update: initial commit

.gitignore

@@ -0,0 +1,134 @@
+# Temporary files
+tmp*
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+models/*

LICENCE

@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
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+
+  13. Remote Network Interaction; Use with the GNU General Public License.
+
+  Notwithstanding any other provision of this License, if you modify the
+Program, your modified version must prominently offer all users
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+following paragraph.
+
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+but the work with which it is combined will remain governed by version
+3 of the GNU General Public License.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU Affero General Public License from time to time.  Such new versions
+will be similar in spirit to the present version, but may differ in detail to
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+
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+
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+  Later license versions may give you additional or different
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+  15. Disclaimer of Warranty.
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+
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+
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+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
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+
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+possible use to the public, the best way to achieve this is to make it
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+    it under the terms of the GNU Affero General Public License as published
+    by the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
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+    along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
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+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU AGPL, see
+<https://www.gnu.org/licenses/>.

app.py

@@ -0,0 +1,97 @@
+from io import StringIO
+import os
+import tempfile
+import streamlit as st
+import json
+import whisper_timestamped as whisper
+import pandas as pd
+
+STAMP_TYPES = {"Sentence-level": "sentence", "Word-level": "word"}
+LANGUAGES = {"English": "en", "Spanish": "es"}
+MODEL_SIZES = {"Medium": "medium", "Large": "large"}
+
+
+def save_temp_file(file):
+    temp_dir = tempfile.gettempdir()
+    temp_file_path = os.path.join(temp_dir, file.name)
+    with open(temp_file_path, "wb") as temp_file:
+        temp_file.write(file.getvalue())
+    return temp_file_path
+
+
+@st.cache_resource(show_spinner=False)
+def load_model(model_size: str):
+    print(f"model size : {MODEL_SIZES[model_size]}")
+    return whisper.load_model(
+        MODEL_SIZES[model_size], device="cpu", download_root="models"
+    )
+
+
+def get_sentence_data(filename: str, timestamp_dict: dict):
+    sentence_df = pd.DataFrame(
+        columns=["Audio file", "Sentence", "Start", "End", "Duration"]
+    )
+    for sentence_i in timestamp_dict["segments"]:
+        sentence_i = pd.DataFrame(
+            {
+                "Audio file": [filename],
+                "Sentence": [str(sentence_i["text"])],
+                "Start": [sentence_i["start"]],
+                "End": [sentence_i["end"]],
+                "Duration": [sentence_i["end"] - sentence_i["start"]],
+            }
+        )
+        sentence_df = pd.concat([sentence_df, sentence_i], ignore_index=True)
+    return sentence_df
+
+
+def get_word_data(filename: str, timestamp_dict: dict):
+    pass
+
+
+def get_word_data():
+    pass
+
+
+st.title("⏱️🧾 Timestamp generator")
+
+# Audio load
+audio_file = st.file_uploader(
+    "Load audio file to transcribe", type=["wav", "mp3"], accept_multiple_files=True
+)
+
+stamp_type, lang, size = st.columns(3)
+
+with stamp_type:
+    timestamp_type = st.selectbox("Timestamp type", options=list(STAMP_TYPES.keys()))
+
+with lang:
+    language = st.selectbox("Language", options=list(LANGUAGES.keys()))
+
+with size:
+    model_size = st.selectbox("Model size", options=list(MODEL_SIZES.keys()))
+
+# Botón para generar el timestamp
+if st.button("Generate Timestamp", use_container_width=True):
+    with st.spinner("Loading model..."):
+        model = load_model(model_size)
+    sentences_df = pd.DataFrame()
+    for audio_i in audio_file:
+        with st.spinner(f"Processing audio: {audio_i.name}"):
+            tmp_audio = save_temp_file(audio_i)
+            tmp_audio_file = whisper.load_audio(tmp_audio)
+            timestamp_result = whisper.transcribe(
+                model, tmp_audio_file, language=LANGUAGES[language]
+            )
+            audio_i_df = get_sentence_data(audio_i.name, timestamp_result)
+            sentences_df = pd.concat([sentences_df, audio_i_df], ignore_index=True)
+
+    st.dataframe(sentences_df)
+
+    st.download_button(
+        "Save timestamps",
+        sentences_df.to_csv(index=False),
+        file_name="timestamps.csv",
+        mime="text/csv",
+        use_container_width=True,
+    )

pyproject.toml

@@ -0,0 +1,21 @@
+[tool.poetry]
+name = "whisper-timestamped"
+version = "0.1.0"
+description = ""
+authors = ["nahue-passano <passano43632@estudiantes.untref.edu.ar>"]
+readme = "README.md"
+packages = [{include = "whisper_timestamped"}]
+
+[tool.poetry.dependencies]
+python = ">=3.8,<3.9.7 || >3.9.7,<4.0"
+Cython = "*"
+dtw-python = "*"
+openai-whisper = "*"
+torch = "1.13"
+matplotlib = "^3.7.1"
+streamlit = "^1.24.0"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"

requirements.txt

@@ -0,0 +1,5 @@
+Cython
+dtw-python
+openai-whisper
+torch==1.13
+streamlit==1.24

setup.py

@@ -0,0 +1,43 @@
+import os
+
+from setuptools import setup, find_packages
+
+install_requires = open(os.path.join(os.path.dirname(__file__), "requirements.txt")).readlines()
+
+version = None
+license = None
+with open(os.path.join(os.path.dirname(__file__), "whisper_timestamped", "transcribe.py")) as f:
+    for line in f:
+        if line.strip().startswith("__version__"):
+            version = line.split("=")[1].strip().strip("\"'")
+            if version and license:
+                break
+        if line.strip().startswith("__license__"):
+            license = line.split("=")[1].strip().strip("\"'")
+            if version and license:
+                break
+assert version and license
+
+setup(
+    name="whisper-timestamped",
+    py_modules=["whisper_timestamped"],
+    version=version,
+    description="Add to OpenAI Whisper the capability to give word timestamps",
+    python_requires=">=3.7",
+    author="Jeronymous",
+    url="https://github.com/linto-ai/whisper-timestamped",
+    license=license,
+    packages=find_packages(exclude=["tests*"]),
+    install_requires=install_requires,
+    entry_points = {
+        'console_scripts': [
+            'whisper_timestamped=whisper_timestamped.transcribe:cli',
+            'whisper_timestamped_make_subtitles=whisper_timestamped.make_subtitles:cli'
+        ],
+    },
+    include_package_data=True,
+    extras_require={
+        'dev': ['matplotlib', 'jsonschema', 'transformers'],
+        'vad': ['onnxruntime', 'torchaudio'],
+    },
+)

tests/__init__.py

@@ -0,0 +1 @@
+

tests/data/no_punctuations.mp3.words.json

@@ -0,0 +1,68 @@
+{
+  "text": " Dis-moi, est-ce que l'avion vole?",
+  "segments": [
+    {
+      "id": 0,
+      "seek": 0,
+      "start": 0.4,
+      "end": 2.34,
+      "text": " Dis-moi, est-ce que l'avion vole?",
+      "tokens": [
+        50364,
+        4208,
+        12,
+        29292,
+        11,
+        871,
+        12,
+        384,
+        631,
+        287,
+        6,
+        706,
+        313,
+        49877,
+        2506,
+        50494
+      ],
+      "temperature": 0.0,
+      "avg_logprob": -0.3014036907869227,
+      "compression_ratio": 0.8048780487804879,
+      "no_speech_prob": 0.05134102329611778,
+      "confidence": 0.925,
+      "words": [
+        {
+          "text": "Dis-moi",
+          "start": 0.4,
+          "end": 1.36,
+          "confidence": 0.801
+        },
+        {
+          "text": "est-ce",
+          "start": 1.36,
+          "end": 1.52,
+          "confidence": 0.966
+        },
+        {
+          "text": "que",
+          "start": 1.52,
+          "end": 1.64,
+          "confidence": 0.977
+        },
+        {
+          "text": "l'avion",
+          "start": 1.64,
+          "end": 2.02,
+          "confidence": 0.994
+        },
+        {
+          "text": "vole",
+          "start": 2.02,
+          "end": 2.34,
+          "confidence": 0.891
+        }
+      ]
+    }
+  ],
+  "language": "fr"
+}

tests/data/yes_punctuations.mp3.words.json

@@ -0,0 +1,68 @@
+{
+  "text": " Dis-moi, est-ce que l'avion vole?",
+  "segments": [
+    {
+      "id": 0,
+      "seek": 0,
+      "start": 0.4,
+      "end": 2.34,
+      "text": " Dis-moi, est-ce que l'avion vole?",
+      "tokens": [
+        50364,
+        4208,
+        12,
+        29292,
+        11,
+        871,
+        12,
+        384,
+        631,
+        287,
+        6,
+        706,
+        313,
+        49877,
+        2506,
+        50494
+      ],
+      "temperature": 0.0,
+      "avg_logprob": -0.3014036907869227,
+      "compression_ratio": 0.8048780487804879,
+      "no_speech_prob": 0.05134102329611778,
+      "confidence": 0.925,
+      "words": [
+        {
+          "text": "Dis-moi,",
+          "start": 0.4,
+          "end": 1.36,
+          "confidence": 0.801
+        },
+        {
+          "text": "est-ce",
+          "start": 1.36,
+          "end": 1.52,
+          "confidence": 0.966
+        },
+        {
+          "text": "que",
+          "start": 1.52,
+          "end": 1.64,
+          "confidence": 0.977
+        },
+        {
+          "text": "l'avion",
+          "start": 1.64,
+          "end": 2.02,
+          "confidence": 0.994
+        },
+        {
+          "text": "vole?",
+          "start": 2.02,
+          "end": 2.34,
+          "confidence": 0.891
+        }
+      ]
+    }
+  ],
+  "language": "fr"
+}

tests/expected/corner_cases.cpu/accurate.tiny_apollo11.mp3.words.json

@@ -0,0 +1,1481 @@
+{
+  "text": " I'm all around my business and we gotta eat recommendations for you on your door to the VA We have 18A's I'm all around my business and I'm all around my business and I'm all around my business I got a little bit of a problem with that, and you want to have the advice down My goal is to reach these things, not to reach out to them and they're out of the bag And I can't see anything else, I don't want to hear anything else I'm at the least, I'm not making the tag I can't see anything else Yeah, I'm taking a heavy out of the bag We're on the highway, we're on the highway, we're on the highway We're on the highway, we're on the highway We want to hear that, this is the case, we know we can't get that much of our business So I guess we'll be somewhere in our place, but it's not over Okay, it's not over, it's not over, it's not over",
+  "segments": [
+    {
+      "id": 0,
+      "seek": 0,
+      "start": 0.6,
+      "end": 5.28,
+      "text": " I'm all around my business and we gotta eat recommendations for you on your door to the VA",
+      "tokens": [
+        286,
+        478,
+        439,
+        926,
+        452,
+        1606,
+        293,
+        321,
+        3428,
+        1862,
+        10434,
+        337,
+        291,
+        322,
+        428,
+        2853,
+        281,
+        264,
+        18527
+      ],
+      "temperature": 0.0,
+      "avg_logprob": -0.4247800021701389,
+      "compression_ratio": 6.281818181818182,
+      "no_speech_prob": 0.3518604338169098,
+      "confidence": 0.27,
+      "words": [
+        {
+          "text": "I'm",
+          "start": 0.6,
+          "end": 0.74,
+          "confidence": 0.168
+        },
+        {
+          "text": "all",
+          "start": 0.74,
+          "end": 1.02,
+          "confidence": 0.083
+        },
+        {
+          "text": "around",
+          "start": 1.02,
+          "end": 1.24,
+          "confidence": 0.103
+        },
+        {
+          "text": "my",
+          "start": 1.24,
+          "end": 1.42,
+          "confidence": 0.129
+        },
+        {
+          "text": "business",
+          "start": 1.42,
+          "end": 1.62,
+          "confidence": 0.339
+        },
+        {
+          "text": "and",
+          "start": 1.62,
+          "end": 1.9,
+          "confidence": 0.613
+        },
+        {
+          "text": "we",
+          "start": 1.9,
+          "end": 1.98,
+          "confidence": 0.938
+        },
+        {
+          "text": "gotta",
+          "start": 1.98,
+          "end": 2.16,
+          "confidence": 0.402
+        },
+        {
+          "text": "eat",
+          "start": 2.16,
+          "end": 2.38,
+          "confidence": 0.246
+        },
+        {
+          "text": "recommendations",
+          "start": 2.38,
+          "end": 2.84,
+          "confidence": 0.111
+        },
+        {
+          "text": "for",
+          "start": 2.84,
+          "end": 3.48,
+          "confidence": 0.236
+        },
+        {
+          "text": "you",
+          "start": 3.48,
+          "end": 3.62,
+          "confidence": 0.95
+        },
+        {
+          "text": "on",
+          "start": 3.62,
+          "end": 3.82,
+          "confidence": 0.774
+        },
+        {
+          "text": "your",
+          "start": 3.82,
+          "end": 4.36,
+          "confidence": 0.598
+        },
+        {
+          "text": "door",
+          "start": 4.36,
+          "end": 4.62,
+          "confidence": 0.113
+        },
+        {
+          "text": "to",
+          "start": 4.62,
+          "end": 4.84,
+          "confidence": 0.194
+        },
+        {
+          "text": "the",
+          "start": 4.84,
+          "end": 4.9,
+          "confidence": 0.457
+        },
+        {
+          "text": "VA",
+          "start": 4.9,
+          "end": 5.28,
+          "confidence": 0.23
+        }
+      ]
+    },
+    {
+      "id": 1,
+      "seek": 0,
+      "start": 5.28,
+      "end": 6.82,
+      "text": " We have 18A's",
+      "tokens": [
+        492,
+        362,
+        2443,
+        32,
+        311
+      ],
+      "temperature": 0.0,
+      "avg_logprob": -0.4247800021701389,
+      "compression_ratio": 6.281818181818182,
+      "no_speech_prob": 0.3518604338169098,
+      "confidence": 0.189,
+      "words": [
+        {
+          "text": "We",
+          "start": 5.28,
+          "end": 5.6,
+          "confidence": 0.056
+        },
+        {
+          "text": "have",
+          "start": 5.6,
+          "end": 5.72,
+          "confidence": 0.61
+        },
+        {
+          "text": "18A's",
+          "start": 5.72,
+          "end": 6.82,
+          "confidence": 0.191
+        }
+      ]
+    },
+    {
+      "id": 2,
+      "seek": 700,
+      "start": 7.02,
+      "end": 24.14,
+      "text": " I'm all around my business and I'm all around my business and I'm all around my business",
+      "tokens": [
+        286,
+        478,
+        439,
+        926,
+        452,
+        1606,
+        293,
+        286,
+        478,
+        439,
+        926,
+        452,
+        1606,
+        293,
+        286,
+        478,
+        439,
+        926,
+        452,
+        1606
+      ],
+      "temperature": 0.0,
+      "avg_logprob": -0.8006511529286703,
+      "compression_ratio": 2.1463414634146343,
+      "no_speech_prob": 0.1812065988779068,
+      "confidence": 0.476,
+      "words": [
+        {
+          "text": "I'm",
+          "start": 7.02,
+          "end": 11.1,
+          "confidence": 0.124
+        },
+        {
+          "text": "all",
+          "start": 11.1,
+          "end": 13.62,
+          "confidence": 0.143
+        },
+        {
+          "text": "around",
+          "start": 13.62,
+          "end": 13.66,
+          "confidence": 0.517
+        },
+        {
+          "text": "my",
+          "start": 13.66,
+          "end": 13.7,
+          "confidence": 0.294
+        },
+        {
+          "text": "business",
+          "start": 13.7,
+          "end": 13.74,
+          "confidence": 0.931
+        },
+        {
+          "text": "and",
+          "start": 13.74,
+          "end": 14.08,
+          "confidence": 0.249
+        },
+        {
+          "text": "I'm",
+          "start": 14.08,
+          "end": 14.48,
+          "confidence": 0.379
+        },
+        {
+          "text": "all",
+          "start": 14.48,
+          "end": 14.68,
+          "confidence": 0.368
+        },
+        {
+          "text": "around",
+          "start": 14.68,
+          "end": 14.72,
+          "confidence": 0.892
+        },
+        {
+          "text": "my",
+          "start": 14.72,
+          "end": 14.76,
+          "confidence": 0.743
+        },
+        {
+          "text": "business",
+          "start": 14.76,
+          "end": 14.8,
+          "confidence": 0.981
+        },
+        {
+          "text": "and",
+          "start": 14.8,
+          "end": 15.04,
+          "confidence": 0.391
+        },
+        {
+          "text": "I'm",
+          "start": 15.04,
+          "end": 16.06,
+          "confidence": 0.861
+        },
+        {
+          "text": "all",
+          "start": 16.06,
+          "end": 16.12,
+          "confidence": 0.674
+        },
+        {
+          "text": "around",
+          "start": 16.12,
+          "end": 16.8,
+          "confidence": 0.932
+        },
+        {
+          "text": "my",
+          "start": 16.8,
+          "end": 21.82,
+          "confidence": 0.765
+        },
+        {
+          "text": "business",
+          "start": 21.82,
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+}

tests/expected/corner_cases.cpu/large_apollo11.mp3.words.json

@@ -0,0 +1,2212 @@
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+}

tests/expected/corner_cases.cpu/nocond.random_music.mp4.words.json

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tests/expected/corner_cases.cpu/nocond_music.mp4.words.json

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tests/expected/corner_cases.cpu/random.nocond_apollo11.mp3.words.json

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+}

tests/expected/corner_cases.cpu/random_apollo11.mp3.words.json

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tests/expected/corner_cases.cpu/stucked_lm_apollo11.mp3.words.json

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+}

tests/expected/corner_cases/arabic.mp3.words.json

@@ -0,0 +1,393 @@
+{
+  "text": " حبّي أنصار الهدى حبّي ركب الفدا وطلّبي سأر الشاهد وطلّبي سأر الشاهد لمتى سنضل رقودا نغرق في النوم ونشخر وعن الآذان نسمّه ونغمّض كي لا نمسر",
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+}

tests/expected/corner_cases/issue24_empty.wav.words.json

@@ -0,0 +1,5 @@
+{
+  "text": "",
+  "segments": [],
+  "language": "en"
+}

tests/expected/corner_cases/large-v2.accurate_gloria.mp3.words.json

@@ -0,0 +1,540 @@
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+}

tests/expected/corner_cases/large-v2.efficient_gloria.mp3.words.json

@@ -0,0 +1,564 @@
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+}

tests/expected/corner_cases/large_apollo11.mp3.words.json

@@ -0,0 +1,1861 @@
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+}

tests/expected/corner_cases/medium.accurate_gloria.mp3.words.json

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tests/expected/corner_cases/medium.efficient_gloria.mp3.words.json

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+}

tests/expected/corner_cases/nocond.random_music.mp4.words.json

@@ -0,0 +1,3274 @@
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+}

tests/expected/corner_cases/nocond_music.mp4.words.json

@@ -0,0 +1,3224 @@
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+}

tests/expected/corner_cases/random.nocond_apollo11.mp3.words.json

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tests/expected/corner_cases/random_apollo11.mp3.words.json

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+}

tests/expected/corner_cases/stucked_lm_apollo11.mp3.words.json

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tests/expected/medium_auto.cpu/empty.mp3.words.json

@@ -0,0 +1,46 @@
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tests/expected/medium_auto.cpu/radio_short.mp3.words.json

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+      ]
+    }
+  ],
+  "language": "zh"
+}

tests/expected/medium_auto/bonjour.wav.words.json

@@ -0,0 +1,32 @@
+{
+  "text": " Bonjour !",
+  "segments": [
+    {
+      "id": 0,
+      "seek": 0,
+      "start": 0.14,
+      "end": 0.94,
+      "text": " Bonjour !",
+      "tokens": [
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+      "temperature": 0.0,
+      "avg_logprob": -0.7049755573272705,
+      "compression_ratio": 0.5294117647058824,
+      "no_speech_prob": 0.08610370755195618,
+      "confidence": 0.964,
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+          "text": "Bonjour !",
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+          "end": 0.94,
+          "confidence": 0.964
+        }
+      ]
+    }
+  ],
+  "language": "fr"
+}

tests/expected/medium_auto/bonjour_vous_allez_bien.mp3.words.json

@@ -0,0 +1,134 @@
+{
+  "text": " Bonjour ! Est-ce que vous allez bien ? Bonjour ! Est-ce que vous allez bien ?",
+  "segments": [
+    {
+      "id": 0,
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+          "confidence": 0.874
+        },
+        {
+          "text": "Est-ce",
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+        {
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+        },
+        {
+          "text": "bien ?",
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+      ]
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+    {
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+          "confidence": 0.741
+        },
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+        },
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+        },
+        {
+          "text": "vous",
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+        },
+        {
+          "text": "allez",
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+        }
+      ]
+    }
+  ],
+  "language": "fr"
+}

tests/expected/medium_auto/empty.mp3.words.json

@@ -0,0 +1,46 @@
+{
+  "text": " Thanks for watching!",
+  "segments": [
+    {
+      "id": 0,
+      "seek": 0,
+      "start": 0.0,
+      "end": 2.52,
+      "text": " Thanks for watching!",
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+      "confidence": 0.369,
+      "words": [
+        {
+          "text": "Thanks",
+          "start": 0.0,
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+          "confidence": 0.056
+        },
+        {
+          "text": "for",
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+          "confidence": 0.948
+        },
+        {
+          "text": "watching!",
+          "start": 2.46,
+          "end": 2.52,
+          "confidence": 0.948
+        }
+      ]
+    }
+  ],
+  "language": "en"
+}

tests/expected/medium_auto/gaenswein15.mp3.words.json

@@ -0,0 +1,316 @@
+{
+  "text": " Die Wiederzulassung des Messbuchs von 1962 als Missale für die außerordentliche Form des römischen Rethus ist dann nicht so weitergegangen, wie sich Papst Benediktas gewünscht hatte. Das hat er als Emeritor so gemacht.",
+  "segments": [
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+          "text": "1962",
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+          "text": "als",
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+          "text": "Missale",
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+        {
+          "text": "für",
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+          "text": "römischen",
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