This commit is contained in:
@@ -4,9 +4,9 @@ from pathlib import Path
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from dotenv import load_dotenv
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from shared.datastore import connect_minio
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from shared.datastore import Datastore
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from shared.mongodb import connect_mongodb
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from shared.mongodb.classes import VisualCommunication
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from shared.mongodb.src.classes import VisualCommunication
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from shared.utils import check_env, setup_logging
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from web_ui.src.main import NECESSARY_ENV_VAR_LIST
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@@ -20,7 +20,9 @@ if __name__ == '__main__':
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# setup logging
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setup_logging()
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# connect to minIO
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minio_client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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assert datastore._client is not None
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# connect to MongoDB
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collection, db, client = connect_mongodb()
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# get list of image paths
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@@ -30,7 +32,7 @@ if __name__ == '__main__':
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print(img_path_list)
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# instantiate data object
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vis_com_list = [
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VisualCommunication.from_file(path, minio_client=minio_client)
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VisualCommunication.from_file(path, minio_client=datastore._client)
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for path in img_path_list
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]
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# generate random predictions
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@@ -4,7 +4,7 @@ from pathlib import Path
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from dotenv import load_dotenv
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from shared.datastore import connect_minio
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from shared.datastore import Datastore
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from shared.mongodb import connect_mongodb, get_visual_communication
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from shared.utils import check_env, setup_logging
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from web_ui.src.main import NECESSARY_ENV_VAR_LIST
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@@ -19,11 +19,13 @@ if __name__ == '__main__':
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# setup logging
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setup_logging()
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# connect to minIO
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minio_client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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assert datastore._client is not None
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# connect to MongoDB
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collection, db, client = connect_mongodb()
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# get visual communication
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vis_com = get_visual_communication(collection)
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print(repr(vis_com))
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image = vis_com.get_image(minio_client=minio_client)
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image = vis_com.get_image(minio_client=datastore._client)
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image.show()
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@@ -5,9 +5,9 @@ from pathlib import Path
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from dotenv import load_dotenv
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from pymongo.errors import DuplicateKeyError
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from shared.datastore import connect_minio
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from shared.datastore import Datastore
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from shared.mongodb import connect_mongodb
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from shared.mongodb.classes import VisualCommunication
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from shared.mongodb.src.classes import VisualCommunication
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from shared.utils import check_env, setup_logging
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from web_ui.src.main import NECESSARY_ENV_VAR_LIST
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@@ -21,7 +21,9 @@ if __name__ == '__main__':
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# setup logging
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setup_logging()
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# connect to minIO
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minio_client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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assert datastore._client is not None
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# connect to MongoDB
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collection, db, client = connect_mongodb()
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# get list of image paths
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@@ -31,7 +33,7 @@ if __name__ == '__main__':
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print(img_path_list)
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# instantiate data object
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vis_com_list = [
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VisualCommunication.from_file(path, minio_client=minio_client)
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VisualCommunication.from_file(path, minio_client=datastore._client)
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for path in img_path_list
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]
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for vis_com in vis_com_list:
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@@ -5,9 +5,9 @@ from pathlib import Path
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from dotenv import load_dotenv
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from pymongo.errors import DuplicateKeyError
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from shared.datastore import connect_minio
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from shared.datastore import Datastore
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from shared.mongodb import connect_mongodb
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from shared.mongodb.classes import VisualCommunication
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from shared.mongodb.src.classes import VisualCommunication
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from shared.utils import check_env, setup_logging
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from web_ui.src.main import NECESSARY_ENV_VAR_LIST
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@@ -21,7 +21,9 @@ if __name__ == '__main__':
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# setup logging
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setup_logging()
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# connect to minIO
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minio_client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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assert datastore._client is not None
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# connect to MongoDB
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collection, db, client = connect_mongodb()
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# get list of image paths
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@@ -37,7 +39,7 @@ if __name__ == '__main__':
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print(f"found {len(img_path_list)} images")
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# create visual communication objects
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vis_com_list = [
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VisualCommunication.from_file(path, minio_client=minio_client)
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VisualCommunication.from_file(path, minio_client=datastore._client)
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for path in img_path_list
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]
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print(f"created {len(vis_com_list)} visual communication objects")
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+4
-4
@@ -7,7 +7,7 @@ from dotenv import load_dotenv
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from torchinfo import summary
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from model.src.models import VisualCommunicationModel
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from shared.datastore import connect_minio, put_model
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from shared.datastore import Datastore
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from shared.utils import setup_logging
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DEVICE = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
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@@ -20,14 +20,14 @@ if __name__ == '__main__':
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# setup logging
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setup_logging()
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# connect to minio
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client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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# instantiate model
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model = VisualCommunicationModel().to(DEVICE)
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# show model weights
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summary(model)
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# put buffer in minio bucket
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hash_str = put_model(
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client=client,
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hash_str = datastore.put_model(
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model=model,
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)
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print(f"hash string: {hash_str}")
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@@ -7,7 +7,7 @@ from dotenv import load_dotenv
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from torchinfo import summary
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from model.src.models import VisualCommunicationModel
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from shared.datastore import connect_minio, put_model
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from shared.datastore import Datastore
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from shared.utils import setup_logging
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if __name__ == '__main__':
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@@ -18,14 +18,14 @@ if __name__ == '__main__':
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# setup logging
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setup_logging()
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# connect to minio
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client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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# instantiate model
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model = VisualCommunicationModel(download_resnet_weights=True)
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# show model weights
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summary(model)
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# put buffer in minio bucket
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hash_str = put_model(
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client=client,
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hash_str = datastore.put_model(
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model=model,
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)
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print(f"hash string: {hash_str}")
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@@ -4,9 +4,9 @@ from pathlib import Path
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from dotenv import load_dotenv
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from shared.datastore import connect_minio
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from shared.datastore import Datastore
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from shared.mongodb import connect_mongodb, upsert_prediction
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from shared.mongodb.classes import VisualCommunication
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from shared.mongodb.src.classes import VisualCommunication
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from shared.utils import check_env, setup_logging
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from web_ui.src.main import NECESSARY_ENV_VAR_LIST
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@@ -20,7 +20,9 @@ if __name__ == '__main__':
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# setup logging
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setup_logging()
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# connect to minIO
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minio_client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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assert datastore._client is not None
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# connect to MongoDB
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collection, db, client = connect_mongodb()
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# get list of image paths
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@@ -29,7 +31,7 @@ if __name__ == '__main__':
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img_path_list = [path for path in img_dir.glob('*.jpeg') if path.is_file()]
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# instantiate data object
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vis_com_list = [
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VisualCommunication.from_file(path, minio_client=minio_client)
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VisualCommunication.from_file(path, minio_client=datastore._client)
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for path in img_path_list
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]
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# generate random predictions
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+5
-4
@@ -9,7 +9,7 @@ from models import VisualCommunicationModel
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from tqdm import tqdm
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from utils import DEVICE, VCDADataset, load_model
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from shared.datastore import connect_minio
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from shared.datastore import Datastore
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from shared.mongodb.classes import ModelData
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from shared.utils import setup_logging
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@@ -17,13 +17,14 @@ if __name__ == '__main__':
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# setup logging
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setup_logging()
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# connect to minio
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minio_client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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# instantiate model
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model: VisualCommunicationModel = load_model(client=minio_client)
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model: VisualCommunicationModel = load_model(client=datastore._client)
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model.eval()
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# setup dataset
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dataset = VCDADataset(
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minio_client=minio_client,
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minio_client=datastore._client,
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data_name_list=[
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'02dbaf48d713e4e6d3a6b98fd2dc866e',
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],
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@@ -4,10 +4,9 @@ import logging
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from pathlib import Path
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import torch
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from minio import Minio
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from model.src.models import VisualCommunicationModel
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from shared.datastore import get_model
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from shared.datastore import Datastore
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from .get_model_name import get_model_name
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@@ -15,11 +14,11 @@ DEVICE = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
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def load_model(
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client: Minio,
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datastore: Datastore,
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) -> VisualCommunicationModel:
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"""Instantiate model with weights loaded from latest model saved in
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MinIO."""
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assert isinstance(client, Minio)
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assert isinstance(datastore, Datastore)
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# instantiate model
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model = VisualCommunicationModel()
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# get model object name
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@@ -27,8 +26,7 @@ def load_model(
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model_object_name = get_model_name(path=model_name_path)
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logging.info('using model: %s', model_object_name)
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# load model from minio
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model_checkpoint = get_model(
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client=client,
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model_checkpoint = datastore.get_model(
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object_name=model_object_name,
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)
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model.load_state_dict(model_checkpoint)
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@@ -2,7 +2,6 @@
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import random
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from minio import Minio
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from PIL import Image
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from torch import Tensor
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from torch.utils.data import Dataset
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@@ -16,7 +15,7 @@ from torchvision.transforms.functional import (
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to_tensor,
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)
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from shared.datastore import get_image
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from shared.datastore import Datastore
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# resnet18 original normalization values
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RESNET_NORMALIZE_MEAN = [0.485, 0.456, 0.406]
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@@ -28,13 +27,13 @@ class VCDADataset(Dataset):
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def __init__(
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self,
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minio_client: Minio,
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datastore: Datastore,
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data_name_list: list[str],
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do_augment: bool = False,
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random_annotations: bool = False,
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):
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super().__init__()
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self.minio_client = minio_client
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self.datastore = datastore
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self.data_name_list = data_name_list
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self.do_augment = do_augment
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self.random_annotations = random_annotations
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@@ -57,8 +56,7 @@ class VCDADataset(Dataset):
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def __getitem__(self, idx):
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# get image from database
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object_name = self.data_name_list[idx]
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image = get_image(
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client=self.minio_client,
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image = self.datastore.get_image(
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object_name=object_name,
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)
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tensor = self.image_to_tensor(image)
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+5
-4
@@ -18,7 +18,7 @@ from torch.optim.lr_scheduler import ExponentialLR
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from torch.utils.data import DataLoader
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from model.src.utils import VCDADataset, get_class
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from shared.datastore import connect_minio
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from shared.datastore import Datastore
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def parse_arguments():
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@@ -57,18 +57,19 @@ optimizer = torch.optim.Adam(model.parameters(), lr=args.lr)
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loss_fn = nn.CrossEntropyLoss()
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# create datasets and loaders
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minio_client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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with open('model/src/dataset/train.csv', encoding='utf-8') as fh:
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train_data_name_list = fh.read().split('\n')
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train_dataset = VCDADataset(
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minio_client=minio_client,
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datastore=datastore,
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data_name_list=train_data_name_list,
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)
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train_loader = DataLoader(dataset=train_dataset, num_workers=args.loader_workers)
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with open('model/src/dataset/val.csv', encoding='utf-8') as fh:
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val_data_name_list = fh.read().split('\n')
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val_dataset = VCDADataset(minio_client=minio_client, data_name_list=val_data_name_list)
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val_dataset = VCDADataset(datastore=datastore, data_name_list=val_data_name_list)
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val_loader = DataLoader(dataset=val_dataset, num_workers=args.loader_workers)
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# create trainer and evaluator
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@@ -1,11 +1,12 @@
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"""Script to move minio images to subfolder."""
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import os
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from pathlib import Path
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from dotenv import load_dotenv
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from PIL import Image
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from shared.datastore import connect_minio, get, put_image
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from shared.datastore import Datastore
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from shared.utils import setup_logging
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if __name__ == '__main__':
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@@ -16,24 +17,26 @@ if __name__ == '__main__':
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# setup logging
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setup_logging()
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# connect to minio
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minio_client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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assert datastore._client is not None
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# list images in bucket
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BUCKET_NAME = 'visual-critical-discourse-analysis'
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obj_list = minio_client.list_objects(
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BUCKET_NAME = os.getenv(
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'MINIO_BUCKET_NAME',
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default='visual-critical-discourse-analysis',
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)
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obj_list = datastore._client.list_objects(
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bucket_name=BUCKET_NAME,
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)
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# begin moving images
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for obj in obj_list:
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# get image from minio
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buffer = get(
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client=minio_client,
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bucket_name=BUCKET_NAME,
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buffer = datastore._get(
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object_name=obj.object_name,
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)
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# convert data to image
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image = Image.open(buffer)
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# put image into minio subfolder
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put_image(
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client=minio_client,
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_ = datastore.put_image(
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image=image,
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)
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@@ -9,7 +9,7 @@ from bson import ObjectId
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from dotenv import load_dotenv
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from pymongo.collection import Collection
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from shared.datastore import connect_minio, put_image
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from shared.datastore import Datastore
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from shared.mongodb import connect_mongodb
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from shared.mongodb.src.classes import VisualCommunication
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from shared.utils import check_env, setup_logging
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@@ -81,7 +81,9 @@ if __name__ == '__main__':
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# setup logging
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setup_logging()
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# connect to minIO
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minio_client = connect_minio()
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datastore = Datastore()
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datastore.connect()
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assert datastore._client is not None
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# connect to MongoDB
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collection, db, client = connect_mongodb()
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# list documents in mongoDB
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@@ -97,11 +99,10 @@ if __name__ == '__main__':
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try:
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# get image
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image = vis_com.get_image(
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minio_client=minio_client,
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minio_client=datastore._client,
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)
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# put buffer in minio
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object_name = put_image(
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client=minio_client,
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object_name = datastore.put_image(
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image=image,
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)
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except Exception as exc:
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@@ -39,7 +39,7 @@ class TestFunctionCheckEnv(unittest.TestCase):
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variable that is not set."""
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var_list = {self.not_set_env_var}
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msg = f'environment variable not set: {self.not_set_env_var}'
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with self.assertRaises(AssertionError, msg=msg):
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with self.assertRaises(OSError, msg=msg):
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check_env(var_list)
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def test_env_vars_set(self):
|
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|
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@@ -8,11 +8,10 @@ import os
|
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import dash_bootstrap_components as dbc
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from dash import ALL, Dash, Input, Output, State
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from dash_auth import BasicAuth
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from minio import Minio
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from pydantic import ValidationError
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from pymongo.collection import Collection
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from shared.datastore import delete as delete_from_minio
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||||
from shared.datastore import Datastore
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from shared.mongodb import count_documents, get_visual_communication, upsert_annotation
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from shared.mongodb.src.classes import ModelData, VisualCommunication
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from shared.mongodb.src.exceptions import NoDocumentFoundException
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||||
@@ -22,9 +21,12 @@ from .layout import app_layout
|
||||
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||||
def init_app(
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mongo_collection: Collection,
|
||||
minio_client: Minio,
|
||||
datastore: Datastore,
|
||||
) -> Dash:
|
||||
"""Initialise web UI application."""
|
||||
assert isinstance(mongo_collection, Collection)
|
||||
assert isinstance(datastore, Datastore)
|
||||
assert datastore._client is not None
|
||||
# setup app
|
||||
app = Dash(
|
||||
name='visual_critical_discourse_analysis_web_ui',
|
||||
@@ -129,11 +131,12 @@ def init_app(
|
||||
failed_filename_list.append(filename)
|
||||
continue
|
||||
try:
|
||||
assert datastore._client is not None
|
||||
# instantiate to upload image to minio
|
||||
vis_com = VisualCommunication.from_name_and_image(
|
||||
name=filename,
|
||||
image=image,
|
||||
minio_client=minio_client,
|
||||
minio_client=datastore._client,
|
||||
)
|
||||
except Exception as exc:
|
||||
logging.debug(exc)
|
||||
@@ -146,10 +149,7 @@ def init_app(
|
||||
logging.debug(exc)
|
||||
failed_filename_list.append(filename)
|
||||
# remove document from minio
|
||||
bucket_name = os.getenv('MINIO_BUCKET_NAME', default='')
|
||||
delete_from_minio(
|
||||
client=minio_client,
|
||||
bucket_name=bucket_name,
|
||||
datastore._delete(
|
||||
object_name=vis_com.object_name,
|
||||
)
|
||||
assert (
|
||||
@@ -240,7 +240,8 @@ def init_app(
|
||||
)
|
||||
# set variables
|
||||
vis_com_name = vis_com.name
|
||||
image_src = vis_com.webencoded_image(minio_client=minio_client)
|
||||
assert datastore._client is not None
|
||||
image_src = vis_com.webencoded_image(minio_client=datastore._client)
|
||||
if vis_com.prediction is not None:
|
||||
# TODO: update to use optional predictions
|
||||
pass
|
||||
|
||||
+4
-3
@@ -4,7 +4,7 @@ from __future__ import annotations
|
||||
|
||||
import os
|
||||
|
||||
from shared.datastore import connect_minio
|
||||
from shared.datastore import Datastore
|
||||
from shared.mongodb import connect_mongodb
|
||||
from shared.utils import check_env, setup_logging
|
||||
|
||||
@@ -34,12 +34,13 @@ setup_logging()
|
||||
collection, db, client = connect_mongodb()
|
||||
|
||||
# connect to minio
|
||||
minio_client = connect_minio()
|
||||
datastore = Datastore()
|
||||
datastore.connect()
|
||||
|
||||
# initialise application
|
||||
app = init_app(
|
||||
mongo_collection=collection,
|
||||
minio_client=minio_client,
|
||||
datastore=datastore,
|
||||
)
|
||||
server = app.server
|
||||
server.config.update(SECRET_KEY=os.urandom(24))
|
||||
|
||||
Reference in New Issue
Block a user