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   -> 人工智能 -> Transformer课程 业务对话机器人Rasa 3.x部署安装初体验 -> 正文阅读

[人工智能]Transformer课程 业务对话机器人Rasa 3.x部署安装初体验

Transformer课程 业务对话机器人Rasa 3.x部署安装

RASA官网

https://rasa.com/
在这里插入图片描述
github链接:
https://github.com/RasaHQ
在这里插入图片描述

Rasa 3.x部署安装

进入Ananconda系统,新建rasa虚拟环境

conda create --name installingrasa python==3.8.8

(base) C:\Users\admin>conda create --name installingrasa python==3.8.8
Collecting package metadata (current_repodata.json): -

集合rasa虚拟环境
conda activate installingrasa

(base) C:\Users\admin>conda activate installingrasa  

安装ujson

(installingrasa) C:\Users\admin> conda install ujson
Collecting package metadata (current_repodata.json): done
Solving environment: done


==> WARNING: A newer version of conda exists. <==
  current version: 4.10.3
  latest version: 4.11.0

Please update conda by running

    $ conda update -n base -c defaults conda

                                                              

安装tensforflow
conda install tensorflow

(installingrasa) C:\Users\admin> conda install tensorflow
Collecting package metadata (current_repodata.json): done
Solving environment: failed with initial frozen solve. Retrying with flexible solve.
Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source.
Collecting package metadata (repodata.json): done
Solving environment: |  
.......
done
#
# To activate this environment, use
#
#     $ conda activate installingrasa
#
# To deactivate an active environment, use
#
#     $ conda deactivate


(base) C:\Users\admin>
(base) C:\Users\admin>conda activate installingrasa

(installingrasa) C:\Users\admin>

(installingrasa) C:\Users\admin> conda install ujson
Collecting package metadata (current_repodata.json): done
Solving environment: done


==> WARNING: A newer version of conda exists. <==
  current version: 4.10.3
  latest version: 4.11.0

Please update conda by running

    $ conda update -n base -c defaults conda



## Package Plan ##

  environment location: e:\anaconda3\envs\installingrasa

  added / updated specs:
    - ujson


The following NEW packages will be INSTALLED:

  ujson              pkgs/main/win-64::ujson-4.0.2-py38hd77b12b_0


Proceed ([y]/n)? y

Preparing transaction: done
Verifying transaction: done
Executing transaction: done

(installingrasa) C:\Users\admin> conda install tensorflow
Collecting package metadata (current_repodata.json): done
Solving environment: failed with initial frozen solve. Retrying with flexible solve.
Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source.
Collecting package metadata (repodata.json): done
Solving environment: done


==> WARNING: A newer version of conda exists. <==
  current version: 4.10.3
  latest version: 4.11.0

Please update conda by running

    $ conda update -n base -c defaults conda



## Package Plan ##

  environment location: e:\anaconda3\envs\installingrasa

  added / updated specs:
    - tensorflow


The following packages will be downloaded:

    package                    |            build
    ---------------------------|-----------------
    _tflow_select-2.3.0        |            eigen           4 KB
    absl-py-0.15.0             |     pyhd3eb1b0_0         103 KB
    aiohttp-3.8.1              |   py38h2bbff1b_0         489 KB
    aiosignal-1.2.0            |     pyhd3eb1b0_0          12 KB
    astor-0.8.1                |   py38haa95532_0          47 KB
    astunparse-1.6.3           |             py_0          17 KB
    async-timeout-4.0.1        |     pyhd3eb1b0_0          10 KB
    blinker-1.4                |   py38haa95532_0          23 KB
    cachetools-4.2.2           |     pyhd3eb1b0_0          13 KB
    cffi-1.15.0                |   py38h2bbff1b_0         223 KB
    charset-normalizer-2.0.4   |     pyhd3eb1b0_0          35 KB
    click-8.0.3                |     pyhd3eb1b0_0          79 KB
    cryptography-3.4.8         |   py38h71e12ea_0         637 KB
    dataclasses-0.8            |     pyh6d0b6a4_7           8 KB
    frozenlist-1.2.0           |   py38h2bbff1b_0          77 KB
    gast-0.4.0                 |     pyhd3eb1b0_0          13 KB
    google-auth-1.33.0         |     pyhd3eb1b0_0          80 KB
    google-auth-oauthlib-0.4.4 |     pyhd3eb1b0_0          18 KB
    google-pasta-0.2.0         |     pyhd3eb1b0_0          46 KB
    grpcio-1.42.0              |   py38hc60d5dd_0         1.9 MB
    idna-3.3                   |     pyhd3eb1b0_0          49 KB
    importlib-metadata-4.8.2   |   py38haa95532_0          40 KB
    intel-openmp-2021.4.0      |    haa95532_3556         2.2 MB
    keras-applications-1.0.8   |             py_1          29 KB
    keras-preprocessing-1.1.2  |     pyhd3eb1b0_0          35 KB
    libprotobuf-3.17.2         |       h23ce68f_1         1.9 MB
    markdown-3.3.4             |   py38haa95532_0         144 KB
    mkl-2021.4.0               |     haa95532_640       114.9 MB
    mkl_fft-1.3.1              |   py38h277e83a_0         139 KB
    multidict-5.1.0            |   py38h2bbff1b_2          61 KB
    numpy-1.21.2               |   py38hfca59bb_0          24 KB
    numpy-base-1.21.2          |   py38h0829f74_0         4.4 MB
    oauthlib-3.1.1             |     pyhd3eb1b0_0          90 KB
    opt_einsum-3.3.0           |     pyhd3eb1b0_1          57 KB
    protobuf-3.17.2            |   py38hd77b12b_0         257 KB
    pyasn1-0.4.8               |     pyhd3eb1b0_0          54 KB
    pyasn1-modules-0.2.8       |             py_0          72 KB
    pycparser-2.21             |     pyhd3eb1b0_0          94 KB
    pyjwt-2.1.0                |   py38haa95532_0          32 KB
    pyopenssl-21.0.0           |     pyhd3eb1b0_1          49 KB
    requests-2.26.0            |     pyhd3eb1b0_0          59 KB
    requests-oauthlib-1.3.0    |             py_0          23 KB
    rsa-4.7.2                  |     pyhd3eb1b0_1          28 KB
    scipy-1.7.1                |   py38hbe87c03_2        13.8 MB
    tensorboard-2.4.0          |     pyhc547734_0         8.8 MB
    tensorboard-plugin-wit-1.6.0|             py_0         630 KB
    tensorflow-2.3.0           |mkl_py38h8c0d9a2_0           6 KB
    tensorflow-base-2.3.0      |eigen_py38h75a453f_0        49.5 MB
    tensorflow-estimator-2.6.0 |     pyh7b7c402_0         267 KB
    termcolor-1.1.0            |   py38haa95532_1           9 KB
    typing-extensions-3.10.0.2 |       hd3eb1b0_0          12 KB
    typing_extensions-3.10.0.2 |     pyh06a4308_0          31 KB
    urllib3-1.26.7             |     pyhd3eb1b0_0         111 KB
    werkzeug-2.0.2             |     pyhd3eb1b0_0         224 KB
    wrapt-1.13.3               |   py38h2bbff1b_2          50 KB
    yarl-1.6.3                 |   py38h2bbff1b_0         153 KB
    zipp-3.6.0                 |     pyhd3eb1b0_0          17 KB
    zlib-1.2.11                |       h8cc25b3_4         112 KB
    ------------------------------------------------------------
                                           Total:       202.0 MB

The following NEW packages will be INSTALLED:

  _tflow_select      pkgs/main/win-64::_tflow_select-2.3.0-eigen
  absl-py            pkgs/main/noarch::absl-py-0.15.0-pyhd3eb1b0_0
  aiohttp            pkgs/main/win-64::aiohttp-3.8.1-py38h2bbff1b_0
  aiosignal          pkgs/main/noarch::aiosignal-1.2.0-pyhd3eb1b0_0
  astor              pkgs/main/win-64::astor-0.8.1-py38haa95532_0
  astunparse         pkgs/main/noarch::astunparse-1.6.3-py_0
  async-timeout      pkgs/main/noarch::async-timeout-4.0.1-pyhd3eb1b0_0
  attrs              pkgs/main/noarch::attrs-21.2.0-pyhd3eb1b0_0
  blas               pkgs/main/win-64::blas-1.0-mkl
  blinker            pkgs/main/win-64::blinker-1.4-py38haa95532_0
  brotlipy           pkgs/main/win-64::brotlipy-0.7.0-py38h2bbff1b_1003
  cachetools         pkgs/main/noarch::cachetools-4.2.2-pyhd3eb1b0_0
  cffi               pkgs/main/win-64::cffi-1.15.0-py38h2bbff1b_0
  charset-normalizer pkgs/main/noarch::charset-normalizer-2.0.4-pyhd3eb1b0_0
  click              pkgs/main/noarch::click-8.0.3-pyhd3eb1b0_0
  cryptography       pkgs/main/win-64::cryptography-3.4.8-py38h71e12ea_0
  dataclasses        pkgs/main/noarch::dataclasses-0.8-pyh6d0b6a4_7
  frozenlist         pkgs/main/win-64::frozenlist-1.2.0-py38h2bbff1b_0
  gast               pkgs/main/noarch::gast-0.4.0-pyhd3eb1b0_0
  google-auth        pkgs/main/noarch::google-auth-1.33.0-pyhd3eb1b0_0
  google-auth-oauth~ pkgs/main/noarch::google-auth-oauthlib-0.4.4-pyhd3eb1b0_0
  google-pasta       pkgs/main/noarch::google-pasta-0.2.0-pyhd3eb1b0_0
  grpcio             pkgs/main/win-64::grpcio-1.42.0-py38hc60d5dd_0
  h5py               pkgs/main/win-64::h5py-2.10.0-py38h5e291fa_0
  hdf5               pkgs/main/win-64::hdf5-1.10.4-h7ebc959_0
  icc_rt             pkgs/main/win-64::icc_rt-2019.0.0-h0cc432a_1
  idna               pkgs/main/noarch::idna-3.3-pyhd3eb1b0_0
  importlib-metadata pkgs/main/win-64::importlib-metadata-4.8.2-py38haa95532_0
  intel-openmp       pkgs/main/win-64::intel-openmp-2021.4.0-haa95532_3556
  keras-applications pkgs/main/noarch::keras-applications-1.0.8-py_1
  keras-preprocessi~ pkgs/main/noarch::keras-preprocessing-1.1.2-pyhd3eb1b0_0
  libprotobuf        pkgs/main/win-64::libprotobuf-3.17.2-h23ce68f_1
  markdown           pkgs/main/win-64::markdown-3.3.4-py38haa95532_0
  mkl                pkgs/main/win-64::mkl-2021.4.0-haa95532_640
  mkl-service        pkgs/main/win-64::mkl-service-2.4.0-py38h2bbff1b_0
  mkl_fft            pkgs/main/win-64::mkl_fft-1.3.1-py38h277e83a_0
  mkl_random         pkgs/main/win-64::mkl_random-1.2.2-py38hf11a4ad_0
  multidict          pkgs/main/win-64::multidict-5.1.0-py38h2bbff1b_2
  numpy              pkgs/main/win-64::numpy-1.21.2-py38hfca59bb_0
  numpy-base         pkgs/main/win-64::numpy-base-1.21.2-py38h0829f74_0
  oauthlib           pkgs/main/noarch::oauthlib-3.1.1-pyhd3eb1b0_0
  opt_einsum         pkgs/main/noarch::opt_einsum-3.3.0-pyhd3eb1b0_1
  protobuf           pkgs/main/win-64::protobuf-3.17.2-py38hd77b12b_0
  pyasn1             pkgs/main/noarch::pyasn1-0.4.8-pyhd3eb1b0_0
  pyasn1-modules     pkgs/main/noarch::pyasn1-modules-0.2.8-py_0
  pycparser          pkgs/main/noarch::pycparser-2.21-pyhd3eb1b0_0
  pyjwt              pkgs/main/win-64::pyjwt-2.1.0-py38haa95532_0
  pyopenssl          pkgs/main/noarch::pyopenssl-21.0.0-pyhd3eb1b0_1
  pyreadline         pkgs/main/win-64::pyreadline-2.1-py38_1
  pysocks            pkgs/main/win-64::pysocks-1.7.1-py38haa95532_0
  requests           pkgs/main/noarch::requests-2.26.0-pyhd3eb1b0_0
  requests-oauthlib  pkgs/main/noarch::requests-oauthlib-1.3.0-py_0
  rsa                pkgs/main/noarch::rsa-4.7.2-pyhd3eb1b0_1
  scipy              pkgs/main/win-64::scipy-1.7.1-py38hbe87c03_2
  six                pkgs/main/noarch::six-1.16.0-pyhd3eb1b0_0
  tensorboard        pkgs/main/noarch::tensorboard-2.4.0-pyhc547734_0
  tensorboard-plugi~ pkgs/main/noarch::tensorboard-plugin-wit-1.6.0-py_0
  tensorflow         pkgs/main/win-64::tensorflow-2.3.0-mkl_py38h8c0d9a2_0
  tensorflow-base    pkgs/main/win-64::tensorflow-base-2.3.0-eigen_py38h75a453f_0
  tensorflow-estima~ pkgs/main/noarch::tensorflow-estimator-2.6.0-pyh7b7c402_0
  termcolor          pkgs/main/win-64::termcolor-1.1.0-py38haa95532_1
  typing-extensions  pkgs/main/noarch::typing-extensions-3.10.0.2-hd3eb1b0_0
  typing_extensions  pkgs/main/noarch::typing_extensions-3.10.0.2-pyh06a4308_0
  urllib3            pkgs/main/noarch::urllib3-1.26.7-pyhd3eb1b0_0
  werkzeug           pkgs/main/noarch::werkzeug-2.0.2-pyhd3eb1b0_0
  win_inet_pton      pkgs/main/win-64::win_inet_pton-1.1.0-py38haa95532_0
  wrapt              pkgs/main/win-64::wrapt-1.13.3-py38h2bbff1b_2
  yarl               pkgs/main/win-64::yarl-1.6.3-py38h2bbff1b_0
  zipp               pkgs/main/noarch::zipp-3.6.0-pyhd3eb1b0_0
  zlib               pkgs/main/win-64::zlib-1.2.11-h8cc25b3_4


Proceed ([y]/n)?


Downloading and Extracting Packages
pyjwt-2.1.0          | 32 KB     | ############################################################################ | 100%
intel-openmp-2021.4. | 2.2 MB    | ############################################################################ | 100%
absl-py-0.15.0       | 103 KB    | ############################################################################ | 100%
aiohttp-3.8.1        | 489 KB    | ############################################################################ | 100%
typing-extensions-3. | 12 KB     | ############################################################################ | 100%
requests-oauthlib-1. | 23 KB     | ############################################################################ | 100%
typing_extensions-3. | 31 KB     | ############################################################################ | 100%
keras-applications-1 | 29 KB     | ############################################################################ | 100%
gast-0.4.0           | 13 KB     | ############################################################################ | 100%
aiosignal-1.2.0      | 12 KB     | ############################################################################ | 100%
_tflow_select-2.3.0  | 4 KB      | ############################################################################ | 100%
google-auth-oauthlib | 18 KB     | ############################################################################ | 100%
cffi-1.15.0          | 223 KB    | ############################################################################ | 100%
protobuf-3.17.2      | 257 KB    | ############################################################################ | 100%
charset-normalizer-2 | 35 KB     | ############################################################################ | 100%
urllib3-1.26.7       | 111 KB    | ############################################################################ | 100%
numpy-1.21.2         | 24 KB     | ############################################################################ | 100%
tensorflow-estimator | 267 KB    | ############################################################################ | 100%
click-8.0.3          | 79 KB     | ############################################################################ | 100%
wrapt-1.13.3         | 50 KB     | ############################################################################ | 100%
werkzeug-2.0.2       | 224 KB    | ############################################################################ | 100%
scipy-1.7.1          | 13.8 MB   | ############################################################################ | 100%
pycparser-2.21       | 94 KB     | ############################################################################ | 100%
importlib-metadata-4 | 40 KB     | ############################################################################ | 100%
opt_einsum-3.3.0     | 57 KB     | ############################################################################ | 100%
rsa-4.7.2            | 28 KB     | ############################################################################ | 100%
requests-2.26.0      | 59 KB     | ############################################################################ | 100%
google-pasta-0.2.0   | 46 KB     | ############################################################################ | 100%
astor-0.8.1          | 47 KB     | ############################################################################ | 100%
async-timeout-4.0.1  | 10 KB     | ############################################################################ | 100%
tensorboard-plugin-w | 630 KB    | ############################################################################ | 100%
cachetools-4.2.2     | 13 KB     | ############################################################################ | 100%
oauthlib-3.1.1       | 90 KB     | ############################################################################ | 100%
grpcio-1.42.0        | 1.9 MB    | ############################################################################ | 100%
cryptography-3.4.8   | 637 KB    | ############################################################################ | 100%
multidict-5.1.0      | 61 KB     | ############################################################################ | 100%
tensorboard-2.4.0    | 8.8 MB    | ############################################################################ | 100%
zlib-1.2.11          | 112 KB    | ############################################################################ | 100%
libprotobuf-3.17.2   | 1.9 MB    | ############################################################################ | 100%
keras-preprocessing- | 35 KB     | ############################################################################ | 100%
pyopenssl-21.0.0     | 49 KB     | ############################################################################ | 100%
mkl-2021.4.0         | 114.9 MB  | ############################################################################ | 100%
astunparse-1.6.3     | 17 KB     | ############################################################################ | 100%
mkl_fft-1.3.1        | 139 KB    | ############################################################################ | 100%
google-auth-1.33.0   | 80 KB     | ############################################################################ | 100%
pyasn1-0.4.8         | 54 KB     | ############################################################################ | 100%
termcolor-1.1.0      | 9 KB      | ############################################################################ | 100%
tensorflow-2.3.0     | 6 KB      | ############################################################################ | 100%
zipp-3.6.0           | 17 KB     | ############################################################################ | 100%
numpy-base-1.21.2    | 4.4 MB    | ############################################################################ | 100%
blinker-1.4          | 23 KB     | ############################################################################ | 100%
pyasn1-modules-0.2.8 | 72 KB     | ############################################################################ | 100%
tensorflow-base-2.3. | 49.5 MB   | ############################################################################ | 100%
idna-3.3             | 49 KB     | ############################################################################ | 100%
yarl-1.6.3           | 153 KB    | ############################################################################ | 100%
dataclasses-0.8      | 8 KB      | ############################################################################ | 100%
markdown-3.3.4       | 144 KB    | ############################################################################ | 100%
frozenlist-1.2.0     | 77 KB     | ############################################################################ | 100%
Preparing transaction: done
Verifying transaction: done
Executing transaction: / 
 ......

安装rasa

 

(installingrasa) C:\Users\admin>pip install rasa  -i https://pypi.tuna.tsinghua.edu.cn/simple
Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple
Collecting rasa
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/1d/0f/6e08cfbce14f466e1784f867e25a25c09eb261d050a29cf355cf25ea69a2/rasa-3.0.4-py3-none-any.whl (795 kB)
     |████████████████████████████████| 795 kB 1.1 MB/s
Collecting packaging<21.0,>=20.0
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/3e/89/7ea760b4daa42653ece2380531c90f64788d979110a2ab51049d92f408af/packaging-20.9-py2.py3-none-any.whl (40 kB)
     |████████████████████████████████| 40 kB 1.3 MB/s
Collecting twilio<6.51,>=6.26
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/e9/0e/d54630e6daae43dd74d44a94f52d1072b5332c374d699938d7d1db20a54c/twilio-6.50.1.tar.gz (457 kB)
     |████████████████████████████████| 457 kB 1.6 MB/s
Collecting ruamel.yaml<0.17.0,>=0.16.5
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/ed/c3/4c823dac2949a6baf36a4987d04c50d30184147393ba6f4bfb4c67d15a13/ruamel.yaml-0.16.13-py2.py3-none-any.whl (111 kB)
     |████████████████████████████████| 111 kB 3.3 MB/s
Collecting apscheduler<3.8,>=3.6
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/5d/e9/b5e4f7aaea076bbfb241b04824c63cd42fe8029358103c27375e690bddc0/APScheduler-3.7.0-py2.py3-none-any.whl (59 kB)
     |████████████████████████████████| 59 kB 4.1 MB/s
Collecting rasa-sdk<4.0.0,>=3.0.0
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/a0/ba/4e5d36f9839218bdf0f6c65723d0f9860ed601825c948f45c82c5e093fa0/rasa_sdk-3.0.2-py3-none-any.whl (41 kB)
     |████████████████████████████████| 41 kB 14 kB/s
Collecting sanic-jwt<2.0.0,>=1.6.0
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/83/9e/f80c47874efc536ba102741d3989675bef3bdbacc9dd7bc4037d93dd0731/sanic_jwt-1.7.0-py3-none-any.whl (23 kB)
Collecting sklearn-crfsuite<0.4,>=0.3
  Using cached https://pypi.tuna.tsinghua.edu.cn/packages/25/74/5b7befa513482e6dee1f3dd68171a6c9dfc14c0eaa00f885ffeba54fe9b0/sklearn_crfsuite-0.3.6-py2.py3-none-any.whl (12 kB)
Collecting mattermostwrapper<2.3,>=2.2
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/d7/fd/f1ce046ddaeffa5073f87d7800c27ad2c8e543e924a8418675c64aea6a14/mattermostwrapper-2.2.tar.gz (2.5 kB)
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  Created wheel for fire: filename=fire-0.4.0-py2.py3-none-any.whl size=115943 sha256=97e409cf67e705daa6ae9c26014f6a71e2fea9e9a6918588909e697b64534440
  Stored in directory: c:\users\admin\appdata\local\pip\cache\wheels\6a\16\7b\31b9fb3b75fbaf0eab4604ae2c1ccc3934b5c8d58184c9a01d
  Building wheel for future (setup.py) ... done
  Created wheel for future: filename=future-0.18.2-py3-none-any.whl size=491070 sha256=a6ffcaf1c84a640483e6534d16da339c237d65d3d4cd7b121997dcae85241080
  Stored in directory: c:\users\admin\appdata\local\pip\cache\wheels\1b\3e\31\72653079400d50aff1c3492982a6965994629072cad3b97720
Successfully built mattermostwrapper docopt pyTelegramBotAPI randomname clang twilio wrapt fire future
Installing collected packages: idna, chardet, websockets, six, sanic-routing, requests, httptools, aiofiles, sanic, python-dateutil, pyreadline3, jmespath, google-auth, wcwidth, typing-extensions, toolz, tensorboard-data-server, sanic-plugin-toolkit, ruamel.yaml.clib, pytz, pyparsing, pamqp, numpy, locket, humanfriendly, colorama, botocore, async-timeout, absl-py, wrapt, tzlocal, typeguard, tqdm, threadpoolctl, tensorboard, tabulate, sanic-cors, s3transfer, ruamel.yaml, requests-toolbelt, pyyaml, python-engineio, python-crfsuite, pyrsistent, pymongo, prompt-toolkit, pillow, partd, packaging, msgpack, kiwisolver, keras, joblib, h5py, greenlet, future, fsspec, flatbuffers, fire, docopt, dnspython, dm-tree, decorator, cycler, coloredlogs, cloudpickle, clang, bidict, aiormq, aiohttp, webexteamssdk, typing-utils, twilio, terminaltables, tensorflow-probability, tensorflow-hub, tensorflow-addons, tensorflow, tarsafe, SQLAlchemy, slackclient, sklearn-crfsuite, sentry-sdk, scikit-learn, sanic-jwt, rocketchat-API, regex, redis, rasa-sdk, randomname, questionary, python-socketio, pyTelegramBotAPI, pykwalify, pydot, psycopg2-binary, networkx, mattermostwrapper, matplotlib, kafka-python, jsonschema, jsonpickle, fbmessenger, dask, colorhash, colorclass, CacheControl, boto3, async-generator, apscheduler, aio-pika, rasa
  Attempting uninstall: idna
    Found existing installation: idna 3.3
    Uninstalling idna-3.3:
      Successfully uninstalled idna-3.3
  Attempting uninstall: six
    Found existing installation: six 1.16.0
    Uninstalling six-1.16.0:
      Successfully uninstalled six-1.16.0
  Attempting uninstall: requests
    Found existing installation: requests 2.26.0
    Uninstalling requests-2.26.0:
      Successfully uninstalled requests-2.26.0
  Attempting uninstall: google-auth
    Found existing installation: google-auth 1.33.0
    Uninstalling google-auth-1.33.0:
      Successfully uninstalled google-auth-1.33.0
  Attempting uninstall: typing-extensions
    Found existing installation: typing-extensions 3.10.0.2
    Uninstalling typing-extensions-3.10.0.2:
      Successfully uninstalled typing-extensions-3.10.0.2
  Attempting uninstall: numpy
    Found existing installation: numpy 1.21.2
    Uninstalling numpy-1.21.2:
      Successfully uninstalled numpy-1.21.2
  Attempting uninstall: async-timeout
    Found existing installation: async-timeout 4.0.1
    Uninstalling async-timeout-4.0.1:
      Successfully uninstalled async-timeout-4.0.1
  Attempting uninstall: absl-py
    Found existing installation: absl-py 0.15.0
    Uninstalling absl-py-0.15.0:
      Successfully uninstalled absl-py-0.15.0
  Attempting uninstall: wrapt
    Found existing installation: wrapt 1.13.3
    Uninstalling wrapt-1.13.3:
      Successfully uninstalled wrapt-1.13.3
  Attempting uninstall: tensorboard
    Found existing installation: tensorboard 2.4.0
    Uninstalling tensorboard-2.4.0:
      Successfully uninstalled tensorboard-2.4.0
  Attempting uninstall: h5py
    Found existing installation: h5py 2.10.0
    Uninstalling h5py-2.10.0:
      Successfully uninstalled h5py-2.10.0
  Attempting uninstall: aiohttp
    Found existing installation: aiohttp 3.8.1
    Uninstalling aiohttp-3.8.1:
      Successfully uninstalled aiohttp-3.8.1
  Attempting uninstall: tensorflow
    Found existing installation: tensorflow 2.3.0
    Uninstalling tensorflow-2.3.0:
      Successfully uninstalled tensorflow-2.3.0
Successfully installed CacheControl-0.12.10 SQLAlchemy-1.4.29 absl-py-0.13.0 aio-pika-6.8.1 aiofiles-0.8.0 aiohttp-3.7.4 aiormq-3.3.1 apscheduler-3.7.0 async-generator-1.10 async-timeout-3.0.1 bidict-0.21.4 boto3-1.20.26 botocore-1.23.26 chardet-3.0.4 clang-5.0 cloudpickle-1.6.0 colorama-0.4.4 colorclass-2.2.2 coloredlogs-15.0.1 colorhash-1.0.4 cycler-0.11.0 dask-2021.11.2 decorator-5.1.0 dm-tree-0.1.6 dnspython-1.16.0 docopt-0.6.2 fbmessenger-6.0.0 fire-0.4.0 flatbuffers-1.12 fsspec-2021.11.1 future-0.18.2 google-auth-2.3.3 greenlet-1.1.2 h5py-3.1.0 httptools-0.3.0 humanfriendly-10.0 idna-2.10 jmespath-0.10.0 joblib-1.0.1 jsonpickle-2.0.0 jsonschema-3.2.0 kafka-python-2.0.2 keras-2.6.0 kiwisolver-1.3.2 locket-0.2.1 matplotlib-3.3.4 mattermostwrapper-2.2 msgpack-1.0.3 networkx-2.6.3 numpy-1.19.5 packaging-20.9 pamqp-2.3.0 partd-1.2.0 pillow-8.4.0 prompt-toolkit-2.0.10 psycopg2-binary-2.9.2 pyTelegramBotAPI-3.8.3 pydot-1.4.2 pykwalify-1.8.0 pymongo-3.10.1 pyparsing-3.0.6 pyreadline3-3.3 pyrsistent-0.18.0 python-crfsuite-0.9.7 python-dateutil-2.8.2 python-engineio-4.3.0 python-socketio-5.5.0 pytz-2021.3 pyyaml-6.0 questionary-1.10.0 randomname-0.1.5 rasa-3.0.4 rasa-sdk-3.0.2 redis-3.5.3 regex-2021.8.28 requests-2.25.1 requests-toolbelt-0.9.1 rocketchat-API-1.16.0 ruamel.yaml-0.16.13 ruamel.yaml.clib-0.2.6 s3transfer-0.5.0 sanic-21.9.3 sanic-cors-1.0.1 sanic-jwt-1.7.0 sanic-plugin-toolkit-1.2.0 sanic-routing-0.7.2 scikit-learn-0.24.2 sentry-sdk-1.3.1 six-1.15.0 sklearn-crfsuite-0.3.6 slackclient-2.9.3 tabulate-0.8.9 tarsafe-0.0.3 tensorboard-2.7.0 tensorboard-data-server-0.6.1 tensorflow-2.6.1 tensorflow-addons-0.14.0 tensorflow-hub-0.12.0 tensorflow-probability-0.13.0 terminaltables-3.1.10 threadpoolctl-3.0.0 toolz-0.11.2 tqdm-4.62.3 twilio-6.50.1 typeguard-2.13.3 typing-extensions-3.7.4.3 typing-utils-0.1.0 tzlocal-2.1 wcwidth-0.2.5 webexteamssdk-1.6 websockets-10.1 wrapt-1.12.1
 

下载安装visual c++
在这里插入图片描述

RASA 初始化

运行rasa init 命令

 (installingrasa) E:\starspace\my_rasa>rasa init
Welcome to Rasa! 🤖

To get started quickly, an initial project will be created.
If you need some help, check out the documentation at https://rasa.com/docs/rasa.
Now let's start! 👇🏽

? Please enter a path where the project will be created [default: current directory]
Created project directory at 'E:\starspace\my_rasa'.
Finished creating project structure.
? Do you want to train an initial model? 💪🏽 Yes
Training an initial model...
The configuration for pipeline and policies was chosen automatically. It was written into the config file at 'config.yml'.
2021-12-25 22:52:35 INFO     rasa.engine.training.hooks  - Starting to train component 'RegexFeaturizer'.
2021-12-25 22:52:35 INFO     rasa.engine.training.hooks  - Finished training component 'RegexFeaturizer'.
2021-12-25 22:52:36 INFO     rasa.engine.training.hooks  - Starting to train component 'LexicalSyntacticFeaturizer'.
2021-12-25 22:52:36 INFO     rasa.engine.training.hooks  - Finished training component 'LexicalSyntacticFeaturizer'.
2021-12-25 22:52:36 INFO     rasa.engine.training.hooks  - Starting to train component 'CountVectorsFeaturizer'.
2021-12-25 22:52:36 INFO     rasa.nlu.featurizers.sparse_featurizer.count_vectors_featurizer  - 80 vocabulary items were created for text attribute.
2021-12-25 22:52:36 INFO     rasa.engine.training.hooks  - Finished training component 'CountVectorsFeaturizer'.
2021-12-25 22:52:36 INFO     rasa.engine.training.hooks  - Starting to train component 'CountVectorsFeaturizer'.
2021-12-25 22:52:36 INFO     rasa.nlu.featurizers.sparse_featurizer.count_vectors_featurizer  - 697 vocabulary items were created for text attribute.
2021-12-25 22:52:36 INFO     rasa.engine.training.hooks  - Finished training component 'CountVectorsFeaturizer'.
2021-12-25 22:52:36 INFO     rasa.engine.training.hooks  - Starting to train component 'DIETClassifier'.
Epochs:   1%|█▍                                                                                                                                             | 1/100 [00:16<27:41, 16.78s/itEpochs:   1%|█▏                                                                                                                   | 1/100 [00:16<27:41, 16.78s/it, t_loss=5.7, i_acc=0.0547Epochs:   2%|██▎                                                                                                                  | 2/100 [00:16<11:29,  7.03s/it, t_loss=5.7, i_acc=0.054Epochs:   2%|██▎                                                                                                                   | 2/100 [00:16<11:29,  7.03s/it, t_loss=4.8, i_acc=0.13Epochs:   3%|███▌                                                                                                                  | 3/100 [00:17<06:19,  3.92s/it, t_loss=4.8, i_acc=0.1Epochs:   3%|███▌                                                                                                                 | 3/100 [00:17<06:19,  3.92s/it, t_loss=4.09, i_acc=0.6Epochs:   4%|████▋                                                                                                                | 4/100 [00:17<03:55,  2.45s/it, t_loss=4.09, i_acc=0.Epochs:   4%|████▋                                                                                                                | 4/100 [00:17<03:55,  2.45s/it, t_loss=4.73, i_acc=0.Epochs:   5%|█████▊                                                                                                               | 5/100 [00:17<02:38,  1.67s/it, t_loss=4.73, i_acc=0Epochs:   5%|█████▊                                                                                                               | 5/100 [00:17<02:38,  1.67s/it, t_loss=4.61, i_acc=0Epochs:   6%|███████                                                                                                              | 6/100 [00:17<01:50,  1.17s/it, t_loss=4.61, i_acc=Epochs:   6%|███████                                                                                                               | 6/100 [00:17<01:50,  1.17s/it, t_loss=4.1, i_acc=Epochs:   7%|████████▎                                                                                                             | 7/100 [00:18<01:20,  1.16it/s, t_loss=4.1, i_acEpochs:   7%|████████▏                                                                                                            | 7/100 [00:18<01:20,  1.16it/s, t_loss=3.98, i_acEpochs:   8%|█████████▎                                                                                                           | 8/100 [00:18<01:00,  1.52it/s, t_loss=3.98, i_aEpochs:   8%|█████████▎                                                                                                           | 8/100 [00:18<01:00,  1.52it/s, t_loss=3.65, i_aEpochs:   9%|██████████▌                                                                                                          | 9/100 [00:18<00:48,  1.89it/s, t_loss=3.65, i_Epochs:   9%|██████████▌                                                                                                          | 9/100 [00:18<00:48,  1.89it/s, t_loss=3.62, i_Epochs:  10%|███████████▌                                                                                                        | 10/100 [00:18<00:37,  2.37it/s, t_loss=3.62, iEpochs:  10%|███████████▌                                                                                                        | 10/100 [00:18<00:37,  2.37it/s, t_loss=3.45, iEpochs:  11%|████████████▊                                                                                                       | 11/100 [00:18<00:30,  2.89it/s, t_loss=3.45, Epochs:  11%|████████████▊                                                                                                       | 11/100 [00:18<00:30,  2.89it/s, t_loss=3.29, Epochs:  12%|█████████████▉                                                                                                      | 12/100 [00:19<00:25,  3.39it/s, t_loss=3.29,Epochs:  12%|█████████████▉                                                                                                      | 12/100 [00:19<00:25,  3.39it/s, t_loss=3.26,Epochs:  13%|███████████████                                                                                                     | 13/100 [00:19<00:23,  3.76it/s, t_loss=3.26Epochs:  13%|███████████████                                                                                                     | 13/100 [00:19<00:23,  3.76it/s, t_loss=2.96Epochs:  14%|████████████████▏                                                                                                   | 14/100 [00:19<00:20,  4.17it/s, t_loss=2.Epochs:  14%|████████████████▏                                                                                                   | 14/100 [00:19<00:20,  4.17it/s, t_loss=3.Epochs:  15%|█████████████████▍                                                                                                  | 15/100 [00:19<00:18,  4.56it/s, t_loss=3Epochs:  15%|█████████████████▍                                                                                                  | 15/100 [00:19<00:18,  4.56it/s, t_loss=2Epochs:  16%|██████████████████▌                                                                                                 | 16/100 [00:19<00:17,  4.74it/s, t_loss=Epochs:  16%|██████████████████▌                                                                                                 | 16/100 [00:19<00:17,  4.74it/s, t_loss=Epochs:  17%|███████████████████▋                                                                                                | 17/100 [00:20<00:17,  4.86it/s, t_lossEpochs:  17%|███████████████████▋                                                                                                | 17/100 [00:20<00:17,  4.86it/s, t_lossEpochs:  18%|████████████████████▉                                                                                               | 18/100 [00:20<00:16,  4.97it/s, t_losEpochs:  18%|█████████████████████▌                                                                                                  | 18/100 [00:20<00:16,  4.97it/s, Epochs:  19%|██████████████████████▊                                                                                                 | 19/100 [00:20<00:16,  4.97it/s,Epochs:  19%|██████████████████████                                                                                              | 19/100 [00:20<00:16,  4.97it/s, t_loEpochs:  20%|███████████████████████▏                                                                                            | 20/100 [00:20<00:16,  4.93it/s, t_Epochs:  20%|███████████████████████▏                                                                                            | 20/100 [00:20<00:16,  4.93it/s, t_Epochs:  21%|████████████████████████▎                                                                                           | 21/100 [00:20<00:15,  4.98it/s, tEpochs:  21%|████████████████████████▎                                                                                           | 21/100 [00:20<00:15,  4.98it/s, tEpochs:  22%|█████████████████████████▌                                                                                          | 22/100 [00:21<00:16,  4.72it/s, Epochs:  22%|██████████████████████████▍                                                                                             | 22/100 [00:21<00:16,  4.72iEpochs:  23%|███████████████████████████▌                                                                                            | 23/100 [00:21<00:15,  4.94Epochs:  23%|██████████████████████████▋                                                                                         | 23/100 [00:21<00:15,  4.94it/s,Epochs:  24%|███████████████████████████▊                                                                                        | 24/100 [00:21<00:15,  4.94it/sEpochs:  24%|███████████████████████████▊                                                                                        | 24/100 [00:21<00:15,  4.94it/s, t_loss=2.08, i_acc=0.985] 


。。。。。
Epochs:  89%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  90%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  91%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  91%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  92%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  93%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  93%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  94%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  95%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  95%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  96%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  97%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  97%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  98%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  99%|████████████████████████████████████████████████████████████████████████████████████████Epochs:  99%|████████████████████████████████████████████████████████████████████████████████████████Epochs: 100%|████████████████████████████████████████████████████████████████████████████████████████Epochs: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:24<00:00,  4.06it/s, t_loss=0.13, loss=0.0169, acc=1]
2021-12-25 22:59:14 INFO     rasa.engine.training.hooks  - Finished training component 'UnexpecTEDIntentPolicy'.
Your Rasa model is trained and saved at 'models\20211225-225234-merry-confirmation.tar.gz'.
? Do you want to speak to the trained assistant on the command line? 🤖 Yes
........
2021-12-25 22:59:56 INFO     root  - Connecting to channel 'cmdline' which was specified by the '--connector' argument. Any other channels will be ignored. To connect to all given channels, omit the '--connector' argument.
2021-12-25 23:00:00 INFO     root  - Starting Rasa server on http://0.0.0.0:5005
2021-12-25 23:00:03 INFO     rasa.core.processor  - Loading model models\20211225-225234-merry-confirmation.tar.gz...

。。。
2021-12-25 23:00:03 INFO     rasa.core.processor  - Loading model models\20211225-225234-merry-confirmation.tar.gz...
2021-12-25 23:00:38 WARNING  rasa.shared.utils.common  - The UnexpecTED Intent Policy is currently experimental and might change or be removed in the future 🔬 Please share your feedback on it in the forum (https://forum.rasa.com) to help us make this feature ready for production.
2021-12-25 23:01:00 INFO     root  - Rasa server is up and running.
Bot loaded. Type a message and press enter (use '/stop' to exit):
Your input ->hello
Hey! How are you?
Your input ->  Welcome to GavinNLP intelligent dialogue group!
Here is something to cheer you up:
Image: https://i.imgur.com/nGF1K8f.jpg
Did that help you?
Your input ->  yes
Great, carry on!
Your input ->  bye
Bye
Your input ->


                                                                                                                                                                                                 

https://i.imgur.com/nGF1K8f.jpg
在这里插入图片描述

在这里插入图片描述

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