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Fix: Fixed the tokenization process of a raw dataset and improved its efficiency (#3035)
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@ -388,12 +388,7 @@ def do_train(lora_name: str, always_override: bool, save_steps: int, micro_batch
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yield f"Error: overlap_len ({overlap_len}) cannot be greater than or equal to cutoff_len ({cutoff_len})"
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yield f"Error: overlap_len ({overlap_len}) cannot be greater than or equal to cutoff_len ({cutoff_len})"
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return
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return
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tokens = list(split_chunks(tokens, step))
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out_tokens.extend(split_chunks(tokens, cutoff_len, step))
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for i in range(1, len(tokens)):
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tokens[i] = tokens[i - 1][-overlap_len:] + tokens[i]
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out_tokens.extend(tokens)
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del tokens
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del raw_text # Note: could be a gig for a large dataset, so delete redundant data as we go to be safe on RAM
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del raw_text # Note: could be a gig for a large dataset, so delete redundant data as we go to be safe on RAM
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text_chunks = [shared.tokenizer.decode(x) for x in out_tokens]
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text_chunks = [shared.tokenizer.decode(x) for x in out_tokens]
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@ -663,9 +658,9 @@ def do_train(lora_name: str, always_override: bool, save_steps: int, micro_batch
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yield f"Done! LoRA saved to `{lora_file_path}`"
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yield f"Done! LoRA saved to `{lora_file_path}`"
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def split_chunks(arr, step):
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def split_chunks(arr, size, step):
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for i in range(0, len(arr), step):
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for i in range(0, len(arr), step):
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yield arr[i:i + step]
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yield arr[i:i + size]
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def cut_chunk_for_newline(chunk: str, max_length: int):
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def cut_chunk_for_newline(chunk: str, max_length: int):
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