Download code/test/Python/0005466_rngcache.py from Variable-role/sajaniemi_variable_dataset_large: direct link, hf CLI and curl.
- Browser
- Download file 5.29 kB
-
https://huggingface.co/datasets/Variable-role/sajaniemi_variable_dataset_large/resolve/main/code/test/Python/0005466_rngcache.py
- Command line
-
hf download hf://datasets/Variable-role/sajaniemi_variable_dataset_large/code/test/Python/0005466_rngcache.py
-
curl -L -o 0005466_rngcache.py https://huggingface.co/datasets/Variable-role/sajaniemi_variable_dataset_large/resolve/main/code/test/Python/0005466_rngcache.py
5.29 kB
| """ | |
| from rngcache import RandomFileCache | |
| cache = RandomFileCache(rootdir, cache_size=200) # 200MB cache | |
| cache.start() | |
| # ... | |
| with cache.get_random_file() as file_path: | |
| # load file ... cPickle.load(open(file_path,"rb")) ... | |
| # ... | |
| cache.terminate() | |
| """ | |
| import signal | |
| import ctypes | |
| import shutil | |
| import random | |
| import os | |
| from time import time, sleep | |
| import multiprocessing as mp | |
| from glob import glob | |
| class RandomFileCache(object): | |
| def __init__(self, | |
| root_dir, | |
| cache_size, #in MB | |
| cache_dir="/dev/shm/", | |
| max_files=10000 | |
| ): | |
| if not root_dir.endswith("/"): root_dir += "/" | |
| self.cache_dir = cache_dir | |
| self.root_dir = root_dir | |
| self.max_MB = cache_size | |
| self.max_files = max_files | |
| self.init = False | |
| def start(self): | |
| self.is_terminated = mp.Value(ctypes.c_bool, False) | |
| self.cache_ready = mp.Event() | |
| self.files = glob(self.root_dir+"*") | |
| manager = mp.Manager() | |
| self.cache = manager.list() | |
| self.cache_dir += "rngcache"+str(time())+"/" | |
| os.mkdir(self.cache_dir) | |
| # locks can't be made on the fly (not pickable), so allocate a bunch of them | |
| self.locks = [mp.Lock() for _ in range(self.max_files)] | |
| self.lock_idxs = range(self.max_files) # lock references | |
| self.job = mp.Process(target=self._cache_process) | |
| self.job.daemon = True | |
| self.job.start() | |
| signal.signal(signal.SIGINT, self.terminate) | |
| signal.signal(signal.SIGTERM, self.terminate) | |
| self.init = True | |
| def get_random_file(self): | |
| self.cache_ready.wait() | |
| tries = 0 | |
| while tries < 100: | |
| try: entry = random.choice(self.cache) | |
| except: | |
| if self.is_terminated.value: return None | |
| tries += 1 | |
| sleep(0.01) | |
| continue | |
| lock = self.locks[entry["lock"]] | |
| if not lock.acquire(False): continue # is locked, go to next | |
| cached_file = CachedFile(self.cache_dir + entry["key"]) | |
| cached_file.set_lock(lock) | |
| return cached_file # extension of string | |
| raise Exception("Failed to get random file") | |
| def _cache_process(self): | |
| try: self.cache_process() | |
| except Exception as e: print e | |
| finally: self.terminate() | |
| def cache_process(self): | |
| self.size = 0 | |
| while not self.is_terminated.value: | |
| file = random.choice(self.files) | |
| file_size = os.path.getsize(file) >> 20 | |
| # if not enough space, remove a random entry | |
| if self.size + file_size > self.max_MB: | |
| self.cache_ready.set() | |
| self.remove_entry() | |
| continue | |
| key = os.path.basename(file) | |
| # don't allow duplicates | |
| if self.contains(key): continue | |
| shutil.copyfile(file, self.cache_dir+key) | |
| self.size += file_size | |
| self.cache.append( {"key":key, "lock":self.lock_idxs.pop(0)} ) | |
| def remove_entry(self): | |
| if len(self.cache) == 0: return | |
| while True: | |
| for i, entry in enumerate(self.cache): | |
| # lock entry | |
| lock_idx = entry["lock"] | |
| lock = self.locks[lock_idx] | |
| if not lock.acquire(False): continue | |
| file = self.cache_dir+entry["key"] | |
| self.size -= os.path.getsize(file) >> 20 | |
| # remove file | |
| os.remove(file) | |
| del self.cache[i] | |
| self.lock_idxs.append(lock_idx) | |
| lock.release() | |
| return | |
| sleep(0.01) | |
| def contains(self, key): | |
| for entry in self.cache: | |
| if entry["key"] == key: return True | |
| return False | |
| def terminate(self, sig=None, frame=None): | |
| try: | |
| if not self.init or self.is_terminated.value: return | |
| self.is_terminated.value = True | |
| for lock in self.locks: | |
| try: lock.release() | |
| except ValueError: pass | |
| self.job.join(timeout=5) | |
| try:self.job.terminate() | |
| except: pass | |
| finally: | |
| if os.path.exists(self.cache_dir): | |
| shutil.rmtree(self.cache_dir) | |
| class CachedFile(str): | |
| def set_lock(self, lock): self.lock = lock | |
| def __enter__(self): return self | |
| def __exit__(self, type, value, traceback): | |
| try: self.lock.release() | |
| except ValueError: pass | |
| if __name__ == '__main__': | |
| import yaml | |
| from moviepy.editor import VideoFileClip | |
| os.chdir("..") | |
| with open("paths.yaml", "r") as f: PATH = yaml.load(f) | |
| cache = RandomFileCache(PATH["preproc"] + "25fps_crf28", cache_size=200) | |
| cache.start() | |
| print len(cache.files) | |
| for i in range(10): | |
| with cache.get_random_file() as file: | |
| print file | |
| print cache.cache | |
| clip = VideoFileClip(file) | |
| clip.preview() | |
| # for l in cache.locks: | |
| # if not l.acquire(False): | |
| # count += 1 | |
| # continue | |
| # l.release() | |
| # print count, "locked" | |
| cache.terminate() | |