115 lines
2.9 KiB
ReStructuredText
115 lines
2.9 KiB
ReStructuredText
IPEX-LLM ``transformers``-style API
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====================================
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Hugging Face ``transformers`` AutoModel
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------------------------------------
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You can apply IPEX-LLM optimizations on any Hugging Face Transformers models by using the standard AutoModel APIs.
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AutoModelForCausalLM
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: ipex_llm.transformers.AutoModelForCausalLM
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:members:
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:undoc-members:
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:show-inheritance:
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.. automethod:: from_pretrained
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.. automethod:: load_convert
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.. automethod:: load_low_bit
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AutoModel
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: ipex_llm.transformers.AutoModel
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:members:
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:undoc-members:
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:show-inheritance:
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.. automethod:: from_pretrained
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.. automethod:: load_convert
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.. automethod:: load_low_bit
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AutoModelForSpeechSeq2Seq
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: ipex_llm.transformers.AutoModelForSpeechSeq2Seq
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:members:
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:undoc-members:
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:show-inheritance:
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.. automethod:: from_pretrained
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.. automethod:: load_convert
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.. automethod:: load_low_bit
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AutoModelForSeq2SeqLM
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: ipex_llm.transformers.AutoModelForSeq2SeqLM
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:members:
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:undoc-members:
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:show-inheritance:
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.. automethod:: from_pretrained
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.. automethod:: load_convert
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.. automethod:: load_low_bit
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Native Model
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----------------------------------------
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For ``llama``/``chatglm``/``bloom``/``gptneox``/``starcoder`` model families, you may also convert and run LLM using the native (cpp) implementation for maximum performance.
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.. tabs::
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.. tab:: Llama
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.. autoclass:: ipex_llm.transformers.LlamaForCausalLM
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:members:
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:undoc-members:
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:show-inheritance:
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:exclude-members: GGML_Model, GGML_Module, HF_Class
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.. automethod:: from_pretrained
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.. tab:: ChatGLM
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.. autoclass:: ipex_llm.transformers.ChatGLMForCausalLM
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:members:
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:undoc-members:
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:show-inheritance:
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:exclude-members: GGML_Model, GGML_Module, HF_Class
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.. automethod:: from_pretrained
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.. tab:: Gptneox
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.. autoclass:: ipex_llm.transformers.GptneoxForCausalLM
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:members:
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:undoc-members:
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:show-inheritance:
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:exclude-members: GGML_Model, GGML_Module, HF_Class
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.. automethod:: from_pretrained
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.. tab:: Bloom
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.. autoclass:: ipex_llm.transformers.BloomForCausalLM
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:members:
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:undoc-members:
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:show-inheritance:
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:exclude-members: GGML_Model, GGML_Module, HF_Class
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.. automethod:: from_pretrained
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.. tab:: Starcoder
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.. autoclass:: ipex_llm.transformers.StarcoderForCausalLM
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:members:
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:undoc-members:
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:show-inheritance:
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:exclude-members: GGML_Model, GGML_Module, HF_Class
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.. automethod:: from_pretrained
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