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Merged
chengzeyi merged 2 commits into from
Mar 19, 2024
Merged

use diffusers' builtin instant id #738

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633b871
use diffusers' builtin instant id
chengzeyi Mar 19, 2024
1f001fe
add doc
chengzeyi Mar 19, 2024
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31 changes: 20 additions & 11 deletions benchmarks/instant_id.py
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Original file line number Diff line number Diff line change
@@ -1,8 +1,10 @@
# Requirements: diffusers==0.25.1.
# Reference: https://github.com/InstantID/InstantID/blob/main/gradio_demo/requirements.txt
REPO = None
FACE_ANALYSIS_ROOT = None
MODEL = "wangqixun/YamerMIX_v8"
VARIANT = None
CUSTOM_PIPELINE = None
CUSTOM_PIPELINE = "pipeline_stable_diffusion_xl_instantid"
SCHEDULER = "EulerAncestralDiscreteScheduler"
LORA = None
CONTROLNET = "InstantX/InstantID"
Expand Down Expand Up @@ -148,9 +150,6 @@ def callback_on_step_end(self, pipe, i, t, callback_kwargs={}):
def main():
args = parse_args()

assert (
args.repo is not None
), "Please set `--repo` to the local path of the cloned repo of https://github.com/InstantID/InstantID"
assert (
args.controlnet is not None
), "Please set `--controlnet` to the name or path of the controlnet"
Expand Down Expand Up @@ -179,12 +178,19 @@ def main():
with open(attention_processor_path, "w") as f:
f.write(content)

sys.path.insert(0, args.repo)
custom_pipeline = None
draw_kps = None
if args.repo is None:
custom_pipeline = args.custom_pipeline
from diffusers import DiffusionPipeline
pipeline_cls = DiffusionPipeline
else:
sys.path.insert(0, args.repo)

from pipeline_stable_diffusion_xl_instantid import (
StableDiffusionXLInstantIDPipeline,
draw_kps,
)
from pipeline_stable_diffusion_xl_instantid import (
StableDiffusionXLInstantIDPipeline as pipeline_cls,
draw_kps,
)

if os.path.exists(args.controlnet):
controlnet = args.controlnet
Expand All @@ -202,15 +208,18 @@ def main():
controlnet_path = os.path.join(controlnet, "ControlNetModel")

pipe = load_pipe(
StableDiffusionXLInstantIDPipeline,
pipeline_cls,
args.model,
variant=args.variant,
custom_pipeline=args.custom_pipeline,
custom_pipeline=custom_pipeline,
scheduler=args.scheduler,
lora=args.lora,
controlnet=controlnet_path,
)

if draw_kps is None:
draw_kps = sys.modules[pipe.__module__].draw_kps

pipe.load_ip_adapter_instantid(face_adapter)

height = args.height or pipe.unet.config.sample_size * pipe.vae_scale_factor
Expand Down