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hub / github.com/AIS-SNU/Smart-Infinity / random_ltd_initialize

Method random_ltd_initialize

deepspeed/runtime/engine.py:547–566  ·  view source on GitHub ↗
(self)

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545 return self._config.data_efficiency_config[DATA_ROUTING][RANDOM_LTD]
546
547 def random_ltd_initialize(self):
548 assert self.random_ltd_enabled()
549 random_ltd_config = self.random_ltd_config()
550 random_ltd_queue = deque([x for x in sorted(random_ltd_config[RANDOM_LTD_LAYER_ID])])
551 count = 0
552 for name, layer in self.module.named_modules():
553 if isinstance(layer, RandomLayerTokenDrop):
554 if len(random_ltd_queue) != 0 and str(random_ltd_queue[0]) in name: ###[1,2,3]
555 layer.init_config(random_ltd_config, self.random_ltd_scheduler, count)
556 random_ltd_queue.popleft()
557 count += 1
558
559 if random_ltd_config[RANDOM_LTD_LAYER_NUM] != count:
560 raise ValueError(f'random_ltd_layer_num {random_ltd_config[RANDOM_LTD_LAYER_NUM]} must be \
561 equivalent to the len of random_ltd_layer_id {count}')
562
563 if random_ltd_config[RANDOM_LTD_LAYER_TOKEN_LR_SCHEDULE][RANDOM_LTD_LAYER_TOKEN_LR_ENABLED]:
564 assert self.client_lr_scheduler is None
565 raise ValueError(f'not yet support')
566 #self.lr_scheduler = lr_schedules.WarmupLayerTokenDecayLR(self.optimizer, self.random_ltd_scheduler)
567
568 def wall_clock_breakdown(self):
569 return self._config.wall_clock_breakdown

Callers 1

convert_to_random_ltdFunction · 0.80

Calls 3

random_ltd_enabledMethod · 0.95
random_ltd_configMethod · 0.95
init_configMethod · 0.80

Tested by

no test coverage detected