锟斤拷锟斤拷位锟矫ｏ拷锟斤拷页 > 锟斤拷锟斤拷锟教筹拷 > 锟教筹拷 > 锟斤拷锟斤拷锟斤拷win10锟较诧拷锟斤拷whisper锟斤拷faster-whisper锟斤拷whisperx锟斤拷CPU锟斤拷GPU锟侥革拷锟皆憋拷锟斤拷锟斤拷锟�
Anaconda锟斤拷什么锟斤拷 Anaconda 锟斤拷一锟斤拷锟斤拷源锟斤拷 Python 锟斤拷锟叫版本锟斤拷锟斤拷要锟斤拷锟斤拷锟斤拷锟捷匡拷学锟斤拷锟斤拷锟斤拷学习锟斤拷锟斤拷锟捷凤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 Python 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷要锟斤拷锟角硷拷锟斤拷锟剿达拷锟斤拷锟斤拷锟斤拷锟节匡拷学锟斤拷锟姐、锟斤拷锟捷凤拷锟斤拷锟酵伙拷锟斤拷学习锟斤拷氐牡锟斤拷锟斤拷锟斤拷猓拷锟斤拷锟斤拷峁╋拷锟揭伙拷锟角匡拷锟侥帮拷锟斤拷锟斤拷锟酵伙拷锟斤拷锟斤拷锟斤拷锟斤拷锟竭★拷锟斤拷Conda锟斤拷 通锟斤拷C
Anaconda 锟斤拷一锟斤拷锟斤拷源锟斤拷 Python 锟斤拷锟叫版本锟斤拷锟斤拷要锟斤拷锟斤拷锟斤拷锟捷匡拷学锟斤拷锟斤拷锟斤拷学习锟斤拷锟斤拷锟捷凤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 Python 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷要锟斤拷锟角硷拷锟斤拷锟剿达拷锟斤拷锟斤拷锟斤拷锟节匡拷学锟斤拷锟姐、锟斤拷锟捷凤拷锟斤拷锟酵伙拷锟斤拷学习锟斤拷氐牡锟斤拷锟斤拷锟斤拷猓拷锟斤拷锟斤拷峁╋拷锟揭伙拷锟角匡拷锟侥帮拷锟斤拷锟斤拷锟酵伙拷锟斤拷锟斤拷锟斤拷锟斤拷锟竭★拷锟斤拷Conda锟斤拷
通锟斤拷Conda锟斤拷锟斤拷锟斤拷一台锟斤拷锟斤拷锟较ｏ拷锟斤拷锟斤拷锟斤拷锟絧ython锟侥伙拷锟斤拷锟斤拷锟角筹拷锟斤拷锟缴的斤拷锟斤拷锟叫伙拷锟斤拷
锟斤拷锟斤拷锟斤拷 Anaconda 锟斤拷锟斤拷要锟截碉拷凸锟斤拷埽锟�
锟斤拷莸幕锟斤拷锟斤拷锟斤拷锟斤拷锟紸naconda 通锟斤拷锟斤拷锟斤拷锟矫的帮拷锟斤拷锟斤拷锟斤拷 Conda锟斤拷使锟矫达拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟叫伙拷锟斤拷同锟斤拷 Python 锟斤拷锟斤拷锟斤拷眉锟轿拷虻ァ锟斤拷没锟斤拷锟斤拷锟斤拷诓锟酵拷锟侥恐拷锟斤拷锟斤拷锟斤拷锟斤拷枚锟斤拷锟斤拷幕锟斤拷锟斤拷锟矫匡拷锟斤拷锟斤拷锟斤拷锌锟斤拷园锟阶帮拷囟锟斤拷姹撅拷锟� Python 锟斤拷锟斤拷锟斤拷锟解，锟斤拷锟斤拷锟剿诧拷同锟斤拷目锟斤拷锟斤拷之锟斤拷某锟酵伙拷锟�
锟结富锟斤拷锟斤拷锟捷匡拷学锟斤拷锟竭ｏ拷锟斤拷装 Anaconda 时锟结附锟斤拷一系锟叫筹拷锟矫碉拷锟斤拷锟捷匡拷学锟解，锟斤拷 NumPy锟斤拷Pandas锟斤拷Matplotlib锟斤拷Scikit-learn 锟饺ｏ拷锟皆硷拷 Jupyter Notebook 锟斤拷锟斤拷锟侥斤拷锟斤拷式锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟矫的癸拷锟竭ｏ拷锟斤拷锟斤拷 Spyder IDE锟斤拷锟斤拷锟缴匡拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 IPython 锟秸端等ｏ拷锟斤拷些锟斤拷为锟斤拷锟捷匡拷学锟斤拷锟结供锟剿匡拷锟戒即锟矫碉拷一站式锟斤拷锟斤拷锟斤拷锟斤拷锟�
锟斤拷效锟侥帮拷锟斤拷锟斤拷锟斤拷Conda 锟斤拷锟斤拷锟斤拷锟皆癸拷锟斤拷 Python 锟斤拷锟斤拷锟斤拷锟杰癸拷锟斤拷锟斤拷 Python 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷R锟斤拷锟斤拷锟斤拷匕锟斤拷锟� C/C++ 锟斤拷锟斤拷锟斤拷锟饺★拷Conda 锟杰癸拷锟斤拷锟杰地斤拷锟斤拷锟斤拷拥锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟较碉拷锟饺凤拷锟斤拷锟斤拷锌锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟饺凤拷锟阶帮拷锟叫拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷丝锟斤拷锟叫э拷省锟�
锟斤拷平台支锟街ｏ拷Anaconda 支锟斤拷 Windows锟斤拷Linux 锟斤拷 MacOS 锟饺讹拷锟街诧拷锟斤拷系统锟斤拷锟斤拷锟斤拷锟节诧拷同锟侥匡拷锟斤拷平台锟斤拷统一使锟矫和诧拷锟斤拷
https://www.anaconda.com/download/success
锟斤拷锟斤拷anaconda锟侥癸拷锟斤拷锟斤拷锟截碉拷址
锟斤拷锟斤拷要注锟斤拷python锟侥版本锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷一锟铰ｏ拷锟斤拷锟斤拷锟斤拷锟街拷锟斤拷锟斤拷锟斤拷锟斤拷玫幕锟斤拷却锟揭伙拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷恕锟�
锟斤拷锟斤拷锟斤拷虾螅锟絜xe锟斤拷锟叫帮拷装
锟斤拷锟斤安装时锟斤拷锟斤拷芑锟斤拷一些锟斤拷锟斤拷锟斤拷锟斤拷牡却锟揭伙拷锟斤拷锟缴★拷
确实锟斤拷锟斤拷锟斤拷锟矫碉拷时锟斤拷模锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷耍锟斤拷锟斤拷艽锟斤拷锟斤拷锟�15-20锟斤拷锟斤拷锟斤拷锟揭吧ｏ拷千锟斤拷锟斤拷锟斤拷锟斤拷诎锟阶帮拷晒锟斤拷锟�
锟斤拷时锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟介看锟斤拷锟角诧拷锟叫的ｏ拷锟斤拷为没锟斤拷锟斤拷锟矫伙拷锟斤拷锟斤拷锟斤拷
锟皆此碉拷锟斤拷锟斤拷业牡锟斤拷锟�=> 锟揭硷拷锟斤拷锟斤拷=>锟竭硷拷系统锟斤拷锟斤拷=>锟斤拷锟斤拷锟斤拷锟斤拷=> Path =>锟洁辑
锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷路锟斤拷锟斤拷锟接碉拷 Path锟斤拷去
注锟斤拷锟芥换锟斤拷锟斤拷陌锟阶奥凤拷锟�
D:\ProgramData\anaconda3
D:\ProgramData\anaconda3\Scripts
D:\ProgramData\anaconda3\Library\mingw-w64\bin
D:\ProgramData\anaconda3\Library\usr\bin
D:\ProgramData\anaconda3\Library\bin
锟斤拷锟斤拷锟斤拷锟饺凤拷锟街拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟�
锟斤拷锟斤拷说锟斤拷锟斤拷锟斤拷锟侥帮拷装锟缴癸拷锟剿ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟绞癸拷锟�
// 锟介看锟芥本
conda -V
// 锟介看锟斤拷装锟斤拷锟斤拷些锟斤拷
conda list
//锟介看锟斤拷前锟斤拷锟斤拷锟斤拷些锟斤拷锟解环锟斤拷
conda env list 锟斤拷 conda info -e
//锟斤拷锟斤拷锟铰碉拷前conda
conda update conda
// 使锟斤拷conda锟斤拷装python锟斤拷锟斤拷
conda install xxxx
锟斤拷为锟斤拷之前锟斤拷锟斤拷锟较帮拷装锟侥撅拷锟斤拷3.11.2锟侥版本锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷直锟接硷拷锟斤拷指锟斤拷python锟芥本为3.11.2
conda create -n python3112 python=3.11.2
锟斤拷时锟斤拷锟皆查看window锟斤拷锟斤拷锟斤拷拥锟斤拷锟斤拷些锟斤拷锟解环锟斤拷
conda env list
锟斤拷锟筋环锟斤拷
conda activate python3112
锟阶达拷执锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷要使锟斤拷
conda init
,执锟斤拷锟斤拷虾锟截闭碉拷前shell锟脚憋拷锟斤拷锟筋，锟斤拷锟斤拷锟铰达拷执锟叫硷拷锟筋环锟斤拷锟斤拷锟斤拷锟斤拷
锟剿筹拷锟斤拷锟解环锟斤拷
conda deactivate
注锟解：锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷直锟斤拷锟斤拷CMD锟斤拷使锟矫碉拷锟斤拷锟筋，锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟絞it bash锟斤拷锟斤拷锟斤拷conda锟侥伙拷
echo ". /d/ProgramData/anaconda3/etc/profile.d/conda.sh" >>~/.profile
锟斤拷锟斤拷锟芥换锟斤拷锟皆硷拷锟侥帮拷装目录锟斤拷执锟斤拷锟斤拷锟街拷螅乇锟斤拷锟斤拷畲帮拷冢锟斤拷锟斤拷麓锟揭伙拷锟斤拷碌谋锟斤拷锟斤拷执锟斤拷 conda锟斤拷锟斤拷锟斤拷
conda锟斤拷装锟缴癸拷之锟襟，帮拷装锟斤拷锟斤拷锟斤拷锟斤拷使锟斤拷conda 锟斤拷锟斤拷锟酵诧拷要使锟斤拷pip锟斤拷
锟斤拷始使锟斤拷锟剿硷拷锟斤拷锟絚onda,锟叫撅拷锟斤拷锟斤拷锟斤拷
锟斤拷锟斤拷使锟斤拷 cmd 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 nvidia-smi 锟斤拷锟节碉拷一锟斤拷锟斤拷锟揭边匡拷锟皆匡拷锟斤拷CUDA锟侥版本锟脚ｏ拷锟揭的版本锟斤拷12.3
https://pytorch.org/get-started/locally/
锟斤拷锟斤拷址选锟斤拷一锟斤拷锟饺较匡拷锟斤拷锟侥版本
锟斤拷锟斤拷选锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷为
conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia
锟斤拷锟斤拷锌锟阶★拷目锟斤拷芫锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷耍锟斤拷锟斤拷锟街憋拷拥锟斤拷锟斤拷锟皆达拷锟斤拷锟斤拷锟斤拷匕锟阶� https://download.pytorch.org/whl/torch_stable.html
锟斤拷锟斤拷也锟斤拷要锟斤拷锟斤拷锟斤拷牡却锟接达拷锟斤拷锟轿狿ytorch 锟侥帮拷装锟斤拷锟斤拷锟角诧拷小锟侥★拷
锟斤拷锟揭伙拷锟斤拷锟斤拷锟斤拷锟斤拷done锟斤拷锟斤拷锟斤拷锟阶帮拷晒锟斤拷耍锟饺伙拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟絧ip list锟斤拷锟斤拷钥锟斤拷锟絫orch锟斤拷氐陌锟斤拷锟斤拷锟阶帮拷锟�
CUDA锟斤拷什么锟斤拷CUDA锟斤拷NVIDIA锟狡筹拷锟斤拷一锟街憋拷碳锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟绞癸拷锟紺锟斤拷锟斤拷锟斤拷锟斤拷写锟斤拷锟斤拷NVIDIA锟斤拷图锟轿达拷锟斤拷锟斤拷锟斤拷锟斤拷锟叫的达拷锟诫。通锟斤拷CUDA锟斤拷锟斤拷锟斤拷锟竭匡拷锟皆斤拷GPU锟斤拷锟斤拷通锟矫的诧拷锟叫硷拷锟姐，锟斤拷锟斤拷锟斤拷锟剿硷拷锟斤拷效锟绞★拷
CUDA锟斤拷一锟斤拷锟斤拷要锟截碉拷锟角ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷直锟斤拷使锟斤拷NVIDIA锟斤拷GPU锟斤拷执锟斤拷某些锟斤拷锟斤拷锟杰硷拷锟酵碉拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷为GPU锟节诧拷锟斤拷锟斤拷锟洁并锟叫达拷锟斤拷锟斤拷元锟斤拷锟斤拷锟斤拷同时执锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷瘢佣锟斤拷锟斤拷锟斤拷锟斤拷思锟斤拷锟斤拷俣取锟�
锟斤拷锟解，CUDA锟斤拷锟结供锟斤拷一锟斤拷锟斤拷锟斤拷锟侥匡拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟杰凤拷锟斤拷锟斤拷锟斤拷使锟矫匡拷锟斤拷锟竭匡拷锟皆革拷锟斤拷锟斤拷乜锟斤拷锟斤拷锟斤拷呕锟紺UDA锟斤拷锟斤拷
锟斤拷锟斤拷锟斤拷直锟斤拷锟斤拷证CUDA锟角凤拷锟斤拷茫锟街憋拷蛹锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟� python
import torch
torch.cuda.is_available()
锟斤拷锟斤拷锟斤拷为true锟斤拷锟斤拷锟斤拷锟斤拷锟绞癸拷锟紾PU锟皆匡拷锟斤拷
import whisper
from whisper.utils import get_writer
import os
import time
import torch
import os #锟斤拷锟斤拷OS
from faster_whisper import WhisperModel
import whisperx
import gc
def whisperx_test():
device = "cpu"
model_size = "large-v3"
audio_file = "test.mp4"
batch_size = 16
compute_type = "int8"
# widnow CPU
model = whisperx.load_model("large-v3", device, compute_type=compute_type)
# window GPU
# model = whisperx.load_model("large-v3", "cuda", compute_type="float16")
audio = whisperx.load_audio(audio_file)
result = model.transcribe(audio, batch_size=batch_size)
print(result["segments"])
def faster_whisper_test():
model_size = "large-v3"
## window cpu
model = WhisperModel(model_size, device="cpu", compute_type="int8", cpu_threads=16)
# window gpu
# model = WhisperModel(model_size, device="cuda", compute_type="float16")
segments, info = model.transcribe("test.mp4", beam_size = 5)
print("Detected language '%s' with probability %f" % (info.language, info.language_probability))
for segment in segments:
print("[%.2fs -> %.2fs] %s" % (segment.start, segment.end, segment.text))
def whisper_test():
os.environ['KMP_DUPLICATE_LIB_OK'] = 'TRUE'
filename = "test.mp4"
## window GPU cuda
## window CPU cpu
## mac CPU cpu
## mac GPU
model = whisper.load_model("large-v3",device="cuda")
result = model.transcribe(audio=filename, fp16 =False)
output_directory = "."
word_options = {
"highlight_words": True,
"max_line_count": 50,
"max_line_width": 3
}
srt_writer = get_writer("srt", output_directory)
srt_writer(result, filename, word_options)
if __name__ == "__main__":
# print(torch.cuda.is_available())
start_time = time.time() # 锟斤拷始时锟斤拷
print("start time:", start_time)
# whisper_test()
# faster_whisper_test()
whisperx_test()
end_time = time.time() # 锟斤拷锟斤拷时锟斤拷
print("Execution time: ", end_time - start_time, "seconds")
锟斤拷锟斤拷锟斤拷源锟斤拷目锟侥碉拷址锟街憋拷锟角ｏ拷
锟斤拷锟捷达拷锟斤拷要锟斤拷锟叫帮拷装锟斤拷锟斤拷,也锟斤拷锟揭达拷锟斤拷锟斤拷锟斤拷源锟斤拷目锟斤拷readme锟叫匡拷锟斤拷锟揭碉拷锟斤拷装锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷
// 锟斤拷装openai-whisper
pip install -U openai-whisper --user
//锟斤拷锟斤拷
pip install --upgrade --no-deps --force-reinstall git+https://github.com/openai/whisper.git
// 锟斤拷装faster-whisper
pip install faster-whisper
//锟斤拷锟斤拷
pip install git+https://github.com/openai/whisper.git
//锟斤拷装whisperx
pip install git+https://github.com/m-bain/whisperx.git
//锟斤拷锟斤拷锟斤拷泻螅锟斤拷锟絝fmpeg not found
要锟角得帮拷装一锟斤拷ffmpeg
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准锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷
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python main.py
锟斤拷锟斤拷锟斤拷锟饺革拷锟斤拷锟揭的碉拷锟斤拷锟斤拷锟矫ｏ拷锟斤拷实锟角比斤拷一锟斤拷锟�
没锟斤拷锟叫诧拷锟皆碉拷时锟斤拷GPU锟斤拷占锟斤拷锟斤拷实锟斤拷锟劫的ｏ拷锟斤拷锟揭伙拷锟斤拷锟斤拷锟斤拷锟紾PU锟斤拷锟皆就匡拷锟皆匡拷锟斤拷锟斤拷图锟斤拷示锟斤拷GPU锟节达拷占锟斤拷
锟斤拷锟斤拷锟斤拷GPU锟斤拷锟叫碉拷锟斤拷锟斤拷拢锟斤拷也锟斤拷锟斤拷锟斤拷锟斤拷锟�
window-whisper-GPU:锟斤拷锟斤拷平锟斤拷150锟斤拷
同锟斤拷锟斤拷锟斤拷使锟斤拷CPU锟斤拷锟斤拷锟斤拷拢锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟�
锟斤拷锟斤拷锟斤拷锟斤拷锟紾PU锟皆匡拷锟斤拷锟角非筹拷一锟斤拷模锟斤拷锟饺幻伙拷锟紺PU锟侥匡拷
window-whisper-CPU:锟斤拷锟斤拷平锟斤拷100锟斤拷
同锟斤拷锟斤拷锟斤拷锟轿斤拷锟叫诧拷锟皆达拷锟斤拷也锟斤拷锟斤拷50锟斤拷锟斤拷锟揭ｏ拷锟斤拷GPU锟斤拷锟斤拷锟斤拷拢锟斤拷诖锟秸硷拷镁锟饺伙拷锟絯hisper锟斤拷锟斤拷锟剿斤拷一锟诫，锟窖碉拷锟劫讹拷也锟斤拷锟斤拷锟斤拷一锟斤拷锟斤拷
window-faster-whisper-GPU: 锟斤拷锟斤拷平锟斤拷50锟斤拷锟斤拷锟斤拷
没锟诫到锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷俣龋锟斤拷锟斤拷也锟街挂伙拷耄拷娌伙拷锟�
同锟斤拷锟斤拷CPU锟接斤拷100%锟剿ｏ拷锟斤拷锟斤拷锟节达拷锟斤拷锟斤拷原锟斤拷锟斤拷锟剿差不锟斤拷一锟斤拷
window-faster-whisper-CPU: 锟斤拷锟斤拷平锟斤拷50锟斤拷锟斤拷锟斤拷
GPU 锟斤拷锟斤拷锟斤拷锟斤拷
window-whisperX-GPU: 锟斤拷锟斤拷平锟斤拷36锟斤拷锟斤拷锟斤拷
CPU 锟斤拷锟斤拷锟斤拷锟斤拷
window-faster-whisperX-CPU: 锟斤拷锟斤拷平锟斤拷43锟斤拷锟斤拷锟斤拷
没锟诫到锟斤拷锟斤拷whisperx锟斤拷faster-whisper锟侥伙拷锟斤拷锟较伙拷锟斤拷锟斤拷锟斤拷
锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟絤ac锟较诧拷锟皆ｏ拷锟斤拷锟街筹拷锟斤拷openai锟斤拷whisper锟斤拷锟斤拷CPU锟斤拷锟斤拷锟叫ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟解，锟斤拷锟斤拷也锟斤拷锟斤拷锟皆硷拷锟斤拷锟斤拷锟斤拷锟�
mac-openai-whisper-CPU:锟斤拷锟斤拷50锟斤拷锟斤拷锟斤拷
锟斤拷锟斤拷锟斤拷Mac M1 Pro锟斤拷锟斤拷锟侥诧拷锟斤拷
锟斤拷只锟角斤拷锟叫简单的诧拷锟斤拷锟斤拷锟斤拷一锟斤拷锟皆比★拷mac锟斤拷CPU锟斤拷锟角非筹拷强锟斤拷模锟斤拷锟饺伙拷思鄹锟揭诧拷锟斤拷锟斤拷锟斤拷锟斤拷铩�
锟斤拷锟斤拷锟斤拷锟斤拷缘锟绞憋拷锟揭裁伙拷薪锟斤拷泄锟斤拷锟侥诧拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷时锟斤拷幕锟斤拷锟斤拷越锟斤拷斜锟斤拷锟� int8锟斤拷float16锟斤拷float32锟饺碉拷锟斤拷锟斤拷锟侥讹拷锟斤拷锟斤拷锟斤拷锟斤拷荨锟�
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全锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷ERA5锟斤拷锟斤拷锟截凤拷锟斤拷
锟侥讹拷锟斤拷锟斤拷学习锟斤拷锟斤拷锟斤拷锟界构锟斤拷锟斤拷锟铰ｏ拷
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锟侥讹拷锟斤拷锟斤拷NEXT元锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟窖匡拷锟斤拷锟较硷拷锟斤拷品
锟侥讹拷锟结巢锟斤拷锟叫★拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟狡硷拷锟截闭凤拷锟斤拷
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锟侥讹拷5. Spring Cloud OpenFeign 锟斤拷锟斤拷式 WebService 锟酵伙拷锟剿的筹拷锟斤拷细使锟斤拷
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锟侥讹拷Win11锟绞记憋拷锟斤拷锟皆讹拷锟斤拷锟斤拷应锟矫碉拷锟斤拷色锟斤拷锟斤拷示锟斤拷锟斤拷
锟侥讹拷
锟斤拷锟节猴拷锟斤拷锟斤拷锟斤拷系锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟�锟斤拷锟斤拷站锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟狡硷拷锟斤拷锟斤拷
频锟斤拷 锟斤拷锟斤拷频锟斤拷锟斤拷锟斤拷锟斤拷专锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷卓锟斤拷锟斤拷锟�锟斤拷app锟斤拷锟斤拷
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锟斤拷锟斤拷 锟斤拷锟斤拷色锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 锟斤拷锟斤拷锟�锟斤拷锟斤拷战锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷
扫锟斤拷维锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟街伙拷锟芥本锟斤拷
扫锟斤拷维锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷微锟脚癸拷锟节号ｏ拷
锟斤拷站锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟较达拷锟斤拷锟斤拷锟斤拷锟街凤拷锟斤拷陌锟饺拷锟斤拷敕拷始锟�[email protected]
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