Commit
·
f10f543
1
Parent(s):
64ab7b9
Make streaming compatible
Browse files- whisper_adversarial_examples.py +70 -31
whisper_adversarial_examples.py
CHANGED
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@@ -28,7 +28,7 @@ Adversarial examples fooling whisper models
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"""
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-
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"targeted": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/75f06ad3-4f86-4f4b-b748-ea0e94f23379?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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@@ -62,6 +62,40 @@ _DL_URLS = {
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}
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class AdvWhisperASRConfig(datasets.BuilderConfig):
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"""BuilderConfig for AdvWhisperASR."""
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@@ -158,7 +192,7 @@ class AdvWhisperASR(datasets.GeneratorBasedBuilder):
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name=lang+"."+target[0],
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive.get("all"),
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"files": dl_manager.
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"path_audio": os.path.join(folders[self.config.name]+"-"+target[1],"whisper-medium",str(seeds[self.config.name]),"save")
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},
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) for target in targets
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@@ -167,7 +201,7 @@ class AdvWhisperASR(datasets.GeneratorBasedBuilder):
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name="original",
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive.get("all"),
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"files": dl_manager.
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"path_audio": folders[self.config.name]+"-original"
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},
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)
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@@ -178,7 +212,7 @@ class AdvWhisperASR(datasets.GeneratorBasedBuilder):
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name=model.replace("-","."),
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive.get("all"),
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"files": dl_manager.
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"path_audio": os.path.join(folders[self.config.name],model,str(seeds[self.config.name]),"save")
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},
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) for model in models
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@@ -187,7 +221,7 @@ class AdvWhisperASR(datasets.GeneratorBasedBuilder):
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name="original",
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive.get("all"),
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"files": dl_manager.
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"path_audio": os.path.join(folders[self.config.name],"original")
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},
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)
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@@ -198,34 +232,39 @@ class AdvWhisperASR(datasets.GeneratorBasedBuilder):
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def _generate_examples(self, files, local_extracted_archive,path_audio):
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"""Generate examples from an extracted path."""
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key = 0
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audio_data = {}
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transcripts = []
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for transcript in transcripts:
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audio_data = {}
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transcripts = []
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"""
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_DL_URLS0 = {
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"targeted": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/75f06ad3-4f86-4f4b-b748-ea0e94f23379?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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}
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_DL_URLS = {
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"targeted": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/ca70a5b6-ec76-4e6f-8a67-982e411da265?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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"untargeted-35": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/516787a5-4832-4432-9138-9f01cccc4875?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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"untargeted-40": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/ed7127c6-9769-4db5-ab5a-98e9ce15a6ae?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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"language-armenian": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/57a8301c-a3de-4f34-a321-6cbdec5b7d55?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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"language-lithuanian": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/b8dc1e63-d308-45e8-b16c-98ca4ac3e939?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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"language-czech": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/8e5246e6-dfad-4d4c-aa1e-091cf24d975c?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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"language-danish": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/15a27ffe-8ad3-4a92-adfc-ac1c6a7b230b?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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"language-indonesian": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/ad3366b1-21a4-4ad4-9755-8a1d3775db62?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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"language-italian": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/1729f188-ae9f-4a29-a8da-9597c1f2d0cc?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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"language-english": {
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"all": "https://data.mendeley.com/api/datasets/96dh52hz9r/draft/files/7d09cf90-af7d-4d33-914a-3002ea956a53?a=ee30841f-1832-41ec-bdac-bf3e5b67073c"
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},
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}
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class AdvWhisperASRConfig(datasets.BuilderConfig):
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"""BuilderConfig for AdvWhisperASR."""
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name=lang+"."+target[0],
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive.get("all"),
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"files": dl_manager.iter_archive(archive_path["all"]),
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"path_audio": os.path.join(folders[self.config.name]+"-"+target[1],"whisper-medium",str(seeds[self.config.name]),"save")
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},
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) for target in targets
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name="original",
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive.get("all"),
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"files": dl_manager.iter_archive(archive_path["all"]),
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"path_audio": folders[self.config.name]+"-original"
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},
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)
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name=model.replace("-","."),
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive.get("all"),
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"files": dl_manager.iter_archive(archive_path["all"]),
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"path_audio": os.path.join(folders[self.config.name],model,str(seeds[self.config.name]),"save")
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},
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) for model in models
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name="original",
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive.get("all"),
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"files": dl_manager.iter_archive(archive_path["all"]),
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"path_audio": os.path.join(folders[self.config.name],"original")
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},
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)
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def _generate_examples(self, files, local_extracted_archive,path_audio):
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"""Generate examples from an extracted path."""
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key = 0
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suffix = "_nat.wav" if "original" in path_audio else "_adv.wav"
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audio_data = {}
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transcripts = []
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for t in files:
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path, f = t
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if path.endswith(".wav"):
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if path_audio in path and path.endswith(suffix):
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id_ = path.split("/")[-1][: -len(suffix)]
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audio_data[id_] = f.read()
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elif path.endswith(".csv"):
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for line in f:
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if line:
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line = (line.decode("utf-8") if isinstance(line,bytes) else line)
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line=line.strip().split(",")
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id_ = line[0]
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transcript=line[-1]
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transcript = transcript[:-1] if transcript[-1]=='\n' else transcript
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audio_file = id_+suffix
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audio_file = (
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os.path.join(local_extracted_archive,path_audio, audio_file)
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if local_extracted_archive else audio_file
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)
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transcripts.append(
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{
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"id": id_,
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"file": audio_file,
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"text": transcript,
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}
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)
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for transcript in transcripts:
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if transcript["id"] in audio_data:
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audio = {"path": transcript["file"], "bytes": audio_data[transcript["id"]]}
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yield key, {"audio": audio, **transcript}
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key += 1
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audio_data = {}
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transcripts = []
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