Source code for girder_large_image.models.image_item

#############################################################################
#  Copyright Kitware Inc.
#
#  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 io
import json
import pickle
import threading

import pymongo
from girder_jobs.constants import JobStatus
from girder_jobs.models.job import Job

from girder import logger
from girder.constants import SortDir
from girder.exceptions import FilePathException, GirderException, ValidationException
from girder.models.assetstore import Assetstore
from girder.models.file import File
from girder.models.item import Item
from girder.models.setting import Setting
from girder.models.upload import Upload
from large_image.cache_util import getTileCache, strhash
from large_image.constants import TileOutputMimeTypes
from large_image.exceptions import TileGeneralError, TileSourceError

from .. import constants, girder_tilesource


[docs] class ImageItem(Item): # We try these sources in this order. The first entry is the fallback for # items that antedate there being multiple options.
[docs] def initialize(self): super().initialize() self.ensureIndices(['largeImage.fileId']) File().ensureIndices([ ([ ('isLargeImageThumbnail', pymongo.ASCENDING), ('attachedToType', pymongo.ASCENDING), ('attachedToId', pymongo.ASCENDING), ], {}), ([ ('isLargeImageData', pymongo.ASCENDING), ('attachedToType', pymongo.ASCENDING), ('attachedToId', pymongo.ASCENDING), ], {}), ])
[docs] def createImageItem(self, item, fileObj, user=None, token=None, createJob=True, notify=False, localJob=None, **kwargs): logger.info('createImageItem called on item %s (%s)', item['_id'], item['name']) # Using setdefault ensures that 'largeImage' is in the item if 'fileId' in item.setdefault('largeImage', {}): msg = 'Item already has largeImage set.' raise TileGeneralError(msg) if fileObj['itemId'] != item['_id']: msg = 'The provided file must be in the provided item.' raise TileGeneralError(msg) if (item['largeImage'].get('expected') is True and 'jobId' in item['largeImage']): msg = 'Item is scheduled to generate a largeImage.' raise TileGeneralError(msg) item['largeImage'].pop('expected', None) item['largeImage'].pop('sourceName', None) item['largeImage']['fileId'] = fileObj['_id'] job = None logger.debug( 'createImageItem checking if item %s (%s) can be used directly', item['_id'], item['name']) sourceName = girder_tilesource.getGirderTileSourceName(item, fileObj, noCache=True) if sourceName: logger.info( 'createImageItem using source %s for item %s (%s)', sourceName, item['_id'], item['name']) item['largeImage']['sourceName'] = sourceName if not sourceName or createJob == 'always': if not createJob: logger.info( 'createImageItem will not use item %s (%s) as a largeImage', item['_id'], item['name']) msg = 'A job must be used to generate a largeImage.' raise TileGeneralError(msg) logger.debug( 'createImageItem creating a job to generate a largeImage for item %s (%s)', item['_id'], item['name']) # No source was successful del item['largeImage']['fileId'] if not localJob: job = self._createLargeImageJob(item, fileObj, user, token, **kwargs) else: job = self._createLargeImageLocalJob(item, fileObj, user, **kwargs) item['largeImage']['expected'] = True item['largeImage']['notify'] = notify item['largeImage']['originalId'] = fileObj['_id'] item['largeImage']['jobId'] = job['_id'] logger.debug( 'createImageItem created a job to generate a largeImage for item %s (%s)', item['_id'], item['name']) self.save(item) return job
def _createLargeImageJob( self, item, fileObj, user, token, toFolder=False, folderId=None, name=None, **kwargs): import large_image_tasks.tasks from girder_worker_utils.transforms.common import TemporaryDirectory from girder_worker_utils.transforms.contrib.girder_io import GirderFileIdAllowDirect from girder_worker_utils.transforms.girder_io import (GirderUploadToFolder, GirderUploadToItem) try: localPath = File().getLocalFilePath(fileObj) except (FilePathException, AttributeError): localPath = None job = large_image_tasks.tasks.create_tiff.apply_async(kwargs=dict( girder_job_title='Large Image Conversion: %s' % fileObj['name'], girder_job_other_fields={'meta': { 'creator': 'large_image', 'itemId': str(item['_id']), 'task': 'createImageItem', }}, inputFile=GirderFileIdAllowDirect(str(fileObj['_id']), fileObj['name'], localPath), inputName=fileObj['name'], outputDir=TemporaryDirectory(), girder_result_hooks=[ GirderUploadToItem(str(item['_id']), False) if not toFolder else GirderUploadToFolder( str(folderId or item['folderId']), upload_kwargs=dict(filename=name), ), ], **kwargs, ), countdown=int(kwargs['countdown']) if kwargs.get('countdown') else None) return job.job def _createLargeImageLocalJob( self, item, fileObj, user=None, toFolder=False, folderId=None, name=None, **kwargs): job = Job().createLocalJob( module='large_image_tasks.tasks', function='convert_image_job', kwargs={ 'itemId': str(item['_id']), 'fileId': str(fileObj['_id']), 'userId': str(user['_id']) if user else None, 'toFolder': toFolder, **kwargs, }, title='Large Image Conversion: %s' % fileObj['name'], type='large_image_tiff', user=user, public=True, asynchronous=True, ) # For consistency with the non-local job job['meta'] = { 'creator': 'large_image', 'itemId': str(item['_id']), 'task': 'createImageItem', } job = Job().save(job) Job().scheduleJob(job) return job
[docs] def convertImage(self, item, fileObj, user=None, token=None, localJob=True, **kwargs): if fileObj['itemId'] != item['_id']: msg = 'The provided file must be in the provided item.' raise TileGeneralError(msg) if not localJob: return self._createLargeImageJob(item, fileObj, user, token, toFolder=True, **kwargs) return self._createLargeImageLocalJob(item, fileObj, user, toFolder=True, **kwargs)
@classmethod def _tileFromHash(cls, item, x, y, z, mayRedirect=False, **kwargs): tileCache, tileCacheLock = getTileCache() if tileCache is None: return None if 'largeImage' not in item: return None if item['largeImage'].get('expected'): return None sourceName = item['largeImage']['sourceName'] try: sourceClass = girder_tilesource.AvailableGirderTileSources[sourceName] except TileSourceError: return None if '_' in kwargs or 'style' in kwargs: kwargs = kwargs.copy() kwargs.pop('_', None) classHash = sourceClass.getLRUHash(item, **kwargs) # style isn't part of the tile hash strhash parameters kwargs.pop('style', None) tileHash = sourceClass.__name__ + ' ' + classHash + ' ' + strhash( sourceClass.__name__ + ' ' + classHash) + strhash( *(x, y, z), mayRedirect=mayRedirect, **kwargs) try: if tileCacheLock is None: tileData = tileCache[tileHash] else: # It would be nice if we could test if tileHash was in # tileCache, but memcached doesn't expose that functionality with tileCacheLock: tileData = tileCache[tileHash] tileMime = TileOutputMimeTypes.get(kwargs.get('encoding'), 'image/jpeg') return tileData, tileMime except (KeyError, ValueError): return None @classmethod def _loadTileSource(cls, item, **kwargs): if 'largeImage' not in item: msg = 'No large image file in this item.' raise TileSourceError(msg) if item['largeImage'].get('expected'): msg = 'The large image file for this item is still pending creation.' raise TileSourceError(msg) sourceName = item['largeImage']['sourceName'] try: # First try to use the tilesource we recorded as the preferred one. # This is faster than trying to find the best source each time. tileSource = girder_tilesource.AvailableGirderTileSources[sourceName](item, **kwargs) except TileSourceError as exc: # We could try any source # tileSource = girder_tilesource.getGirderTileSource(item, **kwargs) # but, instead, log that the original source no longer works are # reraise the exception logger.warning('The original tile source for item %s is not working' % item['_id']) try: file = File().load(item['largeImage']['fileId'], force=True) localPath = File().getLocalFilePath(file) open(localPath, 'rb').read(1) except OSError: logger.warning( 'Is the original data reachable and readable (it fails via %r)?', localPath) raise OSError(localPath) from None except Exception: pass raise exc return tileSource
[docs] def getMetadata(self, item, **kwargs): tileSource = self._loadTileSource(item, **kwargs) return tileSource.getMetadata()
[docs] def getInternalMetadata(self, item, **kwargs): tileSource = self._loadTileSource(item, **kwargs) result = tileSource.getInternalMetadata() or {} if tileSource.getICCProfiles(onlyInfo=True): result['iccprofiles'] = tileSource.getICCProfiles(onlyInfo=True) result['tilesource'] = tileSource.name if hasattr(tileSource, '_populatedLevels'): result['populatedLevels'] = tileSource._populatedLevels return result
[docs] def getTile(self, item, x, y, z, mayRedirect=False, **kwargs): tileSource = self._loadTileSource(item, **kwargs) imageParams = {} if 'frame' in kwargs: imageParams['frame'] = int(kwargs['frame']) tileData = tileSource.getTile(x, y, z, mayRedirect=mayRedirect, **imageParams) tileMimeType = tileSource.getTileMimeType() return tileData, tileMimeType
[docs] def delete(self, item, skipFileIds=None): deleted = False if 'largeImage' in item: job = None if 'jobId' in item['largeImage']: try: job = Job().load(item['largeImage']['jobId'], force=True, exc=True) except ValidationException: # The job has been deleted, but we still need to clean up # the rest of the tile information pass if (item['largeImage'].get('expected') and job and job.get('status') in ( JobStatus.QUEUED, JobStatus.RUNNING)): # cannot cleanly remove the large image, since a conversion # job is currently in progress # TODO: cancel the job # TODO: return a failure error code return False # If this file was created by the worker job, delete it if 'jobId' in item['largeImage']: # To eliminate all traces of the job, add # if job: # Job().remove(job) del item['largeImage']['jobId'] if 'originalId' in item['largeImage']: # The large image file should not be the original file assert item['largeImage']['originalId'] != \ item['largeImage'].get('fileId') if ('fileId' in item['largeImage'] and ( not skipFileIds or item['largeImage']['fileId'] not in skipFileIds)): file = File().load(id=item['largeImage']['fileId'], force=True) if file: File().remove(file) del item['largeImage']['originalId'] del item['largeImage'] item = self.save(item) deleted = True self.removeThumbnailFiles(item) return deleted
[docs] def getThumbnail(self, item, checkAndCreate=False, width=None, height=None, **kwargs): """ Using a tile source, get a basic thumbnail. Aspect ratio is preserved. If neither width nor height is given, a default value is used. If both are given, the thumbnail will be no larger than either size. :param item: the item with the tile source. :param checkAndCreate: if the thumbnail is already cached, just return True. If it does not, create, cache, and return it. If 'nosave', return values from the cache, but do not store new results in the cache. :param width: maximum width in pixels. :param height: maximum height in pixels. :param kwargs: optional arguments. Some options are encoding, jpegQuality, jpegSubsampling, tiffCompression, fill. This is also passed to the tile source. :returns: thumbData, thumbMime: the image data and the mime type OR a generator which will yield a file. """ # check if a thumbnail file exists with a particular key keydict = dict(kwargs, width=width, height=height) return self._getAndCacheImageOrData( item, 'getThumbnail', checkAndCreate, keydict, width=width, height=height, **kwargs)
def _getAndCacheImageOrData( self, item, imageFunc, checkAndCreate, keydict, pickleCache=False, **kwargs): """ Get a file associated with an image that can be generated by a function. :param item: the idem to process. :param imageFunc: the function to call to generate a file. :param checkAndCreate: False to return the data, creating and caching it if needed. True to return True if the data is already in cache, or to create the data, cache, and return it if not. 'nosave' to return data from the cache if present, or generate the data but do not return it if not in the cache. 'check' to just return True or False to report if it is in the cache. :param keydict: a dictionary of values to use for the cache key. :param pickleCache: if True, the results of the function are pickled to preserve them. If False, the results can be saved as a file directly. :params **kwargs: passed to the tile source and to the imageFunc. May contain contentDisposition to determine how results are returned. :returns: """ if 'fill' in keydict and (keydict['fill']).lower() == 'none': del keydict['fill'] keydict = {k: v for k, v in keydict.items() if v is not None and not k.startswith('_')} key = json.dumps(keydict, sort_keys=True, separators=(',', ':')) lockkey = (imageFunc, item['_id'], key) if not hasattr(self, '_getAndCacheImageOrDataLock'): self._getAndCacheImageOrDataLock = { 'keys': {}, 'lock': threading.Lock(), } keylock = None with self._getAndCacheImageOrDataLock['lock']: if lockkey in self._getAndCacheImageOrDataLock['keys']: keylock = self._getAndCacheImageOrDataLock['keys'][lockkey] if checkAndCreate != 'nosave' and keylock and keylock.locked(): # This is intended to guard against calling expensive but cached # functions multiple times. There is still a possibility of that, # as if two calls are made close enough to concurrently, they could # both pass this guard and then run sequentially (which is still # preferable to concurrently). Guarding against such a race # condition creates a bottleneck as the database checks would then # be in the guarded code section; this is considered a reasonable # compromise. logger.info('Waiting for %r', (lockkey, )) with keylock: pass existing = File().findOne({ 'attachedToType': 'item', 'attachedToId': item['_id'], 'isLargeImageThumbnail' if not pickleCache else 'isLargeImageData': True, 'thumbnailKey': key, }) if existing: if checkAndCreate and checkAndCreate != 'nosave': return True if kwargs.get('contentDisposition') != 'attachment': contentDisposition = 'inline' else: contentDisposition = kwargs['contentDisposition'] if pickleCache: data = File().open(existing).read() return pickle.loads(data), 'application/octet-stream' return File().download(existing, contentDisposition=contentDisposition, headers=kwargs.get('headers', True)) if checkAndCreate == 'check': return False return self.getAndCacheImageOrDataRun( checkAndCreate, imageFunc, item, key, keydict, pickleCache, lockkey, **kwargs)
[docs] def getAndCacheImageOrDataRun( self, checkAndCreate, imageFunc, item, key, keydict, pickleCache, lockkey, **kwargs): """ Actually execute a cached function. """ with self._getAndCacheImageOrDataLock['lock']: if lockkey not in self._getAndCacheImageOrDataLock['keys']: self._getAndCacheImageOrDataLock['keys'][lockkey] = threading.Lock() keylock = self._getAndCacheImageOrDataLock['keys'][lockkey] with keylock: logger.debug('Computing %r', (lockkey, )) try: tileSource = self._loadTileSource(item, **kwargs) result = getattr(tileSource, imageFunc)(**kwargs) if result is None: imageData, imageMime = b'', 'application/octet-stream' elif pickleCache: imageData, imageMime = result, 'application/octet-stream' else: imageData, imageMime = result saveFile = True if not pickleCache: # The logic on which files to save could be more sophisticated. maxThumbnailFiles = int(Setting().get( constants.PluginSettings.LARGE_IMAGE_MAX_THUMBNAIL_FILES)) saveFile = maxThumbnailFiles > 0 # Make sure we don't exceed the desired number of thumbnails self.removeThumbnailFiles( item, maxThumbnailFiles - 1, imageKey=keydict.get('imageKey') or 'none') if (saveFile and checkAndCreate != 'nosave' and ( pickleCache or isinstance(imageData, bytes))): dataStored = imageData if not pickleCache else pickle.dumps( imageData, protocol=4) # Save the data as a file try: datafile = Upload().uploadFromFile( io.BytesIO(dataStored), size=len(dataStored), name='_largeImageThumbnail', parentType='item', parent=item, user=None, mimeType=imageMime, attachParent=True) if not len(dataStored) and 'received' in datafile: datafile = Upload().finalizeUpload( datafile, Assetstore().load(datafile['assetstoreId'])) datafile.update({ 'isLargeImageThumbnail' if not pickleCache else 'isLargeImageData': True, 'thumbnailKey': key, }) # Ideally, we would check that the file is still wanted before # we save it. This is probably impossible without true # transactions in Mongo. File().save(datafile) except (GirderException, PermissionError): logger.warning('Could not cache data for large image') return imageData, imageMime finally: with self._getAndCacheImageOrDataLock['lock']: self._getAndCacheImageOrDataLock['keys'].pop(lockkey, None)
[docs] def removeThumbnailFiles(self, item, keep=0, sort=None, imageKey=None, onlyList=False, **kwargs): """ Remove all large image thumbnails from an item. :param item: the item that owns the thumbnails. :param keep: keep this many entries. :param sort: the sort method used. The first (keep) records in this sort order are kept. :param imageKey: None for the basic thumbnail, otherwise an associated imageKey. :param onlyList: if True, return a list of known thumbnails or data files that would be removed, but don't remove them. :param kwargs: additional parameters to determine which files to remove. :returns: a tuple of (the number of files before removal, the number of files removed). """ keys = ['isLargeImageThumbnail'] if not keep: keys.append('isLargeImageData') if not sort: sort = [('_id', SortDir.DESCENDING)] results = [] present = 0 removed = 0 for key in keys: query = { 'attachedToType': 'item', 'attachedToId': item['_id'], key: True, } if imageKey and key == 'isLargeImageThumbnail': if imageKey == 'none': query['thumbnailKey'] = {'$not': {'$regex': '"imageKey":'}} else: query['thumbnailKey'] = {'$regex': '"imageKey":"%s"' % imageKey} query.update(kwargs) for file in File().find(query, sort=sort): present += 1 if keep > 0: keep -= 1 continue if onlyList: results.append(file) else: File().remove(file) removed += 1 if onlyList: return results return (present, removed)
[docs] def getRegion(self, item, **kwargs): """ Using a tile source, get an arbitrary region of the image, optionally scaling the results. Aspect ratio is preserved. :param item: the item with the tile source. :param kwargs: optional arguments. Some options are left, top, right, bottom, regionWidth, regionHeight, units, width, height, encoding, jpegQuality, jpegSubsampling, and tiffCompression. This is also passed to the tile source. :returns: regionData, regionMime: the image data and the mime type. """ tileSource = self._loadTileSource(item, **kwargs) regionData, regionMime = tileSource.getRegion(**kwargs) return regionData, regionMime
[docs] def tileFrames(self, item, checkAndCreate='nosave', **kwargs): """ Given the parameters for getRegion, plus a list of frames and the number of frames across, make a larger image composed of a region from each listed frame composited together. :param item: the item with the tile source. :param checkAndCreate: if False, use the cache. If True and the result is already cached, just return True. If is not, create, cache, and return it. If 'nosave', return values from the cache, but do not store new results in the cache. :param kwargs: optional arguments. Some options are left, top, right, bottom, regionWidth, regionHeight, units, width, height, encoding, jpegQuality, jpegSubsampling, and tiffCompression. This is also passed to the tile source. These also include frameList and framesAcross. :returns: regionData, regionMime: the image data and the mime type. """ imageKey = 'tileFrames' return self._getAndCacheImageOrData( item, 'tileFrames', checkAndCreate, dict(kwargs, imageKey=imageKey), headers=False, **kwargs)
[docs] def getPixel(self, item, **kwargs): """ Using a tile source, get a single pixel from the image. :param item: the item with the tile source. :param kwargs: optional arguments. Some options are left, top. :returns: a dictionary of the color channel values, possibly with additional information """ tileSource = self._loadTileSource(item, **kwargs) return tileSource.getPixel(**kwargs)
[docs] def histogram(self, item, checkAndCreate=False, **kwargs): """ Using a tile source, get a histogram of the image. :param item: the item with the tile source. :param kwargs: optional arguments. See the tilesource histogram method. :returns: histogram object. """ if kwargs.get('range') is not None and kwargs.get('range') != 'round': tileSource = self._loadTileSource(item, **kwargs) result = tileSource.histogram(**kwargs) else: imageKey = 'histogram' result = self._getAndCacheImageOrData( item, 'histogram', checkAndCreate, dict(kwargs, imageKey=imageKey), pickleCache=True, **kwargs) if not isinstance(result, bool): result = result[0] return result
[docs] def getBandInformation(self, item, statistics=True, **kwargs): """ Using a tile source, get band information of the image. :param item: the item with the tile source. :param kwargs: optional arguments. See the tilesource getBandInformation method. :returns: band information. """ tileSource = self._loadTileSource(item, **kwargs) result = tileSource.getBandInformation(statistics=statistics, **kwargs) return result
[docs] def tileSource(self, item, **kwargs): """ Get a tile source for an item. :param item: the item with the tile source. :return: magnification, width of a pixel in mm, height of a pixel in mm. """ return self._loadTileSource(item, **kwargs)
[docs] def getAssociatedImagesList(self, item, **kwargs): """ Return a list of associated images. :param item: the item with the tile source. :return: a list of keys of associated images. """ tileSource = self._loadTileSource(item, **kwargs) return tileSource.getAssociatedImagesList()
[docs] def getAssociatedImage(self, item, imageKey, checkAndCreate=False, *args, **kwargs): """ Return an associated image. :param item: the item with the tile source. :param imageKey: the key of the associated image to retrieve. :param kwargs: optional arguments. Some options are width, height, encoding, jpegQuality, jpegSubsampling, and tiffCompression. :returns: imageData, imageMime: the image data and the mime type, or None if the associated image doesn't exist. """ keydict = dict(kwargs, imageKey=imageKey) return self._getAndCacheImageOrData( item, 'getAssociatedImage', checkAndCreate, keydict, imageKey=imageKey, **kwargs)
def _scheduleTileFrames(self, item, tileFramesList, user): """ Schedule generating tile frames in a local job. :param item: the item. :param tileFramesList: a list of dictionary of parameters to pass to the tileFrames method. :param user: the user owning the job. """ job = Job().createLocalJob( module='large_image_tasks.tasks', function='cache_tile_frames_job', kwargs={ 'itemId': str(item['_id']), 'tileFramesList': tileFramesList, }, title='Cache tileFrames', type='large_image_cache_tile_frames', user=user, public=True, asynchronous=True, ) Job().scheduleJob(job) return job def _scheduleHistograms(self, item, histogramList, user): """ Schedule generating histograms in a local job. :param item: the item. :param histogramList: a list of dictionary of parameters to pass to the histogram method. :param user: the user owning the job. """ job = Job().createLocalJob( module='large_image_tasks.tasks', function='cache_histograms_job', kwargs={ 'itemId': str(item['_id']), 'histogramList': histogramList, }, title='Cache Histograms', type='large_image_cache_histograms', user=user, public=True, asynchronous=True, ) Job().scheduleJob(job) return job