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Diarization enhancements + dependencies update #157

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merged 13 commits into from
Jul 19, 2023
Merged

Diarization enhancements + dependencies update #157

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ec56949
first attempt to fix speaker attribution
Jul 17, 2023
114bcd6
add threshhold to diarization strategy
Jul 18, 2023
9abefcc
bump deps versions
Jul 18, 2023
a4eea63
clean new implementation
Jul 18, 2023
a9419de
update for pydanticv2
Jul 18, 2023
12a7984
fix models for pydanticv2
Jul 18, 2023
48dde22
bump faster-whisper version
Jul 18, 2023
19adcfd
update models for pydanticv2
Jul 19, 2023
c90dc64
fix tests
Jul 19, 2023
48fe805
update nemo version
Jul 19, 2023
944a7ed
fix linter
Jul 19, 2023
d5568b4
fix test typo
Jul 19, 2023
7a72c4a
linter
Jul 19, 2023
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3 changes: 1 addition & 2 deletions .env
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Original file line number Diff line number Diff line change
Expand Up @@ -43,8 +43,7 @@ MAX_WAIT=0.1
# docker cmd: -v /path/to/custom/model:/app/models/custom
WHISPER_MODEL="large-v2"
# The compute_type parameter is used to control the precision of the model. You can choose between:
# "int8", "int8_float16", "int16", "float_16". The default value is "int8_float16", which is the fastest option with
# minimal loss in accuracy using the `large-v2` model.
# "int8", "int8_float16", "int16", "float_16", "float32". The default value is "float16".
COMPUTE_TYPE="float16"
# The extra_languages parameter is used to control the languages that need an extra model to be loaded.
# You can specify multiple languages separated by a comma. The available languages are: `he` (Hebrew).
Expand Down
1,723 changes: 780 additions & 943 deletions poetry.lock
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4 changes: 2 additions & 2 deletions pyproject.toml
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Expand Up @@ -12,10 +12,10 @@ aiofiles = ">=23.1.0"
argon2-cffi = ">=21.3.0"
cython = ">=0.29.24"
fastapi = ">=0.96.0"
faster-whisper = ">=0.3.0"
faster-whisper = ">=0.7"
ffmpeg-python = ">=0.2.0"
loguru = ">=0.6.0"
nemo-toolkit = { version = ">=1.17.0", extras = ["asr"] }
nemo-toolkit = { version = "1.19.1", extras = ["asr"] }
numpy = "==1.23.1"
num2words = ">=0.5.12"
onnxruntime = ">=1.15.0"
Expand Down
246 changes: 225 additions & 21 deletions tests/test_models.py
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Original file line number Diff line number Diff line change
Expand Up @@ -24,10 +24,94 @@
CortexPayload,
CortexUrlResponse,
CortexYoutubeResponse,
Utterance,
Word,
YouTubeResponse,
)


def test_word() -> None:
"""Test the Word model."""
word = Word(
word="test",
start=0.0,
end=1.0,
score=0.9,
)
assert word.word == "test"
assert word.start == 0.0
assert word.end == 1.0
assert word.score == 0.9


def test_utterance() -> None:
"""Test the Utterance model."""
utterance = Utterance(
text="This is a test.",
start=0.0,
end=4.0,
speaker=0,
words=[
Word(
word="This",
start=0.0,
end=1.0,
score=0.9,
),
Word(
word="is",
start=1.0,
end=2.0,
score=0.75,
),
Word(
word="a",
start=2.0,
end=3.0,
score=0.8,
),
Word(
word="test.",
start=3.0,
end=4.0,
score=0.85,
),
],
)
assert utterance.text == "This is a test."
assert utterance.start == 0.0
assert utterance.end == 4.0
assert utterance.speaker == 0
assert utterance.words is not None
assert utterance.words == [
Word(
word="This",
start=0.0,
end=1.0,
score=0.9,
),
Word(
word="is",
start=1.0,
end=2.0,
score=0.75,
),
Word(
word="a",
start=2.0,
end=3.0,
score=0.8,
),
Word(
word="test.",
start=3.0,
end=4.0,
score=0.85,
),
]
assert isinstance(utterance.words[0], Word)


def test_audio_request() -> None:
"""Test the AudioRequest model."""
request = AudioRequest(
Expand Down Expand Up @@ -77,8 +161,20 @@ def test_audio_response() -> None:

response = AudioResponse(
utterances=[
{"text": "Never gonna give you up", "start": 0.0, "end": 3.0},
{"text": "Never gonna let you down", "start": 3.0, "end": 6.0},
Utterance(
text="Never gonna give you up",
start=0.0,
end=3.0,
speaker=0,
words=[],
),
Utterance(
text="Never gonna let you down",
start=3.0,
end=6.0,
speaker=1,
words=[],
),
],
audio_duration=6.0,
alignment=True,
Expand All @@ -92,8 +188,20 @@ def test_audio_response() -> None:
internal_vad=False,
)
assert response.utterances == [
{"text": "Never gonna give you up", "start": 0.0, "end": 3.0},
{"text": "Never gonna let you down", "start": 3.0, "end": 6.0},
Utterance(
text="Never gonna give you up",
start=0.0,
end=3.0,
speaker=0,
words=[],
),
Utterance(
text="Never gonna let you down",
start=3.0,
end=6.0,
speaker=1,
words=[],
),
]
assert response.audio_duration == 6.0
assert response.alignment is True
Expand Down Expand Up @@ -134,16 +242,28 @@ def test_base_request_default() -> None:

def test_base_request_invalid() -> None:
"""Test the BaseRequest model with invalid data."""
with pytest.raises(ValueError, match="timestamps must be one of 'hms', 'ms', 's'."):
with pytest.raises(ValueError, match="`timestamps` must be one of 'hms', 'ms', 's'."):
BaseRequest(timestamps="invalid")


def test_base_response() -> None:
"""Test the BaseResponse model."""
response = BaseResponse(
utterances=[
{"text": "Never gonna give you up", "start": 0.0, "end": 3.0},
{"text": "Never gonna let you down", "start": 3.0, "end": 6.0},
Utterance(
text="Never gonna give you up",
start=0.0,
end=3.0,
speaker=0,
words=[],
),
Utterance(
text="Never gonna let you down",
start=3.0,
end=6.0,
speaker=1,
words=[],
),
],
audio_duration=6.0,
alignment=True,
Expand All @@ -156,8 +276,20 @@ def test_base_response() -> None:
internal_vad=False,
)
assert response.utterances == [
{"text": "Never gonna give you up", "start": 0.0, "end": 3.0},
{"text": "Never gonna let you down", "start": 3.0, "end": 6.0},
Utterance(
text="Never gonna give you up",
start=0.0,
end=3.0,
speaker=0,
words=[],
),
Utterance(
text="Never gonna let you down",
start=3.0,
end=6.0,
speaker=1,
words=[],
),
]
assert response.audio_duration == 6.0
assert response.alignment is True
Expand Down Expand Up @@ -215,8 +347,20 @@ def test_cortex_url_response() -> None:
"""Test the CortexUrlResponse model."""
response = CortexUrlResponse(
utterances=[
{"text": "Never gonna give you up", "start": 0.0, "end": 3.0},
{"text": "Never gonna let you down", "start": 3.0, "end": 6.0},
Utterance(
text="Never gonna give you up",
start=0.0,
end=3.0,
speaker=0,
words=[],
),
Utterance(
text="Never gonna let you down",
start=3.0,
end=6.0,
speaker=1,
words=[],
),
],
audio_duration=6.0,
alignment=True,
Expand All @@ -232,8 +376,20 @@ def test_cortex_url_response() -> None:
request_id="test_request_id",
)
assert response.utterances == [
{"text": "Never gonna give you up", "start": 0.0, "end": 3.0},
{"text": "Never gonna let you down", "start": 3.0, "end": 6.0},
Utterance(
text="Never gonna give you up",
start=0.0,
end=3.0,
speaker=0,
words=[],
),
Utterance(
text="Never gonna let you down",
start=3.0,
end=6.0,
speaker=1,
words=[],
),
]
assert response.audio_duration == 6.0
assert response.alignment is True
Expand All @@ -253,8 +409,20 @@ def test_cortex_youtube_response() -> None:
"""Test the CortexYoutubeResponse model."""
response = CortexYoutubeResponse(
utterances=[
{"text": "Never gonna give you up", "start": 0.0, "end": 3.0},
{"text": "Never gonna let you down", "start": 3.0, "end": 6.0},
Utterance(
text="Never gonna give you up",
start=0.0,
end=3.0,
speaker=0,
words=[],
),
Utterance(
text="Never gonna let you down",
start=3.0,
end=6.0,
speaker=1,
words=[],
),
],
audio_duration=6.0,
alignment=True,
Expand All @@ -270,8 +438,20 @@ def test_cortex_youtube_response() -> None:
request_id="test_request_id",
)
assert response.utterances == [
{"text": "Never gonna give you up", "start": 0.0, "end": 3.0},
{"text": "Never gonna let you down", "start": 3.0, "end": 6.0},
Utterance(
text="Never gonna give you up",
start=0.0,
end=3.0,
speaker=0,
words=[],
),
Utterance(
text="Never gonna let you down",
start=3.0,
end=6.0,
speaker=1,
words=[],
),
]
assert response.audio_duration == 6.0
assert response.alignment is True
Expand All @@ -291,8 +471,20 @@ def test_youtube_response() -> None:
"""Test the YouTubeResponse model."""
response = YouTubeResponse(
utterances=[
{"text": "Never gonna give you up", "start": 0.0, "end": 3.0},
{"text": "Never gonna let you down", "start": 3.0, "end": 6.0},
Utterance(
text="Never gonna give you up",
start=0.0,
end=3.0,
speaker=0,
words=[],
),
Utterance(
text="Never gonna let you down",
start=3.0,
end=6.0,
speaker=1,
words=[],
),
],
audio_duration=6.0,
alignment=True,
Expand All @@ -306,8 +498,20 @@ def test_youtube_response() -> None:
video_url="https://www.youtube.com/watch?v=dQw4w9WgXcQ",
)
assert response.utterances == [
{"text": "Never gonna give you up", "start": 0.0, "end": 3.0},
{"text": "Never gonna let you down", "start": 3.0, "end": 6.0},
Utterance(
text="Never gonna give you up",
start=0.0,
end=3.0,
speaker=0,
words=[],
),
Utterance(
text="Never gonna let you down",
start=3.0,
end=6.0,
speaker=1,
words=[],
),
]
assert response.audio_duration == 6.0
assert response.alignment is True
Expand Down
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