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The dataset generation failed
Error code: DatasetGenerationError
Exception: TypeError
Message: Couldn't cast array of type string to null
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in cast_table_to_schema
arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in <listcomp>
arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in <listcomp>
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2020, in cast_array_to_feature
arrays = [_c(array.field(name), subfeature) for name, subfeature in feature.items()]
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2020, in <listcomp>
arrays = [_c(array.field(name), subfeature) for name, subfeature in feature.items()]
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1804, in wrapper
return func(array, *args, **kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2116, in cast_array_to_feature
return array_cast(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1804, in wrapper
return func(array, *args, **kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1962, in array_cast
raise TypeError(f"Couldn't cast array of type {_short_str(array.type)} to {_short_str(pa_type)}")
TypeError: Couldn't cast array of type string to null
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1391, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 990, in stream_convert_to_parquet
builder._prepare_split(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1884, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2040, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
data
dict |
|---|
{
"answer": "microwave oven",
"audio_id": "balanced_train/audio/YkYekWxe1cYE",
"audio_id2": null,
"question": "What sound events can you detect in the audio recording?",
"question_id": 0,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 1m",
"audio_id": "balanced_train/audio/Y_yFwVTg-V-M",
"audio_id2": null,
"question": "At what distance and in which direction, is the light engine (high frequency)'s sound originating?",
"question_id": 0,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 1m",
"audio_id": "balanced_train/audio/YeJKAe7dR_6w",
"audio_id2": null,
"question": "How would you express the spatial source of this sound clip?",
"question_id": 1,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 1m",
"audio_id": "balanced_train/audio/YjH7BDWsU4zI",
"audio_id2": null,
"question": "Where, in terms of direction and distance, can the sound of the beep, bleep be located?",
"question_id": 2,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 1m",
"audio_id": "balanced_train/audio/YTzvc1Cqk4WM",
"audio_id2": null,
"question": "Could you identify the likely area or setting of this sound clip's source?",
"question_id": 3,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "engine; medium engine (mid frequency); speech; vehicle",
"audio_id": "balanced_train/audio/Y5-wgIXNY-bs",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 1,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "speech",
"audio_id": "balanced_train/audio/YKMypFLywo1U",
"audio_id2": null,
"question": "Enumerate the sound occurrences in the audio clip.",
"question_id": 2,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "music",
"audio_id": "balanced_train/audio/YOSlotCnSFow",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 3,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "arrow",
"audio_id": "balanced_train/audio/Yh7N3gJePX4I",
"audio_id2": null,
"question": "What sound events can you detect in the audio recording?",
"question_id": 4,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 1m",
"audio_id": "balanced_train/audio/YQ74K-v0jpfM",
"audio_id2": null,
"question": "Where is the sound of the vibration coming from?",
"question_id": 4,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "car; music; toot; vehicle; vehicle horn, car horn, honking",
"audio_id": "balanced_train/audio/Yhwhn1w4Pa90",
"audio_id2": null,
"question": "Can you categorize the sounds in the audio?",
"question_id": 5,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 1m",
"audio_id": "balanced_train/audio/Yr99IsNJtey0",
"audio_id2": null,
"question": "Where is the sound of the music?",
"question_id": 5,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "clickety-clack; rail transport; railroad car, train wagon; train; train horn",
"audio_id": "balanced_train/audio/Y2pfjZSno0Bg",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 6,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "hammond organ; keyboard (musical); organ; piano",
"audio_id": "balanced_train/audio/YQyMcSnNsAPw",
"audio_id2": null,
"question": "What sound events can you detect in the audio recording?",
"question_id": 7,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 1m",
"audio_id": "balanced_train/audio/YCb0aBG6aH0s",
"audio_id2": null,
"question": "From your standpoint, where exactly, considering direction and distance, is the sound of the speech?",
"question_id": 6,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 1m",
"audio_id": "balanced_train/audio/Y0ONdm4sW47c",
"audio_id2": null,
"question": "How would you describe the location of the musical instrument's sound?",
"question_id": 7,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/0.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 2.5m",
"audio_id": "balanced_train/audio/YgDLjyZzDFDQ",
"audio_id2": null,
"question": "Where is the sound of the hair dryer?",
"question_id": 8,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "stomach rumble",
"audio_id": "balanced_train/audio/YAPLVQSoWj9k",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 8,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 2.5m",
"audio_id": "balanced_train/audio/YoJSnwGKzxbE",
"audio_id2": null,
"question": "From which direction and at what distance can the sound recording be detected?",
"question_id": 9,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "music",
"audio_id": "balanced_train/audio/YU_Q3m9ikNkw",
"audio_id2": null,
"question": "Enumerate the sound occurrences in the audio clip.",
"question_id": 9,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 2.5m",
"audio_id": "balanced_train/audio/YiCcm_XcBpyw",
"audio_id2": null,
"question": "At what spot is the sound of the speech audible?",
"question_id": 10,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "hiss",
"audio_id": "balanced_train/audio/YRMcuQrVFhDk",
"audio_id2": null,
"question": "Enumerate the sound occurrences in the audio clip.",
"question_id": 10,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 2.5m",
"audio_id": "balanced_train/audio/Y24NB0Ap7J8g",
"audio_id2": null,
"question": "In your opinion, where is this audio clip coming from?",
"question_id": 11,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "speech",
"audio_id": "balanced_train/audio/YscUEjO0ERX4",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 11,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "mechanisms; pulleys",
"audio_id": "balanced_train/audio/YCZ9d_gTXmUM",
"audio_id2": null,
"question": "Can you categorize the sounds in the audio?",
"question_id": 12,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "mechanical fan",
"audio_id": "balanced_train/audio/YkEqPs_2Fmjk",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 13,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 2.5m",
"audio_id": "balanced_train/audio/YJbWaSZPOh18",
"audio_id2": null,
"question": "Could you specify the direction and distance from you where the music's sound is perceived?",
"question_id": 12,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 2.5m",
"audio_id": "balanced_train/audio/YxsbANTuPp4k",
"audio_id2": null,
"question": "Where, in terms of direction and distance, can the sound of the cowbell be located?",
"question_id": 13,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 2.5m",
"audio_id": "balanced_train/audio/YvNeajx79OtE",
"audio_id2": null,
"question": "How would you describe the location of the whistle's sound?",
"question_id": 14,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "left, front, below; 2.5m",
"audio_id": "balanced_train/audio/YS-e6LOnBoxw",
"audio_id2": null,
"question": "How would you describe the location of this audio clip?",
"question_id": 15,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "left, front, above; 2m",
"audio_id": "balanced_train/audio/YMLu1Zzvq6Po",
"audio_id2": null,
"question": "From which direction and at what distance can the sound recording be detected?",
"question_id": 16,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "left, front, above; 2m",
"audio_id": "balanced_train/audio/Y6gOjRqlgk_Y",
"audio_id2": null,
"question": "From which direction and at what distance can the sound of the speech be detected?",
"question_id": 17,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "left, front, above; 2m",
"audio_id": "balanced_train/audio/Y5lHSxTgoVmU",
"audio_id2": null,
"question": "How would you describe the location of the music's sound?",
"question_id": 18,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "animal; bow-wow; dog; domestic animals, pets; growling",
"audio_id": "balanced_train/audio/YunLNiFUSWTw",
"audio_id2": null,
"question": "Identify the sound events in the audio clip.",
"question_id": 14,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "left, front, above; 2m",
"audio_id": "balanced_train/audio/YfDMbNCdGXBc",
"audio_id2": null,
"question": "In which direction and how far away is the source of the music's sound?",
"question_id": 19,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "left, front, above; 2m",
"audio_id": "balanced_train/audio/Ye1sWvJsGOAc",
"audio_id2": null,
"question": "From which direction and at what distance can the sound of the orchestra be detected?",
"question_id": 20,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "music",
"audio_id": "balanced_train/audio/YMlyyxl0bXro",
"audio_id2": null,
"question": "What sound events can you detect in the audio recording?",
"question_id": 15,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/1.npy",
"reverb_id2": null
} |
{
"answer": "left, front, above; 2m",
"audio_id": "balanced_train/audio/YNZYDLDIyZr8",
"audio_id2": null,
"question": "From your standpoint, where exactly, considering direction and distance, is the sound of the music?",
"question_id": 21,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "speech; toot; vehicle; vehicle horn, car horn, honking",
"audio_id": "balanced_train/audio/Y2yvAkx620Vo",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 16,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "singing bowl",
"audio_id": "balanced_train/audio/Ykh6rmFg3U4k",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 17,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "left, front, above; 2m",
"audio_id": "balanced_train/audio/YGQsH-jWJwnk",
"audio_id2": null,
"question": "Where is the sound of the music coming from?",
"question_id": 22,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "singing bowl",
"audio_id": "balanced_train/audio/YuYCAxX2F6DA",
"audio_id2": null,
"question": "Enumerate the sound occurrences in the audio clip.",
"question_id": 18,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "giggle; hiccup; speech",
"audio_id": "balanced_train/audio/YLIG3WH7wPhI",
"audio_id2": null,
"question": "What sound events can you detect in the audio recording?",
"question_id": 19,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "left, front, above; 2m",
"audio_id": "balanced_train/audio/Yt-L_PuzR67U",
"audio_id2": null,
"question": "From your standpoint, where exactly, considering direction and distance, is the sound of the wind instrument, woodwind instrument?",
"question_id": 23,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "typing",
"audio_id": "balanced_train/audio/YbcYI2CTlH5o",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 20,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, below; 5m",
"audio_id": "balanced_train/audio/YK0prNLp5OWA",
"audio_id2": null,
"question": "How would you express the spatial source of this sound clip?",
"question_id": 24,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, below; 5m",
"audio_id": "balanced_train/audio/Y-RAdrtCW1hI",
"audio_id2": null,
"question": "Could you identify the likely area or setting of this sound clip's source?",
"question_id": 25,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, below; 5m",
"audio_id": "balanced_train/audio/YdvC5D9aybOc",
"audio_id2": null,
"question": "From which direction and at what distance can the sound recording be detected?",
"question_id": 26,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "music",
"audio_id": "balanced_train/audio/YRzUiel_5MpA",
"audio_id2": null,
"question": "Identify the sound events in the audio clip.",
"question_id": 21,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "filing (rasp); rub",
"audio_id": "balanced_train/audio/YbkizsqzOewY",
"audio_id2": null,
"question": "Enumerate the sound occurrences in the audio clip.",
"question_id": 22,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "speech",
"audio_id": "balanced_train/audio/Y7U-51K9naGs",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 23,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/2.npy",
"reverb_id2": null
} |
{
"answer": "whistle",
"audio_id": "balanced_train/audio/YHYI_miIYvhI",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 24,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "music",
"audio_id": "balanced_train/audio/Yp4YvlN6Qvzk",
"audio_id2": null,
"question": "Identify the sound events in the audio clip.",
"question_id": 25,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "music",
"audio_id": "balanced_train/audio/YZq92ED3IvLQ",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 26,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "vehicle; vibration",
"audio_id": "balanced_train/audio/YmKygFOtbUDI",
"audio_id2": null,
"question": "Can you categorize the sounds in the audio?",
"question_id": 27,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, below; 5m",
"audio_id": "balanced_train/audio/Yd5cpzBgK4wc",
"audio_id2": null,
"question": "At what spot is the sound of the speech audible?",
"question_id": 27,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "emergency vehicle; police car (siren); siren",
"audio_id": "balanced_train/audio/YCHBhh3ASk5Q",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 28,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "music",
"audio_id": "balanced_train/audio/Y-OaOY7-71ME",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 29,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, below; 5m",
"audio_id": "balanced_train/audio/YAkWEga9gUIQ",
"audio_id2": null,
"question": "From your standpoint, where exactly, considering direction and distance, is the sound of the door?",
"question_id": 28,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "canidae, dogs, wolves; music; speech",
"audio_id": "balanced_train/audio/Yjn5HHrCG9pg",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 30,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "car; speech; vehicle",
"audio_id": "balanced_train/audio/Y9BzZvj5W09s",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 31,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, below; 5m",
"audio_id": "balanced_train/audio/YiFdoDcS93mw",
"audio_id2": null,
"question": "How would you describe the location of this audio clip?",
"question_id": 29,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "music; singing; speech",
"audio_id": "balanced_train/audio/Yq87TmUmVg0Y",
"audio_id2": null,
"question": "Can you categorize the sounds in the audio?",
"question_id": 32,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, below; 5m",
"audio_id": "balanced_train/audio/YTADHvdTZjzM",
"audio_id2": null,
"question": "Where is the sound of the music?",
"question_id": 30,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "sewing machine",
"audio_id": "balanced_train/audio/YxJXNHf09OO8",
"audio_id2": null,
"question": "Can you categorize the sounds in the audio?",
"question_id": 33,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, below; 5m",
"audio_id": "balanced_train/audio/Y3F-2tE7lywQ",
"audio_id2": null,
"question": "From your current position, how would you describe the distance and direction of the sizzle's sound?",
"question_id": 31,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/3.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, above; 3m",
"audio_id": "balanced_train/audio/Y-juN6TgEkb0",
"audio_id2": null,
"question": "In your opinion, where is this audio clip coming from?",
"question_id": 32,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "speech",
"audio_id": "balanced_train/audio/Y_O9Rf02Lxnw",
"audio_id2": null,
"question": "Enumerate the sound occurrences in the audio clip.",
"question_id": 34,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "accelerating, revving, vroom; car; race car, auto racing; tire squeal; vehicle",
"audio_id": "balanced_train/audio/YWkqm7GFQx6k",
"audio_id2": null,
"question": "Can you categorize the sounds in the audio?",
"question_id": 35,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, above; 3m",
"audio_id": "balanced_train/audio/YN7L3RA-QTdE",
"audio_id2": null,
"question": "How would you describe the location of the animal's sound?",
"question_id": 33,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "cattle, bovinae; livestock, farm animals, working animals; moo",
"audio_id": "balanced_train/audio/Yo-aE6HzmgtI",
"audio_id2": null,
"question": "What sound events can you detect in the audio recording?",
"question_id": 36,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "glass",
"audio_id": "balanced_train/audio/YSAQnmv5TtNA",
"audio_id2": null,
"question": "What sound events can you detect in the audio recording?",
"question_id": 37,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "printer",
"audio_id": "balanced_train/audio/Y_GWm1UjqxiQ",
"audio_id2": null,
"question": "Enumerate the sound occurrences in the audio clip.",
"question_id": 38,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, above; 3m",
"audio_id": "balanced_train/audio/YFBMR3pW9H9o",
"audio_id2": null,
"question": "At what spot is the sound of the bus audible?",
"question_id": 34,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, above; 3m",
"audio_id": "balanced_train/audio/YixpNpGZCEmU",
"audio_id2": null,
"question": "In your opinion, where is this audio clip coming from?",
"question_id": 35,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "speech",
"audio_id": "balanced_train/audio/YA6Rz-eic_zE",
"audio_id2": null,
"question": "Enumerate the sound occurrences in the audio clip.",
"question_id": 39,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, above; 3m",
"audio_id": "balanced_train/audio/YeHEeJkkMnhs",
"audio_id2": null,
"question": "How would you describe the location of this audio clip?",
"question_id": 36,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, above; 3m",
"audio_id": "balanced_train/audio/YSsB-AP-fcSY",
"audio_id2": null,
"question": "How would you describe the location of this audio clip?",
"question_id": 37,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, above; 3m",
"audio_id": "balanced_train/audio/YD1FG_2cv9L8",
"audio_id2": null,
"question": "Could you identify the likely area or setting of this sound clip's source?",
"question_id": 38,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "right, behind, above; 3m",
"audio_id": "balanced_train/audio/YPrPqxkCR8zg",
"audio_id2": null,
"question": "Could you identify the likely area or setting of this sound clip's source?",
"question_id": 39,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/4.npy",
"reverb_id2": null
} |
{
"answer": "right, front, below; 2m",
"audio_id": "balanced_train/audio/YTcrKPgvkgKA",
"audio_id2": null,
"question": "From your current position, how would you describe the distance and direction of the rub's sound?",
"question_id": 40,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "guitar; music",
"audio_id": "balanced_train/audio/Yi5TlfRqdawk",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 40,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "knock",
"audio_id": "balanced_train/audio/Y49_lI0HpaDE",
"audio_id2": null,
"question": "What sound events can you detect in the audio recording?",
"question_id": 41,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "baby laughter; laughter; speech",
"audio_id": "balanced_train/audio/YtNABGedFgzQ",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 42,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "civil defense siren; siren",
"audio_id": "balanced_train/audio/YBV49gEN-0l0",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 43,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "alarm clock; fire alarm; speech",
"audio_id": "balanced_train/audio/Y2VMfJymq_lY",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 44,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "speech",
"audio_id": "balanced_train/audio/YeT2-B6CE81I",
"audio_id2": null,
"question": "Identify the sound events in the audio clip.",
"question_id": 45,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "right, front, below; 2m",
"audio_id": "balanced_train/audio/Yd9E4upxcGI8",
"audio_id2": null,
"question": "At what spot is the sound of the steam audible?",
"question_id": 41,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "car passing by",
"audio_id": "balanced_train/audio/YvR7_0wHnHeI",
"audio_id2": null,
"question": "Identify the sound events in the audio clip.",
"question_id": 46,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "engine; speech",
"audio_id": "balanced_train/audio/YPOCCjcRSQJ4",
"audio_id2": null,
"question": "What sound events can you detect in the audio recording?",
"question_id": 47,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "right, front, below; 2m",
"audio_id": "balanced_train/audio/YkKZX1mveUgM",
"audio_id2": null,
"question": "How would you describe the location of this audio clip?",
"question_id": 42,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "chink, clink; music",
"audio_id": "balanced_train/audio/Y8UG0gvIYeIE",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 48,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/6.npy",
"reverb_id2": null
} |
{
"answer": "engine; vibration",
"audio_id": "balanced_train/audio/YutU_Wt80qAg",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 49,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/6.npy",
"reverb_id2": null
} |
{
"answer": "right, front, below; 2m",
"audio_id": "balanced_train/audio/YPZNLi1HLDTU",
"audio_id2": null,
"question": "Where, in terms of direction and distance, can the sound of the tick-tock be located?",
"question_id": 43,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "speech; typing",
"audio_id": "balanced_train/audio/YpYJtF1I3PRs",
"audio_id2": null,
"question": "Identify the sound events in the audio clip.",
"question_id": 50,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/6.npy",
"reverb_id2": null
} |
{
"answer": "right, front, below; 2m",
"audio_id": "balanced_train/audio/Y6KknUgdsPxw",
"audio_id2": null,
"question": "Where is the sound of the fireworks?",
"question_id": 44,
"question_type": "DOA",
"reverb_id": "17DRP5sb8fy/5.npy",
"reverb_id2": null
} |
{
"answer": "whistle",
"audio_id": "balanced_train/audio/Y8OmRjJJjg8s",
"audio_id2": null,
"question": "Can you categorize the sounds in the audio?",
"question_id": 51,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/6.npy",
"reverb_id2": null
} |
{
"answer": "ocean; waves, surf; wind; wind noise (microphone)",
"audio_id": "balanced_train/audio/YscgXjJOykRA",
"audio_id2": null,
"question": "Identify the sound events in the audio clip.",
"question_id": 52,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/6.npy",
"reverb_id2": null
} |
{
"answer": "music; piano; singing",
"audio_id": "balanced_train/audio/YAwgJLNHUViU",
"audio_id2": null,
"question": "Determine the types of sounds present in the audio clip.",
"question_id": 53,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/6.npy",
"reverb_id2": null
} |
{
"answer": "music; rapping",
"audio_id": "balanced_train/audio/YvV5dCUUoiaU",
"audio_id2": null,
"question": "What are the distinct sounds present in this audio clip?",
"question_id": 54,
"question_type": "CLASSIFICATION",
"reverb_id": "17DRP5sb8fy/6.npy",
"reverb_id2": null
} |
End of preview.
YAML Metadata
Warning:
empty or missing yaml metadata in repo card
(https://huggingface.co/docs/hub/datasets-cards)
SpatialSounds
This repo hosts the dataset and models of "BAT: Learning to Reason about Spatial Sounds with Large Language Models" [ICML 2024 bib].
Spatial Audio Dataset (Mono/Binaural/Ambisonics)
AudioSet (Anechoic Audio Source)
We provide Balanced train and Evaluation set for your convenience. You can download from SpatialSounds.
For the Unbalanced train set, please refer to Official AudioSet.
Metadata can be downloaded from metadata.
AudioSet
├── balanced_train
│ └── audio
│ │ ├── Y00M9FhCet6s.wav
│ │ ├── Y00mE-lhe_R8.wav
│ │ ├── ...
├── eval
│ └── audio
│ │ ├── Y007P6bFgRCU.wav
│ │ ├── Y00AGIhlv-w0.wav
│ │ ├── ...
Weights
Please refer to weights-generation or use the one we provided.
Reverberation
Please visit mp3d_reverberation and download manually. Below is an example of the directory structure of the reverberation data.
/path/to/reverb_root
├── train_reverberation.json
├── eval_reverberation.json
├── binaural
│ ├── 17DRP5sb8fy
│ │ ├── 0.npy
│ │ ├── 10.npy
│ │ ├── 17DRP5sb8fy.json
│ │ ├── ...
│ ├── 1LXtFkjw3qL
│ │ ├── 0.npy
│ │ ├── 10.npy
│ │ ├── 1LXtFkjw3qL.json
│ │ ├── ...
├── mono
│ ├── 17DRP5sb8fy
│ ├── ...
How to generate spatial audio from a monaural recording?
import numpy as np
import soundfile as sf
from scipy import signal
audio, sr = sf.read('demo.wav')
reverb = np.load('demo_reverb.npy')
binaural = signal.fftconvolve(audio, reverb, mode='full')
# or you can use torchaudio to achieve this:
# audio = torch.from_numpy(audio)
# reverb = torch.from_numpy(reverb)
# binaural = torchaudio.functional.fftconvolve(audio, reverb, mode='full')
SpatialSoundQA dataset
According to the paper, we provide the training data used in different stages of training the BAT model. Please refer to SpatialSoundQA.
TODO
- Upload QA eval sets.
license: cc-by-nc-4.0
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