update flash_attn and reqs

nodes.py

@@ -36,6 +36,7 @@ class DownloadAndLoadPyramidFlowModel:
                 "model_dtype": (["fp16", "fp32", "bf16"],{"default": "bf16", }),
                 "text_encoder_dtype": (["fp16", "fp32", "bf16"],{"default": "bf16", }),
                 "vae_dtype": (["fp16", "fp32", "bf16"],{"default": "bf16", }),
+                "use_flash_attn": ("BOOLEAN", {"default": False}),
                 #"fp8_transformer": (['disabled', 'enabled', 'fastmode'], {"default": 'disabled', "tooltip": "enabled casts the transformer to torch.float8_e4m3fn, fastmode is only for latest nvidia GPUs"}),
                 #"compile": (["disabled","onediff","torch"], {"tooltip": "compile the model for faster inference, these are advanced options only available on Linux, see readme for more info"}),
             }
@@ -46,7 +47,7 @@ class DownloadAndLoadPyramidFlowModel:
     FUNCTION = "loadmodel"
     CATEGORY = "PyramidFlowWrapper"
 
-    def loadmodel(self, model, variant, model_dtype, text_encoder_dtype, vae_dtype):
+    def loadmodel(self, model, variant, model_dtype, text_encoder_dtype, vae_dtype, use_flash_attn=False):
 
         device = mm.get_torch_device()
         offload_device = mm.unet_offload_device()
@@ -196,7 +197,6 @@ class PyramidFlowSampler:
         torch.cuda.manual_seed(seed)
 
         autocastcondition = not model["model"].dtype == torch.float32
-        #autocastcondition = True
         autocast_context = torch.autocast(mm.get_autocast_device(device), dtype=model["model"].dtype) if autocastcondition else nullcontext()
 
         if input_latent is None:

pyramid_dit/pyramid_dit_for_video_gen_pipeline.py

@@ -60,11 +60,15 @@ class PyramidDiTForVideoGeneration:
 
         
         self.dit = PyramidDiffusionMMDiT.from_pretrained(
-            dit_path, torch_dtype=torch_dtype, 
+            dit_path, 
+            torch_dtype=torch_dtype, 
             use_gradient_checkpointing=use_gradient_checkpointing, 
-            use_flash_attn=use_flash_attn, use_t5_mask=True,
+            use_flash_attn=use_flash_attn, 
-            add_temp_pos_embed=True, temp_pos_embed_type='rope', 
+            use_t5_mask=True,
-            use_temporal_causal=use_temporal_causal, interp_condition_pos=interp_condition_pos,
+            add_temp_pos_embed=True, 
+            temp_pos_embed_type='rope', 
+            use_temporal_causal=True if not use_flash_attn else False, 
+            interp_condition_pos=interp_condition_pos,
         )
 
         # The text encoder

requirements.txt

@@ -2,7 +2,5 @@ diffusers>=0.30.1
 accelerate>=0.30.0
 einops
 packaging
-pandas
-scikit-image
 sentencepiece
 timm>=0.6.12