0.0.6)", "pytest-cov (==3.0.0)", "pytest-mock (==3.6.1)", "pytest-asyncio (==0.16.0)", "pylint (==2.11.1)", "mock (==4.0.3)", "mypy (==0.910)", "paramiko (==2.10.0)", "types-certifi (==2021.10.8.0)", "types-mock (==4.0.13)", "types-paramiko (==2.10.0)", "pytest-docker (==0.10.3)"]
+dev = ["mock (==4.0.3)", "mypy (==0.971)", "paramiko (==2.12.0)", "pylint (==2.15.0)", "pytest (==7.2.0)", "pytest-asyncio (==0.18.3)", "pytest-cov (==3.0.0)", "pytest-docker (==0.12.0)", "pytest-mock (==3.8.2)", "pytest-sugar (==0.9.5)", "pytest-test-utils (==0.0.8)", "types-certifi (==2021.10.8.3)", "types-mock (==4.0.15.2)", "types-paramiko (==2.12.0.1)"]
+tests = ["mock (==4.0.3)", "mypy (==0.971)", "paramiko (==2.12.0)", "pylint (==2.15.0)", "pytest (==7.2.0)", "pytest-asyncio (==0.18.3)", "pytest-cov (==3.0.0)", "pytest-docker (==0.12.0)", "pytest-mock (==3.8.2)", "pytest-sugar (==0.9.5)", "pytest-test-utils (==0.0.8)", "types-certifi (==2021.10.8.3)", "types-mock (==4.0.15.2)", "types-paramiko (==2.12.0.1)"]
 
 [[package]]
 name = "segtok"
@@ -1916,6 +4456,10 @@ description = "sentence segmentation and word tokenization tools"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "segtok-1.5.11-py3-none-any.whl", hash = "sha256:910616b76198c3141b2772df530270d3b706e42ae69a5b30ef115c7bd5d1501a"},
+    {file = "segtok-1.5.11.tar.gz", hash = "sha256:8ab2dd44245bcbfec25b575dc4618473bbdf2af8c2649698cd5a370f42f3db23"},
+]
 
 [package.dependencies]
 regex = "*"
@@ -1927,39 +4471,105 @@ description = "SentencePiece python wrapper"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "sentencepiece-0.1.95-cp35-cp35m-macosx_10_6_x86_64.whl", hash = "sha256:21cfec2ec80eb6f603fb92b0416479272f3ec30cfd511b8525a964e2f1cf82a6"},
+    {file = "sentencepiece-0.1.95-cp35-cp35m-manylinux2014_aarch64.whl", hash = "sha256:f05663139279718421084d618131a24cffc068860873531ebfe38a73085cbd2e"},
+    {file = "sentencepiece-0.1.95-cp35-cp35m-manylinux2014_i686.whl", hash = "sha256:43acdb01466de8189b899de153b96eb50e0ea3b77608c1d4f4f8f0c6f343fe45"},
+    {file = "sentencepiece-0.1.95-cp35-cp35m-manylinux2014_ppc64le.whl", hash = "sha256:243ce7c067ba15e5883ab772117b144a8fa1f5827c466a664c9f52d173f6e375"},
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+    {file = "sentencepiece-0.1.95-cp35-cp35m-manylinux2014_x86_64.whl", hash = "sha256:c510e0d26760d51b31f2fb05e1638419a1590df8783300d79e898f2bb93975a8"},
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+    {file = "sentencepiece-0.1.95-cp38-cp38-manylinux2014_x86_64.whl", hash = "sha256:77dff55aa8f74e36f7fd7df861723574630327fdfff0ca18fdbb4fe031c9ecbe"},
+    {file = "sentencepiece-0.1.95-cp38-cp38-win32.whl", hash = "sha256:e3cf28e56f49edb9ac021e247399671b8099e516ecd8091ee8ad5d35716e16e3"},
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+    {file = "sentencepiece-0.1.95-cp39-cp39-manylinux2014_i686.whl", hash = "sha256:99ba407001cc45b76e56e03f63eb27e011fe614c3a38e2c0ed5818bb88e050f6"},
+    {file = "sentencepiece-0.1.95-cp39-cp39-manylinux2014_ppc64le.whl", hash = "sha256:fa52e8a438f500e07c81c068fe128f9c4e677331eff0b17b28c55585aa7c112a"},
+    {file = "sentencepiece-0.1.95-cp39-cp39-manylinux2014_s390x.whl", hash = "sha256:26676ecc4985902cf4af5d597df3d2c4f32f58ed3e23db20c47950f6065089d7"},
+    {file = "sentencepiece-0.1.95-cp39-cp39-manylinux2014_x86_64.whl", hash = "sha256:03ac268fa1f5f2adcb083f40becd63b5bbbe2c13dec2cd46222688f8477827c5"},
+    {file = "sentencepiece-0.1.95-cp39-cp39-win32.whl", hash = "sha256:4749b187c91e796fe52b82abef3c05a60d82065088844c0fe45d5c221ddc097a"},
+    {file = "sentencepiece-0.1.95-cp39-cp39-win_amd64.whl", hash = "sha256:d3410cffb275c319c61977ae3a8729ab224d330bdf69d66cf5f6c55a4deb3d9a"},
+    {file = "sentencepiece-0.1.95.tar.gz", hash = "sha256:8dd6e3e110f4c3f85a46e4a2ae1b6f7cf020b907fab50eac22beccf1680e0ea5"},
+]
 
 [[package]]
-name = "setuptools-scm"
-version = "7.0.2"
-description = "the blessed package to manage your versions by scm tags"
+name = "setuptools"
+version = "65.6.3"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
-
-[package.dependencies]
-packaging = ">=20.0"
-tomli = ">=1.0.0"
-typing-extensions = "*"
+files = [
+    {file = "setuptools-65.6.3-py3-none-any.whl", hash = "sha256:57f6f22bde4e042978bcd50176fdb381d7c21a9efa4041202288d3737a0c6a54"},
+    {file = "setuptools-65.6.3.tar.gz", hash = "sha256:a7620757bf984b58deaf32fc8a4577a9bbc0850cf92c20e1ce41c38c19e5fb75"},
+]
 
 [package.extras]
-test = ["pytest (>=6.2)", "virtualenv (>20)"]
-toml = ["setuptools (>=42)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "shortuuid"
-version = "1.0.8"
+version = "1.0.11"
 description = "A generator library for concise, unambiguous and URL-safe UUIDs."
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "shortuuid-1.0.11-py3-none-any.whl", hash = "sha256:27ea8f28b1bd0bf8f15057a3ece57275d2059d2b0bb02854f02189962c13b6aa"},
+    {file = "shortuuid-1.0.11.tar.gz", hash = "sha256:fc75f2615914815a8e4cb1501b3a513745cb66ef0fd5fc6fb9f8c3fa3481f789"},
+]
 
 [[package]]
 name = "shtab"
-version = "1.5.4"
+version = "1.5.8"
 description = "Automagic shell tab completion for Python CLI applications"
 category = "main"
 optional = false
-python-versions = ">=3.2"
+python-versions = ">=3.7"
+files = [
+    {file = "shtab-1.5.8-py2.py3-none-any.whl", hash = "sha256:1d326ea131edbba96e0489470a2c969da1976a586a2d9376bb4923a6fe8eaae0"},
+    {file = "shtab-1.5.8.tar.gz", hash = "sha256:1f944e2e33c1554be69e6b26ef638ba3b516ac9449fdd2a40d197f9061c8bed8"},
+]
+
+[[package]]
+name = "simpful"
+version = "2.9.0"
+description = "A user-friendly Python library for fuzzy logic"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "simpful-2.9.0-py3-none-any.whl", hash = "sha256:6d7e8077ac2b2499c3a1b86185cac52cc366d0a578428197b12575e451300855"},
+    {file = "simpful-2.9.0.tar.gz", hash = "sha256:29b0c1fe1dab5dc9eb137cf8ac7fad5ca44443398bd3917f14a37df6dc7f55a4"},
+]
+
+[package.dependencies]
+numpy = ">=1.12.0"
+requests = "*"
+scipy = ">=1.0.0"
 
 [[package]]
 name = "six"
@@ -1968,22 +4578,31 @@ description = "Python 2 and 3 compatibility utilities"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
 
 [[package]]
 name = "smart-open"
-version = "5.2.1"
+version = "6.3.0"
 description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)"
 category = "main"
 optional = false
 python-versions = ">=3.6,<4.0"
+files = [
+    {file = "smart_open-6.3.0-py3-none-any.whl", hash = "sha256:b4c9ae193ad6d3e7add50944b86afa0d150bd821ab8ec21edb26d9a06b66f6a8"},
+    {file = "smart_open-6.3.0.tar.gz", hash = "sha256:d5238825fe9a9340645fac3d75b287c08fbb99fb2b422477de781c9f5f09e019"},
+]
 
 [package.extras]
-all = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests"]
-azure = ["azure-storage-blob", "azure-common", "azure-core"]
-gcs = ["google-cloud-storage"]
+all = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "paramiko", "requests"]
+azure = ["azure-common", "azure-core", "azure-storage-blob"]
+gcs = ["google-cloud-storage (>=2.6.0)"]
 http = ["requests"]
 s3 = ["boto3"]
-test = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests", "moto[server] (==1.3.14)", "pathlib2", "responses", "paramiko", "parameterizedtestcase", "pytest", "pytest-rerunfailures"]
+ssh = ["paramiko"]
+test = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "moto[server]", "paramiko", "pytest", "pytest-rerunfailures", "requests", "responses"]
 webhdfs = ["requests"]
 
 [[package]]
@@ -1993,14 +4612,26 @@ description = "A pure Python implementation of a sliding window memory map manag
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "smmap-5.0.0-py3-none-any.whl", hash = "sha256:2aba19d6a040e78d8b09de5c57e96207b09ed71d8e55ce0959eeee6c8e190d94"},
+    {file = "smmap-5.0.0.tar.gz", hash = "sha256:c840e62059cd3be204b0c9c9f74be2c09d5648eddd4580d9314c3ecde0b30936"},
+]
 
 [[package]]
 name = "soundfile"
-version = "0.10.3.post1"
+version = "0.11.0"
 description = "An audio library based on libsndfile, CFFI and NumPy"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "soundfile-0.11.0-py2.py3-none-any.whl", hash = "sha256:f4e4f832b1958403fb9726eeea54e0ebf1c7fc2599ff296a7ab1ac062f8048c9"},
+    {file = "soundfile-0.11.0-py2.py3-none-macosx_10_9_arm64.macosx_11_0_arm64.whl", hash = "sha256:9e6a62eefad0a7f856cc8f5ede7f1a0c196b65d2901c00fffc74a3d7e81d89c8"},
+    {file = "soundfile-0.11.0-py2.py3-none-macosx_10_9_x86_64.macosx_11_0_x86_64.whl", hash = "sha256:12f66fe9dcddedaa6c808bc3e104fc67fcee59dc64214bf7f43605e69836c497"},
+    {file = "soundfile-0.11.0-py2.py3-none-win32.whl", hash = "sha256:08d9636815692f332e042990d449e79b888d288f0752226d8602e91523a0a29b"},
+    {file = "soundfile-0.11.0-py2.py3-none-win_amd64.whl", hash = "sha256:a4ab6f66ad222d8e144dcb6abc73fbb867c11da2934b677f9b129778a6c65112"},
+    {file = "soundfile-0.11.0.tar.gz", hash = "sha256:931738a1c93e8684c2d3e1d514ac63440ce827ec783ea0a2d3e4730e3dc58c18"},
+]
 
 [package.dependencies]
 cffi = ">=1.0"
@@ -2015,19 +4646,51 @@ description = "A modern CSS selector implementation for Beautiful Soup."
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "soupsieve-2.3.2.post1-py3-none-any.whl", hash = "sha256:3b2503d3c7084a42b1ebd08116e5f81aadfaea95863628c80a3b774a11b7c759"},
+    {file = "soupsieve-2.3.2.post1.tar.gz", hash = "sha256:fc53893b3da2c33de295667a0e19f078c14bf86544af307354de5fcf12a3f30d"},
+]
 
 [[package]]
 name = "spacy"
-version = "3.2.4"
+version = "3.4.4"
 description = "Industrial-strength Natural Language Processing (NLP) in Python"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "spacy-3.4.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:07a10999a3e37f896758a92c2eed263638bcbf2747dc3a4aeea929aaa20ea28c"},
+    {file = "spacy-3.4.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e6d98511dc8a88d3a96bcae13971a284459362076738c85053d1a3791f6cde92"},
+    {file = "spacy-3.4.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f2cad9c5543f03b3375c252e4dd45670ee8ed99c925dca15eadab5084fd1b033"},
+    {file = "spacy-3.4.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4ade19c1e676cac2546f268db22bc5eba08d12beafabe80f1b9f06028b3a0b52"},
+    {file = "spacy-3.4.4-cp310-cp310-win_amd64.whl", hash = "sha256:e782c8a7c4805cc1b34ed2b11f72a5cf2b9851e20f7afe3e97caf206f19f761b"},
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+    {file = "spacy-3.4.4.tar.gz", hash = "sha256:e500cf2cb5f1849461a7928fa269703756069bdfb71559065240af6d0208b08c"},
+]
 
 [package.dependencies]
-blis = ">=0.4.0,<0.8.0"
 catalogue = ">=2.0.6,<2.1.0"
-click = "<8.1.0"
 cymem = ">=2.0.2,<2.1.0"
 jinja2 = "*"
 langcodes = ">=3.2.0,<4.0.0"
@@ -2036,34 +4699,40 @@ numpy = ">=1.15.0"
 packaging = ">=20.0"
 pathy = ">=0.3.5"
 preshed = ">=3.0.2,<3.1.0"
-pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.9.0"
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0"
 requests = ">=2.13.0,<3.0.0"
-spacy-legacy = ">=3.0.8,<3.1.0"
+setuptools = "*"
+smart-open = ">=5.2.1,<7.0.0"
+spacy-legacy = ">=3.0.10,<3.1.0"
 spacy-loggers = ">=1.0.0,<2.0.0"
-srsly = ">=2.4.1,<3.0.0"
-thinc = ">=8.0.12,<8.1.0"
+srsly = ">=2.4.3,<3.0.0"
+thinc = ">=8.1.0,<8.2.0"
 tqdm = ">=4.38.0,<5.0.0"
-typer = ">=0.3.0,<0.5.0"
-wasabi = ">=0.8.1,<1.1.0"
+typer = ">=0.3.0,<0.8.0"
+wasabi = ">=0.9.1,<1.1.0"
 
 [package.extras]
-apple = ["thinc-apple-ops (>=0.0.4,<1.0.0)"]
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-cuda100 = ["cupy-cuda100 (>=5.0.0b4,<11.0.0)"]
-cuda101 = ["cupy-cuda101 (>=5.0.0b4,<11.0.0)"]
-cuda102 = ["cupy-cuda102 (>=5.0.0b4,<11.0.0)"]
-cuda110 = ["cupy-cuda110 (>=5.0.0b4,<11.0.0)"]
-cuda111 = ["cupy-cuda111 (>=5.0.0b4,<11.0.0)"]
-cuda112 = ["cupy-cuda112 (>=5.0.0b4,<11.0.0)"]
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-cuda80 = ["cupy-cuda80 (>=5.0.0b4,<11.0.0)"]
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-ja = ["sudachipy (>=0.5.2,!=0.6.1)", "sudachidict-core (>=20211220)"]
-ko = ["natto-py (==0.9.0)"]
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+cuda = ["cupy (>=5.0.0b4,<12.0.0)"]
+cuda-autodetect = ["cupy-wheel (>=11.0.0,<12.0.0)"]
+cuda100 = ["cupy-cuda100 (>=5.0.0b4,<12.0.0)"]
+cuda101 = ["cupy-cuda101 (>=5.0.0b4,<12.0.0)"]
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+cuda114 = ["cupy-cuda114 (>=5.0.0b4,<12.0.0)"]
+cuda115 = ["cupy-cuda115 (>=5.0.0b4,<12.0.0)"]
+cuda116 = ["cupy-cuda116 (>=5.0.0b4,<12.0.0)"]
+cuda117 = ["cupy-cuda117 (>=5.0.0b4,<12.0.0)"]
+cuda11x = ["cupy-cuda11x (>=11.0.0,<12.0.0)"]
+cuda80 = ["cupy-cuda80 (>=5.0.0b4,<12.0.0)"]
+cuda90 = ["cupy-cuda90 (>=5.0.0b4,<12.0.0)"]
+cuda91 = ["cupy-cuda91 (>=5.0.0b4,<12.0.0)"]
+cuda92 = ["cupy-cuda92 (>=5.0.0b4,<12.0.0)"]
+ja = ["sudachidict-core (>=20211220)", "sudachipy (>=0.5.2,!=0.6.1)"]
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 ray = ["spacy-ray (>=0.1.0,<1.0.0)"]
 th = ["pythainlp (>=2.0)"]
@@ -2071,82 +4740,150 @@ transformers = ["spacy-transformers (>=1.1.2,<1.2.0)"]
 
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-version = "3.0.9"
+version = "3.0.10"
 description = "Legacy registered functions for spaCy backwards compatibility"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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 [[package]]
 name = "spacy-loggers"
-version = "1.0.2"
+version = "1.0.4"
 description = "Logging utilities for SpaCy"
 category = "main"
 optional = false
 python-versions = ">=3.6"
-
-[package.dependencies]
-wasabi = ">=0.8.1,<1.1.0"
+files = [
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 [[package]]
 name = "sqlitedict"
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+version = "2.1.0"
 description = "Persistent dict in Python, backed up by sqlite3 and pickle, multithread-safe."
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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 [[package]]
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-version = "2.4.3"
+version = "2.4.5"
 description = "Modern high-performance serialization utilities for Python"
 category = "main"
 optional = false
 python-versions = ">=3.6"
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 [package.dependencies]
 catalogue = ">=2.0.3,<2.1.0"
 
 [[package]]
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-version = "0.8.9"
+version = "0.9.0"
 description = "Pretty-print tabular data"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
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+]
 
 [package.extras]
 widechars = ["wcwidth"]
 
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-version = "1.3"
-description = "The most basic Text::Unidecode port"
-category = "main"
-optional = false
-python-versions = "*"
-
 [[package]]
 name = "thinc"
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+version = "8.1.6"
 description = "A refreshing functional take on deep learning, compatible with your favorite libraries"
 category = "main"
 optional = false
 python-versions = ">=3.6"
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 cuda101 = ["cupy-cuda101 (>=5.0.0b4)"]
 cuda102 = ["cupy-cuda102 (>=5.0.0b4)"]
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 cuda113 = ["cupy-cuda113 (>=5.0.0b4)"]
 cuda114 = ["cupy-cuda114 (>=5.0.0b4)"]
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 python-versions = ">=3.6"
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 python-versions = ">=3.7"
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+nvidia-cuda-runtime-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\""}
+nvidia-cudnn-cu11 = {version = "8.5.0.96", markers = "platform_system == \"Linux\""}
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+[package.extras]
+opt-einsum = ["opt-einsum (>=3.3)"]
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 [package.dependencies]
-torch = "1.11.0"
+torch = "*"
 
 [[package]]
 name = "tqdm"
-version = "4.64.0"
+version = "4.64.1"
 description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+files = [
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+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -2250,110 +5088,132 @@ telegram = ["requests"]
 
 [[package]]
 name = "transformers"
-version = "4.20.1"
+version = "4.25.1"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
+files = [
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+]
 
 [package.dependencies]
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 numpy = ">=1.17"
 packaging = ">=20.0"
 pyyaml = ">=5.1"
 regex = "!=2019.12.17"
 requests = "*"
-tokenizers = ">=0.11.1,<0.11.3 || >0.11.3,<0.13"
+tokenizers = ">=0.11.1,<0.11.3 || >0.11.3,<0.14"
 tqdm = ">=4.27"
 
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-audio = ["librosa", "pyctcdecode (>=0.3.0)", "phonemizer"]
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-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
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+description = "Promises, promises, promises."
+category = "main"
+optional = false
+python-versions = ">=3.6"
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 version = "0.13.1"
@@ -2361,14 +5221,22 @@ description = ""
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 optional = false
 python-versions = "*"
+files = [
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+version = "0.10.1"
 description = "A lightweight console printing and formatting toolkit"
 category = "main"
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 python-versions = "*"
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 [[package]]
 name = "wcwidth"
@@ -2377,2243 +5245,364 @@ description = "Measures the displayed width of unicode strings in a terminal"
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 python-versions = "*"
+files = [
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-]
-"zc.lockfile" = [
-    {file = "zc.lockfile-2.0-py2.py3-none-any.whl", hash = "sha256:cc33599b549f0c8a248cb72f3bf32d77712de1ff7ee8814312eb6456b42c015f"},
-    {file = "zc.lockfile-2.0.tar.gz", hash = "sha256:307ad78227e48be260e64896ec8886edc7eae22d8ec53e4d528ab5537a83203b"},
-]
-zipp = [
-    {file = "zipp-3.8.0-py3-none-any.whl", hash = "sha256:c4f6e5bbf48e74f7a38e7cc5b0480ff42b0ae5178957d564d18932525d5cf099"},
-    {file = "zipp-3.8.0.tar.gz", hash = "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad"},
-]
+content-hash = "57f1b7932a46bdb274a30ef3869e8b1fd75d42e4d4539b367e906990a48c588c"
diff --git a/pyproject.toml b/pyproject.toml
index a3eb944..8518ea1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,70 +1,43 @@
 [tool.poetry]
 name = "asr-benchmarks"
-version = "0.0.1"
-description = "Library to benchmark ASR systems"
-authors = [
-    "Piotr Szymański <niedakh@gmail.com>",
-    "Marcin WÄ…troba <markowanga@gmail.com>"
-]
-license = "MIT license"
-packages = [
-    { include = "sziszapangma" }
-]
+version = "0.1.0"
+description = ""
+authors = ["Marcin WÄ…troba <markowanga@gmail.com>"]
+readme = "README.rst"
+packages = [{include = "sziszapangma"}]
 
 [tool.poetry.dependencies]
 python = "^3.8"
-numpy = "^1.20.1"
-requests = "^2.25.1"
-pandas = "^1.2.4"
-#fasttext = "^0.9.2"
-pymongo = "^3.11.4"
-Flask = "^2.0.1"
-Flask-HTTPAuth = "^4.4.0"
-minio = "^7.1.6"
-dvc = {extras = ["s3"], version = "^2.10.1"}
-spacy = "^3.2.4"
-PySoundFile = "^0.9.0"
-datasets = "^2.3.2"
-torchaudio = "^0.11.0"
-librosa = "^0.9.1"
+dvc = {extras = ["s3"], version = "^2.38.1"}
+numpy = "1.23.5"
+requests = "^2.28.1"
+pandas = "^1.5.2"
+fasttext-wheel = "^0.9.2"
+pymongo = "^4.3.3"
+flask = "^2.2.2"
+flask-httpauth = "^4.7.0"
+minio = "^7.1.12"
+spacy = "^3.4.4"
+pysoundfile = "^0.9.0.post1"
+datasets = "^2.8.0"
+torchaudio = "^0.13.1"
 flair = "^0.11.3"
-
-[tool.poetry.dev-dependencies]
-pytest = "^5.2"
-mypy = "^0.812"
-black = "^20.8b1"
-typing-extensions = "^3.7.4"
-isort = { version = "^5.9.1", extras = ["pyproject"] }
-pyflakes = "2.3.1"
-poethepoet = "^0.10.0"
-
-[tool.poe.tasks]
-black = "black -v --check sziszapangma"
-isort = "isort sziszapangma  -c"
-pyflakes = "pyflakes sziszapangma"
-mypy = "mypy sziszapangma"
-test = "pytest"
-check = ["black", "isort", "mypy", "pyflakes"]
-all = ["check", "test"]
-
-[tool.poetry.extras]
-developer = ["black", "mypy", "typing-extensions"]
+whisper = {git = "https://github.com/openai/whisper.git"}
+ffmpeg-python = "^0.2.0"
+pydub = "^0.25.1"
+librosa = "^0.9.2"
+soundfile = "^0.11.0"
+
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.2.0"
+mypy = "^0.991"
+black = "^22.12.0"
+typing-extensions = "^4.4.0"
+isort = {extras = ["pyproject"], version = "^5.11.4"}
+pyflakes = "^3.0.1"
+poethepoet = "^0.16.5"
 
 [build-system]
-requires = ["poetry>=1.1.5"]
-build-backend = "poetry.masonry.api"
-
-[mypy]
-python_version = 3.8
-
-[pytest]
-testpaths = "tests"
-
-[tool.black]
-line-length = 100
-
-[tool.isort]
-line_length = 100
-known_first_party = 'embeddings'
-known_third_party = ["click", "pytest"]
-profile = "black"
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
-- 
GitLab