clean up checkpoint build
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"""
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This is a standalone script to download models into a modal Volume using civitai
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Example Usage
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`modal run insert_models::insert_model --civitai-url https://civitai.com/models/36520/ghostmix`
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This inserts an individual model from a civitai url
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`modal run insert_models::insert_models_civitai_api`
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This inserts a bunch of models based on the models retrieved by civitai
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civitai's API reference https://github.com/civitai/civitai/wiki/REST-API-Reference
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"""
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import modal
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import subprocess
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import requests
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import json
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stub = modal.Stub()
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# NOTE: volume name can be variable
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volume = modal.Volume.persisted("rah")
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model_store_path = "/vol/models"
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MODEL_ROUTE = "models"
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image = (
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modal.Image.debian_slim().apt_install("wget").pip_install("requests")
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)
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@stub.function(volumes={model_store_path: volume}, image=image, timeout=50000, gpu=None)
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def download_model(download_url):
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print(download_url)
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subprocess.run(["wget", download_url, "--content-disposition", "-P", model_store_path])
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subprocess.run(["ls", "-la", model_store_path])
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volume.commit()
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# file is raw output from Civitai API https://github.com/civitai/civitai/wiki/REST-API-Reference
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@stub.function()
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def get_civitai_models(model_type: str, sort: str = "Highest Rated", page: int = 1):
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"""Fetch models from CivitAI API based on type."""
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try:
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response = requests.get(f"https://civitai.com/api/v1/models", params={"types": model_type, "page": page, "sort": sort})
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response.raise_for_status()
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return response.json()
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except requests.RequestException as e:
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print(f"Error fetching models: {e}")
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return None
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@stub.function()
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def get_civitai_model_url(civitai_url: str):
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# Validate the URL
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if civitai_url.startswith("https://civitai.com/api/"):
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api_url = civitai_url
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elif civitai_url.startswith("https://civitai.com/models/"):
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try:
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model_id = civitai_url.split("/")[4]
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int(model_id)
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except (IndexError, ValueError):
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return None
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api_url = f"https://civitai.com/api/v1/models/{model_id}"
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else:
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return "Error: URL must be from civitai.com and contain /models/"
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response = requests.get(api_url)
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# Check for successful response
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if response.status_code != 200:
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return f"Error: Unable to fetch data from {api_url}"
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# Return the response data
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return response.json()
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@stub.local_entrypoint()
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def insert_models_civitai_api(type: str = "Checkpoint", sort = "Highest Rated", page: int = 1):
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civitai_models = get_civitai_models.local(type, sort, page)
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if civitai_models:
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for _ in download_model.map(map(lambda model: model['modelVersions'][0]['downloadUrl'], civitai_models['items'])):
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pass
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else:
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print("Failed to retrieve models.")
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@stub.local_entrypoint()
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def insert_model(civitai_url: str):
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if civitai_url.startswith("'https://civitai.com/api/download/models/"):
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download_url = civitai_url
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else:
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civitai_model = get_civitai_model_url.local(civitai_url)
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if civitai_model:
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download_url = civitai_model['modelVersions'][0]['downloadUrl']
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else:
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return "invalid URL"
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download_model.remote(download_url)
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@stub.local_entrypoint()
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def simple_download():
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download_urls = ['https://civitai.com/api/download/models/119057', 'https://civitai.com/api/download/models/130090', 'https://civitai.com/api/download/models/31859', 'https://civitai.com/api/download/models/128713', 'https://civitai.com/api/download/models/179657', 'https://civitai.com/api/download/models/143906', 'https://civitai.com/api/download/models/9208', 'https://civitai.com/api/download/models/136078', 'https://civitai.com/api/download/models/134065', 'https://civitai.com/api/download/models/288775', 'https://civitai.com/api/download/models/95263', 'https://civitai.com/api/download/models/288982', 'https://civitai.com/api/download/models/87153', 'https://civitai.com/api/download/models/10638', 'https://civitai.com/api/download/models/263809', 'https://civitai.com/api/download/models/130072', 'https://civitai.com/api/download/models/117019', 'https://civitai.com/api/download/models/95256', 'https://civitai.com/api/download/models/197181', 'https://civitai.com/api/download/models/256915', 'https://civitai.com/api/download/models/118945', 'https://civitai.com/api/download/models/125843', 'https://civitai.com/api/download/models/179015', 'https://civitai.com/api/download/models/245598', 'https://civitai.com/api/download/models/223670', 'https://civitai.com/api/download/models/90072', 'https://civitai.com/api/download/models/290817', 'https://civitai.com/api/download/models/154097', 'https://civitai.com/api/download/models/143497', 'https://civitai.com/api/download/models/5637']
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for _ in download_model.map(download_urls):
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pass
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@ -45,13 +45,13 @@ for package in packages:
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response = requests.request("POST", f"{root_url}/customnode/install", json=package, headers=headers)
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print(response.text)
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# with open('models.json') as f:
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# models = json.load(f)
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with open('models.json') as f:
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models = json.load(f)
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# for model in models:
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# response = requests.request("POST", f"{root_url}/model/install", json=model, headers=headers)
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# print(response.text)
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for model in models:
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response = requests.request("POST", f"{root_url}/model/install", json=model, headers=headers)
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print(response.text)
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# Close the server
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server_process.terminate()
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print("Finished installing dependencies.")
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print("Finished installing dependencies.")
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@ -43,7 +43,7 @@ def download_model(volume_name, download_config):
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volume_base_path = vol_name_to_path[volume_name]
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model_store_path = os.path.join(volume_base_path, folder_path)
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modified_download_url = download_url + ("&" if "?" in download_url else "?") + "token=" + civitai_key
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print('downlodaing', modified_download_url)
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print('downloading', modified_download_url)
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subprocess.run(["wget", modified_download_url , "--content-disposition", "-P", model_store_path])
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subprocess.run(["ls", "-la", volume_base_path])
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@ -59,8 +59,6 @@ def download_model(volume_name, download_config):
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@stub.local_entrypoint()
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def simple_download():
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import requests
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print(vol_name_to_links)
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print([(vol_name, link) for vol_name,link in vol_name_to_links.items()])
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try:
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list(download_model.starmap([(vol_name, link) for vol_name,link in vol_name_to_links.items()]))
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except modal.exception.FunctionTimeoutError as e:
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