| 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) |