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# NLPService | ||
Microservice that does word and emoji prediction | ||
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## Installation | ||
Using Anaconda or Miniconda, create an environment with the packages listed in ```environment.yml``` with | ||
``` | ||
conda env create -n nlp-service -f environment.yml | ||
``` | ||
This creates a new conda environment named ```nlp-service```. | ||
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## Usage | ||
Activate the conda environment. | ||
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__Server side__: run ```python main.py``` to start the server. | ||
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__Client side__: connect to the server with SocketIO client and emit "predict" with a word or phrase as an argument to get word predictions. Example for predicting "a": | ||
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``` | ||
from socketIO_client import SocketIO | ||
# The code below is to simulate requests from the client | ||
def callback_func(*args): | ||
print("predictions: ", args) | ||
# server running on localhost:8001 | ||
socket_client = SocketIO("localhost", 8001) | ||
socket_client.connect() | ||
socket_client.emit("predict", "a", callback_func) | ||
socket_client.wait_for_callbacks(seconds=1) | ||
``` | ||
Will print: | ||
``` | ||
predictions: ('and', 'at', 'as') | ||
``` | ||
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This example was taken from ```complete.py```. |
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name: nlp_service | ||
name: mindtype | ||
channels: | ||
- anaconda | ||
- conda-forge | ||
- defaults | ||
dependencies: | ||
- astroid=2.0.4=py35_0 | ||
- ca-certificates=2019.1.23=0 | ||
- certifi=2018.11.29=py36_0 | ||
- openssl=1.1.1=he774522_0 | ||
- pandas=0.24.1=py36ha925a31_0 | ||
- pytz=2018.9=py36_0 | ||
- vc=14.1=h21ff451_3 | ||
- vs2015_runtime=15.5.2=3 | ||
- aiofiles=0.4.0=py_1001 | ||
- cycler=0.10.0=py_1 | ||
- freetype=2.9.1=h5db478b_1005 | ||
- httptools=0.0.11=py36hfa6e2cd_1000 | ||
- jpeg=9c=hfa6e2cd_1001 | ||
- kiwisolver=1.0.1=py36he980bc4_1002 | ||
- libpng=1.6.36=h7602738_1000 | ||
- matplotlib=3.0.2=py36_1002 | ||
- matplotlib-base=3.0.2=py36h3e3dc42_1002 | ||
- mkl_fft=1.0.10=py36hfa6e2cd_1 | ||
- mkl_random=1.0.2=py36h830ac7b_2 | ||
- multidict=4.5.2=py36hfa6e2cd_1000 | ||
- pip=19.0.2=py36_0 | ||
- pyparsing=2.3.1=py_0 | ||
- python=3.6.6=he025d50_0 | ||
- python-dateutil=2.8.0=py_0 | ||
- python-engineio=3.0.0=py_0 | ||
- python-marisa-trie=0.7.4=py36h6538335_1 | ||
- python-socketio=3.1.2=py_0 | ||
- sanic=18.12.0=py36_1000 | ||
- setuptools=40.8.0=py36_0 | ||
- sip=4.19.8=py36h6538335_1000 | ||
- six=1.12.0=py36_1000 | ||
- sqlite=3.26.0=hfa6e2cd_1000 | ||
- tornado=5.1.1=py36hfa6e2cd_1000 | ||
- websockets=5.0.1=py36hfa6e2cd_1000 | ||
- wheel=0.33.1=py36_0 | ||
- wincertstore=0.2=py36_1002 | ||
- zlib=1.2.11=h2fa13f4_1004 | ||
- blas=1.0=mkl | ||
- ca-certificates=2018.03.07=0 | ||
- certifi=2018.8.24=py35_1 | ||
- intel-openmp=2019.0=118 | ||
- isort=4.3.4=py35_0 | ||
- lazy-object-proxy=1.3.1=py35h14c3975_2 | ||
- libedit=3.1.20170329=h6b74fdf_2 | ||
- libffi=3.2.1=hd88cf55_4 | ||
- libgcc-ng=8.2.0=hdf63c60_1 | ||
- libgfortran-ng=7.3.0=hdf63c60_0 | ||
- libstdcxx-ng=8.2.0=hdf63c60_1 | ||
- mccabe=0.6.1=py35_1 | ||
- mkl=2019.0=118 | ||
- mkl_fft=1.0.4=py35h4414c95_1 | ||
- mkl_random=1.0.1=py35h4414c95_1 | ||
- ncurses=6.1=hf484d3e_0 | ||
- numpy=1.15.1=py35h1d66e8a_0 | ||
- numpy-base=1.15.1=py35h81de0dd_0 | ||
- openssl=1.0.2p=h14c3975_0 | ||
- pandas=0.23.4=py35h04863e7_0 | ||
- pip=10.0.1=py35_0 | ||
- pylint=2.1.1=py35_0 | ||
- python=3.5.6=hc3d631a_0 | ||
- python-dateutil=2.7.3=py35_0 | ||
- pytz=2018.5=py35_0 | ||
- readline=7.0=h7b6447c_5 | ||
- setuptools=40.2.0=py35_0 | ||
- six=1.11.0=py35_1 | ||
- sqlite=3.24.0=h84994c4_0 | ||
- tk=8.6.8=hbc83047_0 | ||
- typed-ast=1.1.0=py35h20cf15d_0 | ||
- wheel=0.31.1=py35_0 | ||
- wrapt=1.10.11=py35h14c3975_2 | ||
- xz=5.2.4=h14c3975_4 | ||
- zlib=1.2.11=ha838bed_2 | ||
- icc_rt=2019.0.0=h0cc432a_1 | ||
- icu=58.2=ha66f8fd_1 | ||
- intel-openmp=2019.1=144 | ||
- mkl=2019.1=144 | ||
- numpy=1.15.4=py36h19fb1c0_0 | ||
- numpy-base=1.15.4=py36hc3f5095_0 | ||
- pyqt=5.9.2=py36h6538335_2 | ||
- qt=5.9.7=vc14h73c81de_0 | ||
- scikit-learn=0.20.2=py36h343c172_0 | ||
- scipy=1.2.0=py36h29ff71c_0 | ||
- pip: | ||
- aiofiles==0.4.0 | ||
- chardet==3.0.4 | ||
- cython==0.28.5 | ||
- httptools==0.0.11 | ||
- idna==2.7 | ||
- marisa-trie==0.7.5 | ||
- multidict==4.4.2 | ||
- netifaces==0.10.6 | ||
- python-engineio==2.2.0 | ||
- python-socketio==2.0.0 | ||
- requests==2.19.1 | ||
- sanic==0.8.3 | ||
- idna==2.8 | ||
- joblib==0.13.2 | ||
- marisa-trie==0.7.4 | ||
- mne==0.17.1 | ||
- pylsl==1.13.1 | ||
- pyriemann==0.2.5 | ||
- requests==2.21.0 | ||
- socketio-client==0.7.2 | ||
- ujson==1.35 | ||
- urllib3==1.23 | ||
- uvloop==0.11.2 | ||
- websocket-client==0.53.0 | ||
- websockets==5.0.1 | ||
prefix: /home/igor/anaconda3/envs/nlp_service | ||
- urllib3==1.24.1 | ||
- websocket-client==0.54.0 | ||
prefix: C:\Users\karlc\AppData\Local\conda\conda\envs\mindtype | ||
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