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SlideUtil.py
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SlideUtil.py
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import csv
import os
import time
from multiprocessing.pool import ThreadPool
from image_reader import construct_reader
from dev_utils import getMetadata
from dev_utils import postslide
from dev_utils import post_url
# GLOBALS (for now)
config = {'thumbnail_size': 100, 'thread_limit': 20}
manifest_path = 'manifest.csv'
apiKey = '<apiKey>'
# process expects a single image metadata as dictionary
def process(img):
try:
img = openslidedata(img)
img['study'] = img.get('study', "")
img['specimen'] = img.get('specimen', "")
img['location'] = img['location'] or img['filename']
img = postslide(img, post_url, apiKey)
except BaseException as e:
img['_status'] = e
return img
def gen_thumbnail(filename, slide, size, imgtype="png"):
dest = filename + "." + imgtype
print(dest)
slide.get_thumbnail([size, size]).save(dest, imgtype.upper())
def openslidedata(metadata):
if not os.path.isfile(metadata['location']):
raise IOError("No such file")
slide = construct_reader(metadata['location'])
metadata_retrieved = slide.get_basic_metadata(False)
for k, v in metadata_retrieved.items():
if k not in metadata:
metadata[k] = v
metadata['timestamp'] = time.time()
thumbnail_size = config.get('thumbnail_size', None)
if thumbnail_size:
gen_thumbnail(metadata['location'], slide, thumbnail_size)
return metadata
# get manifest
with open(manifest_path, 'r') as f:
reader = csv.DictReader(f)
manifest = [row for row in reader]
thread_limit = config.get('thread_limit', 10)
# run process on each image
res = ThreadPool(thread_limit).imap_unordered(process, manifest)
print([r for r in res])