Tokenization improvements
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parent
cd08eb0753
commit
ad8ac545a5
5 changed files with 19 additions and 15 deletions
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@ -39,8 +39,7 @@ def _generate_reply(question, state, stopping_strings=None, is_chat=False, escap
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if generate_func is None:
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if shared.model_name == 'None' or shared.model is None:
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logger.error("No model is loaded! Select one in the Model tab.")
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yield ''
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return
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raise ValueError('No model is loaded! Select one in the Model tab.')
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if shared.model.__class__.__name__ in ['LlamaCppModel', 'RWKVModel', 'ExllamaModel', 'Exllamav2Model', 'CtransformersModel']:
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generate_func = generate_reply_custom
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@ -106,6 +105,10 @@ def _generate_reply(question, state, stopping_strings=None, is_chat=False, escap
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def encode(prompt, add_special_tokens=True, add_bos_token=True, truncation_length=None):
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if shared.tokenizer is None:
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logger.error('No tokenizer is loaded')
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raise ValueError('No tokenizer is loaded')
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if shared.model.__class__.__name__ in ['LlamaCppModel', 'RWKVModel', 'CtransformersModel', 'Exllamav2Model']:
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input_ids = shared.tokenizer.encode(str(prompt))
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if shared.model.__class__.__name__ not in ['Exllamav2Model']:
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@ -133,6 +136,10 @@ def encode(prompt, add_special_tokens=True, add_bos_token=True, truncation_lengt
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def decode(output_ids, skip_special_tokens=True):
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if shared.tokenizer is None:
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logger.error('No tokenizer is loaded')
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raise ValueError('No tokenizer is loaded')
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return shared.tokenizer.decode(output_ids, skip_special_tokens)
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@ -146,11 +153,11 @@ def get_encoded_length(prompt):
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def get_token_ids(prompt):
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tokens = encode(prompt)[0]
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decoded_tokens = [shared.tokenizer.decode(i) for i in tokens]
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decoded_tokens = [shared.tokenizer.decode([i]) for i in tokens]
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output = ''
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for row in list(zip(tokens, decoded_tokens)):
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output += f"{str(int(row[0])).ljust(5)} - {repr(row[1])[1:-1]}\n"
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output += f"{str(int(row[0])).ljust(5)} - {repr(row[1])}\n"
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return output
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