support using xgrammar to get json output (#12870)
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python/llm/src/ipex_llm/transformers/xgrammar.py
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python/llm/src/ipex_llm/transformers/xgrammar.py
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#
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# Copyright 2016 The BigDL Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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from transformers import PreTrainedTokenizer, LogitsProcessor
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from ipex_llm.utils.modules import insert_fake_module
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insert_fake_module("xgrammar.kernels.apply_token_bitmask_inplace_cuda")
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insert_fake_module("xgrammar.kernels.apply_token_bitmask_inplace_triton")
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insert_fake_module(
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"xgrammar.kernels.apply_token_bitmask_inplace_cuda.apply_token_bitmask_inplace_cuda"
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)
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insert_fake_module(
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"xgrammar.kernels.apply_token_bitmask_inplace_triton.apply_token_bitmask_inplace_triton"
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)
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import xgrammar as xgr
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def create_json_logits_processor(tokenizer: PreTrainedTokenizer, vocab_size: int, schema=None):
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tokenizer_info = xgr.TokenizerInfo.from_huggingface(tokenizer, vocab_size=vocab_size)
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grammar_compiler = xgr.GrammarCompiler(tokenizer_info)
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if schema is None:
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compiled_grammar = grammar_compiler.compile_builtin_json_grammar()
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else:
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compiled_grammar = grammar_compiler.compile_json_schema(schema)
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processor = xgr.contrib.hf.LogitsProcessor(compiled_grammar)
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return processor
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def reset_json_logits_processor(processor: LogitsProcessor) -> LogitsProcessor:
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compiled_grammar = processor.compiled_grammar
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new_processor = xgr.contrib.hf.LogitsProcessor(compiled_grammar)
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return new_processor
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