python

🍿 Popcorn - Local Python File Examples

File	Domain	Description
load_configs	Config	Loading framework's configuration parameters
download_movielens	Data	Downloading MovieLens variants into disk
load_movielens	Data	Loading MovieLens data into Pandas DataFrame
load_movielens_movies	Data	Working around with MovieLens movies
load_movielens_genres	Data	Working around with MovieLens genres
load_movielens_links	Data	Working around with MovieLens links
load_movielens_users	Data	Working around with MovieLens users and interactions
load_poison_rag_plus	Data	Loading Poison-RAG-Plus data into Pandas DataFrame
load_popcorn_dataset_meta	Data	Working around with Popcorn dataset metadata
load_popcorn_dataset_embedding	Data	Working around with Popcorn embeddings
load_popcorn_dataset_embedding_agg	Data	Working around with Popcorn aggregated embeddings
download_mmtf14k	Data	Downloading MMTF-14K dataset into disk
load_mmtf_audio	Data	Loading MMTF-14K data into Pandas DataFrame
load_mmtf_visual	Data	Loading MMTF-14K data into Pandas DataFrame
download_ml25m_thumbnails	Data	Downloading MovieLens 25M thumbnails into disk
load_ml_thumbnail_raw	Data	Loading MovieLens 25M thumbnails as raw frames
load_ml_thumbnail_embeddings	Data	Loading MovieLens 25M thumbnail embeddings
experiment_kcore_ml-1m	Setup	Applying K-Core on MovieLens 1M
experiment_kcore_ml-25m	Setup	Applying K-Core on MovieLens 25M
experiment_split	Setup	Applying K-Core and train/test split on MovieLens
modality_data_overlap_check	Modality	Checking data overlap between loaded datasets
modality_popcorn_ml-25m	Modality	Checking data overlap between Popcorn and MovieLens 25M
modality_data_fusion_text_audio	Modality	Fusing textual and audio modalities
modality_data_fusion_text_visual	Modality	Fusing textual and visual modalities
modality_data_fusion_all_mmtf	Modality	Fusing textual and MMTF audio-visual modalities
modality_data_fusion_all_popcorn	Modality	Fusing textual and Popcorn visual modalities
pipeline_trailer_fetch	Pipeline	Fetching and downloading trailers for given movies
pipeline_thumbnail_fetch	Pipeline	Fetching and downloading thumbnails for given movies
pipeline_frame_extract	Pipeline	Extracting frames from movie trailers
pipeline_embedding_extract	Pipeline	Extracting visual embeddings from movie frames
pipeline_embedding_aggregate	Pipeline	Aggregating visual embeddings for given movies
pipeline_shot_detect_frame	Pipeline	Detecting shots in movies (from frames)
pipeline_shot_detect_embedding	Pipeline	Detecting shots in movies (from embeddings)
recommender_assemble_modality	Recommender	Assembling modalities for recommender systems
recommender_get_grid_cf	Recommender	Hyperparameter optimization with grid search (CF)
recommender_get_grid_vbpr	Recommender	Hyperparameter optimization with grid search (VBPR)
recommender_get_grid_vmf	Recommender	Hyperparameter optimization with grid search (VMF)
recommender_get_grid_amr	Recommender	Hyperparameter optimization with grid search (AMR)
recommender_recom_list	Recommender	Recommendation list generation pipeline (CF)
recommender_recom_list_ml25mthumb	Recommender	Recommendation list generation pipeline (VBPR)