Datasets:
polinaeterna
commited on
Commit
·
b0d2b2b
1
Parent(s):
c8869d5
refactor examples generation
Browse files
ami.py
CHANGED
@@ -86,181 +86,181 @@ _LICENSE = "CC BY 4.0"
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_TRAIN_SAMPLE_IDS = [
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"EN2001a",
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"EN2001b",
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"EN2001d",
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"EN2001e",
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"EN2003a",
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"EN2004a",
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"EN2005a",
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"EN2006a",
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"EN2006b",
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"EN2009b",
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"EN2009c",
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"EN2009d",
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"ES2002a",
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"ES2002b",
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"ES2002c",
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"ES2002d",
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"ES2003a",
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"ES2003b",
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"ES2003c",
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"ES2003d",
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"ES2005a",
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"ES2005b",
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"ES2005c",
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"ES2005d",
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"ES2006a",
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"ES2006b",
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"ES2006c",
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"ES2006d",
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"ES2007a",
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"ES2007b",
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"ES2007c",
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"ES2007d",
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"ES2008a",
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"ES2008b",
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"ES2008c",
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"ES2008d",
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"ES2009a",
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"ES2009b",
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"ES2009c",
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"ES2009d",
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"ES2010a",
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"ES2010b",
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"ES2010c",
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"ES2010d",
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"ES2012a",
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"ES2012b",
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"ES2012c",
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"ES2012d",
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"ES2013a",
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"ES2013b",
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"ES2013c",
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"ES2013d",
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"ES2014a",
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"ES2014b",
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"ES2014c",
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"ES2014d",
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"ES2015a",
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"ES2015b",
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"ES2015c",
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"ES2015d",
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"ES2016a",
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"ES2016b",
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"ES2016c",
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"ES2016d",
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"IB4005",
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"IN1001",
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"IN1002",
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"IN1005",
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"IN1007",
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"IN1008",
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"IN1009",
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"IN1012",
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"IN1013",
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"IN1014",
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"IN1016",
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"IS1000a",
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"IS1000b",
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"IS1000c",
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"IS1000d",
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"IS1001a",
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"IS1001b",
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"IS1001c",
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"IS1001d",
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"IS1002b",
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"IS1002c",
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"IS1002d",
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"IS1003a",
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"IS1003b",
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"IS1003c",
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"IS1003d",
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"IS1004a",
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"IS1004b",
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"IS1004c",
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"IS1004d",
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"IS1005a",
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"IS1005b",
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"IS1005c",
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"IS1006a",
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"IS1006b",
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"IS1006c",
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"IS1006d",
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"IS1007a",
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"IS1007b",
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"IS1007c",
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"IS1007d",
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"TS3005a",
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"TS3005b",
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"TS3005c",
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"TS3005d",
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"TS3006a",
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"TS3006b",
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"TS3006c",
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"TS3006d",
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"TS3007a",
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"TS3007b",
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"TS3007c",
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"TS3007d",
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"TS3008a",
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"TS3008b",
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"TS3008c",
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"TS3008d",
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"TS3009a",
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"TS3009b",
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"TS3009c",
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"TS3009d",
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"TS3010a",
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"TS3010b",
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"TS3010c",
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"TS3010d",
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"TS3011a",
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"TS3011b",
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"TS3011c",
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"TS3011d",
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"TS3012a",
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"TS3012b",
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"TS3012c",
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"TS3012d",
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]
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_VALIDATION_SAMPLE_IDS = [
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"ES2011a",
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"ES2011c",
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"IB4001",
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"IB4003",
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"IB4010",
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"IS1008a",
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"IS1008c",
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"TS3004a",
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"TS3004c",
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"ES2011b",
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"ES2011d",
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"IB4002",
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"IB4004",
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"IB4011",
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"IS1008b",
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"IS1008d",
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"TS3004b",
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"TS3004d",
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]
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_EVAL_SAMPLE_IDS = [
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"EN2002a",
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"EN2002b",
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"EN2002c",
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"EN2002d",
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"ES2004a",
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"ES2004b",
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"ES2004c",
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"ES2004d",
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"IS1009a",
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"IS1009b",
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"IS1009c",
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"IS1009d",
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"TS3003a",
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"TS3003b",
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"TS3003c",
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"TS3003d",
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]
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_SAMPLE_IDS = {
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@@ -327,6 +327,7 @@ class AMI(datasets.GeneratorBasedBuilder):
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audio_archives_urls[split] = {
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m: _AUDIO_ARCHIVE_URL.format(subset=self.config.name, split=split, _id=m) for m in _SAMPLE_IDS[split]
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}
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audio_archives = dl_manager.download(audio_archives_urls)
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local_extracted_archives_paths = dl_manager.extract(audio_archives) if not dl_manager.is_streaming else {
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split: [None] * len(audio_archives[split]) for split in splits
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@@ -339,9 +340,8 @@ class AMI(datasets.GeneratorBasedBuilder):
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"audio_archives": [dl_manager.iter_archive(archive) for archive in
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-
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"local_extracted_archives_paths": local_extracted_archives_paths["train"],
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"annotation": annotations["train"],
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"split": "train"
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},
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@@ -349,9 +349,8 @@ class AMI(datasets.GeneratorBasedBuilder):
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={
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"audio_archives": [dl_manager.iter_archive(archive) for archive in
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-
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"local_extracted_archives_paths": local_extracted_archives_paths["dev"],
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"annotation": annotations["dev"],
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"split": "dev"
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},
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@@ -359,9 +358,8 @@ class AMI(datasets.GeneratorBasedBuilder):
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={
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"audio_archives": [dl_manager.iter_archive(archive) for archive in
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-
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"local_extracted_archives_paths": local_extracted_archives_paths["eval"],
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"annotation": annotations["eval"],
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"split": "eval"
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},
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@@ -391,21 +389,16 @@ class AMI(datasets.GeneratorBasedBuilder):
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"speaker_id": speaker_id,
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}
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for archive, local_archive_path in zip(audio_archives, local_extracted_archives_paths):
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for
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yield
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"segment_id": audio_meta["segment_id"],
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"audio_id": audio_meta["audio_id"],
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"audio": {
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"path": os.path.join(local_archive_path,
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audio_filename) if local_archive_path else audio_filename,
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"bytes": audio_file.read(),
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},
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-
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-
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"end_time": audio_meta["end_time"],
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"microphone_id": audio_meta["microphone_id"],
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"speaker_id": audio_meta["speaker_id"],
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}
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_TRAIN_SAMPLE_IDS = [
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"EN2001a",
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"EN2001b",
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+
# "EN2001d",
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+
# "EN2001e",
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+
# "EN2003a",
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+
# "EN2004a",
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+
# "EN2005a",
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+
# "EN2006a",
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+
# "EN2006b",
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+
# "EN2009b",
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+
# "EN2009c",
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# "EN2009d",
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+
# "ES2002a",
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+
# "ES2002b",
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+
# "ES2002c",
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+
# "ES2002d",
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+
# "ES2003a",
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+
# "ES2003b",
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+
# "ES2003c",
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+
# "ES2003d",
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+
# "ES2005a",
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# "ES2005b",
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+
# "ES2005c",
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+
# "ES2005d",
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+
# "ES2006a",
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+
# "ES2006b",
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+
# "ES2006c",
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+
# "ES2006d",
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+
# "ES2007a",
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+
# "ES2007b",
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+
# "ES2007c",
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+
# "ES2007d",
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+
# "ES2008a",
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+
# "ES2008b",
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+
# "ES2008c",
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+
# "ES2008d",
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+
# "ES2009a",
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+
# "ES2009b",
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+
# "ES2009c",
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+
# "ES2009d",
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+
# "ES2010a",
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+
# "ES2010b",
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+
# "ES2010c",
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+
# "ES2010d",
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+
# "ES2012a",
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+
# "ES2012b",
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+
# "ES2012c",
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+
# "ES2012d",
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+
# "ES2013a",
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+
# "ES2013b",
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+
# "ES2013c",
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+
# "ES2013d",
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+
# "ES2014a",
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+
# "ES2014b",
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+
# "ES2014c",
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+
# "ES2014d",
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+
# "ES2015a",
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+
# "ES2015b",
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+
# "ES2015c",
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+
# "ES2015d",
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+
# "ES2016a",
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# "ES2016b",
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# "ES2016c",
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# "ES2016d",
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+
# "IB4005",
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# "IN1001",
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# "IN1002",
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# "IN1005",
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+
# "IN1007",
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# "IN1008",
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# "IN1009",
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+
# "IN1012",
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+
# "IN1013",
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+
# "IN1014",
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+
# "IN1016",
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+
# "IS1000a",
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+
# "IS1000b",
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+
# "IS1000c",
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+
# "IS1000d",
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+
# "IS1001a",
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+
# "IS1001b",
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+
# "IS1001c",
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+
# "IS1001d",
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+
# "IS1002b",
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+
# "IS1002c",
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+
# "IS1002d",
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+
# "IS1003a",
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+
# "IS1003b",
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+
# "IS1003c",
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+
# "IS1003d",
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+
# "IS1004a",
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+
# "IS1004b",
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+
# "IS1004c",
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+
# "IS1004d",
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+
# "IS1005a",
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+
# "IS1005b",
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+
# "IS1005c",
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+
# "IS1006a",
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+
# "IS1006b",
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+
# "IS1006c",
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+
# "IS1006d",
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+
# "IS1007a",
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+
# "IS1007b",
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+
# "IS1007c",
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+
# "IS1007d",
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+
# "TS3005a",
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+
# "TS3005b",
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+
# "TS3005c",
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+
# "TS3005d",
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+
# "TS3006a",
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+
# "TS3006b",
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+
# "TS3006c",
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+
# "TS3006d",
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+
# "TS3007a",
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+
# "TS3007b",
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+
# "TS3007c",
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+
# "TS3007d",
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+
# "TS3008a",
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+
# "TS3008b",
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+
# "TS3008c",
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+
# "TS3008d",
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+
# "TS3009a",
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+
# "TS3009b",
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+
# "TS3009c",
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+
# "TS3009d",
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+
# "TS3010a",
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+
# "TS3010b",
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+
# "TS3010c",
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+
# "TS3010d",
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+
# "TS3011a",
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+
# "TS3011b",
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+
# "TS3011c",
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+
# "TS3011d",
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+
# "TS3012a",
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+
# "TS3012b",
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+
# "TS3012c",
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+
# "TS3012d",
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]
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_VALIDATION_SAMPLE_IDS = [
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"ES2011a",
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228 |
"ES2011c",
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229 |
+
# "IB4001",
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230 |
+
# "IB4003",
|
231 |
+
# "IB4010",
|
232 |
+
# "IS1008a",
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+
# "IS1008c",
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+
# "TS3004a",
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+
# "TS3004c",
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+
# "ES2011b",
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+
# "ES2011d",
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+
# "IB4002",
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+
# "IB4004",
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+
# "IB4011",
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+
# "IS1008b",
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+
# "IS1008d",
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+
# "TS3004b",
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+
# "TS3004d",
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]
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_EVAL_SAMPLE_IDS = [
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"EN2002a",
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249 |
"EN2002b",
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250 |
+
# "EN2002c",
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251 |
+
# "EN2002d",
|
252 |
+
# "ES2004a",
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253 |
+
# "ES2004b",
|
254 |
+
# "ES2004c",
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255 |
+
# "ES2004d",
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256 |
+
# "IS1009a",
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257 |
+
# "IS1009b",
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+
# "IS1009c",
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259 |
+
# "IS1009d",
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+
# "TS3003a",
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+
# "TS3003b",
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+
# "TS3003c",
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+
# "TS3003d",
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]
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_SAMPLE_IDS = {
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|
|
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audio_archives_urls[split] = {
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m: _AUDIO_ARCHIVE_URL.format(subset=self.config.name, split=split, _id=m) for m in _SAMPLE_IDS[split]
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}
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+
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audio_archives = dl_manager.download(audio_archives_urls)
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local_extracted_archives_paths = dl_manager.extract(audio_archives) if not dl_manager.is_streaming else {
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split: [None] * len(audio_archives[split]) for split in splits
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|
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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+
"audio_archives": [dl_manager.iter_archive(archive) for archive in audio_archives["train"].values()],
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+
"local_extracted_archives_paths": local_extracted_archives_paths["train"].values(),
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"annotation": annotations["train"],
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"split": "train"
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},
|
|
|
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={
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352 |
+
"audio_archives": [dl_manager.iter_archive(archive) for archive in audio_archives["dev"].values()],
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353 |
+
"local_extracted_archives_paths": local_extracted_archives_paths["dev"].values(),
|
|
|
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"annotation": annotations["dev"],
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"split": "dev"
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},
|
|
|
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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360 |
gen_kwargs={
|
361 |
+
"audio_archives": [dl_manager.iter_archive(archive) for archive in audio_archives["eval"].values()],
|
362 |
+
"local_extracted_archives_paths": local_extracted_archives_paths["eval"].values(),
|
|
|
363 |
"annotation": annotations["eval"],
|
364 |
"split": "eval"
|
365 |
},
|
|
|
389 |
"speaker_id": speaker_id,
|
390 |
}
|
391 |
|
392 |
+
features = ["segment_id", "audio_id", "text", "begin_time", "end_time", "microphone_id", "speaker_id"]
|
393 |
for archive, local_archive_path in zip(audio_archives, local_extracted_archives_paths):
|
394 |
+
for audio_path, audio_file in archive:
|
395 |
+
# audio_path is like 'EN2001a/train_ami_en2001a_h00_mee068_0414915_0415078.wav'
|
396 |
+
audio_meta = transcriptions[audio_path.split("/")[-1]]
|
397 |
|
398 |
+
yield audio_path, {
|
|
|
|
|
399 |
"audio": {
|
400 |
+
"path": os.path.join(local_archive_path, audio_path) if local_archive_path else audio_path,
|
|
|
401 |
"bytes": audio_file.read(),
|
402 |
},
|
403 |
+
**{feature: audio_meta[feature] for feature in features}
|
404 |
+
}
|
|
|
|
|
|
|
|