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server.py
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server.py
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from elasticsearch import Elasticsearch
from flask import Flask, request
from image_match.elasticsearch_driver import SignatureES
from image_match.goldberg import ImageSignature
import json
import os
import sys
# =============================================================================
# Globals
es_url = os.environ['ELASTICSEARCH_URL']
es_index = os.environ['ELASTICSEARCH_INDEX']
es_doc_type = os.environ['ELASTICSEARCH_DOC_TYPE']
all_orientations = os.environ['ALL_ORIENTATIONS']
app = Flask(__name__)
es = Elasticsearch([es_url], verify_certs=True, timeout=60, max_retries=10, retry_on_timeout=True)
ses = SignatureES(es, index=es_index, doc_type=es_doc_type)
gis = ImageSignature()
# Try to create the index and ignore IndexAlreadyExistsException
# if the index already exists
es.indices.create(index=es_index, ignore=400)
# =============================================================================
# Helpers
def ids_with_path(path):
matches = es.search(index=es_index,
_source='_id',
q='path:' + json.dumps(path))
return [m['_id'] for m in matches['hits']['hits']]
def paths_at_location(offset, limit):
search = es.search(index=es_index,
from_=offset,
size=limit,
_source='path')
return [h['_source']['path'] for h in search['hits']['hits']]
def count_images():
return es.count(index=es_index)['count']
def delete_ids(ids):
for i in ids:
es.delete(index=es_index, doc_type=es_doc_type, id=i, ignore=404)
def dist_to_percent(dist):
return (1 - dist) * 100
def get_image(url_field, file_field):
if url_field in request.form:
return request.form[url_field], False
else:
return request.files[file_field].read(), True
# =============================================================================
# Routes
@app.route('/add', methods=['POST'])
def add_handler():
path = request.form['filepath']
try:
metadata = json.loads(request.form['metadata'])
except KeyError:
metadata = None
img, bs = get_image('url', 'image')
old_ids = ids_with_path(path)
ses.add_image(path, img, bytestream=bs, metadata=metadata)
delete_ids(old_ids)
return json.dumps({
'status': 'ok',
'error': [],
'method': 'add',
'result': []
})
@app.route('/delete', methods=['DELETE'])
def delete_handler():
path = request.form['filepath']
ids = ids_with_path(path)
delete_ids(ids)
return json.dumps({
'status': 'ok',
'error': [],
'method': 'delete',
'result': []
})
@app.route('/search', methods=['POST'])
def search_handler():
img, bs = get_image('url', 'image')
ao = request.form.get('all_orientations', all_orientations) == 'true'
matches = ses.search_image(
path=img,
all_orientations=ao,
bytestream=bs)
return json.dumps({
'status': 'ok',
'error': [],
'method': 'search',
'result': [{
'score': dist_to_percent(m['dist']),
'filepath': m['path'],
'metadata': m['metadata']
} for m in matches]
})
@app.route('/compare', methods=['POST'])
def compare_handler():
img1, bs1 = get_image('url1', 'image1')
img2, bs2 = get_image('url2', 'image2')
img1_sig = gis.generate_signature(img1, bytestream=bs1)
img2_sig = gis.generate_signature(img2, bytestream=bs2)
score = dist_to_percent(gis.normalized_distance(img1_sig, img2_sig))
return json.dumps({
'status': 'ok',
'error': [],
'method': 'compare',
'result': [{ 'score': score }]
})
@app.route('/count', methods=['GET', 'POST'])
def count_handler():
count = count_images()
return json.dumps({
'status': 'ok',
'error': [],
'method': 'count',
'result': [count]
})
@app.route('/list', methods=['GET', 'POST'])
def list_handler():
if request.method == 'GET':
offset = max(int(request.args.get('offset', 0)), 0)
limit = max(int(request.args.get('limit', 20)), 0)
else:
offset = max(int(request.form.get('offset', 0)), 0)
limit = max(int(request.form.get('limit', 20)), 0)
paths = paths_at_location(offset, limit)
return json.dumps({
'status': 'ok',
'error': [],
'method': 'list',
'result': paths
})
@app.route('/ping', methods=['GET', 'POST'])
def ping_handler():
return json.dumps({
'status': 'ok',
'error': [],
'method': 'ping',
'result': []
})
# =============================================================================
# Error Handling
@app.errorhandler(400)
def bad_request(e):
return json.dumps({
'status': 'fail',
'error': ['bad request'],
'method': '',
'result': []
}), 400
@app.errorhandler(404)
def page_not_found(e):
return json.dumps({
'status': 'fail',
'error': ['not found'],
'method': '',
'result': []
}), 404
@app.errorhandler(405)
def method_not_allowed(e):
return json.dumps({
'status': 'fail',
'error': ['method not allowed'],
'method': '',
'result': []
}), 405
@app.errorhandler(500)
def server_error(e):
return json.dumps({
'status': 'fail',
'error': [str(e)],
'method': '',
'result': []
}), 500