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Update app.py
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import requests
from requests.adapters import HTTPAdapter
from requests.packages.urllib3.util.retry import Retry
import json
import base64
import time
import gradio as gr
from PIL import Image
from io import BytesIO
import os
host = "http://18.119.36.46:8888"
def image_prompt(prompt, image1, image2, image3, image4):
try:
with open(image1, "rb") as img1, open(image2, "rb") as img2, open(image3, "rb") as img3, open(image4, "rb") as img4:
source1 = img1.read()
source2 = img2.read()
source3 = img3.read()
source4 = img4.read()
params = {
"prompt": prompt,
"image_prompts": [
{
"cn_img": base64.b64encode(source1).decode('utf-8'),
"cn_stop": 1,
"cn_weight": 1,
"cn_type": "ImagePrompt"
},{
"cn_img": base64.b64encode(source2).decode('utf-8'),
"cn_stop": 1,
"cn_weight": 1,
"cn_type": "ImagePrompt"
},{
"cn_img": base64.b64encode(source3).decode('utf-8'),
"cn_stop": 1,
"cn_weight": 1,
"cn_type": "ImagePrompt"
},{
"cn_img": base64.b64encode(source4).decode('utf-8'),
"cn_stop": 1,
"cn_weight": 1,
"cn_type": "ImagePrompt"
}
],
"async_process": True
}
session = requests.Session()
retries = Retry(total=5, backoff_factor=2, status_forcelist=[502, 503, 504])
session.mount('http://', HTTPAdapter(max_retries=retries))
response = session.post(
url=f"{host}/v2/generation/text-to-image-with-ip",
data=json.dumps(params),
headers={"Content-Type": "application/json"},
timeout=15 # Slightly increased timeout
)
response.raise_for_status() # Raise exception for HTTP errors
result = response.json()
job_id = result.get('job_id')
if not job_id:
raise ValueError("Job ID not found in response")
return job_id
except requests.exceptions.RequestException as e:
return None, f"API request failed: {str(e)}"
except json.JSONDecodeError:
return None, "Failed to decode JSON response from the server."
except Exception as e:
return None, f"An unexpected error occurred: {str(e)}"
def query_status(job_id):
try:
session = requests.Session()
retries = Retry(total=5, backoff_factor=2, status_forcelist=[502, 503, 504])
session.mount('http://', HTTPAdapter(max_retries=retries))
query_url = f"http://18.119.36.46:8888/v1/generation/query-job?job_id={job_id}&require_step_preview=true"
response = session.get(query_url, timeout=15)
response.raise_for_status() # Raise exception for HTTP errors
job_data = response.json()
job_stage = job_data.get("job_stage")
if job_stage == "SUCCESS":
final_image_url = job_data.get("job_result")[0].get("url")
if final_image_url:
final_image_url = final_image_url.replace("127.0.0.1", "18.119.36.46")
image_response = session.get(final_image_url, timeout=15)
image_response.raise_for_status() # Raise exception for HTTP errors
image = Image.open(BytesIO(image_response.content))
return image, "Job completed successfully."
else:
return None, "Final image URL not found in the job data."
elif job_stage == "RUNNING":
step_preview_base64 = job_data.get("job_step_preview")
if step_preview_base64:
image = Image.open(BytesIO(base64.b64decode(step_preview_base64)))
return image, "Job is running, step preview available."
return None, "Job is running, no step preview available."
elif job_stage == "FAILED":
return None, "Job failed."
else:
return None, "Unknown job stage."
except requests.exceptions.RequestException as e:
return None, f"API request failed: {str(e)}"
except json.JSONDecodeError:
return None, "Failed to decode JSON response from the server."
except Exception as e:
return None, f"An unexpected error occurred: {str(e)}"
def gradio_app():
with gr.Blocks() as demo:
prompt = gr.Textbox(label="Prompt", placeholder="Enter your text prompt here")
with gr.Row():
image1 = gr.Image(label="Image Prompt 1", type="filepath")
image2 = gr.Image(label="Image Prompt 2", type="filepath")
image3 = gr.Image(label="Image Prompt 3", type="filepath")
image4 = gr.Image(label="Image Prompt 4", type="filepath")
output_image = gr.Image(label="Generated Image")
status = gr.Textbox(label="Status")
job_id = gr.State()
generate_button = gr.Button("Generate Image")
generate_button.click(image_prompt, inputs=[prompt, image1, image2, image3, image4], outputs=job_id)
def update_image(job_id):
if job_id:
image, status_text = query_status(job_id)
return image, status_text
return None, "No job ID found."
demo.load(update_image, inputs=job_id, outputs=[output_image, status], every=2)
demo.launch()
if __name__ == "__main__":
gradio_app()