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albert-vi-as-service: A Fork of bert-as-service to deploy albert_vi

License: MIT License

Python 93.11% Dockerfile 0.09% Shell 0.95% JavaScript 2.45% HTML 2.98% CSS 0.42%

albert bert-as-service natural-language-processing vietnamese-nlp vietnamese-language

albert-vi-as-service's Introduction

Install

Install the server and client via pip. They can be installed separately or even on different machines:

# server
git clone https://github.com/duongkstn/albert-vi-as-service.git
cd albert-vi-as-service/server
pip install albert-vi-serving-server  
python setup.py install

#client
pip install bert-serving-client==1.10.0  # client, independent of `albert-vi-as-service`

Getting Started

1. Download a Pre-trained ALBERT_VI Model

Download a model of albert_vi, remember to download sentence piece model

2. Start the ALBERT_VI service

After installing the server, you should be able to use albert-vi-serving-start CLI as follows:

albert-vi-serving-start -model_dir albert_vi_model/ -spm_model_file albertvi_30k-clean.model -config_name albert_config.json -ckpt_name model.ckpt-1015000

At client side, your code should be similar to original bert-as-service repos

It is noted that you can still use bert-serving-start command independently

albert-vi-as-service's People

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datar-ai aiedward gdh756462786

albert-vi-as-service's Issues

Only one vector was return

Dear author,

Only one vector was return if I use encode instead of multiple vector like other BERT.

For examples.

'''
from bert_serving.client import BertClient

bert_client = BertClient(port=5555, port_out=5556)

text = ["vô cùng đẹp trai", "đẹp trai thi mới có nhiều người yêu"]
x = bert_client.encode(text, show_tokens=False)

print(x.shape)
print(x)

'''

will return

'''
(2, 768)
[[ 0.2791622 0.38170967 -0.4323979 ... 0.5590598 -0.30385852
-0.21244307]
[ 0.2540159 0.1214181 -0.31108022 ... -0.07018693 -0.02891144
0.41919646]]

'''

instead of something like "23768" matrix

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