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Update train.py
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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 =
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LEARNING_RATE =
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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 =
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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+
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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+
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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
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