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Original file line number Diff line number Diff line change @@ -445,17 +445,17 @@ def detokenize(self, tokens: List[int]) -> bytes:
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"""
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assert self .ctx is not None
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output = b""
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- buffer_size = 32
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+ buffer_size = 8
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buffer = (ctypes .c_char * buffer_size )()
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for token in tokens :
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- if token == llama_cpp .llama_token_bos (self .ctx ):
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- continue
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n = llama_cpp .llama_token_to_str (
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self .ctx , llama_cpp .llama_token (token ), buffer , buffer_size
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)
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assert n <= buffer_size
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output += bytes (buffer [:n ])
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- return output
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+ # NOTE: Llama1 models automatically added a space at the start of the prompt
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+ # this line removes a leading space if the first token is a beginning of sentence token
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+ return output [1 :] if len (tokens ) > 0 and tokens [0 ] == self .token_bos () else output
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def set_cache (self , cache : Optional [BaseLlamaCache ]):
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"""Set the cache.
@@ -886,7 +886,7 @@ def _create_completion(
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created : int = int (time .time ())
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completion_tokens : List [int ] = []
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# Add blank space to start of prompt to match OG llama tokenizer
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- prompt_tokens : List [int ] = self .tokenize (b" " + prompt .encode ("utf-8" ))
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+ prompt_tokens : List [int ] = self .tokenize (prompt .encode ("utf-8" )) if prompt != "" else [ self . token_bos ()]
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text : bytes = b""
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returned_tokens : int = 0
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stop = (
Original file line number Diff line number Diff line change
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+ import pytest
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import llama_cpp
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MODEL = "./vendor/llama.cpp/models/ggml-vocab-llama.gguf"
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- def test_llama ():
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- llama = llama_cpp .Llama (model_path = MODEL , vocab_only = True )
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+ def test_llama_cpp_tokenization ():
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+ llama = llama_cpp .Llama (model_path = MODEL , vocab_only = True , verbose = False )
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assert llama
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assert llama .ctx is not None
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text = b"Hello World"
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- assert llama .detokenize (llama .tokenize (text )) == text
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+ tokens = llama .tokenize (text )
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+ assert tokens [0 ] == llama .token_bos ()
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+ assert tokens == [1 , 15043 , 2787 ]
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+ detokenized = llama .detokenize (tokens )
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+ assert detokenized == text
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+
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+ tokens = llama .tokenize (text , add_bos = False )
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+ assert tokens [0 ] != llama .token_bos ()
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+ assert tokens == [15043 , 2787 ]
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+
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+ detokenized = llama .detokenize (tokens )
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+ assert detokenized != text
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- # @pytest.mark.skip(reason="need to update sample mocking ")
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+ @pytest .mark .skip (reason = "bug in tokenization where leading space is always inserted even if not after eos " )
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def test_llama_patch (monkeypatch ):
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llama = llama_cpp .Llama (model_path = MODEL , vocab_only = True )
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n_vocab = llama_cpp .llama_n_vocab (llama .ctx )
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