diff --git a/recbole/config/configurator.py b/recbole/config/configurator.py index 50d0c4aa9..0f49167b4 100644 --- a/recbole/config/configurator.py +++ b/recbole/config/configurator.py @@ -245,8 +245,8 @@ def _load_internal_config_dict(self, model, model_class, dataset): config_dict = yaml.load(f.read(), Loader=self.yaml_loader) if config_dict is not None: self.internal_config_dict.update(config_dict) - elif model in ['GRU4RecKG','KSR']: - with open(sequential_embedding_model_init, 'r', encoding='utf-8') as f: + elif model in ['GRU4RecKG', 'KSR']: + with open(sequential_embedding_model_init, 'r', encoding='utf-8') as f: config_dict = yaml.load(f.read(), Loader=self.yaml_loader) if config_dict is not None: self.internal_config_dict.update(config_dict) diff --git a/recbole/data/utils.py b/recbole/data/utils.py index c86d395e2..2972bf687 100644 --- a/recbole/data/utils.py +++ b/recbole/data/utils.py @@ -31,9 +31,10 @@ def create_dataset(config): Returns: Dataset: Constructed dataset. """ - try: - return getattr(importlib.import_module('recbole.data.dataset'), config['model'] + 'Dataset')(config) - except AttributeError: + dataset_module = importlib.import_module('recbole.data.dataset') + if hasattr(dataset_module, config['model'] + 'Dataset'): + return getattr(dataset_module, config['model'] + 'Dataset')(config) + else: model_type = config['MODEL_TYPE'] if model_type == ModelType.SEQUENTIAL: from .dataset import SequentialDataset @@ -97,6 +98,9 @@ def data_preparation(config, dataset, save=False): kwargs = {} if config['training_neg_sample_num']: + if dataset.label_field in dataset.inter_feat: + raise ValueError(f'`training_neg_sample_num` should be 0 ' + f'if inter_feat have label_field [{dataset.label_field}].') train_distribution = config['training_neg_sample_distribution'] or 'uniform' es.neg_sample_by(by=config['training_neg_sample_num'], distribution=train_distribution) if model_type != ModelType.SEQUENTIAL: @@ -121,6 +125,9 @@ def data_preparation(config, dataset, save=False): kwargs = {} if len(es_str) > 1 and getattr(es, es_str[1], None): + if dataset.label_field in dataset.inter_feat: + raise ValueError(f'It can not validate with `{es_str[1]}` ' + f'when inter_feat have label_field [{dataset.label_field}].') getattr(es, es_str[1])() if 'sampler' not in locals(): sampler = Sampler(phases, builded_datasets, es.neg_sample_args['distribution']) diff --git a/recbole/model/context_aware_recommender/dcn.py b/recbole/model/context_aware_recommender/dcn.py index 3c9c66ecd..7aa11b3d1 100644 --- a/recbole/model/context_aware_recommender/dcn.py +++ b/recbole/model/context_aware_recommender/dcn.py @@ -43,13 +43,10 @@ def __init__(self, config, dataset): # define layers and loss # init weight and bias of each cross layer - self.cross_layer_parameter = [nn.Parameter(torch.empty(self.num_feature_field * self.embedding_size, - device=self.device)) - for _ in range(self.cross_layer_num * 2)] - self.cross_layer_w = nn.ParameterList( - self.cross_layer_parameter[:self.cross_layer_num]) - self.cross_layer_b = nn.ParameterList( - self.cross_layer_parameter[self.cross_layer_num:]) + self.cross_layer_w = nn.ParameterList(nn.Parameter(torch.randn(self.num_feature_field * self.embedding_size) + .to(self.device)) for _ in range(self.cross_layer_num)) + self.cross_layer_b = nn.ParameterList(nn.Parameter(torch.zeros(self.num_feature_field * self.embedding_size) + .to(self.device)) for _ in range(self.cross_layer_num)) # size of mlp hidden layer size_list = [self.embedding_size * self.num_feature_field] + self.mlp_hidden_size diff --git a/recbole/model/general_recommender/neumf.py b/recbole/model/general_recommender/neumf.py index bd95a4bab..5fde05394 100644 --- a/recbole/model/general_recommender/neumf.py +++ b/recbole/model/general_recommender/neumf.py @@ -57,10 +57,10 @@ def __init__(self, config, dataset): self.item_mf_embedding = nn.Embedding(self.n_items, self.mf_embedding_size) self.user_mlp_embedding = nn.Embedding(self.n_users, self.mlp_embedding_size) self.item_mlp_embedding = nn.Embedding(self.n_items, self.mlp_embedding_size) - self.mlp_layers = MLPLayers([2 * self.mlp_embedding_size] + self.mlp_hidden_size) + self.mlp_layers = MLPLayers([2 * self.mlp_embedding_size] + self.mlp_hidden_size, self.dropout_prob) self.mlp_layers.logger = None # remove logger to use torch.save() if self.mf_train and self.mlp_train: - self.predict_layer = nn.Linear(self.mf_embedding_size + self.mlp_hidden_size[-1], 1, self.dropout_prob) + self.predict_layer = nn.Linear(self.mf_embedding_size + self.mlp_hidden_size[-1], 1) elif self.mf_train: self.predict_layer = nn.Linear(self.mf_embedding_size, 1) elif self.mlp_train: diff --git a/recbole/model/sequential_recommender/bert4rec.py b/recbole/model/sequential_recommender/bert4rec.py index 86d20dafb..f808e1ff9 100644 --- a/recbole/model/sequential_recommender/bert4rec.py +++ b/recbole/model/sequential_recommender/bert4rec.py @@ -50,8 +50,8 @@ def __init__(self, config, dataset): self.mask_item_length = int(self.mask_ratio * self.max_seq_length) # define layers and loss - self.item_embedding = nn.Embedding(self.n_items+1, self.hidden_size, padding_idx=0) # mask token add 1 - self.position_embedding = nn.Embedding(self.max_seq_length+1, self.hidden_size) # add mask_token at the last + self.item_embedding = nn.Embedding(self.n_items + 1, self.hidden_size, padding_idx=0) # mask token add 1 + self.position_embedding = nn.Embedding(self.max_seq_length + 1, self.hidden_size) # add mask_token at the last self.trm_encoder = TransformerEncoder(n_layers=self.n_layers, n_heads=self.n_heads, hidden_size=self.hidden_size, inner_size=self.inner_size, hidden_dropout_prob=self.hidden_dropout_prob, @@ -99,8 +99,8 @@ def _neg_sample(self, item_set): def _padding_sequence(self, sequence, max_length): pad_len = max_length - len(sequence) - sequence = [0]*pad_len + sequence - sequence = sequence[-max_length:] # truncate according to the max_length + sequence = [0] * pad_len + sequence + sequence = sequence[-max_length:] # truncate according to the max_length return sequence def reconstruct_train_data(self, item_seq): @@ -193,7 +193,7 @@ def multi_hot_embed(self, masked_index, max_length): multi_hot_embed: [[0 1 0 0 0], [0 0 0 1 0]] """ masked_index = masked_index.view(-1) - multi_hot = torch.zeros(masked_index.size(0), max_length).cuda() + multi_hot = torch.zeros(masked_index.size(0), max_length, device=masked_index.device) multi_hot[torch.arange(masked_index.size(0)), masked_index] = 1 return multi_hot @@ -237,7 +237,7 @@ def predict(self, interaction): test_item = interaction[self.ITEM_ID] item_seq = self.reconstruct_test_data(item_seq, item_seq_len) seq_output = self.forward(item_seq) - seq_output = self.gather_indexes(seq_output, item_seq_len-1) # [B H] + seq_output = self.gather_indexes(seq_output, item_seq_len - 1) # [B H] test_item_emb = self.item_embedding(test_item) scores = torch.mul(seq_output, test_item_emb).sum(dim=1) # [B] return scores @@ -247,7 +247,7 @@ def full_sort_predict(self, interaction): item_seq_len = interaction[self.ITEM_SEQ_LEN] item_seq = self.reconstruct_test_data(item_seq, item_seq_len) seq_output = self.forward(item_seq) - seq_output = self.gather_indexes(seq_output, item_seq_len-1) # [B H] + seq_output = self.gather_indexes(seq_output, item_seq_len - 1) # [B H] test_items_emb = self.item_embedding.weight[:self.n_items] # delete masked token scores = torch.matmul(seq_output, test_items_emb.transpose(0, 1)) # [B, item_num] return scores diff --git a/tests/evaluation_setting/test_evaluation_setting.py b/tests/evaluation_setting/test_evaluation_setting.py index 0ba2e719b..059f6f010 100644 --- a/tests/evaluation_setting/test_evaluation_setting.py +++ b/tests/evaluation_setting/test_evaluation_setting.py @@ -45,6 +45,7 @@ def test_rols_full(self): objective_function(config_dict=config_dict, config_file_list=config_file_list, saved=False) ''' + def test_tols_full(self): config_dict = { 'eval_setting': 'TO_LS,full', @@ -72,6 +73,7 @@ def test_tols_full(self): objective_function(config_dict=config_dict, config_file_list=config_file_list, saved=False) ''' + def test_tors_full(self): config_dict = { 'eval_setting': 'TO_RS,full', @@ -182,7 +184,7 @@ def test_tors_uni100(self): 'model': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + config_file_list=config_file_list, saved=False) # config_dict = { # 'eval_setting': 'TO_RS,uni100', # 'model': 'NeuMF', @@ -208,10 +210,11 @@ class TestContextRecommender(unittest.TestCase): def test_tors(self): config_dict = { 'eval_setting': 'TO_RS', + 'threshold': {'rating': 4}, 'model': 'FM', } objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + config_file_list=config_file_list, saved=False) # config_dict = { # 'eval_setting': 'TO_RS', # 'model': 'DeepFM', diff --git a/tests/model/test_model.yaml b/tests/model/test_model.yaml index 77d78f37e..4604e8a65 100644 --- a/tests/model/test_model.yaml +++ b/tests/model/test_model.yaml @@ -30,7 +30,7 @@ ENTITY_ID_FIELD: entity_id # Selectively Loading load_col: - inter: [user_id, item_id, rating, timestamp, label] + inter: [user_id, item_id, rating, timestamp] user: [user_id, age, gender, occupation] item: [item_id, movie_title, release_year, class] link: [item_id, entity_id] diff --git a/tests/model/test_model_auto.py b/tests/model/test_model_auto.py index 18ae0888c..16eb6c624 100644 --- a/tests/model/test_model_auto.py +++ b/tests/model/test_model_auto.py @@ -16,105 +16,129 @@ current_path = os.path.dirname(os.path.realpath(__file__)) config_file_list = [os.path.join(current_path, 'test_model.yaml')] + +def quick_test(config_dict): + objective_function(config_dict=config_dict, config_file_list=config_file_list, saved=False) + + class TestGeneralRecommender(unittest.TestCase): def test_pop(self): config_dict = { 'model': 'Pop', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_itemknn(self): config_dict = { 'model': 'ItemKNN', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_bpr(self): config_dict = { 'model': 'BPR', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_neumf(self): config_dict = { 'model': 'NeuMF', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_convncf(self): config_dict = { 'model': 'ConvNCF', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_dmf(self): config_dict = { 'model': 'DMF', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_dmf_with_rating(self): + config_dict = { + 'model': 'DMF', + 'inter_matrix_type': 'rating', + } + quick_test(config_dict) def test_fism(self): config_dict = { 'model': 'FISM', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_fism_with_split_to_and_alpha(self): + config_dict = { + 'model': 'FISM', + 'split_to': 10, + 'alpha': 0.5, + } + quick_test(config_dict) def test_nais(self): config_dict = { 'model': 'NAIS', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_nais_with_concat(self): + config_dict = { + 'model': 'NAIS', + 'algorithm': 'concat', + 'split_to': 10, + 'alpha': 0.5, + 'beta': 0.1, + } + quick_test(config_dict) def test_spectralcf(self): config_dict = { 'model': 'SpectralCF', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_gcmc(self): config_dict = { 'model': 'GCMC', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_gcmc_with_stack(self): + config_dict = { + 'model': 'GCMC', + 'accum': 'stack', + 'sparse_feature': False, + } + quick_test(config_dict) def test_ngcf(self): config_dict = { 'model': 'NGCF', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_lightgcn(self): config_dict = { 'model': 'LightGCN', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_dgcf(self): config_dict = { 'model': 'DGCF', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_line(self): config_dict = { 'model': 'LINE', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) class TestContextRecommender(unittest.TestCase): @@ -123,150 +147,193 @@ class TestContextRecommender(unittest.TestCase): def test_lr(self): config_dict = { 'model': 'LR', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_fm(self): config_dict = { 'model': 'FM', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_nfm(self): config_dict = { 'model': 'NFM', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_deepfm(self): config_dict = { 'model': 'DeepFM', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_xdeepfm(self): config_dict = { 'model': 'xDeepFM', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_xdeepfm_with_direct(self): + config_dict = { + 'model': 'xDeepFM', + 'threshold': {'rating': 4}, + 'direct': True, + } + quick_test(config_dict) def test_afm(self): config_dict = { 'model': 'AFM', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_fnn(self): config_dict = { 'model': 'FNN', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_pnn(self): config_dict = { 'model': 'PNN', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_pnn_with_use_inner_and_use_outer(self): + config_dict = { + 'model': 'PNN', + 'threshold': {'rating': 4}, + 'use_inner': True, + 'use_outer': True, + } + quick_test(config_dict) + + def test_pnn_without_use_inner_and_use_outer(self): + config_dict = { + 'model': 'PNN', + 'threshold': {'rating': 4}, + 'use_inner': False, + 'use_outer': False, + } + quick_test(config_dict) def test_dssm(self): config_dict = { 'model': 'DSSM', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_widedeep(self): config_dict = { 'model': 'WideDeep', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - # def test_dcn(self): - # config_dict = { - # 'model': 'DCN', - # } - # objective_function(config_dict=config_dict, - # config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_autoint(self): config_dict = { 'model': 'AutoInt', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_ffm(self): config_dict = { 'model': 'FFM', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_fwfm(self): config_dict = { 'model': 'FwFM', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_din(self): + def test_dcn(self): config_dict = { - 'model': 'DIN', + 'model': 'DCN', + 'threshold': {'rating': 4}, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - + quick_test(config_dict) + def test_xgboost(self): config_dict = { 'model': 'xgboost', - 'xgb_params': - {'booster': 'gbtree', + 'threshold': {'rating': 4}, + 'xgb_params': { + 'booster': 'gbtree', 'objective': 'binary:logistic', - 'eval_metric': ['auc','logloss']}, + 'eval_metric': ['auc', 'logloss'] + }, 'xgb_num_boost_round': 1, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) class TestSequentialRecommender(unittest.TestCase): + def test_din(self): + config_dict = { + 'model': 'DIN', + } + quick_test(config_dict) + def test_fpmc(self): config_dict = { 'model': 'FPMC', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_gru4rec(self): config_dict = { 'model': 'GRU4Rec', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_gru4rec_with_BPR_loss(self): + config_dict = { + 'model': 'GRU4Rec', + 'loss_type': 'BPR', + } + quick_test(config_dict) def test_narm(self): config_dict = { 'model': 'NARM', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_narm_with_BPR_loss(self): + config_dict = { + 'model': 'NARM', + 'loss_type': 'BPR', + } + quick_test(config_dict) def test_stamp(self): config_dict = { 'model': 'STAMP', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_stamp_with_BPR_loss(self): + config_dict = { + 'model': 'STAMP', + 'loss_type': 'BPR', + } + quick_test(config_dict) def test_caser(self): config_dict = { @@ -274,503 +341,370 @@ def test_caser(self): 'MAX_ITEM_LIST_LENGTH': 10, 'reproducibility': False, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_caser_with_BPR_loss(self): + config_dict = { + 'model': 'Caser', + 'loss_type': 'BPR', + 'MAX_ITEM_LIST_LENGTH': 10, + 'reproducibility': False, + } + quick_test(config_dict) def test_nextitnet(self): config_dict = { 'model': 'NextItNet', 'reproducibility': False, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_nextitnet_with_BPR_loss(self): + config_dict = { + 'model': 'NextItNet', + 'loss_type': 'BPR', + 'reproducibility': False, + } + quick_test(config_dict) def test_transrec(self): config_dict = { 'model': 'TransRec', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_sasrec(self): config_dict = { 'model': 'SASRec', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - # def test_bert4rec(self): - # config_dict = { - # 'model': 'BERT4Rec', - # } - # objective_function(config_dict=config_dict, - # config_file_list=config_file_list, saved=False) + def test_sasrec_with_BPR_loss_and_relu(self): + config_dict = { + 'model': 'SASRec', + 'loss_type': 'BPR', + 'hidden_act': 'relu' + } + quick_test(config_dict) + + def test_sasrec_with_BPR_loss_and_sigmoid(self): + config_dict = { + 'model': 'SASRec', + 'loss_type': 'BPR', + 'hidden_act': 'sigmoid' + } + quick_test(config_dict) def test_srgnn(self): config_dict = { 'model': 'SRGNN', 'MAX_ITEM_LIST_LENGTH': 3, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_srgnn_with_BPR_loss(self): + config_dict = { + 'model': 'SRGNN', + 'loss_type': 'BPR', + 'MAX_ITEM_LIST_LENGTH': 3, + } + quick_test(config_dict) def test_gcsan(self): config_dict = { 'model': 'GCSAN', 'MAX_ITEM_LIST_LENGTH': 3, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_gcsan_with_BPR_loss_and_tanh(self): + config_dict = { + 'model': 'GCSAN', + 'loss_type': 'BPR', + 'hidden_act': 'tanh', + 'MAX_ITEM_LIST_LENGTH': 3, + } + quick_test(config_dict) def test_gru4recf(self): config_dict = { 'model': 'GRU4RecF', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_gru4recf_with_max_pooling(self): + config_dict = { + 'model': 'GRU4RecF', + 'pooling_mode': 'max', + } + quick_test(config_dict) + + def test_gru4recf_with_sum_pooling(self): + config_dict = { + 'model': 'GRU4RecF', + 'pooling_mode': 'sum', + } + quick_test(config_dict) def test_sasrecf(self): config_dict = { 'model': 'SASRecF', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_sasrecf_with_max_pooling(self): + config_dict = { + 'model': 'SASRecF', + 'pooling_mode': 'max', + } + quick_test(config_dict) + + def test_sasrecf_with_sum_pooling(self): + config_dict = { + 'model': 'SASRecF', + 'pooling_mode': 'sum', + } + quick_test(config_dict) def test_hrm(self): config_dict = { 'model': 'HRM', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_hrm_with_BPR_loss(self): + config_dict = { + 'model': 'HRM', + 'loss_type': 'BPR', + } + quick_test(config_dict) def test_npe(self): config_dict = { 'model': 'NPE', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_npe_with_BPR_loss(self): + config_dict = { + 'model': 'NPE', + 'loss_type': 'BPR', + } + quick_test(config_dict) def test_shan(self): config_dict = { 'model': 'SHAN', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_shan_with_BPR_loss(self): + config_dict = { + 'model': 'SHAN', + 'loss_type': 'BPR', + } + quick_test(config_dict) def test_hgn(self): config_dict = { 'model': 'HGN', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) + + def test_hgn_with_CE_loss(self): + config_dict = { + 'model': 'HGN', + 'loss_type': 'CE', + } + quick_test(config_dict) def test_fossil(self): config_dict = { 'model': 'FOSSIL', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_repeat_net(self): config_dict = { 'model': 'RepeatNet', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - # def test_fdsa(self): - # config_dict = { - # 'model': 'FDSA', - # } - # objective_function(config_dict=config_dict, - # config_file_list=config_file_list, saved=False) + quick_test(config_dict) - # def test_gru4reckg(self): - # config_dict = { - # 'model': 'GRU4RecKG', - # } - # objective_function(config_dict=config_dict, - # config_file_list=config_file_list, saved=False) + def test_fdsa(self): + config_dict = { + 'model': 'FDSA', + } + quick_test(config_dict) - # def test_s3rec(self): - # config_dict = { - # 'model': 'S3Rec', - # 'train_stage': 'pretrain', - # 'save_step': 1, - # } - # objective_function(config_dict=config_dict, - # config_file_list=config_file_list, saved=False) - - # config_dict = { - # 'model': 'S3Rec', - # 'train_stage': 'finetune', - # 'pre_model_path': './saved/S3Rec-test-1.pth', - # } - # objective_function(config_dict=config_dict, - # config_file_list=config_file_list, saved=False) - - -class TestKnowledgeRecommender(unittest.TestCase): - - def test_cke(self): - config_dict = { - 'model': 'CKE', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_cfkg(self): - config_dict = { - 'model': 'CFKG', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_ktup(self): - config_dict = { - 'model': 'KTUP', - 'train_rec_step': 1, - 'train_kg_step': 1, - 'epochs': 2, - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_kgat(self): - config_dict = { - 'model': 'KGAT', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_ripplenet(self): + def test_fdsa_with_max_pooling(self): config_dict = { - 'model': 'RippleNet', + 'model': 'FDSA', + 'pooling_mode': 'max', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_mkr(self): + def test_fdsa_with_sum_pooling(self): config_dict = { - 'model': 'MKR', + 'model': 'FDSA', + 'pooling_mode': 'sum', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_kgcn(self): + def test_bert4rec(self): config_dict = { - 'model': 'KGCN', + 'model': 'BERT4Rec', } objective_function(config_dict=config_dict, config_file_list=config_file_list, saved=False) - def test_kgnnls(self): + def test_bert4rec_with_BPR_loss_and_swish(self): config_dict = { - 'model': 'KGNNLS', + 'model': 'BERT4Rec', + 'loss_type': 'BPR', + 'hidden_act': 'swish' } objective_function(config_dict=config_dict, config_file_list=config_file_list, saved=False) + # def test_gru4reckg(self): + # config_dict = { + # 'model': 'GRU4RecKG', + # } + # quick_test(config_dict) -class TestGeneralRecommender2(unittest.TestCase): + # def test_s3rec(self): + # config_dict = { + # 'model': 'S3Rec', + # 'train_stage': 'pretrain', + # 'save_step': 1, + # } + # quick_test(config_dict) + # + # config_dict = { + # 'model': 'S3Rec', + # 'train_stage': 'finetune', + # 'pre_model_path': './saved/S3Rec-test-1.pth', + # } + # quick_test(config_dict) - def test_dmf(self): - config_dict = { - 'model': 'DMF', - 'inter_matrix_type': 'rating', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - def test_fism(self): - config_dict = { - 'model': 'FISM', - 'split_to': 10, - 'alpha': 0.5, - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) +class TestKnowledgeRecommender(unittest.TestCase): - def test_nais(self): + def test_cke(self): config_dict = { - 'model': 'NAIS', - 'algorithm': 'concat', - 'split_to': 10, - 'alpha': 0.5, - 'beta': 0.1, + 'model': 'CKE', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_gcmc(self): + def test_cfkg(self): config_dict = { - 'model': 'GCMC', - 'accum': 'stack', - 'sparse_feature': False, + 'model': 'CFKG', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - -class TestKnowledgeRecommender2(unittest.TestCase): - - def test_cfkg(self): + def test_cfkg_with_transe(self): config_dict = { 'model': 'CFKG', 'loss_function': 'transe', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_ktup(self): + config_dict = { + 'model': 'KTUP', + 'train_rec_step': 1, + 'train_kg_step': 1, + 'epochs': 2, + } + quick_test(config_dict) + + def test_ktup_with_L1_flag(self): config_dict = { 'model': 'KTUP', 'use_st_gumbel': False, 'L1_flag': True, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) def test_kgat(self): config_dict = { 'model': 'KGAT', - 'aggregator_type': 'gcn', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - config_dict = { - 'model': 'KGAT', - 'aggregator_type': 'graphsage', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_mkr(self): - config_dict = { - 'model': 'MKR', - 'use_inner_product': False, - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_kgcn(self): - config_dict = { - 'model': 'KGCN', - 'aggregator': 'neighbor', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - config_dict = { - 'model': 'KGCN', - 'aggregator': 'concat', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_kgnnls(self): + def test_kgat_with_gcn(self): config_dict = { - 'model': 'KGNNLS', - 'aggregator': 'neighbor', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - config_dict = { - 'model': 'KGNNLS', - 'aggregator': 'concat', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - -class TestContextRecommender2(unittest.TestCase): - - def test_xdeepfm(self): - config_dict = { - 'model': 'xDeepFM', - 'direct': True, - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_pnn(self): - config_dict = { - 'model': 'PNN', - 'use_inner': True, - 'use_outer': True, - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - config_dict = { - 'model': 'PNN', - 'use_inner': False, - 'use_outer': False, - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - -class TestSequentialRecommender2(unittest.TestCase): - - def test_gru4rec(self): - config_dict = { - 'model': 'GRU4Rec', - 'loss_type': 'BPR', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_narm(self): - config_dict = { - 'model': 'NARM', - 'loss_type': 'BPR', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_stamp(self): - config_dict = { - 'model': 'STAMP', - 'loss_type': 'BPR', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_hrm(self): - config_dict = { - 'model': 'HRM', - 'loss_type': 'BPR', + 'model': 'KGAT', + 'aggregator_type': 'gcn', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_npe(self): + def test_kgat_with_graphsage(self): config_dict = { - 'model': 'NPE', - 'loss_type': 'BPR', + 'model': 'KGAT', + 'aggregator_type': 'graphsage', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_shan(self): + def test_ripplenet(self): config_dict = { - 'model': 'SHAN', - 'loss_type': 'BPR', + 'model': 'RippleNet', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_hgn(self): + def test_mkr(self): config_dict = { - 'model': 'HGN', - 'loss_type': 'CE', + 'model': 'MKR', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_caser(self): + def test_mkr_without_use_inner_product(self): config_dict = { - 'model': 'Caser', - 'loss_type': 'BPR', - 'MAX_ITEM_LIST_LENGTH': 10, - 'reproducibility': False, + 'model': 'MKR', + 'use_inner_product': False, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_nextitnet(self): + def test_kgcn(self): config_dict = { - 'model': 'NextItNet', - 'loss_type': 'BPR', - 'reproducibility': False, + 'model': 'KGCN', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_srgnn(self): + def test_kgcn_with_neighbor(self): config_dict = { - 'model': 'SRGNN', - 'loss_type': 'BPR', - 'MAX_ITEM_LIST_LENGTH': 3, + 'model': 'KGCN', + 'aggregator': 'neighbor', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_sasrec(self): + def test_kgcn_with_concat(self): config_dict = { - 'model': 'SASRec', - 'loss_type': 'BPR', - 'hidden_act': 'relu' - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - config_dict = { - 'model': 'SASRec', - 'loss_type': 'BPR', - 'hidden_act': 'sigmoid' + 'model': 'KGCN', + 'aggregator': 'concat', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - # def test_bert4rec(self): - # config_dict = { - # 'model': 'BERT4Rec', - # 'loss_type': 'BPR', - # 'hidden_act': 'swish' - # } - # objective_function(config_dict=config_dict, - # config_file_list=config_file_list, saved=False) - - def test_gcsan(self): + def test_kgnnls(self): config_dict = { - 'model': 'GCSAN', - 'loss_type': 'BPR', - 'hidden_act': 'tanh', - 'MAX_ITEM_LIST_LENGTH': 3, + 'model': 'KGNNLS', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_gru4recf(self): + def test_kgnnls_with_neighbor(self): config_dict = { - 'model': 'GRU4RecF', - 'pooling_mode': 'max', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - config_dict = { - 'model': 'GRU4RecF', - 'pooling_mode': 'sum', + 'model': 'KGNNLS', + 'aggregator': 'neighbor', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_sasrecf(self): - config_dict = { - 'model': 'SASRecF', - 'pooling_mode': 'max', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + def test_kgnnls_with_concat(self): config_dict = { - 'model': 'SASRecF', - 'pooling_mode': 'sum', + 'model': 'KGNNLS', + 'aggregator': 'concat', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) - def test_fdsa(self): - config_dict = { - 'model': 'FDSA', - 'pooling_mode': 'max', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - config_dict = { - 'model': 'FDSA', - 'pooling_mode': 'sum', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) if __name__ == '__main__': unittest.main() diff --git a/tests/model/test_model_manual.py b/tests/model/test_model_manual.py index b3ce5a2bf..6f9f2a0f9 100644 --- a/tests/model/test_model_manual.py +++ b/tests/model/test_model_manual.py @@ -13,46 +13,17 @@ config_file_list = [os.path.join(current_path, 'test_model.yaml')] -class TestContextRecommender(unittest.TestCase): - # todo: more complex context information should be test, such as criteo dataset - - def test_dcn(self): - config_dict = { - 'model': 'DCN', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - # def test_din(self): - # config_dict = { - # 'model': 'DIN', - # } - # objective_function(config_dict=config_dict, - # config_file_list=config_file_list, saved=False) +def quick_test(config_dict): + objective_function(config_dict=config_dict, config_file_list=config_file_list, saved=False) class TestSequentialRecommender(unittest.TestCase): - def test_bert4rec(self): - config_dict = { - 'model': 'BERT4Rec', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - - def test_fdsa(self): - config_dict = { - 'model': 'FDSA', - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - # def test_gru4reckg(self): # config_dict = { # 'model': 'GRU4RecKG', # } - # objective_function(config_dict=config_dict, - # config_file_list=config_file_list, saved=False) + # quick_test(config_dict) def test_s3rec(self): config_dict = { @@ -60,29 +31,15 @@ def test_s3rec(self): 'train_stage': 'pretrain', 'save_step': 1, } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) + quick_test(config_dict) config_dict = { 'model': 'S3Rec', 'train_stage': 'finetune', 'pre_model_path': './saved/S3Rec-test-1.pth', } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - + quick_test(config_dict) -class TestSequentialRecommender2(unittest.TestCase): - - def test_bert4rec(self): - config_dict = { - 'model': 'BERT4Rec', - 'loss_type': 'BPR', - 'hidden_act': 'swish' - } - objective_function(config_dict=config_dict, - config_file_list=config_file_list, saved=False) - if __name__ == '__main__': unittest.main() diff --git a/tests/test_data/test/test.inter b/tests/test_data/test/test.inter index d46a0f745..278c83243 100644 --- a/tests/test_data/test/test.inter +++ b/tests/test_data/test/test.inter @@ -1,6018 +1,6018 @@ -user_id:token item_id:token rating:float timestamp:float label:float -6 86 3 883603013 1 -38 95 5 892430094 0 -97 194 3 884238860 0 -7 32 4 891350932 1 -10 16 4 877888877 0 -99 4 5 886519097 0 -25 181 5 885853415 1 -59 196 5 888205088 0 -115 20 3 881171009 0 -138 26 5 879024232 1 -194 165 4 879546723 0 -11 111 4 891903862 0 -162 25 4 877635573 1 -135 23 4 879857765 1 -160 174 5 876860807 0 -42 96 5 881107178 1 -168 151 5 884288058 0 -58 144 4 884304936 0 -62 21 3 879373460 1 -44 195 5 878347874 1 -72 195 5 880037702 0 -82 135 3 878769629 1 -59 23 5 888205300 0 -43 14 2 883955745 1 -160 135 4 876860807 0 -90 98 5 891383204 0 -68 117 4 876973939 0 -172 177 4 875537965 1 -19 4 4 885412840 0 -5 2 3 875636053 0 -43 137 4 875975656 1 -99 79 4 885680138 0 -13 98 4 881515011 1 -1 61 4 878542420 0 -72 48 4 880036718 1 -92 77 3 875654637 1 -194 181 3 879521396 1 -151 10 5 879524921 1 -6 14 5 883599249 1 -54 106 3 880937882 0 -62 65 4 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