未验证 提交 3cce16d9 编写于 作者: F Felix 提交者: GitHub

Delete build_system.py

上级 9c96aa04
# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import os
import sys
__dir__ = os.path.dirname(os.path.abspath(__file__))
sys.path.append(os.path.abspath(os.path.join(__dir__, '../')))
import copy
import cv2
import numpy as np
from tqdm import tqdm
from python.predict_rec import RecPredictor
from vector_search import Graph_Index
from utils import logger
from utils import config
def split_datafile(data_file, image_root, delimiter="\t"):
'''
data_file: image path and info, which can be splitted by spacer
image_root: image path root
delimiter: delimiter
'''
gallery_images = []
gallery_docs = []
with open(data_file) as f:
lines = f.readlines()
for i, line in enumerate(lines):
line = line.strip().split(delimiter)
image_file = os.path.join(image_root, line[0])
image_doc = line[1]
gallery_images.append(image_file)
gallery_docs.append(image_doc)
return gallery_images, gallery_docs
class SystemBuilder(object):
def __init__(self, config):
self.config = config
self.rec_predictor = RecPredictor(config)
assert 'IndexProcess' in config.keys(), "Index config not found ... "
self.build(config['IndexProcess'])
def build(self, config):
'''
build index from scratch
'''
gallery_images, gallery_docs = split_datafile(config['data_file'],
config['image_root'], config['delimiter'])
# extract gallery features
gallery_features = np.zeros([len(gallery_images),
config['embedding_size']], dtype=np.float32)
for i, image_file in enumerate(tqdm(gallery_images)):
img = cv2.imread(image_file)[:, :, ::-1]
rec_feat = self.rec_predictor.predict(img)
gallery_features[i,:] = rec_feat
# train index
self.Searcher = Graph_Index(dist_type=config['dist_type'])
self.Searcher.build(gallery_vectors=gallery_features, gallery_docs=gallery_docs,
pq_size=config['pq_size'], index_path=config['index_path'])
def main(config):
system_builder = SystemBuilder(config)
return
if __name__ == "__main__":
args = config.parse_args()
config = config.get_config(args.config, overrides=args.override, show=True)
main(config)
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