diff --git a/environment.py b/environment.py index 14f754f81f787a13e67b86b445a629f653ccf467..4b4d926c28374dc329cd6479e75ac4b6a60bd0fd 100644 --- a/environment.py +++ b/environment.py @@ -16,7 +16,7 @@ DEV_PATH = DEV_DIR / "main.py" DEV_LOG = APP_LOG DEBUG_PORT = 9222 -TEST_DATA = PROJECT_DIR / "tests" / "test_data" +TEST_DATA = PROJECT_DIR / "test_data" TEST_AUDIOS_DIR = TEST_DATA / "test_audios" REPORTS_DIR = PROJECT_DIR / "reports" diff --git a/lib/utils.py b/lib/utils.py index 59542383651c47a350db84b2d787cad83dda12ba..66c52d180454385fef22bb76a5ded4f0c1c4c4fb 100644 --- a/lib/utils.py +++ b/lib/utils.py @@ -4,10 +4,38 @@ import subprocess from subprocess import CompletedProcess from typing import Literal import re +import time import difflib +from functools import wraps +from pathlib import Path import textdistance - +import numpy as np +import soundfile as sf + +def timer(func): + @wraps(func) + def wrapper(*args, **kwargs): + start_time = time.perf_counter() + result = func(*args, **kwargs) # 执行原函数 + end_time = time.perf_counter() + run_time = end_time - start_time + print(f"函数 {func.__name__!r} 执行耗时: {run_time:.4f} 秒") + return result + return wrapper + +class Timer: + def __init__(self, log=""): + self.log = log + + def __enter__(self): + self.start = time.perf_counter() + return self + + def __exit__(self, exc_type, exc_val, exc_tb): + end = time.perf_counter() + self.duration = end - self.start + print(f"{self.log} cost: {self.duration:.4f} 秒") def get_time_str(level:Literal["d","s","ms"]="d"): time = datetime.now() @@ -82,16 +110,22 @@ def time_to_float(s: str): return float(d) return 0.0 +def read_audio(file:Path)->np.ndarray: + audio, sr = sf.read(file) + if sr != 16000: + raise ValueError(f"只支持 16k 采样率的音频，当前采样率为 {sr}") + return audio.astype(np.float32) + +def write_audio(file:Path, audio:np.ndarray, sr=16000): + sf.write(file, audio, sr) + print(f"写入音频文件 {file}") if __name__ == '__main__': - text_1 = "This sequence of events is an example of what is known as the Butterfly Effect, a manifestation of Chaos Theory. For many centuries, the world was explained through the laws of Isaac Newton in classical physics. According to these laws, if the current state of an object is known, its future behavior can be predicted with relative ease. Chaos Theory questions this deterministic vision. Not everything is predictable anymore, nor does it work like a clockwork. Since the 1800s, mathematicians have raised the idea that not all phenomena could be predicted by Newtonian laws. But a meteorologist named Edward Lawrence made Chaos Theory a visible phenomenon. It all started in 1961, when he was working on a mathematical model to forecast the weather. Lawrence entered data such as temperature, humidity, pressure, and wind direction into his computer. His computer would draw a graph modeling what the weather would be like. Not always accurate, but very close to reality." - text_2 = "of events is an example of what is known as the butterfly effect, a manifestation of chaos theory. For many centuries, the world was explained through the laws of Isaac Newton in classical physics. According to these laws, if the current state of an object is known, Its future behavior can be predicted with relative ease. Chaos theory questions this deterministic vision. Not everything is predictable anymore. nor does it work like clockwork. Since the 1800s, mathematicians have raised the idea that not all phenomena could be predicted by Newtonian laws. but a meteorologist named Edward Lawrence made chaos theory a visible phenomenon. It all started in 1961. when he was working on a mathematical model to forecast the weather. Lawrence entered data such as temperature, humidity, pressure and wind direction into his computer. His computer would draw a graph, modeling what the weather would be like. not always accurate, but very close to reality. " - text_3 = "后来我自己总结啊，微积分这么难，入门主要有几个原因。首先呢大部分的教材为了追求严谨，从一开始就使用了现代数学的这个所谓极限的概念。在它的基础之上向你介绍微积分。呃，问题是它是一个非常抽象的概念。对于大部分在接触微积分之前啊，主要的学习经验就是刷题啊，甚至是连题也不刷的。同学们来说呢，这种抽象语言会很陌生。而且如果你去了解微积分的历史的时候，你会发现极限这个概念啊是微积分创立之后大概一两百年才出现的这么个东西。你等于说我们现在公认的这些微积分的创始人，这些大佬们、牛顿啊、莱布尼茨、欧拉啊，连他们都不知道极限是什么。但是人家就是凭着直觉创建了微积分，当然作为教科书嘛，追求严谨无可厚非啊。虽然对于我来讲，过早的追求这种严谨，导致学习的人入门困难甚至入不了门。" - text_4 = "后来我自己总结啊，微积分这么难，入门主要有几个原因。首先呢大部分的教材为了追求严谨。从一开始就使用了现代数学的这个所谓极限的概念在它的基础之上。向你介绍微积分呃，问题是它是一个非常抽象的概念。对于大部分在接触微积分之前。主要的学习经验就是刷题，甚至是连题也不刷的。同学们来说呢，这种抽象语言会很陌生。而且如果你去了解微积分的历史的时候，你会发现极限这个概念啊是微积分创立之后大概一两百年。才出现的这么个东西。你等于说我们现在公认的这些微积分的创始人，这些大佬。牛顿啊、莱布尼茨啊、欧拉啊啊，连他们都不知道极限是谁，但是人家就是凭着直觉。创建了危机，当然作为教科书嘛追求严谨，无可厚非啊，虽然对于我来讲。过早的追求这种严谨，导致学习的人入门困难，甚至入不了门。" - - text_1, text_2 = clean_text_for_comparison_en(text_1), clean_text_for_comparison_en(text_2) - text_3, text_4 = clean_text_for_comparison_zh(text_3), clean_text_for_comparison_zh(text_4) - print(run_textdistance(text_1, text_2)) - print(highlight_diff(text_1, text_2, " ")) - print(run_textdistance(text_3, text_4)) - print(highlight_diff(text_3, text_4)) \ No newline at end of file + with Timer() as duration_b: + print("开始操作 B...") + time.sleep(0.4) + print(duration_b.duration) + with Timer("C") as duration_b: + print("开始操作 C...") + time.sleep(0.5) + print(duration_b.duration) \ No newline at end of file diff --git a/main.py b/main.py index 1ce0f2023461601e2b0925add272087a2f976a7e..65cecf1f301466bf6b3d04125c2b6abdeb30a734 100644 --- a/main.py +++ b/main.py @@ -1,6 +1,6 @@ import time from lib.audio import play_audio_until_end -from tests.test_data import test_audios +from test_data import test_audios if __name__ == '__main__': # report = Report() diff --git a/scripts/asr_utils.py b/scripts/asr_utils.py index cb3ef0670a37a91f8239d06a0efd545f363da896..b650c26c49bc6d394dcd880dd63132046f8216bb 100644 --- a/scripts/asr_utils.py +++ b/scripts/asr_utils.py @@ -19,7 +19,7 @@ def cmd(command: str, check=True, capture_output=False) -> CompletedProcess: return ret def add_text_index(): - text_file = '../tests/test_data/text/test_asr_zh.txt' + text_file = '../test_data/text/test_asr_zh.txt' index = 1 with open(text_file, encoding='utf-8') as f: for line in f: @@ -60,8 +60,8 @@ def write_csv(rows, output_csv): writer.writerows(rows) def print_text_and_audio_length(): - text_file = '../tests/test_data/text/test_asr_zh_with_index.txt' - audio_folder = '../tests/test_data/recordings' + text_file = '../test_data/text/test_asr_zh_with_index.txt' + audio_folder = '../test_data/recordings' output_csv = 'csv/text_audio_length.csv' rows = [] for idx, text in get_lines_with_index(text_file): @@ -83,7 +83,7 @@ def get_text_distance(text1, text2): return d, nd, diff def get_origin_text_dict(): - text_file = '../tests/test_data/text/test_asr_zh_with_index.txt' + text_file = '../test_data/text/test_asr_zh_with_index.txt' text_dict = {} for idx, text in get_lines_with_index(text_file): text_dict[idx] = text diff --git a/scripts/audios.txt b/scripts/audios.txt index 5c888ad390fbb57bebb467b5464efbce64acede0..33d5385fcedd9f194247f247affa3640d8da05d7 100644 --- a/scripts/audios.txt +++ b/scripts/audios.txt @@ -1,12 +1,12 @@ -/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/5s-en-ac1-16k/English-chaos-part2-0.wav -/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/5s-en-ac1-16k/English-chaos-part2-5.wav -/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/5s-en-ac1-16k/English-chaos-part2-10.wav -/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/5s-en-ac1-16k/English-chaos-part2-15.wav -/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/10s-en-ac1-16k/English-chaos-part2-0.wav -/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/10s-en-ac1-16k/English-chaos-part2-10.wav -/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/10s-en-ac1-16k/English-chaos-part2-20.wav -/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/10s-en-ac1-16k/English-chaos-part2-30.wav -/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/English-chaos-part2.wav +/Users/jeqin/work/code/TestTranslator/test_data/test_audios/5s-en-ac1-16k/English-chaos-part2-0.wav +/Users/jeqin/work/code/TestTranslator/test_data/test_audios/5s-en-ac1-16k/English-chaos-part2-5.wav +/Users/jeqin/work/code/TestTranslator/test_data/test_audios/5s-en-ac1-16k/English-chaos-part2-10.wav +/Users/jeqin/work/code/TestTranslator/test_data/test_audios/5s-en-ac1-16k/English-chaos-part2-15.wav +/Users/jeqin/work/code/TestTranslator/test_data/test_audios/10s-en-ac1-16k/English-chaos-part2-0.wav +/Users/jeqin/work/code/TestTranslator/test_data/test_audios/10s-en-ac1-16k/English-chaos-part2-10.wav +/Users/jeqin/work/code/TestTranslator/test_data/test_audios/10s-en-ac1-16k/English-chaos-part2-20.wav +/Users/jeqin/work/code/TestTranslator/test_data/test_audios/10s-en-ac1-16k/English-chaos-part2-30.wav +/Users/jeqin/work/code/TestTranslator/test_data/test_audios/English-chaos-part2.wav /Users/jeqin/work/test/test_yoyotranslator/test_videos/audios/5s/es-1-0.wav /Users/jeqin/work/test/test_yoyotranslator/test_videos/audios/5s/es-1-5.wav diff --git a/scripts/caculate_cer.py b/scripts/caculate_cer.py index 6d8db45d042bdcd09a05847102299320b06c88ec..367fc0551bfa68622ea9002d7e1994b172484e51 100644 --- a/scripts/caculate_cer.py +++ b/scripts/caculate_cer.py @@ -26,7 +26,8 @@ def calculate_distance(reference: str, hypothesis: str): return d, diff if __name__ == '__main__': - results_list = json.load(open("csv/whisper_dataset_results.json", "r", encoding="utf-8")) + import cn2an + results_list = json.load(open("csv/whisper_emilia_results.json", "r", encoding="utf-8")) count = 0 distance_sum = 0 reference_sum = 0 @@ -34,16 +35,17 @@ if __name__ == '__main__': count += 1 reference = item["reference"] hypothesis = item["inference_result"] - if re.search(r"\d", hypothesis): - # continue - distance, diff = calculate_distance(reference, hypothesis) - print(f"{count}. distance: {distance}") - if distance > 0: - print(f"Audio Path: {item['audio_path']}") - print(f"Reference: {reference}") - print(f"Hypothesis: {hypothesis}") - print(f"Diff: {diff}") - distance_sum += distance - reference_sum += len(reference) + # # 如果是 whisper，使用 cn2an替换数字为中文 + # if re.search(r"\d", hypothesis): + # hypothesis = cn2an.transform(hypothesis, "an2cn") + distance, diff = calculate_distance(reference, hypothesis) + print(f"{count}. distance: {distance}") + if distance > 0: + print(f"Audio Path: {item['audio_path']}") + print(f"Reference: {reference}") + print(f"Hypothesis: {hypothesis}") + print(f"Diff: {diff}") + distance_sum += distance + reference_sum += len(reference) cer = distance_sum / reference_sum if reference_sum > 0 else 0 print(f"Total Distance: {distance_sum}, Total Reference Length: {reference_sum}, CER: {cer:.4f}") \ No newline at end of file diff --git a/scripts/csv/fine-tune_whisper.csv b/scripts/csv/fine-tune_whisper.csv index 97b603e9b30fde4951a7815de9c8fc9bfdf9b674..7adc341b68f7dbc7e094dccae9eaff2072e2d2c1 100644 --- a/scripts/csv/fine-tune_whisper.csv +++ b/scripts/csv/fine-tune_whisper.csv @@ -1,86 +1,86 @@ -file_name,inference_time,inference_result -1.wav,3.432,您这车开得真够稳的蜗牛都超车了,0,0.0,您这车开得真够稳的蜗牛都超车了 -2.wav,1.093,你可真是个天才把这么简单的事情都搞砸了,0,0.0,你可真是个天才把这么简单的事情都搞砸了 -3.wav,1.233,因网络问题远程讲着音频中断我们切到备用方案共享换灯片,2,0.077,因网络问题远程讲[-者-]{+着+}音频中断我们切到备用方案共享[-幻-]{+换+}灯片 -4.wav,1.274,这就好比用大炮打蚊子资源分配严重不均衡需要细腻度调度,1,0.038,这就好比用大炮打蚊子资源分配严重不均衡需要细[-粒-]{+腻+}度调度 -5.wav,1.07,言归正传我们来讨论一下核心问题,0,0.0,言归正传我们来讨论一下核心问题 -6.wav,1.051,这有点超出了我们今天讨论的范围,0,0.0,这有点超出了我们今天讨论的范围 -7.wav,1.027,他的年收入约为一百万人民币,0,0.0,他的年收入约为一百万人民币 +file_name,time,inference_result +1.wav,8.261,您这车开的真够稳的蜗牛都超车了,1,0.067,您这车开[-得-]{+的+}真够稳的蜗牛都超车了 +2.wav,1.097,你可真是个天才把这么简单的事情都搞砸了,0,0.0,你可真是个天才把这么简单的事情都搞砸了 +3.wav,1.235,因网络问题远程讲着音频中断我们切到备用方案共享幻灯片,1,0.038,因网络问题远程讲[-者-]{+着+}音频中断我们切到备用方案共享幻灯片 +4.wav,1.273,这就好比用大炮打蚊子资源分配严重不均衡需要细腻度调度,1,0.038,这就好比用大炮打蚊子资源分配严重不均衡需要细[-粒-]{+腻+}度调度 +5.wav,1.074,言归正传我们来讨论一下核心问题,0,0.0,言归正传我们来讨论一下核心问题 +6.wav,1.081,这有点超出了我们今天讨论的范围,0,0.0,这有点超出了我们今天讨论的范围 +7.wav,1.043,他的年收入约为一百万人民币,0,0.0,他的年收入约为一百万人民币 8.wav,1.147,下一位演讲者是来自斯坦福大学计算机科学系的张明教授,0,0.0,下一位演讲者是来自斯坦福大学计算机科学系的张明教授 -9.wav,1.155,请各位将手机调至静音模式演讲结束后有十五分钟提问时间,0,0.0,请各位将手机调至静音模式演讲结束后有十五分钟提问时间 -10.wav,1.118,茶歇将在十点三十分开始地廉在二楼休息区,1,0.053,茶歇将在十点三十分开始地[-点-]{+廉+}在二楼休息区 -11.wav,1.073,本合同自双方签字盖章之日起生效,0,0.0,本合同自双方签字盖章之日起生效 -12.wav,1.191,政府正在采取措施刺激经济增长和创造就业机会,0,0.0,政府正在采取措施刺激经济增长和创造就业机会 -13.wav,1.153,今天中午我们点外卖吧我想吃宫保鸡丁和麻婆豆腐,0,0.0,今天中午我们点外卖吧我想吃宫保鸡丁和麻婆豆腐 -14.wav,1.396,医生建议我多吃粗粮比如燕麦和紫薯少吃高油高糖的油炸食品像炸鸡和甜甜圈,0,0.0,医生建议我多吃粗粮比如燕麦和紫薯少吃高油高糖的油炸食品像炸鸡和甜甜圈 -15.wav,1.194,本方案采用易构计算架构结合GPU与FPGA加速张量运算,1,0.037,本方案采用[-异-]{+易+}构计算架构结合gpu与fpga加速张量运算 -16.wav,1.288,推拟延迟稳定在五毫秒以内吞吐量提升百分之四十功耗降低一点八瓦,10,0.357,推[-理-]{+拟+}延迟稳定在[-5-]{+五+}毫秒以内吞吐量提升[-40%-]{+百分之四十+}功耗降低[-1.8-]{+一点八+}瓦 -17.wav,1.317,相比SOTA模型我们的方法在想样本场景下召回率高出十二个百分点且参数量仅为其三分之一,3,0.071,相比sota模型我们的方法在[-小-]{+想+}样本场景下召回率高出[-12-]{+十二+}个百分点且参数量仅为其三分之一 -18.wav,1.296,当解敛病发数超过一万时内存带宽会成瓶颈导致尾延尺急剧上升,9,0.29,当[-节点并-]{+解敛病+}发数超过[-10000-]{+一万+}时内存带宽会成瓶颈导致尾延[-迟-]{+尺+}急剧上升 -19.wav,1.436,请看图三蓝色柱是基线模型红色线是我们的优化结果交叉点表明在第十五轮迭代后优势显着,4,0.1,请看图[-3-]{+三+}蓝色柱是基线模型红色线是我们的优化结果交叉点表明在第[-15-]{+十五+}轮迭代后优势显[-著-]{+着+} -20.wav,1.239,您提到模型泛化性提升是否在矿模态数据上验证过量化指标是多少,1,0.034,您提到模型泛化性提升是否在[-跨-]{+矿+}模态数据上验证过量化指标是多少 -21.wav,1.337,容我追问一点如果输入数据存在对抗样本您方案的鲁邦性如何保证失效概率有测试吗,1,0.027,容我追问一点如果输入数据存在对抗样本您方案的鲁[-棒-]{+邦+}性如何保证失效概率有测试吗 -22.wav,1.262,抱歉打断您说的动态减肢是指训练中还是推理中预指是自适应的吗,4,0.138,抱歉打断您说的动态[-剪枝-]{+减肢+}是指训练中还是推理中[-阈值-]{+预指+}是自适应的吗 -23.wav,1.229,成本效益是否可行不属这种定制芯片需要流片费用中小客户怎么承担,2,0.067,成本效益是否可行[-部署-]{+不属+}这种定制芯片需要流片费用中小客户怎么承担 -24.wav,1.265,我补充一个角度隐私计算领域也在用类似思路是否可能跨领域合作,0,0.0,我补充一个角度隐私计算领域也在用类似思路是否可能跨领域合作 -25.wav,1.256,端到端优化流水线涵盖数据清洗特征工程模型压缩部署监控,0,0.0,端到端优化流水线涵盖数据清洗特征工程模型压缩部署监控 +9.wav,1.182,请各位将手机调至静音模式演讲结束后有十五分钟提问时间,0,0.0,请各位将手机调至静音模式演讲结束后有十五分钟提问时间 +10.wav,1.115,茶歇将在十点三十分开始地联在二楼休息区,1,0.053,茶歇将在十点三十分开始地[-点-]{+联+}在二楼休息区 +11.wav,1.07,本合同自双方签字盖章之日起生效,0,0.0,本合同自双方签字盖章之日起生效 +12.wav,1.196,政府正在采取措施刺激经济增长和创造就业机会,0,0.0,政府正在采取措施刺激经济增长和创造就业机会 +13.wav,1.154,今天中午我们点外卖吧我想吃宫保鸡丁和麻婆豆腐,0,0.0,今天中午我们点外卖吧我想吃宫保鸡丁和麻婆豆腐 +14.wav,1.405,医生建议我多吃粗粮比如燕麦和紫薯少吃高油高糖的油炸食品像炸鸡和甜甜圈,0,0.0,医生建议我多吃粗粮比如燕麦和紫薯少吃高油高糖的油炸食品像炸鸡和甜甜圈 +15.wav,1.235,本方案采用液构计算架构结合GPU与FPA加速漳量运算,3,0.111,本方案采用[-异-]{+液+}构计算架构结合gpu与fp[-g-]a加速[-张-]{+漳+}量运算 +16.wav,1.28,推力延迟稳定在五毫秒以内吞吐量提升百分之四十功耗降低一点八瓦,10,0.357,推[-理-]{+力+}延迟稳定在[-5-]{+五+}毫秒以内吞吐量提升[-40%-]{+百分之四十+}功耗降低[-1.8-]{+一点八+}瓦 +17.wav,1.325,相比sota模型我们的方法在小样本场景下召回率高出十二个百分点且参数量仅为其三分之一,2,0.048,相比sota模型我们的方法在小样本场景下召回率高出[-12-]{+十二+}个百分点且参数量仅为其三分之一 +18.wav,1.301,当解脸并发数超过一万时内存带宽会呈平静导致伪延齿急剧上升,12,0.387,当[-节点-]{+解脸+}并发数超过[-10000-]{+一万+}时内存带宽会[-成瓶颈-]{+呈平静+}导致[-尾-]{+伪+}延[-迟-]{+齿+}急剧上升 +19.wav,1.477,请看图三蓝色柱是基线模型红色线是我们的优化结果交叉点表明在第十五轮迭代后优势显著,3,0.075,请看图[-3-]{+三+}蓝色柱是基线模型红色线是我们的优化结果交叉点表明在第[-15-]{+十五+}轮迭代后优势显著 +20.wav,1.261,您提到模型泛化性提升是否在跨模态数据上验证过量化指标是多少,0,0.0,您提到模型泛化性提升是否在跨模态数据上验证过量化指标是多少 +21.wav,1.338,容我追问一点如果输入数据存在对抗样本您方案的鲁邦性如何保证失效概率有测试吗,1,0.027,容我追问一点如果输入数据存在对抗样本您方案的鲁[-棒-]{+邦+}性如何保证失效概率有测试吗 +22.wav,1.254,抱歉打断您说的动态简直是指训练中还是推理中预值是自适应的吗,3,0.103,抱歉打断您说的动态[-剪枝-]{+简直+}是指训练中还是推理中[-阈-]{+预+}值是自适应的吗 +23.wav,1.242,成本效益是否可行不属这种定制芯片需要牛片费用中小客户怎么承担,3,0.1,成本效益是否可行[-部署-]{+不属+}这种定制芯片需要[-流-]{+牛+}片费用中小客户怎么承担 +24.wav,1.263,我补充一个角度隐私计算领域也在用类似思路是否可能跨领域合作,0,0.0,我补充一个角度隐私计算领域也在用类似思路是否可能跨领域合作 +25.wav,1.259,端到端优化流水线涵盖数据清洗特征工程模型压缩部署监控,0,0.0,端到端优化流水线涵盖数据清洗特征工程模型压缩部署监控 26.wav,1.087,请检查代码库中的依赖向冲突问题,1,0.067,请检查代码库中的依赖[-项-]{+向+}冲突问题 -27.wav,1.118,这个电路板集成了微控制器传感器和无线通信模块,0,0.0,这个电路板集成了微控制器传感器和无线通信模块 -28.wav,1.156,区块链技术的核心在于去中心化和加密安全性,0,0.0,区块链技术的核心在于去中心化和加密安全性 -29.wav,1.111,需符合等保三级要求数据出境要走安全评估,0,0.0,需符合等保三级要求数据出境要走安全评估 -30.wav,1.08,最新数据显示消费者信心指数有所回升,0,0.0,最新数据显示消费者信心指数有所回升 -31.wav,1.13,专家预测新能源汽车市场将引来爆发式增长,1,0.053,专家预测新能源汽车市场将[-迎-]{+引+}来爆发式增长 -32.wav,1.246,多模态大模型能够同时处理文本图像和音频信号实现真正的跨模态理解,0,0.0,多模态大模型能够同时处理文本图像和音频信号实现真正的跨模态理解 -33.wav,1.244,联邦学习可以在保护用户隐私的前提下实现分布式模型的协同训练,0,0.0,联邦学习可以在保护用户隐私的前提下实现分布式模型的协同训练 -34.wav,1.208,我们研发的五十量子比特处理器在特定算法上展现出了量级优越性,1,0.034,我们研发的五十量子比特处理器在特定算法上展现出了量[-子-]{+级+}优越性 -35.wav,1.168,变分量子本增值求解器在化学模拟中显示出巨大潜力,1,0.043,变分量子本[-征-]{+增+}值求解器在化学模拟中显示出巨大潜力 -36.wav,1.247,编云AI推理的延迟已经可以控制在十毫秒以内满足实时应用需求,2,0.069,[-边缘-]{+编云+}ai推理的延迟已经可以控制在十毫秒以内满足实时应用需求 -37.wav,1.297,我们设计的新型神经网诺亚塑算法在保持精度的同时将模型大小减少了百分之七十,3,0.083,我们设计的新型神经网[-络压缩-]{+诺亚塑+}算法在保持精度的同时将模型大小减少了百分之七十 -38.wav,1.294,损失函数结合了交叉伤损失和对比损失权重系数设置为零点三和零点七,1,0.032,损失函数结合了交叉[-熵-]{+伤+}损失和对比损失权重系数设置为零点三和零点七 -39.wav,1.338,在五个标准数据级上的实验结果表明我们的方法平均比现有最佳方法提升了二点三个百分点,1,0.025,在五个标准数据[-集-]{+级+}上的实验结果表明我们的方法平均比现有最佳方法提升了二点三个百分点 -40.wav,1.269,消融食言证实了每个模块的有效性移除注意力机制会导致性能下降百分之四点六,2,0.057,消融[-实验-]{+食言+}证实了每个模块的有效性移除注意力机制会导致性能下降百分之四点六 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-49.wav,1.377,我们提出了一种基于对比学习的自监督方法在ImageNet数据集上达到了百分之九十二零五的准确率,1,0.021,我们提出了一种基于对比学习的自监督方法在imagenet数据集上达到了百分之九十二[-点-]{+零+}五的准确率 -50.wav,1.199,GBT4在代码生成和多部推理任务上展现出令人印象深刻的能力,3,0.1,g[-p-]{+b+}t[---]4在代码生成和多[-步-]{+部+}推理任务上展现出令人印象深刻的能力 -51.wav,1.425,若在高病发场景下为启用我们的动态缓存机制即使用RDMA网络延迟也可能因CPU调度增强而恶化,4,0.089,若在高[-并-]{+病+}发场景下[-未-]{+为+}启用我们的动态缓存机制即使用rdma网络延迟也可能因cpu调度[-争抢-]{+增强+}而恶化 -52.wav,1.1,准确说峰值算力是两百 tops不是刚才说的一百五,6,0.25,准确说峰值算力是[-200-]{+两百+}tops不是刚才说的[-150-]{+一百五+} -53.wav,1.193,秦始皇迎镇书童文车童轨奠定了中国大一统的基础,4,0.182,秦始皇[-嬴政-]{+迎镇+}书[-同-]{+童+}文车[-同-]{+童+}轨奠定了中国大一统的基础 -54.wav,1.262,诸葛亮在出师表中写道鞠躬尽瘁死而后已成为后世臣子的楷模,0,0.0,诸葛亮在出师表中写道鞠躬尽瘁死而后已成为后世臣子的楷模 -55.wav,1.225,李白的举头望明月低头四故乡是连三岁孩童都能背诵的诗句,1,0.038,李白的举头望明月低头[-思-]{+四+}故乡是连三岁孩童都能背诵的诗句 -56.wav,1.255,孔子曾说己所不欲勿施于人这简单的八个字构成了儒家伦理的基石,0,0.0,孔子曾说己所不欲勿施于人这简单的八个字构成了儒家伦理的基石 -57.wav,1.221,王羲之背后仍尊为殊胜其代表作难停集续被誉为天下第一行书,7,0.259,王羲之[-被-]{+背+}后[-人-]{+仍+}尊为[-书圣-]{+殊胜+}其代表作[-兰亭-]{+难停+}集[-序-]{+续+}被誉为天下第一行书 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+66.wav,1.175,这幅画作以其独特的色彩运用和构图技巧而闻名,0,0.0,这幅画作以其独特的色彩运用和构图技巧而闻名 +67.wav,1.091,患者主塑间歇性胸痛放射至左臂,1,0.071,患者主[-诉-]{+塑+}间歇性胸痛放射至左臂 +68.wav,1.305,患者有冠状动脉周样硬化性心脏病病史十年慢性阻塞性肺疾病病史五年,1,0.032,患者有冠状动脉[-粥-]{+周+}样硬化性心脏病病史十年慢性阻塞性肺疾病病史五年 +69.wav,1.144,建议行冠状动脉造影检查必要时植入支架,0,0.0,建议行冠状动脉造影检查必要时植入支架 +70.wav,1.182,患者需低盐低脂糖尿病饮食监测血压血糖变化,0,0.0,患者需低盐低脂糖尿病饮食监测血压血糖变化 +71.wav,1.332,胸部细梯频道显示双肺散在膜玻璃样密度以胸膜下分布为主,6,0.222,胸部[-ct平扫-]{+细梯频道+}显示双肺散在[-磨-]{+膜+}玻璃样密度[-影-]以胸膜下分布为主 +72.wav,1.423,知识产权归属约定义方在履行本合同过程中所产生的全部智力成果其知识产权归甲方所有,2,0.05,知识产权归属约定[-乙-]{+义+}方在履行本合同过程中所产生的全部智力成果其知识产权[-均-]归甲方所有 +73.wav,1.507,双方应履行本合同法生争议的应首先通过友好协商解决协商不成的任何一方均有权向有管辖权的人民法院提起诉讼,2,0.04,双方[-因-]{+应+}履行本合同[-发-]{+法+}生争议的应首先通过友好协商解决协商不成的任何一方均有权向有管辖权的人民法院提起诉讼 +74.wav,1.289,被告在法定期限内未提交答编状亦未到庭参加诉讼本院依法缺席审理,1,0.033,被告在法定期限内未提交答[-辩-]{+编+}状亦未到庭参加诉讼本院依法缺席审理 +75.wav,1.58,原告向本院提出诉讼请求一判令被告支付货款人民币五十万八千元及逾期付款利息二判令被告承担本案的诉讼费用,0,0.0,原告向本院提出诉讼请求一判令被告支付货款人民币五十万八千元及逾期付款利息二判令被告承担本案的诉讼费用 +76.wav,1.545,被执行人未按执行通知履行法律文书确定的义务人民法院有权查封扣押冻结拍卖被执行人的财产,0,0.0,被执行人未按执行通知履行法律文书确定的义务人民法院有权查封扣押冻结拍卖被执行人的财产 +77.wav,0.981,这个视频太上头了,0,0.0,这个视频太上头了 +78.wav,0.942,他真是个社恐,0,0.0,他真是个社恐 +79.wav,1.064,简直了这躺平的状态也太佛系了吧,0,0.0,简直了这躺平的状态也太佛系了吧 +80.wav,1.044,这个瓜有点大我得去吃瓜了,0,0.0,这个瓜有点大我得去吃瓜了 +81.wav,1.074,别内卷了咱们还是多交流交流吧,0,0.0,别内卷了咱们还是多交流交流吧 +82.wav,1.347,第二个公司我们成立了中国黄烨在中国黄烨的创业经验中有很多的经验也是可以在这儿跟大家进行分享的,2,0.043,第二个公司我们成立了中国黄[-页-]{+烨+}在中国黄[-页-]{+烨+}的创业经验中有很多的经验也是可以在这儿跟大家进行分享的 +83.wav,1.314,对于大部分在接触微积分之前主要的学习经验就是刷题甚至是连题也不刷的同学们来说,0,0.0,对于大部分在接触微积分之前主要的学习经验就是刷题甚至是连题也不刷的同学们来说 +84.wav,1.472,说了两个小时没人听懂我在说什么最后二十三个人反对一个人同意这一个人就说马云你这样做你就试试看不行的话赶紧逃回来还来得及,0,0.0,说了两个小时没人听懂我在说什么最后二十三个人反对一个人同意这一个人就说马云你这样做你就试试看不行的话赶紧逃回来还来得及 +85.wav,1.2,晚上想想是热血沸腾真好第二天早上骑个自行车又上班去了对吧,0,0.0,晚上想想是热血沸腾真好第二天早上骑个自行车又上班去了对吧 diff --git a/scripts/funasr_utils.py b/scripts/funasr_utils.py index 89b1bd8abe6514f964aca857725072c2b42e947b..2af8cd8d57cea19b593efc900f18c05cac0996bc 100644 --- a/scripts/funasr_utils.py +++ b/scripts/funasr_utils.py @@ -44,7 +44,7 @@ def run_funasr(): ) t1 = time.time() print("load model: ", t1 - t0) - audios = Path("/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios") + audios = Path("/Users/jeqin/work/code/TestTranslator/test_data/test_audios") rows = [["file_name", "inference_time", "inference_result"]] for audio in sorted(audios.glob("Chinese-mayun-part2.mp3")): print(audio) diff --git a/scripts/recorder.py b/scripts/recorder.py index 50fadd0642af7c6f1928916878501051bedee7d4..50a1417d771db103db505016ad0a8694f9c9e280 100644 --- a/scripts/recorder.py +++ b/scripts/recorder.py @@ -3,8 +3,8 @@ import soundfile as sf import sys import re -TEXT_FILE = '/Users/jeqin/work/code/TestTranslator/tests/test_data/text/test_asr_zh_with_index.txt' -AUDIO_FOLDER= '/Users/jeqin/work/code/TestTranslator/tests/test_data/recordings' +TEXT_FILE = '/Users/jeqin/work/code/TestTranslator/test_data/text/test_asr_zh_with_index.txt' +AUDIO_FOLDER= '/Users/jeqin/work/code/TestTranslator/test_data/recordings' SAMPLE_RATE = 16000 CHANNELS = 1 diff --git a/scripts/run_funasr.py b/scripts/run_funasr.py index db399f2ca8ac46a56c809a6cce3d487acef2902e..fb1ea0c2a9a002a5c055b92ce0548fb2f9102abe 100644 --- a/scripts/run_funasr.py +++ b/scripts/run_funasr.py @@ -25,7 +25,7 @@ def main(): ) t1 = time.time() print("load model: ", t1 - t0) - audios = Path("/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/") + audios = Path("/Users/jeqin/work/code/TestTranslator/test_data/test_audios/") rows = [["file_name", "inference_time", "inference_result"]] for audio in sorted(audios.glob("*mix/*")): print(audio) diff --git a/scripts/run_funasr_c.py b/scripts/run_funasr_c.py index 91f05002a9930733fb8722b1a337f3969942b92b..1b0065b1d098179dc3ac3d577177b8089f607469 100644 --- a/scripts/run_funasr_c.py +++ b/scripts/run_funasr_c.py @@ -22,7 +22,7 @@ def main(): asr.init() t1 = time.time() print("Initializing model: ", t1-t0) - audios = Path("/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios/") + audios = Path("/Users/jeqin/work/code/TestTranslator/test_data/test_audios/") rows = [["file_name", "inference_time", "inference_result"]] for audio in sorted(audios.glob("*s-ac1/Chinese*")): print(audio) diff --git a/scripts/run_funasr_quant.py b/scripts/run_funasr_quant.py index b7049bd7df8d34f968feed42d6ed631a23b247d3..ae88f1f283894f86faf9e854f67bdec9829cdecd 100644 --- a/scripts/run_funasr_quant.py +++ b/scripts/run_funasr_quant.py @@ -41,15 +41,15 @@ def inference(vad_model, asr_model, punc_model, audio:Path): t4 = time.time() # print("punc time:", t4-t3) # print("punc text:", text) - print(text) + # print(text) t = t4-t1 - print("inference:", t) + # print("inference:", t) return text, t def run_recordings(): quantize = True vad_model, asr_model, punc_model = load_model(quantize) - audios = Path("../tests/test_data/recordings/") + audios = Path("../test_data/recordings/") rows = [["file_name", "time", "inference_result"]] original = get_origin_text_dict() for audio in sorted(audios.glob("*.wav"), key=lambda x: int(x.stem)): @@ -62,7 +62,7 @@ def run_recordings(): def run_test_audios(): quantize = True vad_model, asr_model, punc_model = load_model(quantize) - audios = Path("../tests/test_data/test_audios/") + audios = Path("../test_data/test_audios/") rows = [["file_name", "time", "inference_result"]] for audio in sorted(audios.glob("*s/zh*.wav")): text, t = inference(vad_model, asr_model, punc_model, audio) @@ -74,8 +74,8 @@ def run_test_dataset(): from scripts.asr_utils import read_dataset quantize = True vad_model, asr_model, punc_model = load_model(quantize) - test_data = Path("../tests/test_data/dataset.txt") - audio_parent = Path("../tests/test_data/") + test_data = Path("../test_data/dataset.txt") + audio_parent = Path("../test_data/") rows = [["file_name", "time", "inference_result"]] result_list = [] count = 0 @@ -105,5 +105,35 @@ def run_test_dataset(): with open("csv/funasr_dataset_results.json", "w", encoding="utf-8") as f: json.dump(result_list, f, ensure_ascii=False, indent=2) +def run_test_emilia(): + from scripts.asr_utils import read_emilia + quantize = True + vad_model, asr_model, punc_model = load_model(quantize) + parent = Path("../test_data/ZH-B000000") + result_list = [] + count = 0 + try: + for audio_path, sentence, duration in read_emilia(parent, count_limit=5000): + count += 1 + print(f"processing {count}: {audio_path.name}") + text, t = inference(vad_model, asr_model, punc_model, audio_path) + print("inference time:", t) + print(text) + result_list.append({ + "index": count, + "audio_path": audio_path.name, + "reference": sentence, + "duration": duration, + "inference_time": round(t, 3), + "inference_result": text + }) + except Exception as e: + print(e) + except KeyboardInterrupt as e: + print(e) + import json + with open("csv/funasr_emilia_results.json", "w", encoding="utf-8") as f: + json.dump(result_list, f, ensure_ascii=False, indent=2) + if __name__ == '__main__': - run_test_dataset() + run_test_emilia() diff --git a/scripts/run_whisper.py b/scripts/run_whisper.py index a76591da43d53eaa1080ee382f2a2acd81880c72..b282dd660379cca748d3d2d7763f0c5f4922bd4d 100644 --- a/scripts/run_whisper.py +++ b/scripts/run_whisper.py @@ -32,7 +32,7 @@ def load_model(): def run_recordings(): model = load_model() - audios = Path("../tests/test_data/recordings/") + audios = Path("../test_data/recordings/") rows = [["file_name", "time", "inference_result"]] original = get_origin_text_dict() for audio in sorted(audios.glob("*.wav"), key=lambda x: int(x.stem)): @@ -53,7 +53,7 @@ def run_recordings(): def run_test_audios(): model = load_model() lang = "zh" - audios = Path("../tests/test_data/test_audios/") + audios = Path("../test_data/test_audios/") rows = [["file_name", "time", "inference_result"]] for audio in sorted(audios.glob(f"*{lang}*/*.wav")): print(audio) @@ -69,8 +69,8 @@ def run_test_audios(): def run_test_dataset(): from scripts.asr_utils import read_dataset model = load_model() - test_data = Path("../tests/test_data/dataset.txt") - audio_parent = Path("../tests/test_data/") + test_data = Path("../test_data/dataset.txt") + audio_parent = Path("../test_data/") rows = [["file_name", "time", "inference_result"]] result_list = [] count = 0 @@ -104,7 +104,7 @@ def run_test_dataset(): def run_test_emilia(): from scripts.asr_utils import read_emilia model = load_model() - parent = Path("../tests/test_data/ZH-B000000") + parent = Path("../test_data/ZH-B000000") result_list = [] count = 0 try: diff --git a/scripts/run_whisper_finetuned.py b/scripts/run_whisper_finetuned.py index 67ee2d833ee1642bd77432f4af4af39afca8d382..e879c4ba17f2bbadeafe6e6d08a581913b9daaff 100644 --- a/scripts/run_whisper_finetuned.py +++ b/scripts/run_whisper_finetuned.py @@ -139,7 +139,7 @@ def load_model(): def run_test_audios(): model, processor = load_model() - audios = Path("../tests/test_data/test_audios/") + audios = Path("../test_data/test_audios/") rows = [["file_name", "inference_time", "inference_result"]] for audio in sorted(audios.glob("*en-ac1-16k/*.wav")): # *s/randomforest*.wav" try: @@ -158,7 +158,7 @@ def run_test_audios(): def run_recordings(): from scripts.asr_utils import get_origin_text_dict, get_text_distance model, processor = load_model() - audios = Path("../tests/test_data/recordings/") + audios = Path("../test_data/recordings/") rows = [["file_name", "time", "inference_result"]] original = get_origin_text_dict() for audio in sorted(audios.glob("*.wav"), key=lambda x: int(x.stem)): @@ -181,8 +181,8 @@ def run_recordings(): def run_test_dataset(): from scripts.asr_utils import read_dataset model, processor = load_model() - test_data = Path("../tests/test_data/dataset.txt") - audio_parent = Path("../tests/test_data/") + test_data = Path("../test_data/dataset.txt") + audio_parent = Path("../test_data/") rows = [["file_name", "time", "inference_result"]] result_list = [] count = 0 diff --git a/scripts/split_audio.py b/scripts/split_audio.py index 00fb0508376ec4ecaad71772664d5a498f3120b7..eec3d4dbd4dbd5b530f02a23b59f8d1c2c954717 100644 --- a/scripts/split_audio.py +++ b/scripts/split_audio.py @@ -14,7 +14,7 @@ def cmd(command: str, check=True, capture_output=False) -> CompletedProcess: return ret -current = Path("/Users/jeqin/work/code/TestTranslator/tests/test_data/test_audios") +current = Path("/Users/jeqin/work/code/TestTranslator/test_data/test_audios") audios_5s = current/"5s" audios_10s = current/"10s" if not audios_5s.exists(): diff --git a/temp.py b/temp.py index 6d25f69fb7562ac081eb12edba145613f4888191..f607660dc4e2a7642e40f7d742c2e12c92061a88 100644 --- a/temp.py +++ b/temp.py @@ -1,14 +1,47 @@ -TEXT_FILE = '/Users/jeqin/work/code/TestTranslator/tests/test_data/text/test_asr_zh.txt' -index = 1 -with open(TEXT_FILE, encoding='utf-8') as f: - for line in f: - line = line.strip() - # print(line) - if not line: - continue - if line.startswith('#'): - # print(line) - continue - line = f"{index}. {line}" - print(line) - index += 1 \ No newline at end of file +import os +os.environ['HF_ENDPOINT'] = 'https://hf-mirror.com' +from pathlib import Path + +from huggingface_hub import snapshot_download + +# HF_ENDPOINT=https://hf-mirror.com python download_llm_copy.py +# local_dir = "/Users/test/yujuan/llm/models" + +local_dir = "/Users/jeqin/work/code/" +repos = { + "TheBloke/Llama-2-7B-GGUF":["llama-2-7b.Q4_K_M.gguf"], + # "Qwen/Qwen3-235B-A22B-GGUF": ["Q8_0/Qwen3-235B-A22B-Q8_0-00002-of-00009.gguf","Q8_0/Qwen3-235B-A22B-Q8_0-00004-of-00009.gguf"] +} + +def download(repo, files): + folder = repo.split('/')[-1] + print(f"start download {repo}") + for retry in range(5): + try: + if not files: + # 下载整个 repo + snapshot_download(repo_id=repo, local_dir=f"{local_dir}/{folder}", + #ignore_patterns=["original",] + # allow_patterns=None, + local_dir_use_symlinks=False) + print(f"download {repo} finished") + break + else: + # 下载列表中指定的文件 + snapshot_download(repo_id=repo, local_dir=f"{local_dir}/{folder}", allow_patterns=files, + local_dir_use_symlinks=False) + print(f"download {repo} finished") + break + except Exception as e: + print(e) + print(f"download failed, retry: {retry + 1}") + + +def main(): + for repo, files in repos.items(): + download(repo, files) + + +if __name__ == '__main__': + main() + diff --git a/tests/test_data/.gitattributes b/test_data/.gitattributes similarity index 100% rename from tests/test_data/.gitattributes rename to test_data/.gitattributes diff --git a/tests/test_data/__init__.py b/test_data/__init__.py similarity index 100% rename from tests/test_data/__init__.py rename to test_data/__init__.py diff --git a/tests/test_data/dataset.txt b/test_data/dataset.txt similarity index 100% rename from tests/test_data/dataset.txt rename to test_data/dataset.txt diff --git a/tests/test_data/test_audios.zip b/test_data/test_audios.zip similarity index 100% rename from tests/test_data/test_audios.zip rename to test_data/test_audios.zip diff --git a/tests/test_data/text/test_asr_zh.txt b/test_data/text/test_asr_zh.txt similarity index 100% rename from tests/test_data/text/test_asr_zh.txt rename to test_data/text/test_asr_zh.txt diff --git a/tests/test_data/text/test_asr_zh_with_index.txt b/test_data/text/test_asr_zh_with_index.txt similarity index 100% rename from tests/test_data/text/test_asr_zh_with_index.txt rename to test_data/text/test_asr_zh_with_index.txt diff --git a/tests/test_data/text/test_translation_en.txt b/test_data/text/test_translation_en.txt similarity index 100% rename from tests/test_data/text/test_translation_en.txt rename to test_data/text/test_translation_en.txt diff --git a/tests/test_data/text/test_translation_zh.txt b/test_data/text/test_translation_zh.txt similarity index 100% rename from tests/test_data/text/test_translation_zh.txt rename to test_data/text/test_translation_zh.txt diff --git a/tests/test_app/__init__.py b/tests/test_app/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/tests/conftest.py b/tests/test_app/conftest.py similarity index 100% rename from tests/conftest.py rename to tests/test_app/conftest.py diff --git a/tests/test_accuracy.py b/tests/test_app/test_accuracy.py similarity index 100% rename from tests/test_accuracy.py rename to tests/test_app/test_accuracy.py diff --git a/tests/test_accuracy_and_delay.py b/tests/test_app/test_accuracy_and_delay.py similarity index 100% rename from tests/test_accuracy_and_delay.py rename to tests/test_app/test_accuracy_and_delay.py diff --git a/tests/test_delay.py b/tests/test_app/test_delay.py similarity index 100% rename from tests/test_delay.py rename to tests/test_app/test_delay.py diff --git a/tests/test_logfile.py b/tests/test_app/test_logfile.py similarity index 100% rename from tests/test_logfile.py rename to tests/test_app/test_logfile.py diff --git a/tests/test_data/dataset_bkp.txt b/tests/test_data/dataset_bkp.txt deleted file mode 100644 index a21f1d332086fb30cff9c11dfb6b2425ccc62391..0000000000000000000000000000000000000000 --- a/tests/test_data/dataset_bkp.txt +++ /dev/null @@ -1,7176 +0,0 @@ -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0359.wav"}, "sentence": "按照平时训练的速度进行跑步", "duration": 3.5, "sentences": [{"start": 0, "end": 3.5, "text": "按照平时训练的速度进行跑步"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0160.wav"}, "sentence": "从而有利于抑制楼市过快上涨", "duration": 5.37, "sentences": [{"start": 0, "end": 5.37, "text": "从而有利于抑制楼市过快上涨"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0308.wav"}, "sentence": "所以今年上半年公司在全国各地的员工人数大幅增加", "duration": 6.5, "sentences": [{"start": 0, "end": 6.5, "text": "所以今年上半年公司在全国各地的员工人数大幅增加"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0276.wav"}, "sentence": "正在寻求扩大移动市场份额", "duration": 4.11, "sentences": [{"start": 0, "end": 4.11, "text": "正在寻求扩大移动市场份额"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0327.wav"}, "sentence": "可以缩减很多人力成本", "duration": 3.4, "sentences": [{"start": 0, "end": 3.4, "text": "可以缩减很多人力成本"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0362.wav"}, "sentence": "已经有过不少关于这方面的研究", "duration": 3.75, "sentences": [{"start": 0, "end": 3.75, "text": "已经有过不少关于这方面的研究"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0414.wav"}, "sentence": "仍在个人社群网站频繁更新动态", "duration": 4.91, "sentences": [{"start": 0, "end": 4.91, "text": "仍在个人社群网站频繁更新动态"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0129.wav"}, "sentence": "也助推了土地市场的火爆", "duration": 3.59, "sentences": [{"start": 0, "end": 3.59, "text": "也助推了土地市场的火爆"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0321.wav"}, "sentence": "撤销旗下高端产业集团和产品开发集团", "duration": 5.27, "sentences": [{"start": 0, "end": 5.27, "text": "撤销旗下高端产业集团和产品开发集团"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0144.wav"}, "sentence": "一线城市在价格较高的基础上整体回升并领涨全国", "duration": 6.87, "sentences": [{"start": 0, "end": 6.87, "text": "一线城市在价格较高的基础上整体回升并领涨全国"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0263.wav"}, "sentence": "是威力巨大的定时炸弹", "duration": 3.5, "sentences": [{"start": 0, "end": 3.5, "text": "是威力巨大的定时炸弹"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0197.wav"}, "sentence": "在加大要素支持方面", "duration": 3.07, "sentences": [{"start": 0, "end": 3.07, "text": "在加大要素支持方面"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0170.wav"}, "sentence": "当地新建商品住宅的房价多在每平方米三四千元", "duration": 6.58, "sentences": [{"start": 0, "end": 6.58, "text": "当地新建商品住宅的房价多在每平方米三四千元"}]} -{"audio": {"path": "dataset/audio/data_aishell/wav/test/S0764/BAC009S0764W0413.wav"}, "sentence": 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