ubuntu 安装 towhee
安装Towhee
pip3 install towhee
如果你想在 towhee 中安装模型
pip3 install towhee.models
打开python终端
python3
引入towhee
数据转换是 Towhee 的核心；管道只是在有向无环图中连接在一起的一系列转换。所有预构建的 Towhee 管道都有代表当前任务的名称。
from towhee import AutoPipes
声明一个 sentence_embedding 的管道
p = AutoPipes.pipeline('sentence_embedding')
运行管道，获取向量值
output = p('Hello World.').get()
打印向量值
print(output)
完整例子
sunyuhua@sunyuhua-HKF-WXX:~$ python3
Python 3.10.12 (main, Jun 11 2023, 05:26:28) [GCC 11.4.0] on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> from towhee import AutoPipes
>>> p= AutoPipes.pipeline('sentence_embedding')
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Downloading https://towhee.io/sentence-embedding/transformers/resolve/bran
Defaulting to user installation because normal site-packages is not writeable
Requirement already satisfied: numpy in ./.local/lib/python3.10/site-packages (from -r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 1)) (1.26.2)
Collecting transformersDownloading transformers-4.35.2-py3-none-any.whl (7.9 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 7.9/7.9 MB 3.9 MB/s eta 0:00:00
Collecting sentencepieceDownloading sentencepiece-0.1.99-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.3/1.3 MB 11.5 MB/s eta 0:00:00
Requirement already satisfied: protobuf in ./.local/lib/python3.10/site-packages (from -r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 4)) (4.25.0)
Requirement already satisfied: towhee in ./.local/lib/python3.10/site-packages (from -r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (1.1.2)
Collecting torchDownloading torch-2.1.1-cp310-cp310-manylinux1_x86_64.whl (670.2 MB)━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━ 490.6/670.2 MB 7.2 MB/s eta 0:00:25 ━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━ 493.0/670.2 MB 7.3 MB/s eta 0:00:25 ━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━ 493.0/670.2 MB 7.3 MB/s eta 0:00:25 ━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━ 493.0/670.2 MB 7.3 MB/s eta 0:00:25 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 670.2/670.2 MB 4.3 MB/s eta 0:00:00
Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 2)) (23.2)
Collecting safetensors>=0.3.1Downloading safetensors-0.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.3/1.3 MB 12.3 MB/s eta 0:00:00
Requirement already satisfied: pyyaml>=5.1 in /usr/lib/python3/dist-packages (from transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 2)) (5.4.1)
Requirement already satisfied: tqdm>=4.27 in ./.local/lib/python3.10/site-packages (from transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 2)) (4.66.1)
Collecting regex!=2019.12.17Downloading regex-2023.10.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (773 kB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 773.9/773.9 KB 29.4 MB/s eta 0:00:00
Collecting filelockDownloading filelock-3.13.1-py3-none-any.whl (11 kB)
Requirement already satisfied: requests in /usr/lib/python3/dist-packages (from transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 2)) (2.25.1)
Collecting tokenizers<0.19,>=0.14Downloading tokenizers-0.15.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.8 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.8/3.8 MB 7.9 MB/s eta 0:00:00
Collecting huggingface-hub<1.0,>=0.16.4Downloading huggingface_hub-0.19.4-py3-none-any.whl (311 kB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 311.7/311.7 KB 136.8 MB/s eta 0:00:00
Requirement already satisfied: tenacity in ./.local/lib/python3.10/site-packages (from towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (8.2.3)
Requirement already satisfied: twine in ./.local/lib/python3.10/site-packages (from towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (4.0.2)
Requirement already satisfied: pydantic<2 in ./.local/lib/python3.10/site-packages (from towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (1.10.13)
Requirement already satisfied: tabulate in ./.local/lib/python3.10/site-packages (from towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (0.9.0)
Requirement already satisfied: typing-extensions in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 7)) (4.8.0)
Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 7)) (3.1.2)
Collecting fsspecDownloading fsspec-2023.10.0-py3-none-any.whl (166 kB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 166.4/166.4 KB 11.7 MB/s eta 0:00:00
Collecting nvidia-cuda-cupti-cu12==12.1.105Downloading nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (14.1 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 14.1/14.1 MB 6.8 MB/s eta 0:00:00
WARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError("HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)")': /simple/nvidia-nccl-cu12/
Collecting nvidia-nccl-cu12==2.18.1Downloading nvidia_nccl_cu12-2.18.1-py3-none-manylinux1_x86_64.whl (209.8 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 209.8/209.8 MB 4.8 MB/s eta 0:00:00
Collecting nvidia-nvtx-cu12==12.1.105Downloading nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (99 kB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 99.1/99.1 KB 7.8 MB/s eta 0:00:00
Collecting nvidia-curand-cu12==10.3.2.106Downloading nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl (56.5 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 56.5/56.5 MB 7.1 MB/s eta 0:00:00
Collecting nvidia-cudnn-cu12==8.9.2.26Downloading nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl (731.7 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 731.7/731.7 MB 3.0 MB/s eta 0:00:00
Collecting nvidia-cusolver-cu12==11.4.5.107Downloading nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl (124.2 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 124.2/124.2 MB 5.6 MB/s eta 0:00:00
Collecting nvidia-cufft-cu12==11.0.2.54Downloading nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl (121.6 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 121.6/121.6 MB 5.1 MB/s eta 0:00:00
Collecting nvidia-cuda-nvrtc-cu12==12.1.105Downloading nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (23.7 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 23.7/23.7 MB 5.7 MB/s eta 0:00:00
Collecting nvidia-cublas-cu12==12.1.3.1Downloading nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl (410.6 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 410.6/410.6 MB 4.9 MB/s eta 0:00:00
Collecting nvidia-cusparse-cu12==12.1.0.106Downloading nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl (196.0 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 196.0/196.0 MB 6.4 MB/s eta 0:00:00
Collecting triton==2.1.0Downloading triton-2.1.0-0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (89.2 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 89.2/89.2 MB 5.3 MB/s eta 0:00:00
Collecting sympyDownloading sympy-1.12-py3-none-any.whl (5.7 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 5.7/5.7 MB 3.3 MB/s eta 0:00:00
Collecting nvidia-cuda-runtime-cu12==12.1.105Downloading nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (823 kB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 823.6/823.6 KB 6.8 MB/s eta 0:00:00
Collecting networkxDownloading networkx-3.2.1-py3-none-any.whl (1.6 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.6/1.6 MB 6.5 MB/s eta 0:00:00
Collecting nvidia-nvjitlink-cu12Downloading nvidia_nvjitlink_cu12-12.3.101-py3-none-manylinux1_x86_64.whl (20.5 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 20.5/20.5 MB 8.4 MB/s eta 0:00:00
Requirement already satisfied: MarkupSafe>=2.0 in /usr/lib/python3/dist-packages (from jinja2->torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 7)) (2.0.1)
Collecting mpmath>=0.19Downloading mpmath-1.3.0-py3-none-any.whl (536 kB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 536.2/536.2 KB 2.1 MB/s eta 0:00:00
Requirement already satisfied: urllib3>=1.26.0 in /usr/lib/python3/dist-packages (from twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (1.26.5)
Requirement already satisfied: readme-renderer>=35.0 in ./.local/lib/python3.10/site-packages (from twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (42.0)
Requirement already satisfied: importlib-metadata>=3.6 in /usr/lib/python3/dist-packages (from twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (4.6.4)
Requirement already satisfied: requests-toolbelt!=0.9.0,>=0.8.0 in /usr/lib/python3/dist-packages (from twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (0.9.1)
Requirement already satisfied: rfc3986>=1.4.0 in ./.local/lib/python3.10/site-packages (from twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (2.0.0)
Requirement already satisfied: pkginfo>=1.8.1 in ./.local/lib/python3.10/site-packages (from twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (1.9.6)
Requirement already satisfied: rich>=12.0.0 in ./.local/lib/python3.10/site-packages (from twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (13.7.0)
Requirement already satisfied: keyring>=15.1 in /usr/lib/python3/dist-packages (from twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (23.5.0)
Requirement already satisfied: docutils>=0.13.1 in ./.local/lib/python3.10/site-packages (from readme-renderer>=35.0->twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (0.20.1)
Requirement already satisfied: nh3>=0.2.14 in ./.local/lib/python3.10/site-packages (from readme-renderer>=35.0->twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (0.2.14)
Requirement already satisfied: Pygments>=2.5.1 in ./.local/lib/python3.10/site-packages (from readme-renderer>=35.0->twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (2.17.2)
Requirement already satisfied: markdown-it-py>=2.2.0 in ./.local/lib/python3.10/site-packages (from rich>=12.0.0->twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (3.0.0)
Requirement already satisfied: mdurl~=0.1 in ./.local/lib/python3.10/site-packages (from markdown-it-py>=2.2.0->rich>=12.0.0->twine->towhee->-r /home/sunyuhua/.towhee/operators/sentence-embedding/transformers/versions/main/requirements.txt (line 6)) (0.1.2)
Installing collected packages: sentencepiece, mpmath, sympy, safetensors, regex, nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, networkx, fsspec, filelock, triton, nvidia-cusparse-cu12, nvidia-cudnn-cu12, huggingface-hub, tokenizers, nvidia-cusolver-cu12, transformers, torch
Successfully installed filelock-3.13.1 fsspec-2023.10.0 huggingface-hub-0.19.4 mpmath-1.3.0 networkx-3.2.1 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.18.1 nvidia-nvjitlink-cu12-12.3.101 nvidia-nvtx-cu12-12.1.105 regex-2023.10.3 safetensors-0.4.0 sentencepiece-0.1.99 sympy-1.12 tokenizers-0.15.0 torch-2.1.1 transformers-4.35.2 triton-2.1.0
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Downloading https://towhee.io/sentence-embedding/sbert/resolve/branch/main
Defaulting to user installation because normal site-packages is not writeable
Collecting sentence_transformersDownloading sentence-transformers-2.2.2.tar.gz (85 kB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 86.0/86.0 KB 165.0 kB/s eta 0:00:00Preparing metadata (setup.py) ... done
Requirement already satisfied: torch in ./.local/lib/python3.10/site-packages (from -r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (2.1.1)
Requirement already satisfied: huggingface-hub>=0.4.0 in ./.local/lib/python3.10/site-packages (from sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (0.19.4)
Collecting nltkDownloading nltk-3.8.1-py3-none-any.whl (1.5 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.5/1.5 MB 2.1 MB/s eta 0:00:00
Requirement already satisfied: numpy in ./.local/lib/python3.10/site-packages (from sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (1.26.2)
Collecting scikit-learnDownloading scikit_learn-1.3.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (10.8 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 10.8/10.8 MB 5.3 MB/s eta 0:00:00
Collecting scipyDownloading scipy-1.11.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (36.4 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 36.4/36.4 MB 5.4 MB/s eta 0:00:00
Requirement already satisfied: sentencepiece in ./.local/lib/python3.10/site-packages (from sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (0.1.99)
Collecting torchvisionDownloading torchvision-0.16.1-cp310-cp310-manylinux1_x86_64.whl (6.8 MB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.8/6.8 MB 10.3 MB/s eta 0:00:00
Requirement already satisfied: tqdm in ./.local/lib/python3.10/site-packages (from sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (4.66.1)
Requirement already satisfied: transformers<5.0.0,>=4.6.0 in ./.local/lib/python3.10/site-packages (from sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (4.35.2)
Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (12.1.105)
Requirement already satisfied: triton==2.1.0 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (2.1.0)
Requirement already satisfied: nvidia-nccl-cu12==2.18.1 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (2.18.1)
Requirement already satisfied: filelock in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (3.13.1)
Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (8.9.2.26)
Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (11.4.5.107)
Requirement already satisfied: typing-extensions in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (4.8.0)
Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (12.1.0.106)
Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (12.1.105)
Requirement already satisfied: fsspec in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (2023.10.0)
Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (12.1.3.1)
Requirement already satisfied: sympy in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (1.12)
Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (3.1.2)
Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (10.3.2.106)
Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (12.1.105)
Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (12.1.105)
Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (11.0.2.54)
Requirement already satisfied: networkx in ./.local/lib/python3.10/site-packages (from torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (3.2.1)
Requirement already satisfied: nvidia-nvjitlink-cu12 in ./.local/lib/python3.10/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (12.3.101)
Requirement already satisfied: requests in /usr/lib/python3/dist-packages (from huggingface-hub>=0.4.0->sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (2.25.1)
Requirement already satisfied: pyyaml>=5.1 in /usr/lib/python3/dist-packages (from huggingface-hub>=0.4.0->sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (5.4.1)
Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.4.0->sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (23.2)
Requirement already satisfied: safetensors>=0.3.1 in ./.local/lib/python3.10/site-packages (from transformers<5.0.0,>=4.6.0->sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (0.4.0)
Requirement already satisfied: regex!=2019.12.17 in ./.local/lib/python3.10/site-packages (from transformers<5.0.0,>=4.6.0->sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (2023.10.3)
Requirement already satisfied: tokenizers<0.19,>=0.14 in ./.local/lib/python3.10/site-packages (from transformers<5.0.0,>=4.6.0->sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (0.15.0)
Requirement already satisfied: MarkupSafe>=2.0 in /usr/lib/python3/dist-packages (from jinja2->torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (2.0.1)
Collecting joblibDownloading joblib-1.3.2-py3-none-any.whl (302 kB)━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 302.2/302.2 KB 3.8 MB/s eta 0:00:00
Requirement already satisfied: click in /usr/lib/python3/dist-packages (from nltk->sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (8.0.3)
Collecting threadpoolctl>=2.0.0Downloading threadpoolctl-3.2.0-py3-none-any.whl (15 kB)
Requirement already satisfied: mpmath>=0.19 in ./.local/lib/python3.10/site-packages (from sympy->torch->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 2)) (1.3.0)
Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/lib/python3/dist-packages (from torchvision->sentence_transformers->-r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (9.0.1)
Building wheels for collected packages: sentence_transformersBuilding wheel for sentence_transformers (setup.py) ... doneCreated wheel for sentence_transformers: filename=sentence_transformers-2.2.2-py3-none-any.whl size=125940 sha256=ca4925acf55f71b2f1604eadef86cf5a46abc1216d0fca835055a1aed0cd607bStored in directory: /home/sunyuhua/.cache/pip/wheels/62/f2/10/1e606fd5f02395388f74e7462910fe851042f97238cbbd902f
Successfully built sentence_transformers
Installing collected packages: threadpoolctl, scipy, joblib, scikit-learn, nltk, torchvision, sentence_transformers
Successfully installed joblib-1.3.2 nltk-3.8.1 scikit-learn-1.3.2 scipy-1.11.4 sentence_transformers-2.2.2 threadpoolctl-3.2.0 torchvision-0.16.1
Defaulting to user installation because normal site-packages is not writeable
Requirement already satisfied: torch in ./.local/lib/python3.10/site-packages (2.1.1)
Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in ./.local/lib/python3.10/site-packages (from torch) (12.1.3.1)
Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in ./.local/lib/python3.10/site-packages (from torch) (12.1.0.106)
Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in ./.local/lib/python3.10/site-packages (from torch) (11.0.2.54)
Requirement already satisfied: networkx in ./.local/lib/python3.10/site-packages (from torch) (3.2.1)
Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in ./.local/lib/python3.10/site-packages (from torch) (12.1.105)
Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in ./.local/lib/python3.10/site-packages (from torch) (11.4.5.107)
Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch) (3.1.2)
Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in ./.local/lib/python3.10/site-packages (from torch) (8.9.2.26)
Requirement already satisfied: triton==2.1.0 in ./.local/lib/python3.10/site-packages (from torch) (2.1.0)
Requirement already satisfied: fsspec in ./.local/lib/python3.10/site-packages (from torch) (2023.10.0)
Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in ./.local/lib/python3.10/site-packages (from torch) (12.1.105)
Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in ./.local/lib/python3.10/site-packages (from torch) (12.1.105)
Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in ./.local/lib/python3.10/site-packages (from torch) (12.1.105)
Requirement already satisfied: filelock in ./.local/lib/python3.10/site-packages (from torch) (3.13.1)
Requirement already satisfied: nvidia-nccl-cu12==2.18.1 in ./.local/lib/python3.10/site-packages (from torch) (2.18.1)
Requirement already satisfied: sympy in ./.local/lib/python3.10/site-packages (from torch) (1.12)
Requirement already satisfied: typing-extensions in ./.local/lib/python3.10/site-packages (from torch) (4.8.0)
Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in ./.local/lib/python3.10/site-packages (from torch) (10.3.2.106)
Requirement already satisfied: nvidia-nvjitlink-cu12 in ./.local/lib/python3.10/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch) (12.3.101)
Requirement already satisfied: MarkupSafe>=2.0 in /usr/lib/python3/dist-packages (from jinja2->torch) (2.0.1)
Requirement already satisfied: mpmath>=0.19 in ./.local/lib/python3.10/site-packages (from sympy->torch) (1.3.0)
config.json: 100%|███████████████████████| 612/612 [00:00<00:00, 4.73MB/s]
pytorch_model.bin: 100%|█████████████| 90.9M/90.9M [00:14<00:00, 6.30MB/s]
tokenizer_config.json: 100%|█████████████| 350/350 [00:00<00:00, 3.82MB/s]
vocab.txt: 100%|████████████████████████| 232k/232k [00:00<00:00, 528kB/s]
tokenizer.json: 100%|██████████████████| 466k/466k [00:00<00:00, 1.90MB/s]
special_tokens_map.json: 100%|████████████| 112/112 [00:00<00:00, 940kB/s]
Downloading https://towhee.io/towhee/np-normalize/resolve/branch/main/np_n
Downloading https://towhee.io/towhee/np-normalize/resolve/branch/main/.git
Downloading https://towhee.io/towhee/np-normalize/resolve/branch/main/__in
Downloading https://towhee.io/towhee/np-normalize/resolve/branch/main/READ
>>> output=p('Helloe world').get()
>>> print(output)
[array([-3.92712355e-02, 4.80684116e-02, 5.95900044e-02, 1.50823481e-02,-3.66780087e-02, -1.32219031e-01, 8.31967071e-02, 5.79769490e-03,-3.96223888e-02, 3.07036918e-02, 2.89014447e-02, -2.16738917e-02,3.96066383e-02, -1.26579404e-03, 6.08291477e-03, -4.24210764e-02,2.01249309e-03, -1.86294317e-02, -1.62907511e-01, -4.34840433e-02,1.62143987e-02, 4.67299707e-02, -1.82608850e-02, 3.45673971e-02,-9.05647129e-02, -3.47076058e-02, 4.95730639e-02, 5.69570959e-02,1.19595500e-02, -4.77556735e-02, 6.35083839e-02, 4.12026607e-02,9.86057967e-02, -1.17613534e-02, -1.07729221e-02, 4.72074673e-02,1.53425299e-02, -1.17951781e-01, -4.07279357e-02, 6.00408837e-02,4.97895367e-02, -6.72062561e-02, -3.99538539e-02, -4.53739874e-02,-2.43957136e-02, 2.54855468e-03, 4.04100493e-03, 9.58379824e-03,8.11471865e-02, -1.00173652e-02, -6.16754815e-02, -9.89144370e-02,-2.37130634e-02, -2.60085985e-02, 8.42589885e-02, 4.11129408e-02,5.48722558e-02, -2.05888506e-02, 5.15442006e-02, -3.72264795e-02,-4.96201962e-02, -1.45055773e-02, 1.67905763e-02, 2.55229399e-02,9.70870554e-02, -5.40696681e-02, -2.54421458e-02, 6.83117732e-02,-6.61522299e-02, -1.06353819e-01, -5.85339628e-02, -2.45088823e-02,-4.09027748e-02, 9.88629311e-02, -4.79994565e-02, 4.11606841e-02,4.14730655e-03, 1.14888959e-02, -1.60149336e-02, 2.26610713e-02,7.61725456e-02, -8.79915208e-02, 3.42002325e-02, 1.09161306e-02,3.01623382e-02, -3.11465468e-03, -6.25403319e-03, 2.49127322e-03,3.04438313e-03, -3.21908891e-02, -1.47315025e-01, -2.32012197e-02,1.22349914e-02, 1.53391052e-03, -6.35076985e-02, -3.18302289e-02,7.32990503e-02, -2.36478075e-02, -1.44521892e-01, 2.07271844e-01,2.32338887e-02, 3.75737511e-02, 3.08225360e-02, 7.39266649e-02,9.03519765e-02, -3.32734111e-04, 6.13446767e-03, 4.76187579e-02,-3.54514234e-02, -2.89245993e-02, -4.97184172e-02, -3.36960480e-02,5.10365963e-02, -2.33562365e-02, 7.00538009e-02, -7.42424130e-02,3.15285102e-03, 2.38933582e-02, -1.42441709e-02, -2.18961053e-02,4.06182632e-02, -3.12631465e-02, 3.18319686e-02, 1.22786863e-02,-2.21013604e-03, 5.66747505e-03, 5.05792238e-02, -2.31724356e-33,6.68374375e-02, -3.98995634e-03, 6.75902739e-02, 1.12693615e-01,2.07344834e-02, 7.34202052e-03, -8.40339512e-02, 1.22713977e-02,5.13319969e-02, -1.83858862e-03, 2.57237088e-02, 1.57117825e-02,-5.18067814e-02, 1.33342287e-02, 3.17621902e-02, 3.17705274e-02,-3.33195925e-02, 4.14141119e-02, -5.28809167e-02, 7.29836375e-02,-6.11906312e-02, -2.84734108e-02, 5.37402518e-02, 8.27277601e-02,9.01935995e-03, 1.64196212e-02, -7.87262339e-03, -9.19852927e-02,6.52198195e-02, -1.98992435e-02, 2.17003450e-02, -3.71806026e-02,-4.97720111e-03, 7.85227050e-04, -1.28043676e-02, -7.72262970e-03,1.32672284e-02, -7.73456842e-02, -7.91700482e-02, 1.83501299e-02,-6.45067394e-02, 3.29789706e-02, 3.88198718e-02, -2.92733163e-02,3.56227010e-02, -1.27962092e-03, -1.20699331e-02, -1.69705541e-03,6.19954355e-02, 6.18568473e-02, -2.14913730e-02, -4.17424273e-03,-7.95829371e-02, 3.25059891e-02, -1.32910050e-02, 2.30285451e-02,3.10850125e-02, 1.81144457e-02, 4.38471399e-02, 4.01889719e-02,3.47480327e-02, 8.48527774e-02, -1.93069465e-02, 8.35231505e-03,-1.39988726e-02, 1.87451276e-03, 4.84388322e-02, 1.38944946e-02,3.68431658e-02, 1.08674085e-02, -2.22682115e-02, 4.39764757e-04,3.23627070e-02, 8.50657970e-02, 3.76857258e-02, 2.93367673e-02,9.69080552e-02, -1.61075462e-02, 2.89528817e-03, -7.89317191e-02,4.19793418e-03, 2.44596731e-02, 4.38375250e-02, -1.74270663e-02,1.10297389e-01, -2.17470769e-02, 6.07274845e-03, -1.01939522e-01,-3.18767466e-02, 1.02431616e-02, -7.55928457e-02, 3.78221534e-02,4.15107310e-02, -5.67039996e-02, -8.73704776e-02, 2.12949526e-33,9.43206400e-02, 3.51214223e-02, -2.58800518e-02, -4.59745042e-02,-3.06473337e-02, -3.45196612e-02, -9.12020802e-02, 1.77316502e-01,-8.39436650e-02, 3.82055007e-02, 4.19548191e-02, -1.00017537e-03,1.71365872e-01, 2.37408411e-02, 4.73533161e-02, -4.89858240e-02,1.14776216e-01, -5.04516484e-03, 8.05438403e-03, -1.89752632e-03,2.64074025e-03, -6.00041449e-02, -4.10351157e-02, 1.08298371e-02,1.99004868e-03, -5.85656380e-03, 1.70178432e-02, 2.50522047e-02,-1.02582149e-01, 3.42398435e-02, 1.41481459e-02, 4.97529991e-02,-1.36443991e-02, 3.12903523e-02, -3.86525653e-02, 4.32265811e-02,-7.38892630e-02, -3.29974294e-02, 6.46605017e-03, -4.97235581e-02,-8.52587074e-02, -1.70856081e-02, -4.53200080e-02, 3.01137529e-02,-9.03768316e-02, 9.18088667e-03, -8.85297209e-02, -4.15285397e-03,-1.46412812e-02, 1.25364168e-02, -5.58873788e-02, -1.99121945e-02,2.51157656e-02, -6.89534470e-02, -5.34452982e-02, -1.93405412e-02,-5.25956489e-02, -1.60101950e-02, -9.05408245e-03, -1.86924785e-02,2.00051982e-02, 3.53172943e-02, 1.29960505e-02, 5.61581664e-02,-3.14091109e-02, -4.12965268e-02, -3.59972827e-02, 9.52887386e-02,3.38107944e-02, -2.46737879e-02, 2.03528395e-03, 1.60372108e-02,-4.13888730e-02, -2.26332899e-02, -1.25040608e-02, 4.21831198e-02,-2.71738470e-02, 2.27758083e-02, 5.38989343e-03, 4.42225067e-03,-3.39115262e-02, 1.52577404e-02, -1.43890744e-02, 1.01844082e-02,8.67430214e-03, 3.09674144e-02, 4.56901155e-02, 4.82268855e-02,-2.44879257e-02, -6.97402954e-02, 1.10555356e-02, 1.04801366e-02,-9.71416198e-03, 3.17044444e-02, -6.23643957e-02, -1.66390350e-08,-3.54752727e-02, 8.04685894e-03, 4.92555264e-04, 5.45148924e-02,-1.90586771e-03, -2.91209714e-03, -2.02808268e-02, -3.85590456e-02,-6.76029846e-02, 5.01464196e-02, 5.67333065e-02, 6.52029663e-02,-7.37550855e-02, 1.76994968e-02, 3.26675288e-02, 6.99705556e-02,-5.81898838e-02, 2.60485820e-02, -3.08649205e-02, 4.14206870e-02,5.91574460e-02, 2.85533424e-02, 1.05210934e-02, -6.14822134e-02,3.10562123e-02, -6.66212216e-02, -2.82393470e-02, 2.47371979e-02,-4.19432595e-02, -7.03336149e-02, 5.54722957e-02, 9.39245895e-02,-3.73507030e-02, 2.35748682e-02, -3.86635289e-02, 2.64607975e-03,-4.07757657e-03, 7.51827285e-02, 3.38469222e-02, -6.91396371e-02,-6.41979128e-02, 7.02679232e-02, 6.19985396e-03, -1.00558341e-01,-3.62053625e-02, 7.05183372e-02, 7.85375684e-02, -4.61720638e-02,-1.17652714e-02, -8.04601014e-02, -6.84763566e-02, 7.15725590e-03,1.00846678e-01, -1.72636192e-02, 7.78734758e-02, 6.90076500e-02,1.13957608e-02, 5.33638336e-02, -9.82133765e-03, 2.31002476e-02,3.17580774e-02, -3.47820967e-02, 5.91505617e-02, -1.53853577e-02],dtype=float32)]
>>> 相关文章：
ubuntu 安装 towhee
安装Towhee pip3 install towhee如果你想在 towhee 中安装模型 pip3 install towhee.models打开python终端 python3引入towhee 数据转换是 Towhee 的核心；管道只是在有向无环图中连接在一起的一系列转换。所有预构建的 Towhee 管道都有代表当前任务的名称。 fr…...
ERP软件对Oracle安全产品的支持
这里的ERP软件仅指SAP ECC和Oracle EBS。 先来看Oracle EBS： EBS的认证查询方式，和数据库认证是一样的。这个体验到时不错。 结果中和安全相关的有： Oracle Database VaultTransparent Data Encryption TDE被支持很容易理解，…...
Linux 基础-常用的命令和搭建 Java 部署环境
文章目录 目录相关查看目录中的内容查看目录当前的完整路径切换目录 文件相关创建文件查看文件内容写文件vim 基础 创建删除创建目录 移动和复制移动(剪切粘贴)复制(复制粘贴) 搭建 Java 部署环境1. 安装 jdk2. 安装 tomcat1). 我们在自己电脑上下好 tomcat2). 从官网下载的 .z…...
c语言总结（解题方法）
项目前期处理： 1.首先需要确定项目的背景知识，即主要的难点知识，如指针，数组，结构体，以检索自己是否对项目所需的背景知识足够了解。 2.确定问题实现方法，即题目本身的实现方法，在c语…...
Webpack的ts的配置详细教程
文章目录 前言ts是什么？基础配置LoaderSource MapsClient types使用第三方类库导入其他资源 后言 前言 hello world欢迎来到前端的新世界 😜当前文章系列专栏：webpack 🐱👓博主在前端领域还有很多知识和技术需要掌握…...
传智杯第五届题解
B.莲子的机械动力学 分析：这题有个小坑，如果是00 0，结果记得要输出0。 得到的教训是，避免前导0出现时，要注意答案为0的情况。否则有可能会没有输出 #include<assert.h> #include<cstdio> #include<…...
Android 通过demo调试节点权限问题
Android 通过demo调试节点权限问题 近来收到客户反馈提到在应用层无法控制节点，于是写了一个简单的demo来验证节点的IO权限，具体调试步骤就是写一个按钮点击事件，当点击按钮时将需要验证的节点写为1（节点默认为1则写为0ÿ…...
邮政快递物流查询，将指定某天签收的单号筛选出来
批量查询邮政快递单号的物流信息，将指定某天签收的单号筛选出来。 所需工具： 一个【快递批量查询高手】软件 邮政快递单号若干 操作步骤： 步骤1：运行【快递批量查询高手】软件，并登录 步骤2：点击主界面左…...
Java 8 lambda的一个编译bug
最近利用github action向Maven中央仓库发布企业微信SDK时会失败，从日志中发现是系统资源耗尽了，日志如下： [INFO] Changes detected - recompiling the module! :dependency [INFO] Compiling 35 source files with javac [debug target 8] …...
无人机覆盖路径规划综述
摘要：覆盖路径规划包括找到覆盖某个目标区域的每个点的路线。近年来，无人机已被应用于涉及地形覆盖的多个应用领域，如监视、智能农业、摄影测量、灾害管理、民事安全和野火跟踪等。本文旨在探索和分析文献中与覆盖路径规划问题中使用的不同方…...
【代码随想录】算法训练计划37
贪心 1、738. 单调递增的数字 题目： 输入: n 10 输出: 9 思路： func monotoneIncreasingDigits(n int) int {// 贪心，利用字符数组s : strconv.Itoa(n)ss : []byte(s)leng : len(ss)if leng < 1 {return n}for i:leng-1; i>0; i-- …...
网络基础_1
目录 网络基础 协议 协议分层 OSI七层模型 网络传输的基本流程 数据包的封装和分用 IP地址和MAC地址 网络基础 网络就是不同的计算机之间可以进行通信，前面我们学了同一台计算机之间通信，其中有进程间通信，前面学过的有管道ÿ…...
机器学习：DBSCAN算法(效果比K-means好)
基本概念 核心对象：以点为圆心半径为r的圆，如果圈里面的样本点大于给定的阈值(minPts)，那么这个点就叫做核心点 直接密度可达：点p在q为圆心的圆内 密度可达： p1与p2直接密度可达，p2与p3直接密度可达&…...
在Spring Boot中隔离@Async异步任务的线程池
在异步任务执行的时候，我们知道其背后都有一个线程池来执行任务，但是为了控制异步任务的并发不影响到应用的正常运作，我们需要对线程池做好相关的配置，以防资源过度使用。这个时候我们就考虑将线程池进行隔离了。 那么我们为啥要…...
FFmpeg架构全面分析
一、简介 它的官网为：https://ffmpeg.org/，由Fabrice Bellard（法国著名程序员Born in 1972）于2000年发起创建的开源项目。该人是个牛人，在很多领域都有很大的贡献。 FFmpeg是多媒体领域的万能工具。只要涉及音视频领…...
OAuth（开放授权）介绍
OAuth（开放授权）是一个开放标准，允许用户授权第三方应用访问他们存储在另一服务提供商上的信息，而无需将用户名和密码直接暴露给第三方应用。这个过程提供了一种安全的授权方式，常用于允许用户让第三方应用访问例如邮箱…...
Online ddl和replace ddl
在这个之前我们先来了解两种文件类型 1. .ibd文件 表数据文件，存储了表的数据和索引信息，从Mysql8开始表定义信息，从.frm文件改为.dcl文件存储，而表数据和索引信息仍然储存在.ibd文件，.idb文件通常在书籍库目录下。 …...
WEB渗透—反序列化（九）
Web渗透—反序列化 课程学习分享（课程非本人制作，仅提供学习分享） 靶场下载地址：GitHub - mcc0624/php_ser_Class: php反序列化靶场课程，基于课程制作的靶场 课程地址：PHP反序列化漏洞学习_哔哩哔_…...
蓝桥杯day02——第三大的数
题目 给你一个非空数组，返回此数组中 第三大的数 。如果不存在，则返回数组中最大的数。 示例 1： 输入：[3, 2, 1] 输出：1 解释：第三大的数是 1 。 示例 2： 输入：[1, 2] 输出&…...
linux shell中set -e命令的作用
set -e 是一个在shell脚本中常用的命令，它的含义是在脚本执行过程中，如果出现任何一个命令的执行结果不是零（即命令执行失败），则立即退出整个脚本。 set -e 的用途是在脚本中进行错误处理和控制流程。通过设置set -e&…...
在鸿蒙HarmonyOS 5中实现抖音风格的点赞功能
下面我将详细介绍如何使用HarmonyOS SDK在HarmonyOS 5中实现类似抖音的点赞功能，包括动画效果、数据同步和交互优化。 1. 基础点赞功能实现 1.1 创建数据模型 // VideoModel.ets export class VideoModel {id: string "";title: string ""…...
shell脚本--常见案例
1、自动备份文件或目录 2、批量重命名文件 3、查找并删除指定名称的文件： 4、批量删除文件 5、查找并替换文件内容 6、批量创建文件 7、创建文件夹并移动文件 8、在文件夹中查找文件...
django filter 统计数量 按属性去重
在Django中，如果你想要根据某个属性对查询集进行去重并统计数量，你可以使用values()方法配合annotate()方法来实现。这里有两种常见的方法来完成这个需求： 方法1：使用annotate()和Count 假设你有一个模型Item，并且你想…...
剑指offer20_链表中环的入口节点
链表中环的入口节点 给定一个链表，若其中包含环，则输出环的入口节点。 若其中不包含环，则输出null。 数据范围 节点 val 值取值范围 [ 1 , 1000 ] [1,1000] [1,1000]。 节点 val 值各不相同。 链表长度 [ 0 , 500 ] [0,500] [0,500]。 …...
全面解析各类VPN技术：GRE、IPsec、L2TP、SSL与MPLS VPN对比
目录 引言 VPN技术概述 GRE VPN 3.1 GRE封装结构 3.2 GRE的应用场景 GRE over IPsec 4.1 GRE over IPsec封装结构 4.2 为什么使用GRE over IPsec？ IPsec VPN 5.1 IPsec传输模式（Transport Mode） 5.2 IPsec隧道模式（Tunne…...
2023赣州旅游投资集团
单选题 1.“不登高山，不知天之高也；不临深溪，不知地之厚也。”这句话说明_____。 A、人的意识具有创造性 B、人的认识是独立于实践之外的 C、实践在认识过程中具有决定作用 D、人的一切知识都是从直接经验中获得的 参考答案: C 本题解…...
服务器--宝塔命令
一、宝塔面板安装命令 ⚠️ 必须使用 root 用户 或 sudo 权限执行！ sudo su - 1. CentOS 系统： yum install -y wget && wget -O install.sh http://download.bt.cn/install/install_6.0.sh && sh install.sh2. Ubuntu / Debian 系统…...
Linux离线（zip方式）安装docker
目录 基础信息操作系统信息docker信息 安装实例安装步骤示例 遇到的问题问题1：修改默认工作路径启动失败问题2 找不到对应组 基础信息 操作系统信息 OS版本：CentOS 7 64位 内核版本：3.10.0 相关命令： uname -rcat /etc/os-rele…...
Java编程之桥接模式
定义 桥接模式（Bridge Pattern）属于结构型设计模式，它的核心意图是将抽象部分与实现部分分离，使它们可以独立地变化。这种模式通过组合关系来替代继承关系，从而降低了抽象和实现这两个可变维度之间的耦合度。 用例子…...
Windows安装Miniconda
一、下载 https://www.anaconda.com/download/success 二、安装 三、配置镜像源 Anaconda/Miniconda pip 配置清华镜像源_anaconda配置清华源-CSDN博客 四、常用操作命令 Anaconda/Miniconda 基本操作命令_miniconda创建环境命令-CSDN博客...