Compatibility with Transformers 4.36

docs/source/bettertransformer/overview.mdx

@@ -23,6 +23,10 @@ In the 2.0 version, PyTorch includes a native scaled dot-product attention opera
 
 We provide an integration with these optimizations out of the box in 🤗 Optimum, so that you can convert any supported 🤗 Transformers model so as to use the optimized paths & `scaled_dot_product_attention` function when relevant.
 
+<Tip warning={true}>
+PyTorch-native `scaled_dot_product_attention` is slowly being natively [made default and integrated in 🤗 Transformers](https://huggingface.co/docs/transformers/perf_infer_gpu_one#flashattention-and-memory-efficient-attention-through-pytorchs-scaleddotproductattention). For models that do support SDPA in Transformers, we deprecate BetterTransformer and recommend you to use directly Transformers and PyTorc latest version for the attention optimizations (Flash Attention, memory-efficient attention) through SDPA.
+</Tip>
+
 <Tip warning={true}>
 The PyTorch-native `scaled_dot_product_attention` operator can only dispatch to Flash Attention if no `attention_mask` is provided.
 
@@ -50,16 +54,16 @@ The list of supported model below:
 - [DeiT](https://arxiv.org/abs/2012.12877)
 - [Electra](https://arxiv.org/abs/2003.10555)
 - [Ernie](https://arxiv.org/abs/1904.09223)
-- [Falcon](https://arxiv.org/abs/2306.01116)
+- [Falcon](https://arxiv.org/abs/2306.01116) (No need to use BetterTransformer, it is [directy supported by Transformers](https://huggingface.co/docs/transformers/perf_infer_gpu_one#flashattention-and-memory-efficient-attention-through-pytorchs-scaleddotproductattention))
 - [FSMT](https://arxiv.org/abs/1907.06616)
 - [GPT2](https://d4mucfpksywv.cloudfront.net/better-language-models/language_models_are_unsupervised_multitask_learners.pdf)
 - [GPT-j](https://huggingface.co/EleutherAI/gpt-j-6B)
 - [GPT-neo](https://github.com/EleutherAI/gpt-neo)
 - [GPT-neo-x](https://arxiv.org/abs/2204.06745)
-- [GPT BigCode](https://arxiv.org/abs/2301.03988) (SantaCoder, StarCoder)
+- [GPT BigCode](https://arxiv.org/abs/2301.03988) (SantaCoder, StarCoder - no need to use BetterTransformer, it is [directy supported by Transformers](https://huggingface.co/docs/transformers/perf_infer_gpu_one#flashattention-and-memory-efficient-attention-through-pytorchs-scaleddotproductattention))
 - [HuBERT](https://arxiv.org/pdf/2106.07447.pdf)
 - [LayoutLM](https://arxiv.org/abs/1912.13318)
-- [Llama & Llama2](https://arxiv.org/abs/2302.13971)
+- [Llama & Llama2](https://arxiv.org/abs/2302.13971) (No need to use BetterTransformer, it is [directy supported by Transformers](https://huggingface.co/docs/transformers/perf_infer_gpu_one#flashattention-and-memory-efficient-attention-through-pytorchs-scaleddotproductattention))
 - [MarkupLM](https://arxiv.org/abs/2110.08518)
 - [Marian](https://arxiv.org/abs/1804.00344)
 - [MBart](https://arxiv.org/abs/2001.08210)
@@ -77,7 +81,7 @@ The list of supported model below:
 - [ViT-MAE](https://arxiv.org/abs/2111.06377)
 - [ViT-MSN](https://arxiv.org/abs/2204.07141)
 - [Wav2Vec2](https://arxiv.org/abs/2006.11477)
-- [Whisper](https://cdn.openai.com/papers/whisper.pdf)
+- [Whisper](https://cdn.openai.com/papers/whisper.pdf) (No need to use BetterTransformer, it is [directy supported by Transformers](https://huggingface.co/docs/transformers/perf_infer_gpu_one#flashattention-and-memory-efficient-attention-through-pytorchs-scaleddotproductattention))
 - [XLMRoberta](https://arxiv.org/abs/1911.02116)
 - [YOLOS](https://arxiv.org/abs/2106.00666)
 

optimum/bettertransformer/models/__init__.py

@@ -20,13 +20,10 @@
     BlenderbotAttentionLayerBetterTransformer,
     BloomAttentionLayerBetterTransformer,
     CodegenAttentionLayerBetterTransformer,
-    FalconAttentionLayerBetterTransformer,
     GPT2AttentionLayerBetterTransformer,
-    GPTBigCodeAttentionLayerBetterTransformer,
     GPTJAttentionLayerBetterTransformer,
     GPTNeoAttentionLayerBetterTransformer,
     GPTNeoXAttentionLayerBetterTransformer,
-    LlamaAttentionLayerBetterTransformer,
     M2M100AttentionLayerBetterTransformer,
     MarianAttentionLayerBetterTransformer,
     OPTAttentionLayerBetterTransformer,
@@ -45,17 +42,9 @@
     ViltLayerBetterTransformer,
     ViTLayerBetterTransformer,
     Wav2Vec2EncoderLayerBetterTransformer,
-    WhisperEncoderLayerBetterTransformer,
 )
 
 
-# TODO: remove once we are much higher than 4.31
-if check_if_transformers_greater("4.31"):
-    from .attention import _llama_prepare_decoder_attention_mask
-else:
-    from ...utils.dummy_bettertransformer_objects import _llama_prepare_decoder_attention_mask
-
-
 class BetterTransformerManager:
     MODEL_MAPPING = {
         "albert": {"AlbertLayer": AlbertLayerBetterTransformer},
@@ -78,15 +67,12 @@ class BetterTransformerManager:
         "electra": {"ElectraLayer": BertLayerBetterTransformer},
         "ernie": {"ErnieLayer": BertLayerBetterTransformer},
         "fsmt": {"EncoderLayer": FSMTEncoderLayerBetterTransformer},
-        "falcon": {"FalconAttention": FalconAttentionLayerBetterTransformer},
         "gpt2": {"GPT2Attention": GPT2AttentionLayerBetterTransformer},
-        "gpt_bigcode": {"GPTBigCodeAttention": GPTBigCodeAttentionLayerBetterTransformer},
         "gptj": {"GPTJAttention": GPTJAttentionLayerBetterTransformer},
         "gpt_neo": {"GPTNeoSelfAttention": GPTNeoAttentionLayerBetterTransformer},
         "gpt_neox": {"GPTNeoXAttention": GPTNeoXAttentionLayerBetterTransformer},
         "hubert": {"HubertEncoderLayer": Wav2Vec2EncoderLayerBetterTransformer},
         "layoutlm": {"LayoutLMLayer": BertLayerBetterTransformer},
-        "llama": {"LlamaAttention": LlamaAttentionLayerBetterTransformer},
         "m2m_100": {
             "M2M100EncoderLayer": MBartEncoderLayerBetterTransformer,
             "M2M100Attention": M2M100AttentionLayerBetterTransformer,
@@ -115,13 +101,12 @@ class BetterTransformerManager:
             "Wav2Vec2EncoderLayer": Wav2Vec2EncoderLayerBetterTransformer,
             "Wav2Vec2EncoderLayerStableLayerNorm": Wav2Vec2EncoderLayerBetterTransformer,
         },
-        "whisper": {"WhisperEncoderLayer": WhisperEncoderLayerBetterTransformer},
         "xlm-roberta": {"XLMRobertaLayer": BertLayerBetterTransformer},
         "yolos": {"YolosLayer": ViTLayerBetterTransformer},
     }
 
     OVERWRITE_METHODS = {
-        "llama": {"LlamaModel": ("_prepare_decoder_attention_mask", _llama_prepare_decoder_attention_mask)}
+        # "llama": {"LlamaModel": ("_prepare_decoder_attention_mask", _llama_prepare_decoder_attention_mask)}
     }
 
     EXCLUDE_FROM_TRANSFORM = {
@@ -144,15 +129,12 @@ class BetterTransformerManager:
         "bloom",
         "codegen",
         "gpt2",
-        "gpt_bigcode",
         "gptj",
         "gpt_neo",
         "gpt_neox",
-        "llama",
         "opt",
         "pegasus",
         "t5",
-        "falcon",
     }
 
     NOT_REQUIRES_STRICT_VALIDATION = {
@@ -161,15 +143,12 @@ class BetterTransformerManager:
         "bloom",
         "codegen",
         "gpt2",
-        "gpt_bigcode",
         "gptj",
         "gpt_neo",
         "gpt_neox",
-        "llama",
         "opt",
         "pegasus",
         "t5",
-        "falcon",
     }
 
     @staticmethod