1b87a98261
## 主要更新 - ✨ 更新所有依赖到最新稳定版本 - 📝 添加详细的项目文档和模型推荐 - 🔧 配置 VSCode Cloud Studio 预览功能 - 🐛 修复 PyTorch API 弃用警告 ## 依赖更新 - diffusers: 0.27.2 → 0.35.2 - gradio: 4.21.0 → 5.46.0 - peft: 0.7.1 → 0.18.0 - Pillow: 9.5.0 → 11.3.0 - fastapi: 0.108.0 → 0.116.2 ## 新增文件 - CLAUDE.md - 项目架构和开发指南 - UPGRADE_NOTES.md - 详细的升级说明 - .vscode/preview.yml - 预览配置 - .vscode/LAUNCH_GUIDE.md - 启动指南 - .gitignore - 更新的忽略规则 ## 代码修复 - 修复 iopaint/model/ldm.py 中的 torch.cuda.amp.autocast() 弃用警告 ## 文档更新 - README.md - 添加模型推荐和使用指南 - 完整的项目源码（iopaint/） - Web 前端源码（web_app/） 🤖 Generated with Claude Code
103 lines
2.9 KiB
Python
103 lines
2.9 KiB
Python
import os
|
|
|
|
from loguru import logger
|
|
|
|
from iopaint.tests.utils import check_device, get_config, assert_equal, current_dir
|
|
|
|
os.environ["PYTORCH_ENABLE_MPS_FALLBACK"] = "1"
|
|
|
|
import pytest
|
|
import torch
|
|
|
|
from iopaint.model_manager import ModelManager
|
|
from iopaint.schema import HDStrategy, SDSampler
|
|
|
|
|
|
@pytest.mark.parametrize("device", ["cuda", "mps"])
|
|
def test_runway_sd_1_5_low_mem(device):
|
|
sd_steps = check_device(device)
|
|
model = ModelManager(
|
|
name="runwayml/stable-diffusion-inpainting",
|
|
device=torch.device(device),
|
|
disable_nsfw=True,
|
|
sd_cpu_textencoder=False,
|
|
low_mem=True,
|
|
)
|
|
|
|
all_samplers = [member.value for member in SDSampler.__members__.values()]
|
|
print(all_samplers)
|
|
cfg = get_config(
|
|
strategy=HDStrategy.ORIGINAL,
|
|
prompt="a fox sitting on a bench",
|
|
sd_steps=sd_steps,
|
|
sd_sampler=SDSampler.ddim,
|
|
)
|
|
|
|
name = f"device_{device}"
|
|
|
|
assert_equal(
|
|
model,
|
|
cfg,
|
|
f"runway_sd_{name}_low_mem.png",
|
|
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
|
|
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
|
|
)
|
|
|
|
|
|
@pytest.mark.parametrize("device", ["cuda", "mps", "cpu"])
|
|
@pytest.mark.parametrize("sampler", [SDSampler.lcm])
|
|
def test_runway_sd_lcm_lora_low_mem(device, sampler):
|
|
check_device(device)
|
|
|
|
sd_steps = 5
|
|
model = ModelManager(
|
|
name="runwayml/stable-diffusion-inpainting",
|
|
device=torch.device(device),
|
|
disable_nsfw=True,
|
|
sd_cpu_textencoder=False,
|
|
low_mem=True,
|
|
)
|
|
cfg = get_config(
|
|
strategy=HDStrategy.ORIGINAL,
|
|
prompt="face of a fox, sitting on a bench",
|
|
sd_steps=sd_steps,
|
|
sd_guidance_scale=2,
|
|
sd_lcm_lora=True,
|
|
)
|
|
cfg.sd_sampler = sampler
|
|
|
|
assert_equal(
|
|
model,
|
|
cfg,
|
|
f"runway_sd_1_5_lcm_lora_device_{device}_low_mem.png",
|
|
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
|
|
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
|
|
)
|
|
|
|
|
|
|
|
@pytest.mark.parametrize("device", ["cuda", "mps", "cpu"])
|
|
@pytest.mark.parametrize("strategy", [HDStrategy.ORIGINAL])
|
|
@pytest.mark.parametrize("sampler", [SDSampler.ddim])
|
|
def test_runway_norm_sd_model(device, strategy, sampler):
|
|
sd_steps = check_device(device)
|
|
model = ModelManager(
|
|
name="runwayml/stable-diffusion-v1-5",
|
|
device=torch.device(device),
|
|
disable_nsfw=True,
|
|
sd_cpu_textencoder=False,
|
|
low_mem=True,
|
|
)
|
|
cfg = get_config(
|
|
strategy=strategy, prompt="face of a fox, sitting on a bench", sd_steps=sd_steps
|
|
)
|
|
cfg.sd_sampler = sampler
|
|
|
|
assert_equal(
|
|
model,
|
|
cfg,
|
|
f"runway_{device}_norm_sd_model_device_{device}_low_mem.png",
|
|
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
|
|
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
|
|
)
|