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本文介绍: 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。

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
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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)
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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)
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Collecting joblib
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Collecting threadpoolctl>=2.0.0
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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_transformers
  Building wheel for sentence_transformers (setup.py) ... done
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  Stored 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)
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Requirement already satisfied: networkx in ./.local/lib/python3.10/site-packages (from torch) (3.2.1)
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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)
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Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in ./.local/lib/python3.10/site-packages (from torch) (12.1.105)
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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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config.json: 100%|███████████████████████| 612/612 [00:00<00:00, 4.73MB/s]
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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/READ
>>> output=p('Helloe world').get()
>>> print(output)
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        3.96066383e-02, -1.26579404e-03,  6.08291477e-03, -4.24210764e-02,
        2.01249309e-03, -1.86294317e-02, -1.62907511e-01, -4.34840433e-02,
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       -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,
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       -5.18067814e-02,  1.33342287e-02,  3.17621902e-02,  3.17705274e-02,
       -3.33195925e-02,  4.14141119e-02, -5.28809167e-02,  7.29836375e-02,
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        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,
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       -5.25956489e-02, -1.60101950e-02, -9.05408245e-03, -1.86924785e-02,
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        3.17580774e-02, -3.47820967e-02,  5.91505617e-02, -1.53853577e-02],
      dtype=float32)]
>>>

原文地址:https://blog.csdn.net/sunyuhua_keyboard/article/details/134551634

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