add postprocess for sensevoice

This commit is contained in:
北念 2024-07-10 11:27:35 +08:00
parent c1df24ea95
commit 5448e926a2
2 changed files with 116 additions and 1 deletions

View File

@ -5,12 +5,15 @@
import sys
from funasr import AutoModel
from funasr.utils.postprocess_utils import rich_transcription_postprocess
model_dir = "iic/SenseVoiceSmall"
input_file = (
"https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav"
)
input_file = ("/nfs/beinian.lzr/workspace/models/modelscope_models/SenseVoice/example/rich_2.wav")
model = AutoModel(
model=model_dir,
)
@ -22,4 +25,6 @@ res = model.generate(
use_itn=False,
)
print(res)
text = rich_transcription_postprocess(res[0]["text"])
print(text)

View File

@ -299,3 +299,113 @@ def sentence_postprocess_sentencepiece(words):
real_word_lists.append(ch)
sentence = "".join(word_lists)
return sentence, real_word_lists
emo_dict = {
"<|HAPPY|>": "😊",
"<|SAD|>": "😔",
"<|ANGRY|>": "😡",
"<|NEUTRAL|>": "",
"<|FEARFUL|>": "😰",
"<|DISGUSTED|>": "🤢",
"<|SURPRISED|>": "😮",
}
event_dict = {
"<|BGM|>": "🎼",
"<|Speech|>": "",
"<|Applause|>": "👏",
"<|Laughter|>": "😀",
"<|Cry|>": "😭",
"<|Sneeze|>": "🤧",
"<|Breath|>": "",
"<|Cough|>": "🤧",
}
lang_dict = {
"<|zh|>": "<|lang|>",
"<|en|>": "<|lang|>",
"<|yue|>": "<|lang|>",
"<|ja|>": "<|lang|>",
"<|ko|>": "<|lang|>",
"<|nospeech|>": "<|lang|>",
}
emoji_dict = {
"<|nospeech|><|Event_UNK|>": "",
"<|zh|>": "",
"<|en|>": "",
"<|yue|>": "",
"<|ja|>": "",
"<|ko|>": "",
"<|nospeech|>": "",
"<|HAPPY|>": "😊",
"<|SAD|>": "😔",
"<|ANGRY|>": "😡",
"<|NEUTRAL|>": "",
"<|BGM|>": "🎼",
"<|Speech|>": "",
"<|Applause|>": "👏",
"<|Laughter|>": "😀",
"<|FEARFUL|>": "😰",
"<|DISGUSTED|>": "🤢",
"<|SURPRISED|>": "😮",
"<|Cry|>": "😭",
"<|EMO_UNKNOWN|>": "",
"<|Sneeze|>": "🤧",
"<|Breath|>": "",
"<|Cough|>": "😷",
"<|Sing|>": "",
"<|Speech_Noise|>": "",
"<|withitn|>": "",
"<|woitn|>": "",
"<|GBG|>": "",
"<|Event_UNK|>": "",
}
emo_set = {"😊", "😔", "😡", "😰", "🤢", "😮"}
event_set = {"🎼", "👏", "😀", "😭", "🤧", "😷",}
def format_str_v2(s):
sptk_dict = {}
for sptk in emoji_dict:
sptk_dict[sptk] = s.count(sptk)
s = s.replace(sptk, "")
emo = "<|NEUTRAL|>"
for e in emo_dict:
if sptk_dict[e] > sptk_dict[emo]:
emo = e
for e in event_dict:
if sptk_dict[e] > 0:
s = event_dict[e] + s
s = s + emo_dict[emo]
for emoji in emo_set.union(event_set):
s = s.replace(" " + emoji, emoji)
s = s.replace(emoji + " ", emoji)
return s.strip()
def rich_transcription_postprocess(s):
def get_emo(s):
return s[-1] if s[-1] in emo_set else None
def get_event(s):
return s[0] if s[0] in event_set else None
s = s.replace("<|nospeech|><|Event_UNK|>", "")
for lang in lang_dict:
s = s.replace(lang, "<|lang|>")
s_list = [format_str_v2(s_i).strip(" ") for s_i in s.split("<|lang|>")]
new_s = " " + s_list[0]
cur_ent_event = get_event(new_s)
for i in range(1, len(s_list)):
if len(s_list[i]) == 0:
continue
if get_event(s_list[i]) == cur_ent_event and get_event(s_list[i]) != None:
s_list[i] = s_list[i][1:]
#else:
cur_ent_event = get_event(s_list[i])
if get_emo(s_list[i]) != None and get_emo(s_list[i]) == get_emo(new_s):
new_s = new_s[:-1]
new_s += s_list[i].strip().lstrip()
new_s = new_s.replace("The.", " ")
return new_s.strip()