Merge branch 'main' of https://github.com/konieshadow/Fooocus-API int…

…o main

README.md

@@ -4,7 +4,7 @@
 
 FastAPI powered API for [Fooocus](https://github.com/lllyasviel/Fooocus)
 
-Currently loaded Fooocus version: 2.1.44
+Currently loaded Fooocus version: 2.1.679
 
 ### Run with Replicate
 Now you can use Fooocus-API by Replicate, the model is in [konieshadow/fooocus-api](https://replicate.com/konieshadow/fooocus-api).

fooocusapi/models.py

@@ -27,6 +27,9 @@ class PerfomanceSelection(str, Enum):
 class FooocusStyle(str, Enum):
     fooocus_expansion = 'Fooocus V2'
     default = 'Default (Slightly Cinematic)'
+    fooocus_anime = 'Fooocus Anime'
+    fooocus_realistic = 'Fooocus Realistic'
+    fooocus_strong_negative = 'Fooocus Strong Negative'
     sai_3d_model = 'SAI 3D Model'
     sai_analog_film = 'SAI Analog Film'
     sai_anime = 'SAI Anime'

fooocusapi/parameters.py

@@ -9,6 +9,9 @@
 fooocus_styles = [
     'Fooocus V2',
     'Default (Slightly Cinematic)',
+    'Fooocus Anime',
+    'Fooocus Realistic',
+    'Fooocus Strong Negative',
     'SAI 3D Model',
     'SAI Analog Film',
     'SAI Anime',

fooocusapi/repositories_versions.py

@@ -1,7 +1,5 @@
 import os
 
-fooocus_version = '2.1.44'
-comfy_commit_hash = os.environ.get(
-    'COMFY_COMMIT_HASH', "d1a0abd40b86f3f079b0cc71e49f9f4604831457")
+fooocus_version = '2.1.679'
 fooocus_commit_hash = os.environ.get(
-    'FOOOCUS_COMMIT_HASH', "5e8f2f96e91817cc6691642e71edec8b8264b114")
+    'FOOOCUS_COMMIT_HASH', "589409e3f4832014b931884eac6963997de01739")

fooocusapi/worker.py

@@ -20,7 +20,7 @@ def process_generate(params: ImageGenerationParams) -> List[ImageGenerationResul
     import modules.core as core
     import modules.inpaint_worker as inpaint_worker
     import modules.path as path
-    import comfy.model_management as model_management
+    import fcbh.model_management as model_management
     import modules.advanced_parameters as advanced_parameters
     import fooocus_extras.preprocessors as preprocessors
     import fooocus_extras.ip_adapter as ip_adapter
@@ -119,14 +119,15 @@ def build_advanced_parameters():
             canny_low_threshold = 64
             canny_high_threshold = 128
             inpaint_engine = inpaint_model_version
+            refiner_swap_method = 'joint'
             freeu_enabled = False
             freeu_b1, freeu_b2, freeu_s1, freeu_s2 = [None] * 4
             return [adm_scaler_positive, adm_scaler_negative, adm_scaler_end, adaptive_cfg, sampler_name,
                                scheduler_name, overwrite_step, overwrite_switch, overwrite_width, overwrite_height,
                                overwrite_vary_strength, overwrite_upscale_strength,
                                mixing_image_prompt_and_vary_upscale, mixing_image_prompt_and_inpaint,
                                 debugging_cn_preprocessor, controlnet_softness, canny_low_threshold, canny_high_threshold, inpaint_engine,
-                                freeu_enabled, freeu_b1, freeu_b2, freeu_s1, freeu_s2]
+                                refiner_swap_method, freeu_enabled, freeu_b1, freeu_b2, freeu_s1, freeu_s2]
 
         advanced_parameters.set_all_advanced_parameters(*build_advanced_parameters())
 
@@ -165,6 +166,7 @@ def build_advanced_parameters():
         inpaint_worker.current_task = None
         width, height = aspect_ratios[aspect_ratios_selection]
         skip_prompt_processing = False
+        refiner_swap_method = advanced_parameters.refiner_swap_method
 
         raw_prompt = prompt
         raw_negative_prompt = negative_prompt
@@ -228,7 +230,7 @@ def build_advanced_parameters():
                     loras += [(inpaint_patch_model_path, 1.0)]
                     print(f'[Inpaint] Current inpaint model is {inpaint_patch_model_path}')
                     goals.append('inpaint')
-                    sampler_name = 'dpmpp_fooocus_2m_sde_inpaint_seamless'
+                    sampler_name = 'dpmpp_2m_sde_gpu'  # only support the patched dpmpp_2m_sde_gpu
             if current_tab == 'ip' or \
                     advanced_parameters.mixing_image_prompt_and_inpaint or \
                     advanced_parameters.mixing_image_prompt_and_vary_upscale:
@@ -530,12 +532,6 @@ def build_advanced_parameters():
         print(f'Preparation time: {preparation_time:.2f} seconds')
 
         outputs.append(['preview', (13, 'Moving model to GPU ...', None)])
-        execution_start_time = time.perf_counter()
-        model_management.load_models_gpu([pipeline.final_unet])
-        moving_time = time.perf_counter() - execution_start_time
-        print(f'Moving model to GPU: {moving_time:.2f} seconds')
-
-        outputs.append(['preview', (13, 'Starting tasks ...', None)])
 
         def callback(step, x0, x, total_steps, y):
             done_steps = current_task_id * steps + step
@@ -574,7 +570,8 @@ def callback(step, x0, x, total_steps, y):
                     latent=initial_latent,
                     denoise=denoising_strength,
                     tiled=tiled,
-                    cfg_scale=cfg_scale
+                    cfg_scale=cfg_scale,
+                    refiner_swap_method=advanced_parameters.refiner_swap_method
                 )
 
                 del task['c'], task['uc'], positive_cond, negative_cond  # Save memory

main.py

@@ -6,17 +6,14 @@
 from importlib.util import find_spec
 
 from fooocus_api_version import version
-from fooocusapi.repositories_versions import (comfy_commit_hash,
-                                              fooocus_commit_hash,
-                                              fooocus_version)
+from fooocusapi.repositories_versions import fooocus_commit_hash
 
 os.environ["PYTORCH_ENABLE_MPS_FALLBACK"] = "1"
 
 python = sys.executable
 default_command_live = True
 index_url = os.environ.get('INDEX_URL', "")
 
-comfyui_name = 'ComfyUI-from-StabilityAI-Official'
 fooocus_name = 'Fooocus'
 
 modules_path = os.path.dirname(os.path.realpath(__file__))
@@ -134,12 +131,6 @@ def download_repositories():
         print(f"Using https proxy for git clone: {https_proxy}")
         os.environ['https_proxy'] = https_proxy
 
-    # Check and download ComfyUI
-    comfy_repo = os.environ.get(
-        'COMFY_REPO', "https://github.com/comfyanonymous/ComfyUI")
-    git_clone(comfy_repo, repo_dir(comfyui_name),
-              "Inference Engine", comfy_commit_hash)
-
     # Check and download Fooocus
     fooocus_repo = os.environ.get(
         'FOOOCUS_REPO', 'https://github.com/lllyasviel/Fooocus')
@@ -157,37 +148,25 @@ def is_installed(package):
 
 
 def download_models():
-    model_filenames = [
-        ('sd_xl_base_1.0_0.9vae.safetensors',
-         'https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_base_1.0_0.9vae.safetensors'),
-        ('sd_xl_refiner_1.0_0.9vae.safetensors',
-         'https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0/resolve/main/sd_xl_refiner_1.0_0.9vae.safetensors')
-    ]
-
-    lora_filenames = [
-        ('sd_xl_offset_example-lora_1.0.safetensors',
-         'https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_offset_example-lora_1.0.safetensors')
-    ]
-
     vae_approx_filenames = [
-        ('xlvaeapp.pth',
-         'https://huggingface.co/lllyasviel/misc/resolve/main/xlvaeapp.pth')
+        ('xlvaeapp.pth', 'https://huggingface.co/lllyasviel/misc/resolve/main/xlvaeapp.pth'),
+        ('vaeapp_sd15.pth', 'https://huggingface.co/lllyasviel/misc/resolve/main/vaeapp_sd15.pt'),
+        ('xl-to-v1_interposer-v3.1.safetensors',
+        'https://huggingface.co/lllyasviel/misc/resolve/main/xl-to-v1_interposer-v3.1.safetensors')
     ]
 
     from modules.model_loader import load_file_from_url
-    from modules.path import (fooocus_expansion_path, lorafile_path,
-                              modelfile_path, upscale_models_path,
-                              vae_approx_path)
-
-    for file_name, url in model_filenames:
-        load_file_from_url(url=url, model_dir=modelfile_path,
-                           file_name=file_name)
-    for file_name, url in lora_filenames:
-        load_file_from_url(url=url, model_dir=lorafile_path,
-                           file_name=file_name)
+    from modules.path import modelfile_path, lorafile_path, vae_approx_path, fooocus_expansion_path, \
+        checkpoint_downloads, embeddings_path, embeddings_downloads, lora_downloads
+
+    for file_name, url in checkpoint_downloads.items():
+        load_file_from_url(url=url, model_dir=modelfile_path, file_name=file_name)
+    for file_name, url in embeddings_downloads.items():
+        load_file_from_url(url=url, model_dir=embeddings_path, file_name=file_name)
+    for file_name, url in lora_downloads.items():
+        load_file_from_url(url=url, model_dir=lorafile_path, file_name=file_name)
     for file_name, url in vae_approx_filenames:
-        load_file_from_url(
-            url=url, model_dir=vae_approx_path, file_name=file_name)
+        load_file_from_url(url=url, model_dir=vae_approx_path, file_name=file_name)
 
     load_file_from_url(
         url='https://huggingface.co/lllyasviel/misc/resolve/main/fooocus_expansion.bin',
@@ -228,14 +207,18 @@ def prepare_environments(args) -> bool:
     if not skip_sync_repo:
         download_repositories()
 
-    # Add indent repositories to import path
-    sys.path.append(os.path.join(script_path, dir_repos, comfyui_name))
-    sys.path.append(os.path.join(script_path, dir_repos, fooocus_name))
-
-    download_models()
+    # Add dependent repositories to import path
+    sys.path.append(script_path)
+    fooocus_path = os.path.join(script_path, dir_repos, fooocus_name)
+    sys.path.append(fooocus_path)
+    backend_path = os.path.join(fooocus_path, 'backend', 'headless')
+    if backend_path not in sys.path:
+        sys.path.append(backend_path)
+    os.environ["PYTORCH_ENABLE_MPS_FALLBACK"] = "1"
 
     sys.argv = [sys.argv[0]]
-    ini_comfy_args()
+    download_models()
+    ini_cbh_args()
 
     if args.preload_pipeline:
         print("Preload pipeline")
@@ -256,9 +239,6 @@ class Args(object):
         args.sync_repo = 'skip'
     prepare_environments(args)
 
-    sys.argv = [sys.argv[0]]
-    ini_comfy_args()
-
     if disable_private_log:
         import fooocusapi.worker as worker
         worker.save_log = False
@@ -275,7 +255,7 @@ class Args(object):
 
 
 # This function was copied from [Fooocus](https://github.com/lllyasviel/Fooocus) repository.
-def ini_comfy_args():
+def ini_cbh_args():
     from args_manager import args
     return args
 
@@ -298,7 +278,6 @@ def ini_comfy_args():
     args = parser.parse_args()
 
     if prepare_environments(args):
-        argv = sys.argv
         sys.argv = [sys.argv[0]]
 
         # Start api server