The script shows how to run SD3 with `torch.compile()`

run_sd3_compile.py

import torch 

torch.set_float32_matmul_precision("high")

from diffusers import StableDiffusion3Pipeline
import time

id = "stabilityai/stable-diffusion-3-medium-diffusers"
pipeline = StableDiffusion3Pipeline.from_pretrained(
    id, 
    torch_dtype=torch.float16
).to("cuda")
pipeline.set_progress_bar_config(disable=True)

torch._inductor.config.conv_1x1_as_mm = True
torch._inductor.config.coordinate_descent_tuning = True
torch._inductor.config.epilogue_fusion = False
torch._inductor.config.coordinate_descent_check_all_directions = True

pipeline.transformer.to(memory_format=torch.channels_last)
pipeline.vae.to(memory_format=torch.channels_last)
pipeline.transformer = torch.compile(pipeline.transformer, mode="max-autotune", fullgraph=True)
pipeline.vae.decode = torch.compile(pipeline.vae.decode, mode="max-autotune", fullgraph=True)

prompt = "a photo of a cat"
for _ in range(3):
    _ = pipeline(
        prompt=prompt,
        num_inference_steps=50, 
        guidance_scale=5.0,
        generator=torch.manual_seed(1),
    )

start = time.time()
for _ in range(10):
    _ = pipeline(
        prompt=prompt,
        num_inference_steps=50, 
        guidance_scale=5.0,
        generator=torch.manual_seed(1),
    )
end = time.time()
avg_inference_time = (end - start) / 10
print(f"Average inference time: {avg_inference_time:.3f} seconds.")

image = pipeline(
    prompt=prompt,
    num_inference_steps=50, 
    guidance_scale=5.0,
    generator=torch.manual_seed(1),
).images[0]
filename = "_".join(prompt.split(" "))
image.save(f"diffusers_{filename}.png")

hello，I run this program in docker(torch=2.1) and meet a problem that：

Traceback (most recent call last):
File "/workspace/std3/a.py", line 18, in
torch._inductor.config.coordinate_descent_check_all_directions = True
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/config_utils.py", line 71, in setattr
raise AttributeError(f"{self.name}.{name} does not exist")
AttributeError: torch._inductor.config.coordinate_descent_check_all_directions does not exist

You should use PyTorch 2.3

You should use PyTorch 2.3

I solved this problem with pytorch2.3，thanks