nroggendorff commited on
Commit
55428c0
·
verified ·
1 Parent(s): e84915e

Update train.py

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Files changed (1) hide show
  1. train.py +5 -5
train.py CHANGED
@@ -9,24 +9,24 @@ from tokenizers import ByteLevelBPETokenizer
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  MAX_SEQ_LENGTH = 128
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  BATCH_SIZE = 16
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- EPOCHS = 3
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- LEARNING_RATE = 5e-4
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  FACTOR = 1024
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  VOCAB_SIZE = 32000
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  INPUT_DATASET = "HuggingFaceTB/smollm-corpus"
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  INSTRUCT_DATASET = "nroggendorff/openhermes"
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  OUTPUT_REPO = "smallama"
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  FP16 = False
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- WARMUP_STEPS = 0
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  DECAY = 0
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  GRADIENT_ACCUMULATION_STEPS = 16
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  PUSH_TO_HUB = True
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  def load_data():
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  pretrain = load_dataset(INPUT_DATASET, "cosmopedia-v2", split="train", streaming=True)
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- pretrain = Dataset.from_generator(lambda: pretrain.take(int(5e+4)))
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  instruct = load_dataset(INSTRUCT_DATASET, split="train", streaming=True)
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- instruct = Dataset.from_generator(lambda: instruct.take(int(8e+4)))
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  dataset_dict = DatasetDict({
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  'pretrain': pretrain,
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  'instruct': instruct
 
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  MAX_SEQ_LENGTH = 128
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  BATCH_SIZE = 16
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+ EPOCHS = 2
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+ LEARNING_RATE = 1e-3
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  FACTOR = 1024
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  VOCAB_SIZE = 32000
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  INPUT_DATASET = "HuggingFaceTB/smollm-corpus"
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  INSTRUCT_DATASET = "nroggendorff/openhermes"
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  OUTPUT_REPO = "smallama"
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  FP16 = False
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+ WARMUP_STEPS = 20
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  DECAY = 0
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  GRADIENT_ACCUMULATION_STEPS = 16
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  PUSH_TO_HUB = True
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  def load_data():
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  pretrain = load_dataset(INPUT_DATASET, "cosmopedia-v2", split="train", streaming=True)
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+ pretrain = Dataset.from_generator(lambda: pretrain.take(int(5e+5)))
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  instruct = load_dataset(INSTRUCT_DATASET, split="train", streaming=True)
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+ instruct = Dataset.from_generator(lambda: instruct.take(int(8e+5)))
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  dataset_dict = DatasetDict({
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  'pretrain': pretrain,
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  'instruct': instruct