Spaces:
Sleeping
Sleeping
Commit ·
65762c4
1
Parent(s): 8718399
Improve image generation and display
Browse files
app.py
CHANGED
|
@@ -4,6 +4,8 @@ import random
|
|
| 4 |
import logging
|
| 5 |
import sys
|
| 6 |
import os
|
|
|
|
|
|
|
| 7 |
|
| 8 |
# 设置日志记录
|
| 9 |
logging.basicConfig(level=logging.INFO,
|
|
@@ -54,6 +56,12 @@ try:
|
|
| 54 |
except Exception as e:
|
| 55 |
logger.error(f"Failed to patch Gradio: {str(e)}")
|
| 56 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 57 |
# 加载模型
|
| 58 |
try:
|
| 59 |
from diffusers import DiffusionPipeline
|
|
@@ -85,7 +93,11 @@ def generate_image(prompt):
|
|
| 85 |
try:
|
| 86 |
if pipe is None:
|
| 87 |
logger.error("Model not loaded, cannot generate image")
|
| 88 |
-
return
|
|
|
|
|
|
|
|
|
|
|
|
|
| 89 |
|
| 90 |
logger.info(f"Generating image for prompt: {prompt}")
|
| 91 |
seed = random.randint(0, MAX_SEED)
|
|
@@ -99,26 +111,60 @@ def generate_image(prompt):
|
|
| 99 |
num_inference_steps=2,
|
| 100 |
generator=generator
|
| 101 |
).images[0]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 102 |
except IndexError as e:
|
| 103 |
logger.error(f"Index error in pipe: {str(e)}")
|
| 104 |
-
return
|
| 105 |
|
| 106 |
-
logger.info("Image generation successful")
|
| 107 |
-
return image
|
| 108 |
except Exception as e:
|
| 109 |
logger.error(f"Error generating image: {str(e)}")
|
| 110 |
-
return
|
| 111 |
|
| 112 |
# 创建简单的 Gradio 界面,禁用示例缓存
|
| 113 |
-
|
| 114 |
-
|
| 115 |
-
|
| 116 |
-
|
| 117 |
-
|
| 118 |
-
|
| 119 |
-
|
| 120 |
-
|
| 121 |
-
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 122 |
|
| 123 |
# 启动应用
|
| 124 |
if __name__ == "__main__":
|
|
@@ -126,9 +172,10 @@ if __name__ == "__main__":
|
|
| 126 |
logger.info("Starting Gradio app")
|
| 127 |
# 添加更多启动选项,以提高稳定性
|
| 128 |
demo.launch(
|
|
|
|
| 129 |
show_error=True,
|
| 130 |
-
|
| 131 |
-
|
| 132 |
)
|
| 133 |
except Exception as e:
|
| 134 |
logger.error(f"Error launching app: {str(e)}")
|
|
|
|
| 4 |
import logging
|
| 5 |
import sys
|
| 6 |
import os
|
| 7 |
+
from PIL import Image as PILImage
|
| 8 |
+
import io
|
| 9 |
|
| 10 |
# 设置日志记录
|
| 11 |
logging.basicConfig(level=logging.INFO,
|
|
|
|
| 56 |
except Exception as e:
|
| 57 |
logger.error(f"Failed to patch Gradio: {str(e)}")
|
| 58 |
|
| 59 |
+
# 创建一个简单的示例图像,在模型加载失败或生成失败时使用
|
| 60 |
+
def create_dummy_image():
|
| 61 |
+
# 创建一个256x256的红色图像
|
| 62 |
+
img = PILImage.new('RGB', (256, 256), color = (255, 0, 0))
|
| 63 |
+
return img
|
| 64 |
+
|
| 65 |
# 加载模型
|
| 66 |
try:
|
| 67 |
from diffusers import DiffusionPipeline
|
|
|
|
| 93 |
try:
|
| 94 |
if pipe is None:
|
| 95 |
logger.error("Model not loaded, cannot generate image")
|
| 96 |
+
return create_dummy_image()
|
| 97 |
+
|
| 98 |
+
if not prompt or prompt.strip() == "":
|
| 99 |
+
prompt = "A beautiful landscape"
|
| 100 |
+
logger.info(f"Empty prompt, using default: {prompt}")
|
| 101 |
|
| 102 |
logger.info(f"Generating image for prompt: {prompt}")
|
| 103 |
seed = random.randint(0, MAX_SEED)
|
|
|
|
| 111 |
num_inference_steps=2,
|
| 112 |
generator=generator
|
| 113 |
).images[0]
|
| 114 |
+
|
| 115 |
+
# 确保图像是 PIL.Image 类型
|
| 116 |
+
if not isinstance(image, PILImage.Image):
|
| 117 |
+
logger.warning(f"Converting image from {type(image)} to PIL.Image")
|
| 118 |
+
if hasattr(image, 'numpy'):
|
| 119 |
+
image = PILImage.fromarray(image.numpy())
|
| 120 |
+
else:
|
| 121 |
+
image = PILImage.fromarray(np.array(image))
|
| 122 |
+
|
| 123 |
+
# 转换为 RGB 模式,确保兼容性
|
| 124 |
+
if image.mode != 'RGB':
|
| 125 |
+
image = image.convert('RGB')
|
| 126 |
+
|
| 127 |
+
logger.info("Image generation successful")
|
| 128 |
+
# 保存图像以供调试
|
| 129 |
+
debug_path = "debug_image.jpg"
|
| 130 |
+
image.save(debug_path)
|
| 131 |
+
logger.info(f"Debug image saved to {debug_path}")
|
| 132 |
+
|
| 133 |
+
return image
|
| 134 |
except IndexError as e:
|
| 135 |
logger.error(f"Index error in pipe: {str(e)}")
|
| 136 |
+
return create_dummy_image()
|
| 137 |
|
|
|
|
|
|
|
| 138 |
except Exception as e:
|
| 139 |
logger.error(f"Error generating image: {str(e)}")
|
| 140 |
+
return create_dummy_image()
|
| 141 |
|
| 142 |
# 创建简单的 Gradio 界面,禁用示例缓存
|
| 143 |
+
with gr.Blocks(title="SDXL Turbo Text-to-Image") as demo:
|
| 144 |
+
gr.Markdown("# SDXL Turbo Text-to-Image Generator")
|
| 145 |
+
|
| 146 |
+
with gr.Row():
|
| 147 |
+
with gr.Column():
|
| 148 |
+
prompt_input = gr.Textbox(label="Enter your prompt", placeholder="Type your text prompt here...")
|
| 149 |
+
generate_button = gr.Button("Generate Image")
|
| 150 |
+
|
| 151 |
+
with gr.Column():
|
| 152 |
+
image_output = gr.Image(label="Generated Image", type="pil")
|
| 153 |
+
|
| 154 |
+
# 示例
|
| 155 |
+
gr.Examples(
|
| 156 |
+
examples=["A cute cat", "Sunset over mountains"],
|
| 157 |
+
inputs=prompt_input,
|
| 158 |
+
outputs=image_output,
|
| 159 |
+
fn=generate_image,
|
| 160 |
+
cache_examples=False
|
| 161 |
+
)
|
| 162 |
+
|
| 163 |
+
# 绑定生成按钮
|
| 164 |
+
generate_button.click(fn=generate_image, inputs=prompt_input, outputs=image_output)
|
| 165 |
+
|
| 166 |
+
# 直接绑定文本框的提交事件
|
| 167 |
+
prompt_input.submit(fn=generate_image, inputs=prompt_input, outputs=image_output)
|
| 168 |
|
| 169 |
# 启动应用
|
| 170 |
if __name__ == "__main__":
|
|
|
|
| 172 |
logger.info("Starting Gradio app")
|
| 173 |
# 添加更多启动选项,以提高稳定性
|
| 174 |
demo.launch(
|
| 175 |
+
debug=True,
|
| 176 |
show_error=True,
|
| 177 |
+
server_name="0.0.0.0", # 确保可以从外部访问
|
| 178 |
+
max_threads=1 # 降低并发以避免竞态条件
|
| 179 |
)
|
| 180 |
except Exception as e:
|
| 181 |
logger.error(f"Error launching app: {str(e)}")
|