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Updated cache v0.2 with `hashlib` (#3350)

* Update cache v0.2 to include parent hash

Possible fix for https://github.com/ultralytics/yolov5/issues/3349

* Update datasets.py
modifyDataloader
Glenn Jocher GitHub 3 years ago
parent
commit
c6b5bfca85
No known key found for this signature in database GPG Key ID: 4AEE18F83AFDEB23
1 changed files with 10 additions and 6 deletions
  1. +10
    -6
      utils/datasets.py

+ 10
- 6
utils/datasets.py View File

@@ -1,6 +1,7 @@
# Dataset utils and dataloaders

import glob
import hashlib
import logging
import math
import os
@@ -36,9 +37,12 @@ for orientation in ExifTags.TAGS.keys():
break


def get_hash(files):
# Returns a single hash value of a list of files
return sum(os.path.getsize(f) for f in files if os.path.isfile(f))
def get_hash(paths):
# Returns a single hash value of a list of paths (files or dirs)
size = sum(os.path.getsize(p) for p in paths if os.path.exists(p)) # sizes
h = hashlib.md5(str(size).encode()) # hash sizes
h.update(''.join(paths).encode()) # hash paths
return h.hexdigest() # return hash


def exif_size(img):
@@ -383,7 +387,7 @@ class LoadImagesAndLabels(Dataset): # for training/testing
cache_path = (p if p.is_file() else Path(self.label_files[0]).parent).with_suffix('.cache') # cached labels
if cache_path.is_file():
cache, exists = torch.load(cache_path), True # load
if cache['hash'] != get_hash(self.label_files + self.img_files) or 'version' not in cache: # changed
if cache['hash'] != get_hash(self.label_files + self.img_files): # changed
cache, exists = self.cache_labels(cache_path, prefix), False # re-cache
else:
cache, exists = self.cache_labels(cache_path, prefix), False # cache
@@ -501,9 +505,9 @@ class LoadImagesAndLabels(Dataset): # for training/testing

x['hash'] = get_hash(self.label_files + self.img_files)
x['results'] = nf, nm, ne, nc, i + 1
x['version'] = 0.1 # cache version
x['version'] = 0.2 # cache version
try:
torch.save(x, path) # save for next time
torch.save(x, path) # save cache for next time
logging.info(f'{prefix}New cache created: {path}')
except Exception as e:
logging.info(f'{prefix}WARNING: Cache directory {path.parent} is not writeable: {e}') # path not writeable

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