学校网站设计论文,建设网站 软件推荐,甘肃兰州大学,开网店0基础教程安装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#xff1b;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…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
sunyuhuasunyuhua-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 AutoPipesp 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
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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
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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
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Collecting safetensors0.3.1Downloading 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
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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)
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Collecting tokenizers0.19,0.14Downloading 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
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WARNING: Retrying (Retry(total4, connectNone, readNone, redirectNone, statusNone)) after connection broken by ReadTimeoutError(HTTPSConnectionPool(hostpypi.org, port443): Read timed out. (read timeout15)): /simple/nvidia-nccl-cu12/
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Collecting nvidia-cudnn-cu128.9.2.26Downloading 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
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Collecting nvidia-cuda-nvrtc-cu1212.1.105Downloading 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-cu1212.1.3.1Downloading 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-cu1212.1.0.106Downloading 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
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Collecting nvidia-cuda-runtime-cu1212.1.105Downloading 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: MarkupSafe2.0 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 mpmath0.19Downloading 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: urllib31.26.0 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)
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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
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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)
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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
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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
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Requirement already satisfied: nvidia-cufft-cu1211.0.2.54 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-cu1211.4.5.107-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-hub0.4.0-sentence_transformers--r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (2.25.1)
Requirement already satisfied: pyyaml5.1 in /usr/lib/python3/dist-packages (from huggingface-hub0.4.0-sentence_transformers--r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (5.4.1)
Requirement already satisfied: packaging20.9 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub0.4.0-sentence_transformers--r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (23.2)
Requirement already satisfied: safetensors0.3.1 in ./.local/lib/python3.10/site-packages (from transformers5.0.0,4.6.0-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 transformers5.0.0,4.6.0-sentence_transformers--r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (2023.10.3)
Requirement already satisfied: tokenizers0.19,0.14 in ./.local/lib/python3.10/site-packages (from transformers5.0.0,4.6.0-sentence_transformers--r /home/sunyuhua/.towhee/operators/sentence-embedding/sbert/versions/main/requirements.txt (line 1)) (0.15.0)
Requirement already satisfied: MarkupSafe2.0 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 threadpoolctl2.0.0Downloading threadpoolctl-3.2.0-py3-none-any.whl (15 kB)
Requirement already satisfied: mpmath0.19 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: filenamesentence_transformers-2.2.2-py3-none-any.whl size125940 sha256ca4925acf55f71b2f1604eadef86cf5a46abc1216d0fca835055a1aed0cd607bStored 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-cu1212.1.3.1 in ./.local/lib/python3.10/site-packages (from torch) (12.1.3.1)
Requirement already satisfied: nvidia-cusparse-cu1212.1.0.106 in ./.local/lib/python3.10/site-packages (from torch) (12.1.0.106)
Requirement already satisfied: nvidia-cufft-cu1211.0.2.54 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)
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Requirement already satisfied: nvidia-cusolver-cu1211.4.5.107 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)
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Requirement already satisfied: triton2.1.0 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)
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Requirement already satisfied: nvidia-cuda-runtime-cu1212.1.105 in ./.local/lib/python3.10/site-packages (from torch) (12.1.105)
Requirement already satisfied: nvidia-cuda-nvrtc-cu1212.1.105 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)
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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)
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Requirement already satisfied: MarkupSafe2.0 in /usr/lib/python3/dist-packages (from jinja2-torch) (2.0.1)
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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/READoutputp(Helloe world).get()print(output)
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