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Browse files- SD3-Batch-Creation/.gitattributes +35 -0
- SD3-Batch-Creation/README.md +13 -0
- app.py +39 -85
- sd3.json +273 -184
SD3-Batch-Creation/.gitattributes
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SD3-Batch-Creation/README.md
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---
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title: SD3 Batch Creation
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emoji: 🌍
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colorFrom: gray
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colorTo: pink
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sdk: gradio
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sdk_version: 4.36.1
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app_file: app.py
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pinned: false
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license: gpl
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
CHANGED
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@@ -10,110 +10,77 @@ import zipfile
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from typing import List
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# Define constants
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-
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OUTPUT_DIR = os.path.join(
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URL = "https://3653-47-216-153-41.ngrok-free.app/prompt" # Replace with your ngrok URL
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# Create output directories if they don't exist
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os.makedirs(USER_OUTPUTS_DIR, exist_ok=True)
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# Configure logging
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logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
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# Shared state for cancellation
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cancel_processing = False
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log_messages = ""
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def log_message(message):
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global log_messages
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log_messages += message + "\n"
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logging.info(message)
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def find_workflow_in_root(root_dir, filename):
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log_message(f"Searching for {filename} in root directory {root_dir}")
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for root, _, files in os.walk(root_dir):
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if filename in files:
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file_path = os.path.join(root, filename)
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log_message(f"Found workflow file at {file_path}")
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return file_path
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log_message(f"Workflow file {filename} not found in root directory {root_dir}")
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return None
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def read_workflow(file_path):
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return workflow
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except Exception as e:
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log_message(f"Error reading workflow: {e}")
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return None
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def update_workflow(workflow, prompt, negative_prompt):
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workflow["6"]["inputs"]["text"] = prompt
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workflow["71"]["inputs"]["text"] = negative_prompt
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return workflow
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def write_workflow(workflow, file_path):
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json.dump(workflow, file, indent=4)
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except Exception as e:
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log_message(f"Error writing workflow: {e}")
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def send_workflow_to_comfyui(workflow, url):
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headers = {"Content-Type": "application/json"}
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try:
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response = requests.post(url, headers=headers, json={"prompt": workflow})
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response.raise_for_status()
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except requests.exceptions.RequestException as e:
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raise
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def monitor_output_images(output_dir, previous_images, timeout=60):
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start_time = time.time()
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while time.time() - start_time < timeout:
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current_images = os.listdir(output_dir)
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new_images = [img for img in current_images if img not in previous_images]
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if new_images:
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latest_image = new_images[-1]
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return latest_image
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time.sleep(1)
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return None
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def copy_file_with_retry(src, dst_dir, file_index, retries=5, delay=1):
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dst = os.path.join(dst_dir, f"SD3_{file_index:05d}.png")
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log_message(f"Attempting to copy file from {src} to {dst}")
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for _ in range(retries):
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try:
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shutil.copy(src, dst)
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log_message(f"File copied successfully to {dst}")
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return dst
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except PermissionError:
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time.sleep(delay)
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log_message(f"PermissionError encountered. Retrying...")
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log_message(f"Failed to copy {src} to {dst} after {retries} retries")
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raise PermissionError(f"Failed to copy {src} to {dst} after {retries} retries")
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def zip_files(output_images: List[str], zip_interval: int, zip_folder: str):
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zip_files = []
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for i in range(0, len(output_images), zip_interval):
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zip_filename = os.path.join(zip_folder, f"images_{i//zip_interval + 1}_{time.time_ns()}.zip")
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log_message(f"Creating zip file {zip_filename}")
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with zipfile.ZipFile(zip_filename, 'w') as zipf:
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for img in output_images[i:i+zip_interval]:
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zipf.write(img, os.path.basename(img))
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zip_files.append(zip_filename)
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log_message(f"Zip files created: {zip_files}")
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return zip_files
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def process_prompts(prompts_text, negative_prompt_text, user_folder, zip_interval):
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@@ -124,15 +91,7 @@ def process_prompts(prompts_text, negative_prompt_text, user_folder, zip_interva
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zip_files_list = []
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file_index = 1
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-
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if workflow_path is None:
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log_message("Workflow file not found. Exiting process_prompts.")
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return [], []
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-
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workflow = read_workflow(workflow_path)
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if workflow is None:
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log_message("Workflow is None, exiting process_prompts.")
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return [], []
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total_prompts = len(prompts)
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previous_images = os.listdir(OUTPUT_DIR)
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@@ -142,7 +101,7 @@ def process_prompts(prompts_text, negative_prompt_text, user_folder, zip_interva
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try:
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for i, prompt in enumerate(prompts):
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if cancel_processing:
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-
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break
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if not prompt.strip():
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continue
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@@ -150,12 +109,12 @@ def process_prompts(prompts_text, negative_prompt_text, user_folder, zip_interva
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negative_prompt = negative_prompts[i] if i < len(negative_prompts) else ""
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updated_workflow = update_workflow(workflow, prompt, negative_prompt)
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write_workflow(updated_workflow,
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-
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send_workflow_to_comfyui(updated_workflow, URL)
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-
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new_image = None
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retries = 0
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@@ -163,22 +122,21 @@ def process_prompts(prompts_text, negative_prompt_text, user_folder, zip_interva
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new_image = monitor_output_images(OUTPUT_DIR, previous_images)
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| 164 |
if new_image is None:
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retries += 1
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-
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time.sleep(5)
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else:
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time.sleep(2)
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if new_image is None:
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-
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continue
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| 175 |
new_image_path = os.path.join(OUTPUT_DIR, new_image)
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log_message(f"New image generated: {new_image_path}")
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try:
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copied_image_path = copy_file_with_retry(new_image_path, user_folder, file_index)
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-
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except PermissionError as e:
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-
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continue
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output_images.append(copied_image_path)
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@@ -192,7 +150,7 @@ def process_prompts(prompts_text, negative_prompt_text, user_folder, zip_interva
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zip_files_list.extend(new_zip_files)
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logs += f"Processed {i + 1}/{total_prompts} - Done: {i + 1}, Left: {total_prompts - (i + 1)}\n"
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-
yield output_images, zip_files_list, logs
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| 197 |
if cancel_processing or (len(output_images) % zip_interval != 0):
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zip_folder = os.path.join(user_folder, "zipped_images")
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@@ -200,8 +158,8 @@ def process_prompts(prompts_text, negative_prompt_text, user_folder, zip_interva
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new_zip_files = zip_files(output_images, zip_interval, zip_folder)
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zip_files_list.extend(new_zip_files)
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-
except
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-
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return output_images, zip_files_list
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@@ -283,9 +241,9 @@ def main():
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logs_output = gr.Textbox(lines=10, interactive=False, label="Logs")
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def generate_user_folder():
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user_folder = os.path.normpath(os.path.join(
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os.makedirs(user_folder, exist_ok=True)
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-
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return user_folder
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def on_click(prompts_text, negative_prompts_text, zip_interval):
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@@ -293,16 +251,12 @@ def main():
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user_folder = generate_user_folder()
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output_images, zip_files_list = [], []
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logs = ""
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-
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-
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-
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-
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-
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except Exception as e:
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log_message(f"Error during prompt processing: {e}")
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logs += f"Error: {e}\n"
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-
yield output_images, zip_files_list, logs + log_messages
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process_btn.click(
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fn=on_click,
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@@ -316,7 +270,7 @@ def main():
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outputs=[]
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)
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demo.launch()
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| 321 |
if __name__ == "__main__":
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main()
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from typing import List
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# Define constants
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COMFYUI_DIR = r"C:\Users\bewiz\OneDrive\Desktop\AI\ComfyUI_windows_portable\ComfyUI"
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WORKFLOW_PATH = os.path.join(COMFYUI_DIR, 'sd3.json')
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OUTPUT_DIR = os.path.join(COMFYUI_DIR, 'output')
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URL = "http://127.0.0.1:8188/prompt"
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# Configure logging
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logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
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# Shared state for cancellation
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cancel_processing = False
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def read_workflow(file_path):
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logging.info(f"Reading workflow from {file_path}")
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with open(file_path, 'r') as file:
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workflow = json.load(file)
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return workflow
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def update_workflow(workflow, prompt, negative_prompt):
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logging.info(f"Updating workflow with new prompts: {prompt}, negative: {negative_prompt}")
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workflow["6"]["inputs"]["text"] = prompt
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workflow["71"]["inputs"]["text"] = negative_prompt
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return workflow
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def write_workflow(workflow, file_path):
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| 37 |
+
logging.info(f"Writing updated workflow to {file_path}")
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with open(file_path, 'w') as file:
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json.dump(workflow, file, indent=4)
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def send_workflow_to_comfyui(workflow, url):
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| 42 |
headers = {"Content-Type": "application/json"}
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| 43 |
try:
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response = requests.post(url, headers=headers, json={"prompt": workflow})
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response.raise_for_status()
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| 46 |
+
logging.info(f"Workflow sent successfully: {response.status_code}")
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logging.debug(f"Response content: {response.content}")
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| 48 |
except requests.exceptions.RequestException as e:
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| 49 |
+
logging.error(f"Error sending workflow to ComfyUI: {e}")
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| 50 |
raise
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| 51 |
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| 52 |
def monitor_output_images(output_dir, previous_images, timeout=60):
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| 53 |
start_time = time.time()
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| 54 |
+
logging.info(f"Monitoring {output_dir} for new images...")
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| 55 |
while time.time() - start_time < timeout:
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| 56 |
current_images = os.listdir(output_dir)
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| 57 |
new_images = [img for img in current_images if img not in previous_images]
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| 58 |
if new_images:
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| 59 |
latest_image = new_images[-1]
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+
logging.info(f"New image found: {latest_image}")
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return latest_image
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time.sleep(1)
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+
logging.info(f"Timeout while waiting for new images in {output_dir}")
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return None
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| 65 |
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| 66 |
def copy_file_with_retry(src, dst_dir, file_index, retries=5, delay=1):
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| 67 |
dst = os.path.join(dst_dir, f"SD3_{file_index:05d}.png")
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| 68 |
for _ in range(retries):
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| 69 |
try:
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| 70 |
shutil.copy(src, dst)
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return dst
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| 72 |
except PermissionError:
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time.sleep(delay)
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raise PermissionError(f"Failed to copy {src} to {dst} after {retries} retries")
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def zip_files(output_images: List[str], zip_interval: int, zip_folder: str):
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| 77 |
zip_files = []
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for i in range(0, len(output_images), zip_interval):
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zip_filename = os.path.join(zip_folder, f"images_{i//zip_interval + 1}_{time.time_ns()}.zip")
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with zipfile.ZipFile(zip_filename, 'w') as zipf:
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| 81 |
for img in output_images[i:i+zip_interval]:
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zipf.write(img, os.path.basename(img))
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zip_files.append(zip_filename)
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return zip_files
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| 86 |
def process_prompts(prompts_text, negative_prompt_text, user_folder, zip_interval):
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zip_files_list = []
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file_index = 1
|
| 93 |
|
| 94 |
+
workflow = read_workflow(WORKFLOW_PATH)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 95 |
|
| 96 |
total_prompts = len(prompts)
|
| 97 |
previous_images = os.listdir(OUTPUT_DIR)
|
|
|
|
| 101 |
try:
|
| 102 |
for i, prompt in enumerate(prompts):
|
| 103 |
if cancel_processing:
|
| 104 |
+
logging.info("Processing cancelled by user.")
|
| 105 |
break
|
| 106 |
if not prompt.strip():
|
| 107 |
continue
|
|
|
|
| 109 |
negative_prompt = negative_prompts[i] if i < len(negative_prompts) else ""
|
| 110 |
|
| 111 |
updated_workflow = update_workflow(workflow, prompt, negative_prompt)
|
| 112 |
+
write_workflow(updated_workflow, WORKFLOW_PATH)
|
| 113 |
|
| 114 |
+
logging.debug(f"Updated workflow: {json.dumps(updated_workflow, indent=4)}")
|
| 115 |
|
| 116 |
send_workflow_to_comfyui(updated_workflow, URL)
|
| 117 |
+
logging.info(f"Sent workflow to ComfyUI for prompt {i + 1}/{total_prompts}")
|
| 118 |
|
| 119 |
new_image = None
|
| 120 |
retries = 0
|
|
|
|
| 122 |
new_image = monitor_output_images(OUTPUT_DIR, previous_images)
|
| 123 |
if new_image is None:
|
| 124 |
retries += 1
|
| 125 |
+
logging.warning(f"Retrying ({retries}/5)...")
|
| 126 |
time.sleep(5)
|
| 127 |
else:
|
| 128 |
time.sleep(2)
|
| 129 |
|
| 130 |
if new_image is None:
|
| 131 |
+
logging.error("Error monitoring output images: Timed out waiting for new image.")
|
| 132 |
continue
|
| 133 |
|
| 134 |
new_image_path = os.path.join(OUTPUT_DIR, new_image)
|
|
|
|
| 135 |
try:
|
| 136 |
copied_image_path = copy_file_with_retry(new_image_path, user_folder, file_index)
|
| 137 |
+
logging.info(f"New image generated and copied to user folder: {copied_image_path}")
|
| 138 |
except PermissionError as e:
|
| 139 |
+
logging.error(f"Failed to copy file after retries: {e}")
|
| 140 |
continue
|
| 141 |
|
| 142 |
output_images.append(copied_image_path)
|
|
|
|
| 150 |
zip_files_list.extend(new_zip_files)
|
| 151 |
|
| 152 |
logs += f"Processed {i + 1}/{total_prompts} - Done: {i + 1}, Left: {total_prompts - (i + 1)}\n"
|
| 153 |
+
yield output_images, zip_files_list, logs
|
| 154 |
|
| 155 |
if cancel_processing or (len(output_images) % zip_interval != 0):
|
| 156 |
zip_folder = os.path.join(user_folder, "zipped_images")
|
|
|
|
| 158 |
new_zip_files = zip_files(output_images, zip_interval, zip_folder)
|
| 159 |
zip_files_list.extend(new_zip_files)
|
| 160 |
|
| 161 |
+
except KeyboardInterrupt:
|
| 162 |
+
logging.info("Script interrupted by user.")
|
| 163 |
|
| 164 |
return output_images, zip_files_list
|
| 165 |
|
|
|
|
| 241 |
logs_output = gr.Textbox(lines=10, interactive=False, label="Logs")
|
| 242 |
|
| 243 |
def generate_user_folder():
|
| 244 |
+
user_folder = os.path.normpath(os.path.join(OUTPUT_DIR, f'SD3{random.randint(1000, 9999)}'))
|
| 245 |
os.makedirs(user_folder, exist_ok=True)
|
| 246 |
+
logging.info(f"Generated user folder: {user_folder}")
|
| 247 |
return user_folder
|
| 248 |
|
| 249 |
def on_click(prompts_text, negative_prompts_text, zip_interval):
|
|
|
|
| 251 |
user_folder = generate_user_folder()
|
| 252 |
output_images, zip_files_list = [], []
|
| 253 |
logs = ""
|
| 254 |
+
for images, zip_files, log_msg in process_prompts(prompts_text, negative_prompts_text, user_folder, zip_interval):
|
| 255 |
+
output_images = images
|
| 256 |
+
zip_files_list = zip_files
|
| 257 |
+
logs = log_msg
|
| 258 |
+
yield images, zip_files_list, logs
|
| 259 |
+
return output_images, zip_files_list, logs
|
|
|
|
|
|
|
|
|
|
|
|
|
| 260 |
|
| 261 |
process_btn.click(
|
| 262 |
fn=on_click,
|
|
|
|
| 270 |
outputs=[]
|
| 271 |
)
|
| 272 |
|
| 273 |
+
demo.launch(share=True)
|
| 274 |
|
| 275 |
if __name__ == "__main__":
|
| 276 |
main()
|
sd3.json
CHANGED
|
@@ -1,187 +1,276 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 13 |
}
|
| 14 |
-
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
|
| 23 |
-
|
|
|
|
|
|
|
| 24 |
}
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
"shift": 3,
|
| 29 |
-
"model": [
|
| 30 |
-
"252",
|
| 31 |
-
0
|
| 32 |
-
]
|
| 33 |
-
},
|
| 34 |
-
"class_type": "ModelSamplingSD3",
|
| 35 |
-
"_meta": {
|
| 36 |
-
"title": "ModelSamplingSD3"
|
| 37 |
}
|
| 38 |
-
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
|
| 52 |
-
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
|
| 59 |
-
|
| 60 |
-
|
| 61 |
-
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
|
| 68 |
-
|
| 69 |
-
|
| 70 |
-
|
| 71 |
-
|
| 72 |
-
|
| 73 |
-
|
| 74 |
-
|
| 75 |
-
|
| 76 |
-
|
| 77 |
-
|
| 78 |
-
|
| 79 |
-
|
| 80 |
-
|
| 81 |
-
|
| 82 |
-
|
| 83 |
-
|
| 84 |
-
|
| 85 |
-
|
| 86 |
-
|
| 87 |
-
|
| 88 |
-
|
| 89 |
-
|
| 90 |
-
|
| 91 |
-
|
| 92 |
-
|
| 93 |
-
|
| 94 |
-
|
| 95 |
-
|
| 96 |
-
|
| 97 |
-
|
| 98 |
-
|
| 99 |
-
|
| 100 |
-
|
| 101 |
-
|
| 102 |
-
|
| 103 |
-
|
| 104 |
-
|
| 105 |
-
|
| 106 |
-
|
| 107 |
-
|
| 108 |
-
|
| 109 |
-
|
| 110 |
-
|
| 111 |
-
|
| 112 |
-
|
| 113 |
-
|
| 114 |
-
|
| 115 |
-
|
| 116 |
-
|
| 117 |
-
|
| 118 |
-
},
|
| 119 |
-
"231": {
|
| 120 |
-
"inputs": {
|
| 121 |
-
"samples": [
|
| 122 |
-
"271",
|
| 123 |
-
0
|
| 124 |
-
],
|
| 125 |
-
"vae": [
|
| 126 |
-
"252",
|
| 127 |
-
2
|
| 128 |
-
]
|
| 129 |
-
},
|
| 130 |
-
"class_type": "VAEDecode",
|
| 131 |
-
"_meta": {
|
| 132 |
-
"title": "VAE Decode"
|
| 133 |
-
}
|
| 134 |
-
},
|
| 135 |
-
"252": {
|
| 136 |
-
"inputs": {
|
| 137 |
-
"ckpt_name": "3\\sd3_medium_incl_clips_t5xxlfp8.safetensors"
|
| 138 |
-
},
|
| 139 |
-
"class_type": "CheckpointLoaderSimple",
|
| 140 |
-
"_meta": {
|
| 141 |
-
"title": "Load Checkpoint"
|
| 142 |
-
}
|
| 143 |
-
},
|
| 144 |
-
"271": {
|
| 145 |
-
"inputs": {
|
| 146 |
-
"seed": 945512652412924,
|
| 147 |
-
"steps": 28,
|
| 148 |
-
"cfg": 4.5,
|
| 149 |
-
"sampler_name": "dpmpp_2m",
|
| 150 |
-
"scheduler": "sgm_uniform",
|
| 151 |
-
"denoise": 1,
|
| 152 |
-
"model": [
|
| 153 |
-
"13",
|
| 154 |
-
0
|
| 155 |
-
],
|
| 156 |
-
"positive": [
|
| 157 |
-
"6",
|
| 158 |
-
0
|
| 159 |
-
],
|
| 160 |
-
"negative": [
|
| 161 |
-
"69",
|
| 162 |
-
0
|
| 163 |
-
],
|
| 164 |
-
"latent_image": [
|
| 165 |
-
"135",
|
| 166 |
-
0
|
| 167 |
-
]
|
| 168 |
-
},
|
| 169 |
-
"class_type": "KSampler",
|
| 170 |
-
"_meta": {
|
| 171 |
-
"title": "KSampler"
|
| 172 |
-
}
|
| 173 |
-
},
|
| 174 |
-
"273": {
|
| 175 |
-
"inputs": {
|
| 176 |
-
"filename_prefix": "SD3",
|
| 177 |
-
"images": [
|
| 178 |
-
"231",
|
| 179 |
-
0
|
| 180 |
-
]
|
| 181 |
-
},
|
| 182 |
-
"class_type": "SaveImage",
|
| 183 |
-
"_meta": {
|
| 184 |
-
"title": "Save Image"
|
| 185 |
-
}
|
| 186 |
-
}
|
| 187 |
-
}
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import json
|
| 3 |
+
import requests
|
| 4 |
+
import gradio as gr
|
| 5 |
+
import random
|
| 6 |
+
import time
|
| 7 |
+
import logging
|
| 8 |
+
import shutil
|
| 9 |
+
import zipfile
|
| 10 |
+
from typing import List
|
| 11 |
+
|
| 12 |
+
# Define constants
|
| 13 |
+
COMFYUI_DIR = r"C:\Users\bewiz\OneDrive\Desktop\AI\ComfyUI_windows_portable\ComfyUI"
|
| 14 |
+
WORKFLOW_PATH = os.path.join(COMFYUI_DIR, 'sd3.json')
|
| 15 |
+
OUTPUT_DIR = os.path.join(COMFYUI_DIR, 'output')
|
| 16 |
+
URL = "http://127.0.0.1:8188/prompt"
|
| 17 |
+
|
| 18 |
+
# Configure logging
|
| 19 |
+
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
|
| 20 |
+
|
| 21 |
+
# Shared state for cancellation
|
| 22 |
+
cancel_processing = False
|
| 23 |
+
|
| 24 |
+
def read_workflow(file_path):
|
| 25 |
+
logging.info(f"Reading workflow from {file_path}")
|
| 26 |
+
with open(file_path, 'r') as file:
|
| 27 |
+
workflow = json.load(file)
|
| 28 |
+
return workflow
|
| 29 |
+
|
| 30 |
+
def update_workflow(workflow, prompt, negative_prompt):
|
| 31 |
+
logging.info(f"Updating workflow with new prompts: {prompt}, negative: {negative_prompt}")
|
| 32 |
+
workflow["6"]["inputs"]["text"] = prompt
|
| 33 |
+
workflow["71"]["inputs"]["text"] = negative_prompt
|
| 34 |
+
return workflow
|
| 35 |
+
|
| 36 |
+
def write_workflow(workflow, file_path):
|
| 37 |
+
logging.info(f"Writing updated workflow to {file_path}")
|
| 38 |
+
with open(file_path, 'w') as file:
|
| 39 |
+
json.dump(workflow, file, indent=4)
|
| 40 |
+
|
| 41 |
+
def send_workflow_to_comfyui(workflow, url):
|
| 42 |
+
headers = {"Content-Type": "application/json"}
|
| 43 |
+
try:
|
| 44 |
+
response = requests.post(url, headers=headers, json={"prompt": workflow})
|
| 45 |
+
response.raise_for_status()
|
| 46 |
+
logging.info(f"Workflow sent successfully: {response.status_code}")
|
| 47 |
+
logging.debug(f"Response content: {response.content}")
|
| 48 |
+
except requests.exceptions.RequestException as e:
|
| 49 |
+
logging.error(f"Error sending workflow to ComfyUI: {e}")
|
| 50 |
+
raise
|
| 51 |
+
|
| 52 |
+
def monitor_output_images(output_dir, previous_images, timeout=60):
|
| 53 |
+
start_time = time.time()
|
| 54 |
+
logging.info(f"Monitoring {output_dir} for new images...")
|
| 55 |
+
while time.time() - start_time < timeout:
|
| 56 |
+
current_images = os.listdir(output_dir)
|
| 57 |
+
new_images = [img for img in current_images if img not in previous_images]
|
| 58 |
+
if new_images:
|
| 59 |
+
latest_image = new_images[-1]
|
| 60 |
+
logging.info(f"New image found: {latest_image}")
|
| 61 |
+
return latest_image
|
| 62 |
+
time.sleep(1)
|
| 63 |
+
logging.info(f"Timeout while waiting for new images in {output_dir}")
|
| 64 |
+
return None
|
| 65 |
+
|
| 66 |
+
def copy_file_with_retry(src, dst_dir, file_index, retries=5, delay=1):
|
| 67 |
+
dst = os.path.join(dst_dir, f"SD3_{file_index:05d}.png")
|
| 68 |
+
for _ in range(retries):
|
| 69 |
+
try:
|
| 70 |
+
shutil.copy(src, dst)
|
| 71 |
+
return dst
|
| 72 |
+
except PermissionError:
|
| 73 |
+
time.sleep(delay)
|
| 74 |
+
raise PermissionError(f"Failed to copy {src} to {dst} after {retries} retries")
|
| 75 |
+
|
| 76 |
+
def zip_files(output_images: List[str], zip_interval: int, zip_folder: str):
|
| 77 |
+
zip_files = []
|
| 78 |
+
for i in range(0, len(output_images), zip_interval):
|
| 79 |
+
zip_filename = os.path.join(zip_folder, f"images_{i//zip_interval + 1}_{time.time_ns()}.zip")
|
| 80 |
+
with zipfile.ZipFile(zip_filename, 'w') as zipf:
|
| 81 |
+
for img in output_images[i:i+zip_interval]:
|
| 82 |
+
zipf.write(img, os.path.basename(img))
|
| 83 |
+
zip_files.append(zip_filename)
|
| 84 |
+
return zip_files
|
| 85 |
+
|
| 86 |
+
def process_prompts(prompts_text, negative_prompt_text, user_folder, zip_interval):
|
| 87 |
+
global cancel_processing
|
| 88 |
+
prompts = [line.strip() for line in prompts_text.split('\n\n') if line.strip()]
|
| 89 |
+
negative_prompts = [line.strip() for line in negative_prompt_text.split('\n') if line.strip()]
|
| 90 |
+
output_images = []
|
| 91 |
+
zip_files_list = []
|
| 92 |
+
file_index = 1
|
| 93 |
+
|
| 94 |
+
workflow = read_workflow(WORKFLOW_PATH)
|
| 95 |
+
|
| 96 |
+
total_prompts = len(prompts)
|
| 97 |
+
previous_images = os.listdir(OUTPUT_DIR)
|
| 98 |
+
|
| 99 |
+
logs = ""
|
| 100 |
+
|
| 101 |
+
try:
|
| 102 |
+
for i, prompt in enumerate(prompts):
|
| 103 |
+
if cancel_processing:
|
| 104 |
+
logging.info("Processing cancelled by user.")
|
| 105 |
+
break
|
| 106 |
+
if not prompt.strip():
|
| 107 |
+
continue
|
| 108 |
+
|
| 109 |
+
negative_prompt = negative_prompts[i] if i < len(negative_prompts) else ""
|
| 110 |
+
|
| 111 |
+
updated_workflow = update_workflow(workflow, prompt, negative_prompt)
|
| 112 |
+
write_workflow(updated_workflow, WORKFLOW_PATH)
|
| 113 |
+
|
| 114 |
+
logging.debug(f"Updated workflow: {json.dumps(updated_workflow, indent=4)}")
|
| 115 |
+
|
| 116 |
+
send_workflow_to_comfyui(updated_workflow, URL)
|
| 117 |
+
logging.info(f"Sent workflow to ComfyUI for prompt {i + 1}/{total_prompts}")
|
| 118 |
+
|
| 119 |
+
new_image = None
|
| 120 |
+
retries = 0
|
| 121 |
+
while new_image is None and retries < 5:
|
| 122 |
+
new_image = monitor_output_images(OUTPUT_DIR, previous_images)
|
| 123 |
+
if new_image is None:
|
| 124 |
+
retries += 1
|
| 125 |
+
logging.warning(f"Retrying ({retries}/5)...")
|
| 126 |
+
time.sleep(5)
|
| 127 |
+
else:
|
| 128 |
+
time.sleep(2)
|
| 129 |
+
|
| 130 |
+
if new_image is None:
|
| 131 |
+
logging.error("Error monitoring output images: Timed out waiting for new image.")
|
| 132 |
+
continue
|
| 133 |
+
|
| 134 |
+
new_image_path = os.path.join(OUTPUT_DIR, new_image)
|
| 135 |
+
try:
|
| 136 |
+
copied_image_path = copy_file_with_retry(new_image_path, user_folder, file_index)
|
| 137 |
+
logging.info(f"New image generated and copied to user folder: {copied_image_path}")
|
| 138 |
+
except PermissionError as e:
|
| 139 |
+
logging.error(f"Failed to copy file after retries: {e}")
|
| 140 |
+
continue
|
| 141 |
+
|
| 142 |
+
output_images.append(copied_image_path)
|
| 143 |
+
previous_images.append(new_image)
|
| 144 |
+
file_index += 1
|
| 145 |
+
|
| 146 |
+
if len(output_images) % zip_interval == 0 and not cancel_processing:
|
| 147 |
+
zip_folder = os.path.join(user_folder, "zipped_images")
|
| 148 |
+
os.makedirs(zip_folder, exist_ok=True)
|
| 149 |
+
new_zip_files = zip_files(output_images[-zip_interval:], zip_interval, zip_folder)
|
| 150 |
+
zip_files_list.extend(new_zip_files)
|
| 151 |
+
|
| 152 |
+
logs += f"Processed {i + 1}/{total_prompts} - Done: {i + 1}, Left: {total_prompts - (i + 1)}\n"
|
| 153 |
+
yield output_images, zip_files_list, logs
|
| 154 |
+
|
| 155 |
+
if cancel_processing or (len(output_images) % zip_interval != 0):
|
| 156 |
+
zip_folder = os.path.join(user_folder, "zipped_images")
|
| 157 |
+
os.makedirs(zip_folder, exist_ok=True)
|
| 158 |
+
new_zip_files = zip_files(output_images, zip_interval, zip_folder)
|
| 159 |
+
zip_files_list.extend(new_zip_files)
|
| 160 |
+
|
| 161 |
+
except KeyboardInterrupt:
|
| 162 |
+
logging.info("Script interrupted by user.")
|
| 163 |
+
|
| 164 |
+
return output_images, zip_files_list
|
| 165 |
+
|
| 166 |
+
def cancel_processing_fn():
|
| 167 |
+
global cancel_processing
|
| 168 |
+
cancel_processing = True
|
| 169 |
+
|
| 170 |
+
def reset_cancel_processing_fn():
|
| 171 |
+
global cancel_processing
|
| 172 |
+
cancel_processing = False
|
| 173 |
+
|
| 174 |
+
def main():
|
| 175 |
+
with gr.Blocks(css="""
|
| 176 |
+
.gradio-container {font-family: Arial, sans-serif;}
|
| 177 |
+
.psychedelic-text span {
|
| 178 |
+
animation: colorchange 10s infinite;
|
| 179 |
}
|
| 180 |
+
@keyframes colorchange {
|
| 181 |
+
0% { color: #ff69b4; }
|
| 182 |
+
10% { color: #ba55d3; }
|
| 183 |
+
20% { color: #7b68ee; }
|
| 184 |
+
30% { color: #00bfff; }
|
| 185 |
+
40% { color: #3cb371; }
|
| 186 |
+
50% { color: #ffff54; }
|
| 187 |
+
60% { color: #ffa500; }
|
| 188 |
+
70% { color: #ff4500; }
|
| 189 |
+
80% { color: #ff1493; }
|
| 190 |
+
90% { color: #da70d6; }
|
| 191 |
+
100% { color: #ff69b4; }
|
| 192 |
}
|
| 193 |
+
.image-container img {
|
| 194 |
+
width: 250px;
|
| 195 |
+
height: 250px;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 196 |
}
|
| 197 |
+
""") as demo:
|
| 198 |
+
with gr.Row():
|
| 199 |
+
with gr.Column(scale=1):
|
| 200 |
+
gr.Markdown("### beWiZ's GroOvy SD3 Batch Imagine")
|
| 201 |
+
gr.HTML('<div class="image-container"><img src="https://raw.githubusercontent.com/downlifted/Groovy-StyleSuite/main/groovy.png" alt="GroOvy - SD3 Batch Imagine Logo"></div>')
|
| 202 |
+
with gr.Accordion("Developer Information", open=False):
|
| 203 |
+
gr.Markdown("### Made by BeWiZ")
|
| 204 |
+
gr.Markdown('<div class="image-container"><a href="https://twitter.com/AiAnarchist"><img src="https://raw.githubusercontent.com/downlifted/pictoprompt/master/aia.png" alt="BeWiZ Logo"></a></div>')
|
| 205 |
+
gr.Markdown("Contact: [downlifted@gmail.com](mailto:downlifted@gmail.com)")
|
| 206 |
+
gr.Markdown("Twitter: [@AiAnarchist](https://x.com/AiAnarchist)")
|
| 207 |
+
with gr.Accordion("About SD3 Batch Imagine", open=False):
|
| 208 |
+
gr.Markdown("""
|
| 209 |
+
### SD3 Batch Imagine: Batch Image Generation
|
| 210 |
+
Produce large batches of images using the latest SD3 Medium model. This tool allows you to generate images quickly and efficiently.
|
| 211 |
+
- **ComfyUI**: For seamless integration and image processing.
|
| 212 |
+
- **Hugging Face**: For state-of-the-art language models.
|
| 213 |
+
- **Gradio**: For an intuitive user interface.
|
| 214 |
+
""")
|
| 215 |
+
|
| 216 |
+
with gr.Accordion("Instructions", open=True):
|
| 217 |
+
gr.Markdown("""
|
| 218 |
+
**SD3 Batch Imagine Instructions**
|
| 219 |
+
- Enter your prompts below, one per empty line.
|
| 220 |
+
- Enter your negative prompts below, one per line. (Optional)
|
| 221 |
+
- Set the zip interval to determine how many images will be included in each zip file.
|
| 222 |
+
- Click "Process Prompts" to start generating images.
|
| 223 |
+
- Click "Cancel Processing" to stop the current batch run.
|
| 224 |
+
- Watch the progress as images are generated in real-time.
|
| 225 |
+
- At the end of the process, zip files containing your images will be available for download.
|
| 226 |
+
""")
|
| 227 |
+
|
| 228 |
+
with gr.Column(scale=2):
|
| 229 |
+
gr.Markdown("### Enter Prompts")
|
| 230 |
+
prompts_text = gr.Textbox(lines=20, placeholder="Enter your prompts here, one per empty line.", label="Prompts")
|
| 231 |
+
negative_prompts_text = gr.Textbox(lines=5, placeholder="Enter your negative prompts here, one per line.", label="Negative Prompts")
|
| 232 |
+
zip_interval = gr.Number(value=10, label="Zip Interval", precision=0)
|
| 233 |
+
process_btn = gr.Button("Process Prompts")
|
| 234 |
+
cancel_btn = gr.Button("Cancel Processing")
|
| 235 |
+
progress_text = gr.Markdown("Progress")
|
| 236 |
+
gallery_output = gr.Gallery(label="Generated Images")
|
| 237 |
+
zip_files_output = gr.Files(label="Zip Files")
|
| 238 |
+
|
| 239 |
+
with gr.Column(scale=1):
|
| 240 |
+
gr.Markdown("### Detailed Logs")
|
| 241 |
+
logs_output = gr.Textbox(lines=10, interactive=False, label="Logs")
|
| 242 |
+
|
| 243 |
+
def generate_user_folder():
|
| 244 |
+
user_folder = os.path.normpath(os.path.join(OUTPUT_DIR, f'SD3{random.randint(1000, 9999)}'))
|
| 245 |
+
os.makedirs(user_folder, exist_ok=True)
|
| 246 |
+
logging.info(f"Generated user folder: {user_folder}")
|
| 247 |
+
return user_folder
|
| 248 |
+
|
| 249 |
+
def on_click(prompts_text, negative_prompts_text, zip_interval):
|
| 250 |
+
reset_cancel_processing_fn()
|
| 251 |
+
user_folder = generate_user_folder()
|
| 252 |
+
output_images, zip_files_list = [], []
|
| 253 |
+
logs = ""
|
| 254 |
+
for images, zip_files, log_msg in process_prompts(prompts_text, negative_prompts_text, user_folder, zip_interval):
|
| 255 |
+
output_images = images
|
| 256 |
+
zip_files_list = zip_files
|
| 257 |
+
logs = log_msg
|
| 258 |
+
yield images, zip_files_list, logs
|
| 259 |
+
return output_images, zip_files_list, logs
|
| 260 |
+
|
| 261 |
+
process_btn.click(
|
| 262 |
+
fn=on_click,
|
| 263 |
+
inputs=[prompts_text, negative_prompts_text, zip_interval],
|
| 264 |
+
outputs=[gallery_output, zip_files_output, logs_output]
|
| 265 |
+
)
|
| 266 |
+
|
| 267 |
+
cancel_btn.click(
|
| 268 |
+
fn=cancel_processing_fn,
|
| 269 |
+
inputs=[],
|
| 270 |
+
outputs=[]
|
| 271 |
+
)
|
| 272 |
+
|
| 273 |
+
demo.launch(share=True)
|
| 274 |
+
|
| 275 |
+
if __name__ == "__main__":
|
| 276 |
+
main()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|