From 28b81e43a60744c52f3ddcc233c09de1e19b917c Mon Sep 17 00:00:00 2001 From: Lin zihan <893833413@qq.com> Date: Tue, 17 Nov 2020 12:13:22 +0800 Subject: [PATCH 01/18] FIX: shape dismatch in DMF sparse tensor --- recbole/model/general_recommender/dmf.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/recbole/model/general_recommender/dmf.py b/recbole/model/general_recommender/dmf.py index b1f6d4268..ce04bbdf0 100644 --- a/recbole/model/general_recommender/dmf.py +++ b/recbole/model/general_recommender/dmf.py @@ -170,8 +170,7 @@ def get_item_embedding(self): col = interaction_matrix.col i = torch.LongTensor([row, col]) data = torch.FloatTensor(interaction_matrix.data) - item_matrix = torch.sparse.FloatTensor(i, data).to(self.device).transpose(0, 1) - + item_matrix = torch.sparse.FloatTensor(i, data, torch.Size(interaction_matrix.shape)).to(self.device).transpose(0, 1) item = torch.sparse.mm(item_matrix, self.item_linear.weight.t()) item = self.item_fc_layers(item) From b3727b69feb1215216f54f54f6337c53c633395f Mon Sep 17 00:00:00 2001 From: chenyushuo <297086016@qq.com> Date: Wed, 18 Nov 2020 20:49:47 +0800 Subject: [PATCH 02/18] FEA: add token2id & id2token to Dataset --- recbole/data/dataset/dataset.py | 56 ++++++++++++++++++++++++++++++--- 1 file changed, 52 insertions(+), 4 deletions(-) diff --git a/recbole/data/dataset/dataset.py b/recbole/data/dataset/dataset.py index 98c821a9d..aadf4eeeb 100644 --- a/recbole/data/dataset/dataset.py +++ b/recbole/data/dataset/dataset.py @@ -55,11 +55,16 @@ class Dataset(object): Specially, if feature is loaded from Arg ``additional_feat_suffix``, its source has type str, which is the suffix of its local file (also the suffix written in Arg ``additional_feat_suffix``). - field2id_token (dict): Dict mapping feature name (str) to a list, which stores the original token of - this feature. For example, if ``test`` is token-like feature, ``token_a`` is remapped to 1, ``token_b`` + field2id_token (dict): Dict mapping feature name (str) to a :class:`np.ndarray`, which stores the original token + of this feature. For example, if ``test`` is token-like feature, ``token_a`` is remapped to 1, ``token_b`` is remapped to 2. Then ``field2id_token['test'] = ['[PAD]', 'token_a', 'token_b']``. (Note that 0 is always PADDING for token-like features.) + field2token_id (dict): Dict mapping feature name (str) to a dict, which stores the token remap table + of this feature. For example, if ``test`` is token-like feature, ``token_a`` is remapped to 1, ``token_b`` + is remapped to 2. Then ``field2token_id['test'] = {'[PAD]': 0, 'token_a': 1, 'token_b': 2}``. + (Note that 0 is always PADDING for token-like features.) + field2seqlen (dict): Dict mapping feature name (str) to its sequence length (int). For sequence features, their length can be either set in config, or set to the max sequence length of this feature. @@ -116,6 +121,7 @@ def _get_preset(self): self.field2type = {} self.field2source = {} self.field2id_token = {} + self.field2token_id = {} self.field2seqlen = self.config['seq_len'] or {} self._preloaded_weight = {} self.benchmark_filename_list = self.config['benchmark_filename'] @@ -897,11 +903,13 @@ def _remap(self, remap_list): tokens, split_point = self._concat_remaped_tokens(remap_list) new_ids_list, mp = pd.factorize(tokens) new_ids_list = np.split(new_ids_list + 1, split_point) - mp = ['[PAD]'] + list(mp) + mp = np.array(['[PAD]'] + list(mp)) + token_id = {t: i for i, t in enumerate(mp)} for (feat, field, ftype), new_ids in zip(remap_list, new_ids_list): - if (field not in self.field2id_token): + if field not in self.field2id_token: self.field2id_token[field] = mp + self.field2token_id[field] = token_id if ftype == FeatureType.TOKEN: feat[field] = new_ids elif ftype == FeatureType.TOKEN_SEQ: @@ -1010,6 +1018,46 @@ def copy_field_property(self, dest_field, source_field): self.field2source[dest_field] = self.field2source[source_field] self.field2seqlen[dest_field] = self.field2seqlen[source_field] + @dlapi.set() + def token2id(self, field, tokens): + """Map external tokens to internal ids. + + Args: + field (str): Field of external tokens. + tokens (str, list or np.ndarray): External tokens. + + Returns: + int or np.ndarray: The internal ids of external tokens. + """ + if isinstance(tokens, str): + if tokens in self.field2token_id[field]: + return self.field2token_id[field][tokens] + else: + raise ValueError('token [{}] is not existed') + elif isinstance(tokens, (list, np.ndarray)): + return np.array([self.token2id(field, token) for token in tokens]) + else: + raise TypeError('The type of tokens [{}] is not supported') + + @dlapi.set() + def id2token(self, field, ids): + """Map internal ids to external tokens. + + Args: + field (str): Field of internal ids. + ids (int, list, np.ndarray or torch.Tensor): Internal ids. + + Returns: + str or np.ndarray: The external tokens of internal ids. + """ + try: + return self.field2id_token[field][ids] + except IndexError: + if isinstance(ids, list): + raise ValueError('[{}] is not a one-dimensional list'.format(ids)) + else: + raise ValueError('[{}] is not a valid ids'.format(ids)) + @property @dlapi.set() def user_num(self): From 902a0377102a288c57918eef766a7aa9217a7232 Mon Sep 17 00:00:00 2001 From: Lin zihan <893833413@qq.com> Date: Thu, 19 Nov 2020 16:06:39 +0800 Subject: [PATCH 03/18] FIX: div not support in pytorch --- recbole/model/general_recommender/pop.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/recbole/model/general_recommender/pop.py b/recbole/model/general_recommender/pop.py index a0e76caa6..879283d5a 100644 --- a/recbole/model/general_recommender/pop.py +++ b/recbole/model/general_recommender/pop.py @@ -2,7 +2,10 @@ # @Time : 2020/8/11 9:57 # @Author : Zihan Lin # @Email : linzihan.super@foxmail.com - +# UPDATE +# @Time : 2020/11/9 +# @Author : Zihan Lin +# @Email : zhlin@ruc.edu.cn r""" Pop ################################################ @@ -44,8 +47,8 @@ def calculate_loss(self, interaction): def predict(self, interaction): item = interaction[self.ITEM_ID] - result = self.item_cnt[item, :] / self.max_cnt - return result + result = torch.true_divide(self.item_cnt[item, :], self.max_cnt) + return result.squeeze() def full_sort_predict(self, interaction): batch_user_num = interaction[self.USER_ID].shape[0] From 3578fbee7ab4b1da07789d57cc1b791e6432a58f Mon Sep 17 00:00:00 2001 From: chenyushuo <297086016@qq.com> Date: Thu, 19 Nov 2020 21:39:28 +0800 Subject: [PATCH 04/18] FIX: bug fix in trainer._full_sort_batch_eval() (https://github.com/RUCAIBox/RecBole/issues/513) --- recbole/trainer/trainer.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/recbole/trainer/trainer.py b/recbole/trainer/trainer.py index fb0b8d748..4b6795681 100644 --- a/recbole/trainer/trainer.py +++ b/recbole/trainer/trainer.py @@ -310,8 +310,9 @@ def _full_sort_batch_eval(self, batched_data): neg_scores = torch.split(neg_scores, neg_len_list, dim=0) tmp_len_list = np.add(pos_len_list, neg_len_list).tolist() - extra_len_list = np.subtract(self.tot_item_num, tmp_len_list).tolist() - padding_nums = self.tot_item_num * len(tmp_len_list) - np.sum(tmp_len_list) + final_scores_width = max(self.tot_item_num, max(tmp_len_list)) + extra_len_list = np.subtract(final_scores_width, tmp_len_list).tolist() + padding_nums = final_scores_width * len(tmp_len_list) - np.sum(tmp_len_list) padding_tensor = torch.tensor([-np.inf], dtype=scores.dtype, device=self.device).repeat(padding_nums) padding_scores = torch.split(padding_tensor, extra_len_list) @@ -319,7 +320,7 @@ def _full_sort_batch_eval(self, batched_data): final_scores = torch.cat(final_scores) setattr(interaction, 'pos_len_list', pos_len_list) - setattr(interaction, 'user_len_list', len(tmp_len_list) * [self.tot_item_num]) + setattr(interaction, 'user_len_list', len(tmp_len_list) * [final_scores_width]) return interaction, final_scores From 5ad0bdda3167b74b49aa5818892e838de8c4fda1 Mon Sep 17 00:00:00 2001 From: chenyushuo <297086016@qq.com> Date: Sat, 21 Nov 2020 10:28:10 +0800 Subject: [PATCH 05/18] Refactor: code refactor in trainer.py (from 0.2.x) --- recbole/trainer/trainer.py | 198 +++++++------------------------------ 1 file changed, 38 insertions(+), 160 deletions(-) diff --git a/recbole/trainer/trainer.py b/recbole/trainer/trainer.py index 4b6795681..992bac147 100644 --- a/recbole/trainer/trainer.py +++ b/recbole/trainer/trainer.py @@ -54,7 +54,7 @@ def evaluate(self, eval_data): class Trainer(AbstractTrainer): r"""The basic Trainer for basic training and evaluation strategies in recommender systems. This class defines common - functions for training and evaluation processes of most recommender system models, including fit(), evalute(), + functions for training and evaluation processes of most recommender system models, including fit(), evaluate(), resume_checkpoint() and some other features helpful for model training and evaluation. Generally speaking, this class can serve most recommender system models, If the training process of the model is to @@ -66,6 +66,7 @@ class Trainer(AbstractTrainer): More information can be found in [placeholder]. `model` is the instantiated object of a Model Class. """ + def __init__(self, config, model): super(Trainer, self).__init__(config, model) @@ -98,7 +99,6 @@ def __init__(self, config, model): self.item_tensor = None self.tot_item_num = None - self.iid_field = config['ITEM_ID_FIELD'] def _build_optimizer(self): r"""Init the Optimizer @@ -119,12 +119,14 @@ def _build_optimizer(self): optimizer = optim.Adam(self.model.parameters(), lr=self.learning_rate) return optimizer - def _train_epoch(self, train_data, epoch_idx): + def _train_epoch(self, train_data, epoch_idx, loss_func=None): r"""Train the model in an epoch Args: - train_data (DataLoader): the train data - epoch_idx (int): the current epoch id + train_data (DataLoader): The train data. + epoch_idx (int): The current epoch id. + loss_func (function): The loss function of :attr:`model`. If it is ``None``, the loss function will be + :attr:`self.model.calculate_loss`. Defaults to ``None``. Returns: float/tuple: The sum of loss returned by all batches in this epoch. If the loss in each batch contains @@ -132,11 +134,12 @@ def _train_epoch(self, train_data, epoch_idx): tuple which includes the sum of loss in each part. """ self.model.train() + loss_func = loss_func or self.model.calculate_loss total_loss = None for batch_idx, interaction in enumerate(train_data): interaction = interaction.to(self.device) self.optimizer.zero_grad() - losses = self.model.calculate_loss(interaction) + losses = loss_func(interaction) if isinstance(losses, tuple): loss = sum(losses) loss_tuple = tuple(per_loss.item() for per_loss in losses) @@ -209,13 +212,11 @@ def _check_nan(self, loss): raise ValueError('Training loss is nan') def _generate_train_loss_output(self, epoch_idx, s_time, e_time, losses): - train_loss_output = "epoch %d training [time: %.2fs, " % (epoch_idx, e_time - s_time) + train_loss_output = 'epoch %d training [time: %.2fs, ' % (epoch_idx, e_time - s_time) if isinstance(losses, tuple): - for idx, loss in enumerate(losses): - train_loss_output += 'train_loss%d: %.4f, ' % (idx + 1, loss) - train_loss_output = train_loss_output[:-2] + train_loss_output = ', '.join('train_loss%d: %.4f' % (idx + 1, loss) for idx, loss in enumerate(losses)) else: - train_loss_output += "train loss: %.4f" % losses + train_loss_output += 'train loss: %.4f' % losses return train_loss_output + ']' def fit(self, train_data, valid_data=None, verbose=True, saved=True): @@ -231,8 +232,9 @@ def fit(self, train_data, valid_data=None, verbose=True, saved=True): Returns: (float, dict): best valid score and best valid result. If valid_data is None, it returns (-1, None) """ - if hasattr(self.model, 'train_preparation'): - self.model.train_preparation(train_data=train_data, valid_data=valid_data) + if saved and self.start_epoch >= self.epochs: + self._save_checkpoint(-1) + for epoch_idx in range(self.start_epoch, self.epochs): # train training_start_time = time() @@ -381,7 +383,7 @@ def _spilt_predict(self, interaction, batch_size): spilt_interaction = dict() for key, tensor in interaction.interaction.items(): spilt_interaction[key] = tensor.split(self.test_batch_size, dim=0) - num_block = (batch_size+self.test_batch_size-1)//self.test_batch_size + num_block = (batch_size + self.test_batch_size - 1) // self.test_batch_size result_list = [] for i in range(num_block): current_interaction = dict() @@ -424,47 +426,19 @@ def __init__(self, config, model): self.train_rec_step = config['train_rec_step'] self.train_kg_step = config['train_kg_step'] - def _train_epoch(self, train_data, epoch_idx): - self.model.train() - total_loss = None + def _train_epoch(self, train_data, epoch_idx, loss_func=None): if self.train_rec_step is None or self.train_kg_step is None: interaction_state = KGDataLoaderState.RSKG + elif epoch_idx % (self.train_rec_step + self.train_kg_step) < self.train_rec_step: + interaction_state = KGDataLoaderState.RS else: - interaction_state = KGDataLoaderState.RS \ - if epoch_idx % (self.train_rec_step + self.train_kg_step) < self.train_rec_step \ - else KGDataLoaderState.KG + interaction_state = KGDataLoaderState.KG train_data.set_mode(interaction_state) if interaction_state in [KGDataLoaderState.RSKG, KGDataLoaderState.RS]: - for batch_idx, interaction in enumerate(train_data): - interaction = interaction.to(self.device) - self.optimizer.zero_grad() - losses = self.model.calculate_loss(interaction) - if isinstance(losses, tuple): - loss = sum(losses) - loss_tuple = tuple(per_loss.item() for per_loss in losses) - total_loss = loss_tuple if total_loss is None else tuple(map(sum, zip(total_loss, loss_tuple))) - else: - loss = losses - total_loss = losses.item() if total_loss is None else total_loss + losses.item() - self._check_nan(loss) - loss.backward() - self.optimizer.step() + return super()._train_epoch(train_data, epoch_idx) elif interaction_state in [KGDataLoaderState.KG]: - for bath_idx, interaction in enumerate(train_data): - interaction = interaction.to(self.device) - self.optimizer.zero_grad() - losses = self.model.calculate_kg_loss(interaction) - if isinstance(losses, tuple): - loss = sum(losses) - loss_tuple = tuple(per_loss.item() for per_loss in losses) - total_loss = loss_tuple if total_loss is None else tuple(map(sum, zip(total_loss, loss_tuple))) - else: - loss = losses - total_loss = losses.item() if total_loss is None else total_loss + losses.item() - self._check_nan(loss) - loss.backward() - self.optimizer.step() - return total_loss + return super()._train_epoch(train_data, epoch_idx, self.model.calculate_kg_loss) + return None class KGATTrainer(Trainer): @@ -475,31 +449,14 @@ class KGATTrainer(Trainer): def __init__(self, config, model): super(KGATTrainer, self).__init__(config, model) - def _train_epoch(self, train_data, epoch_idx): - self.model.train() - rs_total_loss, kg_total_loss = 0., 0. - + def _train_epoch(self, train_data, epoch_idx, loss_func=None): # train rs train_data.set_mode(KGDataLoaderState.RS) - for batch_idx, interaction in enumerate(train_data): - interaction = interaction.to(self.device) - self.optimizer.zero_grad() - loss = self.model.calculate_loss(interaction) - self._check_nan(loss) - loss.backward() - self.optimizer.step() - rs_total_loss += loss.item() + rs_total_loss = super()._train_epoch(train_data, epoch_idx) # train kg train_data.set_mode(KGDataLoaderState.KG) - for batch_idx, interaction in enumerate(train_data): - interaction = interaction.to(self.device) - self.optimizer.zero_grad() - loss = self.model.calculate_kg_loss(interaction) - self._check_nan(loss) - loss.backward() - self.optimizer.step() - kg_total_loss += loss.item() + kg_total_loss = super()._train_epoch(train_data, epoch_idx, self.model.calculate_kg_loss) # update A self.model.update_attentive_A() @@ -508,7 +465,7 @@ def _train_epoch(self, train_data, epoch_idx): class S3RecTrainer(Trainer): - r"""S3RecTrainer is designed for S3Rec, which is a self-supervised learning based sequentail recommenders. + r"""S3RecTrainer is designed for S3Rec, which is a self-supervised learning based sequential recommenders. It includes two training stages: pre-training ang fine-tuning. """ @@ -547,7 +504,8 @@ def pretrain(self, train_data, verbose=True): if (epoch_idx + 1) % self.config['save_step'] == 0: saved_model_file = os.path.join(self.checkpoint_dir, - '{}-{}-{}.pth'.format(self.config['model'], self.config['dataset'], str(epoch_idx + 1))) + '{}-{}-{}.pth'.format(self.config['model'], self.config['dataset'], + str(epoch_idx + 1))) self.save_pretrained_model(epoch_idx, saved_model_file) update_output = 'Saving current: %s' % saved_model_file if verbose: @@ -555,75 +513,11 @@ def pretrain(self, train_data, verbose=True): return self.best_valid_score, self.best_valid_result - def finetune(self, train_data, valid_data=None, verbose=True, saved=True): - - for epoch_idx in range(self.start_epoch, self.epochs): - # train - training_start_time = time() - train_loss = self._train_epoch(train_data, epoch_idx) - self.train_loss_dict[epoch_idx] = sum(train_loss) if isinstance(train_loss, tuple) else train_loss - training_end_time = time() - train_loss_output = \ - self._generate_train_loss_output(epoch_idx, training_start_time, training_end_time, train_loss) - if verbose: - self.logger.info(train_loss_output) - - # eval - if self.eval_step <= 0 or not valid_data: - if saved: - self._save_checkpoint(epoch_idx) - update_output = 'Saving current: %s' % self.saved_model_file - if verbose: - self.logger.info(update_output) - continue - if (epoch_idx + 1) % self.eval_step == 0: - valid_start_time = time() - valid_score, valid_result = self._valid_epoch(valid_data) - self.best_valid_score, self.cur_step, stop_flag, update_flag = early_stopping( - valid_score, self.best_valid_score, self.cur_step, - max_step=self.stopping_step, bigger=self.valid_metric_bigger) - valid_end_time = time() - valid_score_output = "epoch %d evaluating [time: %.2fs, valid_score: %f]" % \ - (epoch_idx, valid_end_time - valid_start_time, valid_score) - valid_result_output = 'valid result: \n' + dict2str(valid_result) - if verbose: - self.logger.info(valid_score_output) - self.logger.info(valid_result_output) - if update_flag: - if saved: - self._save_checkpoint(epoch_idx) - update_output = 'Saving current best: %s' % self.saved_model_file - if verbose: - self.logger.info(update_output) - self.best_valid_result = valid_result - - if stop_flag: - stop_output = 'Finished training, best eval result in epoch %d' % \ - (epoch_idx - self.cur_step * self.eval_step) - if verbose: - self.logger.info(stop_output) - break - return self.best_valid_score, self.best_valid_result - def fit(self, train_data, valid_data=None, verbose=True, saved=True): - r"""Train the model based on the train data and the valid data. - - Args: - train_data (DataLoader): the train data - valid_data (DataLoader, optional): the valid data, default: None. If it's None, the early_stopping is invalid. - verbose (bool, optional): whether to write training and evaluation information to logger, default: True - saved (bool, optional): whether to save the model parameters, default: True - - Returns: - (float, dict): best valid score and best valid result. If valid_data is None, it returns (-1, None) - """ - if hasattr(self.model, 'train_preparation'): - self.model.train_preparation(train_data=train_data, valid_data=valid_data) - if self.model.train_stage == 'pretrain': return self.pretrain(train_data, verbose) elif self.model.train_stage == 'finetune': - return self.finetune(train_data, valid_data, verbose, saved) + return super().fit(train_data, valid_data, verbose, saved) else: raise ValueError("Please make sure that the 'train_stage' is 'pretrain' or 'finetune' ") @@ -637,36 +531,19 @@ def __init__(self, config, model): super(MKRTrainer, self).__init__(config, model) self.kge_interval = config['kge_interval'] - def _train_epoch(self, train_data, epoch_idx): - self.model.train() + def _train_epoch(self, train_data, epoch_idx, loss_func=None): rs_total_loss, kg_total_loss = 0., 0. # train rs - print('Train RS') + self.logger.info('Train RS') train_data.set_mode(KGDataLoaderState.RS) - for batch_idx, interaction in enumerate(train_data): - interaction = interaction.to(self.device) - self.optimizer.zero_grad() - loss_rs = self.model.calculate_rs_loss(interaction) - - self._check_nan(loss_rs) - loss_rs.backward() - self.optimizer.step() - rs_total_loss += loss_rs - + rs_total_loss = super()._train_epoch(train_data, epoch_idx, self.model.calculate_rs_loss) + # train kg if epoch_idx % self.kge_interval == 0: - print('Train KG') + self.logger.info('Train KG') train_data.set_mode(KGDataLoaderState.KG) - for batch_idx, interaction in enumerate(train_data): - interaction = interaction.to(self.device) - self.optimizer.zero_grad() - loss_kge = self.model.calculate_kg_loss(interaction) - - self._check_nan(loss_kge) - loss_kge.backward() - self.optimizer.step() - kg_total_loss += loss_kge + kg_total_loss = super()._train_epoch(train_data, epoch_idx, self.model.calculate_kg_loss) return rs_total_loss, kg_total_loss @@ -675,6 +552,7 @@ class TraditionalTrainer(Trainer): r"""TraditionalTrainer is designed for Traditional model(Pop,ItemKNN), which set the epoch to 1 whatever the config. """ + def __init__(self, config, model): super(TraditionalTrainer, self).__init__(config, model) - self.epochs = 1 # Set the epoch to 1 when running memory based model + self.epochs = 1 # Set the epoch to 1 when running memory based model From 8cec260de760767a4d62be90536a9d3e51df7131 Mon Sep 17 00:00:00 2001 From: chenyushuo <297086016@qq.com> Date: Sat, 21 Nov 2020 10:45:48 +0800 Subject: [PATCH 06/18] FIX: bug fix in field2id_token (fix run time error in kg_dataset) --- recbole/data/dataset/kg_dataset.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/recbole/data/dataset/kg_dataset.py b/recbole/data/dataset/kg_dataset.py index 5c4ff7ec3..06855c310 100644 --- a/recbole/data/dataset/kg_dataset.py +++ b/recbole/data/dataset/kg_dataset.py @@ -353,7 +353,7 @@ def _remap_ID_all(self): item_tokens = self._get_rec_item_token() super()._remap_ID_all() self._sort_remaped_entities(item_tokens) - self.field2id_token[self.relation_field].append('[UI-Relation]') + self.field2id_token[self.relation_field] = np.append(self.field2id_token[self.relation_field], '[UI-Relation]') @property @dlapi.set() From da03ae64b63ccda4426e53185bfe82861cd18c15 Mon Sep 17 00:00:00 2001 From: ChangxinTian Date: Sat, 21 Nov 2020 14:34:43 +0800 Subject: [PATCH 07/18] FIX: improve the efficiency of GCMC/LightGCN/SpectralCF --- recbole/model/general_recommender/gcmc.py | 11 +++++++---- recbole/model/general_recommender/lightgcn.py | 11 +++++++---- recbole/model/general_recommender/spectralcf.py | 11 +++++++---- 3 files changed, 21 insertions(+), 12 deletions(-) diff --git a/recbole/model/general_recommender/gcmc.py b/recbole/model/general_recommender/gcmc.py index 6c6f163b9..b6619b39d 100644 --- a/recbole/model/general_recommender/gcmc.py +++ b/recbole/model/general_recommender/gcmc.py @@ -143,10 +143,13 @@ def get_norm_adj_mat(self): # build adj matrix A = sp.dok_matrix((self.n_users + self.n_items, self.n_users + self.n_items), dtype=np.float32) - A = A.tolil() - A[:self.n_users, self.n_users:] = self.interaction_matrix - A[self.n_users:, :self.n_users] = self.interaction_matrix.transpose() - A = A.todok() + inter_M = self.interaction_matrix + inter_M_t = self.interaction_matrix.transpose() + data_dict = dict(zip(zip(inter_M.row, inter_M.col+self.n_users), + [1]*inter_M.nnz)) + data_dict.update(dict(zip(zip(inter_M_t.row+self.n_users, inter_M_t.col), + [1]*inter_M_t.nnz))) + A._update(data_dict) # norm adj matrix sumArr = (A > 0).sum(axis=1) # add epsilon to avoid Devide by zero Warning diff --git a/recbole/model/general_recommender/lightgcn.py b/recbole/model/general_recommender/lightgcn.py index 0d4cb5337..4cf3604d9 100644 --- a/recbole/model/general_recommender/lightgcn.py +++ b/recbole/model/general_recommender/lightgcn.py @@ -86,10 +86,13 @@ def get_norm_adj_mat(self): # build adj matrix A = sp.dok_matrix((self.n_users + self.n_items, self.n_users + self.n_items), dtype=np.float32) - A = A.tolil() - A[:self.n_users, self.n_users:] = self.interaction_matrix - A[self.n_users:, :self.n_users] = self.interaction_matrix.transpose() - A = A.todok() + inter_M = self.interaction_matrix + inter_M_t = self.interaction_matrix.transpose() + data_dict = dict(zip(zip(inter_M.row, inter_M.col+self.n_users), + [1]*inter_M.nnz)) + data_dict.update(dict(zip(zip(inter_M_t.row+self.n_users, inter_M_t.col), + [1]*inter_M_t.nnz))) + A._update(data_dict) # norm adj matrix sumArr = (A > 0).sum(axis=1) # add epsilon to avoid Devide by zero Warning diff --git a/recbole/model/general_recommender/spectralcf.py b/recbole/model/general_recommender/spectralcf.py index 6d620fa0e..f15715097 100644 --- a/recbole/model/general_recommender/spectralcf.py +++ b/recbole/model/general_recommender/spectralcf.py @@ -96,10 +96,13 @@ def get_laplacian_matrix(self): # build adj matrix A = sp.dok_matrix((self.n_users + self.n_items, self.n_users + self.n_items), dtype=np.float32) - A = A.tolil() - A[:self.n_users, self.n_users:] = self.interaction_matrix - A[self.n_users:, :self.n_users] = self.interaction_matrix.transpose() - A = A.todok() + inter_M = self.interaction_matrix + inter_M_t = self.interaction_matrix.transpose() + data_dict = dict(zip(zip(inter_M.row, inter_M.col+self.n_users), + [1]*inter_M.nnz)) + data_dict.update(dict(zip(zip(inter_M_t.row+self.n_users, inter_M_t.col), + [1]*inter_M_t.nnz))) + A._update(data_dict) # norm adj matrix sumArr = (A > 0).sum(axis=1) From 7d2eb18924c1001aed6f3a8aca3000125c42fec2 Mon Sep 17 00:00:00 2001 From: chenyushuo <297086016@qq.com> Date: Sat, 21 Nov 2020 15:17:41 +0800 Subject: [PATCH 08/18] FEA: add tests to 0.1.x from 0.2.x --- tests/config/test_config.py | 5 +- tests/config/test_overall.py | 15 +- .../test_evaluation_setting.py | 304 +- tests/metrics/test_loss_metrics.py | 8 +- tests/metrics/test_topk_metrics.py | 6 + tests/model/test_model.yaml | 57 +- .../{test_model.py => test_model_auto.py} | 250 +- tests/model/test_model_manual.py | 88 + tests/test_data/test/test.inter | 6018 ++++++++ tests/test_data/test/test.item | 301 + tests/test_data/test/test.kg | 11339 ++++++++++++++++ tests/test_data/test/test.link | 199 + tests/test_data/test/test.user | 201 + 13 files changed, 18519 insertions(+), 272 deletions(-) rename tests/model/{test_model.py => test_model_auto.py} (63%) create mode 100644 tests/model/test_model_manual.py create mode 100644 tests/test_data/test/test.inter create mode 100644 tests/test_data/test/test.item create mode 100644 tests/test_data/test/test.kg create mode 100644 tests/test_data/test/test.link create mode 100644 tests/test_data/test/test.user diff --git a/tests/config/test_config.py b/tests/config/test_config.py index cbf585108..08834419e 100644 --- a/tests/config/test_config.py +++ b/tests/config/test_config.py @@ -2,6 +2,8 @@ # @Author : Shanlei Mu # @Email : slmu@ruc.edu.cn + +import os import unittest from recbole.config import Config @@ -14,7 +16,8 @@ 'epochs': 100, } -config_file_list = ['test_config_example.yaml'] +current_path = os.path.dirname(os.path.realpath(__file__)) +config_file_list = [os.path.join(current_path, 'test_config_example.yaml')] class TestConfigClass(unittest.TestCase): diff --git a/tests/config/test_overall.py b/tests/config/test_overall.py index dda03e951..78b820cca 100644 --- a/tests/config/test_overall.py +++ b/tests/config/test_overall.py @@ -1,3 +1,12 @@ +# -*- encoding: utf-8 -*- +# @Time : 2020/11/1 +# @Author : Kaiyuan Li +# @email : tsotfsk@outlook.com + +# UPDATE: +# @Time : 2020/11/17 +# @Author : Xingyu Pan +# @Email : panxy@ruc.edu.cn import os import sys import unittest @@ -61,7 +70,8 @@ def test_learning_rate(self): self.assertTrue(run_parms({'learning_rate': [0, 0.001, 1e-5]})) def test_training_neg_sample_num(self): - self.assertTrue(run_parms({'training_neg_sample_num': [0, 1, 2]})) + self.assertTrue(run_parms({'training_neg_sample_num': [ #0, + 1, 2]})) def test_eval_step(self): settings = { @@ -111,7 +121,8 @@ def test_split_ratio(self): 'leave_one_num':None } - self.assertTrue(run_parms({'split_ratio':[[0.8, 0.2], [0.8, 0.1, 0.1], [7, 1, 1, 1], [16, 2, 2]]})) + self.assertTrue(run_parms({'split_ratio':[ # [0.8, 0.2], + [0.8, 0.1, 0.1], [16, 2, 2]]})) def test_leave_one_num(self): settings = { diff --git a/tests/evaluation_setting/test_evaluation_setting.py b/tests/evaluation_setting/test_evaluation_setting.py index f2d4b35f9..0ba2e719b 100644 --- a/tests/evaluation_setting/test_evaluation_setting.py +++ b/tests/evaluation_setting/test_evaluation_setting.py @@ -3,10 +3,18 @@ # @Author : Shanlei Mu # @Email : slmu@ruc.edu.cn +# UPDATE: +# @Time : 2020/11/17 +# @Author : Xingyu Pan +# @Email : panxy@ruc.edu.cn +import os import unittest from recbole.quick_start import objective_function +current_path = os.path.dirname(os.path.realpath(__file__)) +config_file_list = [os.path.join(current_path, '../model/test_model.yaml')] + class TestGeneralRecommender(unittest.TestCase): @@ -16,77 +24,79 @@ def test_rols_full(self): 'model': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) + ''' config_dict = { 'eval_setting': 'RO_LS,full', 'model': 'NeuMF', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'eval_setting': 'RO_LS,full', 'model': 'FISM', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'eval_setting': 'RO_LS,full', 'model': 'LightGCN', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - + config_file_list=config_file_list, saved=False) + ''' def test_tols_full(self): config_dict = { 'eval_setting': 'TO_LS,full', 'model': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) + ''' config_dict = { 'eval_setting': 'TO_LS,full', 'model': 'NeuMF', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'eval_setting': 'TO_LS,full', 'model': 'FISM', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'eval_setting': 'TO_LS,full', 'model': 'LightGCN', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - + config_file_list=config_file_list, saved=False) + ''' def test_tors_full(self): config_dict = { 'eval_setting': 'TO_RS,full', 'model': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_RS,full', - 'model': 'NeuMF', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_RS,full', - 'model': 'FISM', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_RS,full', - 'model': 'LightGCN', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_RS,full', + # 'model': 'NeuMF', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_RS,full', + # 'model': 'FISM', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_RS,full', + # 'model': 'LightGCN', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) def test_rors_uni100(self): config_dict = { @@ -94,25 +104,25 @@ def test_rors_uni100(self): 'model': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'RO_RS,uni100', - 'model': 'NeuMF', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'RO_RS,uni100', - 'model': 'FISM', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'RO_RS,uni100', - 'model': 'LightGCN', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'RO_RS,uni100', + # 'model': 'NeuMF', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'RO_RS,uni100', + # 'model': 'FISM', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'RO_RS,uni100', + # 'model': 'LightGCN', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) def test_tols_uni100(self): config_dict = { @@ -120,25 +130,25 @@ def test_tols_uni100(self): 'model': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_LS,uni100', - 'model': 'NeuMF', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_LS,uni100', - 'model': 'FISM', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_LS,uni100', - 'model': 'LightGCN', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_LS,uni100', + # 'model': 'NeuMF', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_LS,uni100', + # 'model': 'FISM', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_LS,uni100', + # 'model': 'LightGCN', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) def test_rols_uni100(self): config_dict = { @@ -146,25 +156,25 @@ def test_rols_uni100(self): 'model': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'RO_LS,uni100', - 'model': 'NeuMF', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'RO_LS,uni100', - 'model': 'FISM', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'RO_LS,uni100', - 'model': 'LightGCN', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'RO_LS,uni100', + # 'model': 'NeuMF', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'RO_LS,uni100', + # 'model': 'FISM', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'RO_LS,uni100', + # 'model': 'LightGCN', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) def test_tors_uni100(self): config_dict = { @@ -172,25 +182,25 @@ def test_tors_uni100(self): 'model': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_RS,uni100', - 'model': 'NeuMF', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_RS,uni100', - 'model': 'FISM', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_RS,uni100', - 'model': 'LightGCN', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_RS,uni100', + # 'model': 'NeuMF', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_RS,uni100', + # 'model': 'FISM', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_RS,uni100', + # 'model': 'LightGCN', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) class TestContextRecommender(unittest.TestCase): @@ -201,25 +211,25 @@ def test_tors(self): 'model': 'FM', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_RS', - 'model': 'DeepFM', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_RS', - 'model': 'DSSM', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_RS', - 'model': 'AutoInt', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_RS', + # 'model': 'DeepFM', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_RS', + # 'model': 'DSSM', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_RS', + # 'model': 'AutoInt', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) class TestSequentialRecommender(unittest.TestCase): @@ -230,24 +240,28 @@ def test_tols_uni100(self): 'model': 'FPMC', } objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_LS,uni100', - 'model': 'SASRec', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_LS,uni100', - 'model': 'GRU4RecF', - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) - config_dict = { - 'eval_setting': 'TO_LS,uni100', - 'model': 'Caser', - 'MAX_ITEM_LIST_LENGTH': 10, - 'reproducibility': False, - } - objective_function(config_dict=config_dict, - config_file_list=['../model/test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_LS,uni100', + # 'model': 'SASRec', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_LS,uni100', + # 'model': 'GRU4RecF', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + # config_dict = { + # 'eval_setting': 'TO_LS,uni100', + # 'model': 'Caser', + # 'MAX_ITEM_LIST_LENGTH': 10, + # 'reproducibility': False, + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) + + +if __name__ == '__main__': + unittest.main() diff --git a/tests/metrics/test_loss_metrics.py b/tests/metrics/test_loss_metrics.py index 399e03ff8..c5a609473 100644 --- a/tests/metrics/test_loss_metrics.py +++ b/tests/metrics/test_loss_metrics.py @@ -1,3 +1,9 @@ +# -*- encoding: utf-8 -*- +# @Time : 2020/11/1 +# @Author : Kaiyuan Li +# @email : tsotfsk@outlook.com + + import os import sys import unittest @@ -21,7 +27,7 @@ def get_result(name, case=0): getattr(TestCases, f'preds_{case}')) -class TestLossMetrics(unittest.TestCases): +class TestLossMetrics(unittest.TestCase): def test_auc(self): name = 'auc' self.assertEqual(get_result(name, case=0), 0) diff --git a/tests/metrics/test_topk_metrics.py b/tests/metrics/test_topk_metrics.py index 13aefc5c8..03880c613 100644 --- a/tests/metrics/test_topk_metrics.py +++ b/tests/metrics/test_topk_metrics.py @@ -1,3 +1,9 @@ +# -*- encoding: utf-8 -*- +# @Time : 2020/11/1 +# @Author : Kaiyuan Li +# @email : tsotfsk@outlook.com + + import os import sys import unittest diff --git a/tests/model/test_model.yaml b/tests/model/test_model.yaml index 997a9c0a1..46ffeb24a 100644 --- a/tests/model/test_model.yaml +++ b/tests/model/test_model.yaml @@ -1,3 +1,58 @@ -dataset: ml-100k +dataset: test epochs: 1 state: ERROR +data_path: tests/test_data/ + +# Atomic File Format +field_separator: "\t" +seq_separator: " " + +# Common Features +USER_ID_FIELD: user_id +ITEM_ID_FIELD: item_id +RATING_FIELD: rating +TIME_FIELD: timestamp +seq_len: ~ +# Label for Point-wise DataLoader +LABEL_FIELD: label +# NegSample Prefix for Pair-wise DataLoader +NEG_PREFIX: neg_ +# Sequential Model Needed +ITEM_LIST_LENGTH_FIELD: item_length +LIST_SUFFIX: _list +MAX_ITEM_LIST_LENGTH: 50 +POSITION_FIELD: position_id +# Knowledge-based Model Needed +HEAD_ENTITY_ID_FIELD: head_id +TAIL_ENTITY_ID_FIELD: tail_id +RELATION_ID_FIELD: relation_id +ENTITY_ID_FIELD: entity_id + +# Selectively Loading +load_col: + inter: [user_id, item_id, rating, timestamp, label] + user: [user_id, age, gender, occupation] + item: [item_id, movie_title, release_year, class] + link: [item_id, entity_id] + kg: [head_id, relation_id, tail_id] + +unload_col: ~ + +# Filtering +max_user_inter_num: ~ +min_user_inter_num: ~ +max_item_inter_num: ~ +min_item_inter_num: ~ +lowest_val: ~ +highest_val: ~ +equal_val: ~ +not_equal_val: ~ +drop_filter_field : False + +# Preprocessing +fields_in_same_space: ~ +fill_nan: True +preload_weight: ~ +drop_preload_weight: True +normalize_field: ~ +normalize_all: True diff --git a/tests/model/test_model.py b/tests/model/test_model_auto.py similarity index 63% rename from tests/model/test_model.py rename to tests/model/test_model_auto.py index 41ffb9a02..74e4c8e79 100644 --- a/tests/model/test_model.py +++ b/tests/model/test_model_auto.py @@ -3,11 +3,18 @@ # @Author : Shanlei Mu # @Email : slmu@ruc.edu.cn +# UPDATE +# @Time : 2020/11/17 +# @Author : Xingyu Pan +# @email : panxy@ruc.edu.cn +import os import unittest from recbole.quick_start import objective_function +current_path = os.path.dirname(os.path.realpath(__file__)) +config_file_list = [os.path.join(current_path, 'test_model.yaml')] class TestGeneralRecommender(unittest.TestCase): @@ -16,91 +23,91 @@ def test_pop(self): 'model': 'Pop', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_itemknn(self): config_dict = { 'model': 'ItemKNN', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_bpr(self): config_dict = { 'model': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_neumf(self): config_dict = { 'model': 'NeuMF', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_convncf(self): config_dict = { 'model': 'ConvNCF', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_dmf(self): config_dict = { 'model': 'DMF', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_fism(self): config_dict = { 'model': 'FISM', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_nais(self): config_dict = { 'model': 'NAIS', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_spectralcf(self): config_dict = { 'model': 'SpectralCF', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_gcmc(self): config_dict = { 'model': 'GCMC', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_ngcf(self): config_dict = { 'model': 'NGCF', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_lightgcn(self): config_dict = { 'model': 'LightGCN', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_dgcf(self): config_dict = { 'model': 'DGCF', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) class TestContextRecommender(unittest.TestCase): @@ -111,105 +118,105 @@ def test_lr(self): 'model': 'LR', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_fm(self): config_dict = { 'model': 'FM', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_nfm(self): config_dict = { 'model': 'NFM', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_deepfm(self): config_dict = { 'model': 'DeepFM', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_xdeepfm(self): config_dict = { 'model': 'xDeepFM', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_afm(self): config_dict = { 'model': 'AFM', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_fnn(self): config_dict = { 'model': 'FNN', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_pnn(self): config_dict = { 'model': 'PNN', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_dssm(self): config_dict = { 'model': 'DSSM', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_widedeep(self): config_dict = { 'model': 'WideDeep', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) - - def test_dcn(self): - config_dict = { - 'model': 'DCN', - } - objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + 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) def test_autoint(self): config_dict = { 'model': 'AutoInt', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_ffm(self): config_dict = { 'model': 'FFM', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_fwfm(self): config_dict = { 'model': 'FwFM', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + 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=['test_model.yaml'], saved=False) + # config_file_list=config_file_list, saved=False) class TestSequentialRecommender(unittest.TestCase): @@ -219,28 +226,28 @@ def test_fpmc(self): 'model': 'FPMC', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_gru4rec(self): config_dict = { 'model': 'GRU4Rec', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_narm(self): config_dict = { 'model': 'NARM', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_stamp(self): config_dict = { 'model': 'STAMP', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_caser(self): config_dict = { @@ -249,7 +256,7 @@ def test_caser(self): 'reproducibility': False, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_nextitnet(self): config_dict = { @@ -257,28 +264,28 @@ def test_nextitnet(self): 'reproducibility': False, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_transrec(self): config_dict = { 'model': 'TransRec', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_sasrec(self): config_dict = { 'model': 'SASRec', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) - def test_bert4rec(self): - config_dict = { - 'model': 'BERT4Rec', - } - objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + # def test_bert4rec(self): + # config_dict = { + # 'model': 'BERT4Rec', + # } + # objective_function(config_dict=config_dict, + # config_file_list=config_file_list, saved=False) def test_srgnn(self): config_dict = { @@ -286,7 +293,7 @@ def test_srgnn(self): 'MAX_ITEM_LIST_LENGTH': 3, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_gcsan(self): config_dict = { @@ -294,52 +301,52 @@ def test_gcsan(self): 'MAX_ITEM_LIST_LENGTH': 3, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_gru4recf(self): config_dict = { 'model': 'GRU4RecF', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_sasrecf(self): config_dict = { 'model': 'SASRecF', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + 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=['test_model.yaml'], 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=['test_model.yaml'], saved=False) + # config_file_list=config_file_list, saved=False) - def test_s3rec(self): - config_dict = { - 'model': 'S3Rec', - 'train_stage': 'pretrain', - 'save_step': 1, - } - objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + # 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-ml-100k-1.pth', - } - objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], 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): @@ -349,14 +356,14 @@ def test_cke(self): 'model': 'CKE', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + 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=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_ktup(self): config_dict = { @@ -366,42 +373,42 @@ def test_ktup(self): 'epochs': 2, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + 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=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_ripplenet(self): config_dict = { 'model': 'RippleNet', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_mkr(self): config_dict = { 'model': 'MKR', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_kgcn(self): config_dict = { 'model': 'KGCN', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_kgnnls(self): config_dict = { 'model': 'KGNNLS', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) class TestGeneralRecommender2(unittest.TestCase): @@ -412,7 +419,7 @@ def test_dmf(self): 'inter_matrix_type': 'rating', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_fism(self): config_dict = { @@ -421,7 +428,7 @@ def test_fism(self): 'alpha': 0.5, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_nais(self): config_dict = { @@ -432,7 +439,7 @@ def test_nais(self): 'beta': 0.1, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_gcmc(self): config_dict = { @@ -441,7 +448,7 @@ def test_gcmc(self): 'sparse_feature': False, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) class TestKnowledgeRecommender2(unittest.TestCase): @@ -452,7 +459,7 @@ def test_cfkg(self): 'loss_function': 'transe', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_ktup(self): config_dict = { @@ -461,7 +468,7 @@ def test_ktup(self): 'L1_flag': True, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_kgat(self): config_dict = { @@ -469,13 +476,13 @@ def test_kgat(self): 'aggregator_type': 'gcn', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'model': 'KGAT', 'aggregator_type': 'graphsage', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_mkr(self): config_dict = { @@ -483,7 +490,7 @@ def test_mkr(self): 'use_inner_product': False, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_kgcn(self): config_dict = { @@ -491,13 +498,13 @@ def test_kgcn(self): 'aggregator': 'neighbor', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'model': 'KGCN', 'aggregator': 'concat', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_kgnnls(self): config_dict = { @@ -505,13 +512,13 @@ def test_kgnnls(self): 'aggregator': 'neighbor', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'model': 'KGNNLS', 'aggregator': 'concat', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) class TestContextRecommender2(unittest.TestCase): @@ -522,7 +529,7 @@ def test_xdeepfm(self): 'direct': True, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_pnn(self): config_dict = { @@ -531,14 +538,14 @@ def test_pnn(self): 'use_outer': True, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + 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=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) class TestSequentialRecommender2(unittest.TestCase): @@ -549,7 +556,7 @@ def test_gru4rec(self): 'loss_type': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_narm(self): config_dict = { @@ -557,7 +564,7 @@ def test_narm(self): 'loss_type': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_stamp(self): config_dict = { @@ -565,7 +572,7 @@ def test_stamp(self): 'loss_type': 'BPR', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_caser(self): config_dict = { @@ -575,7 +582,7 @@ def test_caser(self): 'reproducibility': False, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_nextitnet(self): config_dict = { @@ -584,7 +591,7 @@ def test_nextitnet(self): 'reproducibility': False, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_srgnn(self): config_dict = { @@ -593,7 +600,7 @@ def test_srgnn(self): 'MAX_ITEM_LIST_LENGTH': 3, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_sasrec(self): config_dict = { @@ -602,23 +609,23 @@ def test_sasrec(self): 'hidden_act': 'relu' } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'model': 'SASRec', 'loss_type': 'BPR', 'hidden_act': 'sigmoid' } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) - def test_bert4rec(self): - config_dict = { - 'model': 'BERT4Rec', - 'loss_type': 'BPR', - 'hidden_act': 'swish' - } - objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + # 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): config_dict = { @@ -628,7 +635,7 @@ def test_gcsan(self): 'MAX_ITEM_LIST_LENGTH': 3, } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_gru4recf(self): config_dict = { @@ -636,13 +643,13 @@ def test_gru4recf(self): 'pooling_mode': 'max', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'model': 'GRU4RecF', 'pooling_mode': 'sum', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_sasrecf(self): config_dict = { @@ -650,13 +657,13 @@ def test_sasrecf(self): 'pooling_mode': 'max', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'model': 'SASRecF', 'pooling_mode': 'sum', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) def test_fdsa(self): config_dict = { @@ -664,14 +671,13 @@ def test_fdsa(self): 'pooling_mode': 'max', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) + config_file_list=config_file_list, saved=False) config_dict = { 'model': 'FDSA', 'pooling_mode': 'sum', } objective_function(config_dict=config_dict, - config_file_list=['test_model.yaml'], saved=False) - + 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 new file mode 100644 index 000000000..b3ce5a2bf --- /dev/null +++ b/tests/model/test_model_manual.py @@ -0,0 +1,88 @@ +# -*- coding: utf-8 -*- +# @Time : 2020/11/18 +# @Author : Xingyu Pan +# @Email : panxy@ruc.edu.cn + + +import os +import unittest + +from recbole.quick_start import objective_function + +current_path = os.path.dirname(os.path.realpath(__file__)) +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) + + +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) + + 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 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 new file mode 100644 index 000000000..d46a0f745 --- /dev/null +++ b/tests/test_data/test/test.inter @@ -0,0 +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 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Postino, Il 1994 Drama Romance +15 Mr. Holland's Opus 1995 Drama +16 French Twist (Gazon maudit) 1995 Comedy Romance +17 From Dusk Till Dawn 1996 Action Comedy Crime Horror Thriller +18 White Balloon, The 1995 Drama +19 Antonia's Line 1995 Drama +20 Angels and Insects 1995 Drama Romance +21 Muppet Treasure Island 1996 Action Adventure Comedy Musical Thriller +22 Braveheart 1995 Action Drama War +23 Taxi Driver 1976 Drama Thriller +24 Rumble in the Bronx 1995 Action Adventure Crime +25 Birdcage, The 1996 Comedy +26 Brothers McMullen, The 1995 Comedy +27 Bad Boys 1995 Action +28 Apollo 13 1995 Action Drama Thriller +29 Batman Forever 1995 Action Adventure Comedy Crime +30 Belle de jour 1967 Drama +31 Crimson Tide 1995 Drama Thriller War +32 Crumb 1994 Documentary +33 Desperado 1995 Action Romance Thriller +34 Doom Generation, The 1995 Comedy Drama +35 Free Willy 2: The Adventure Home 1995 Adventure Children's Drama +36 Mad Love 1995 Drama Romance +37 Nadja 1994 Drama +38 Net, The 1995 Sci-Fi Thriller +39 Strange Days 1995 Action Crime Sci-Fi +40 To Wong Foo, Thanks for Everything! Julie Newmar 1995 Comedy +41 Billy Madison 1995 Comedy +42 Clerks 1994 Comedy +43 Disclosure 1994 Drama Thriller +44 Dolores Claiborne 1994 Drama Thriller +45 Eat Drink Man Woman 1994 Comedy Drama +46 Exotica 1994 Drama +47 Ed Wood 1994 Comedy Drama +48 Hoop Dreams 1994 Documentary +49 I.Q. 1994 Comedy Romance +50 Star Wars 1977 Action Adventure Romance Sci-Fi War +51 Legends of the Fall 1994 Drama Romance War Western +52 Madness of King George, The 1994 Drama +53 Natural Born Killers 1994 Action Thriller +54 Outbreak 1995 Action Drama Thriller +55 Professional, The 1994 Crime Drama Romance Thriller +56 Pulp Fiction 1994 Crime Drama +57 Priest 1994 Drama +58 Quiz Show 1994 Drama +59 Three Colors: Red 1994 Drama +60 Three Colors: Blue 1993 Drama +61 Three Colors: White 1994 Drama +62 Stargate 1994 Action Adventure Sci-Fi +63 Santa Clause, The 1994 Children's Comedy +64 Shawshank Redemption, The 1994 Drama +65 What's Eating Gilbert Grape 1993 Comedy Drama +66 While You Were Sleeping 1995 Comedy Romance +67 Ace Ventura: Pet Detective 1994 Comedy +68 Crow, The 1994 Action Romance Thriller +69 Forrest Gump 1994 Comedy Romance War +70 Four Weddings and a Funeral 1994 Comedy Romance +71 Lion King, The 1994 Animation Children's Musical +72 Mask, The 1994 Comedy Crime Fantasy +73 Maverick 1994 Action Comedy Western +74 Faster Pussycat! Kill! Kill! 1965 Action Comedy Drama +75 Brother Minister: The Assassination of Malcolm X 1994 Documentary +76 Carlito's Way 1993 Crime Drama +77 Firm, The 1993 Drama Thriller +78 Free Willy 1993 Adventure Children's Drama +79 Fugitive, The 1993 Action Thriller +80 Hot Shots! Part Deux 1993 Action Comedy War +81 Hudsucker Proxy, The 1994 Comedy Romance +82 Jurassic Park 1993 Action Adventure Sci-Fi +83 Much Ado About Nothing 1993 Comedy Romance +84 Robert A. Heinlein's The Puppet Masters 1994 Horror Sci-Fi +85 Ref, The 1994 Comedy +86 Remains of the Day, The 1993 Drama +87 Searching for Bobby Fischer 1993 Drama +88 Sleepless in Seattle 1993 Comedy Romance +89 Blade Runner 1982 Film-Noir Sci-Fi +90 So I Married an Axe Murderer 1993 Comedy Romance Thriller +91 Nightmare Before Christmas, The 1993 Children's Comedy Musical +92 True Romance 1993 Action Crime Romance +93 Welcome to the Dollhouse 1995 Comedy Drama +94 Home Alone 1990 Children's Comedy +95 Aladdin 1992 Animation Children's Comedy Musical +96 Terminator 2: Judgment Day 1991 Action Sci-Fi Thriller +97 Dances with Wolves 1990 Adventure Drama Western +98 Silence of the Lambs, The 1991 Drama Thriller +99 Snow White and the Seven Dwarfs 1937 Animation Children's Musical +100 Fargo 1996 Crime Drama Thriller +101 Heavy Metal 1981 Action Adventure Animation Horror Sci-Fi +102 Aristocats, The 1970 Animation Children's +103 All Dogs Go to Heaven 2 1996 Animation Children's Musical +104 Theodore Rex 1995 Comedy +105 Sgt. 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.github/workflows/python-package.yml | 46 ++++++++++++++++++++++++++++ 1 file changed, 46 insertions(+) create mode 100644 .github/workflows/python-package.yml diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml new file mode 100644 index 000000000..15d26c58a --- /dev/null +++ b/.github/workflows/python-package.yml @@ -0,0 +1,46 @@ +name: RecBole tests + +on: +- push +# - pull_request + +jobs: + build: + + runs-on: ubuntu-latest + strategy: + matrix: + python-version: [3.8] + + steps: + - uses: actions/checkout@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install pytest + pip install dgl + if [ -f requirements.txt ]; then pip install -r requirements.txt; fi + + # Use "python -m pytest" instead of "pytest" to fix imports + - name: Test metrics + run: | + python -m pytest -v tests/metrics + - name: Test evaluation_setting + run: | + python -m pytest -v tests/evaluation_setting + - name: Test model + run: | + python -m pytest -v tests/model/test_model_auto.py + - name: Test config + run: | + python -m pytest -v tests/config/test_config.py + export PYTHONPATH=. + python tests/config/test_command_line.py --use_gpu=False --valid_metric=Recall@10 --split_ratio=[0.7,0.2,0.1] --metrics=['Recall@10'] --epochs=200 --eval_setting='LO_RS' --learning_rate=0.3 + - name: Test evaluation_setting + run: | + python -m pytest -v tests/evaluation_setting + From 088201fb74ee626e4242251c9ae2da6c0b99e81f Mon Sep 17 00:00:00 2001 From: Lin zihan <893833413@qq.com> Date: Sat, 21 Nov 2020 15:26:37 +0800 Subject: [PATCH 10/18] FIX: improve the efficiency of NGCF --- recbole/model/general_recommender/ngcf.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/recbole/model/general_recommender/ngcf.py b/recbole/model/general_recommender/ngcf.py index 35f01e779..b0519be59 100644 --- a/recbole/model/general_recommender/ngcf.py +++ b/recbole/model/general_recommender/ngcf.py @@ -117,10 +117,13 @@ def get_norm_adj_mat(self): """ # build adj matrix A = sp.dok_matrix((self.n_users + self.n_items, self.n_users + self.n_items), dtype=np.float32) - A = A.tolil() - A[:self.n_users, self.n_users:] = self.interaction_matrix - A[self.n_users:, :self.n_users] = self.interaction_matrix.transpose() - A = A.todok() + inter_M = self.interaction_matrix + inter_M_t = self.interaction_matrix.transpose() + data_dict = dict(zip(zip(inter_M.row, inter_M.col + self.n_users), + [1] * inter_M.nnz)) + data_dict.update(dict(zip(zip(inter_M_t.row + self.n_users, inter_M_t.col), + [1] * inter_M_t.nnz))) + A._update(data_dict) # norm adj matrix sumArr = (A > 0).sum(axis=1) diag = np.array(sumArr.flatten())[0] + 1e-7 # add epsilon to avoid Devide by zero Warning From 3a1ddb18f94d67602b6dcf03fb33efb55ff8bbc8 Mon Sep 17 00:00:00 2001 From: chenyushuo <297086016@qq.com> Date: Sat, 21 Nov 2020 16:22:30 +0800 Subject: [PATCH 11/18] Create python-package.yml --- .github/workflows/python-package.yml | 45 ++++++++++++++++++++++++++++ 1 file changed, 45 insertions(+) create mode 100644 .github/workflows/python-package.yml diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml new file mode 100644 index 000000000..d5cd6ab38 --- /dev/null +++ b/.github/workflows/python-package.yml @@ -0,0 +1,45 @@ +name: RecBole tests + +on: +- pull_request + +jobs: + build: + + runs-on: ubuntu-latest + strategy: + matrix: + python-version: [3.8] + + steps: + - uses: actions/checkout@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install pytest + pip install dgl + if [ -f requirements.txt ]; then pip install -r requirements.txt; fi + + # Use "python -m pytest" instead of "pytest" to fix imports + - name: Test metrics + run: | + python -m pytest -v tests/metrics + - name: Test evaluation_setting + run: | + python -m pytest -v tests/evaluation_setting + - name: Test model + run: | + python -m pytest -v tests/model/test_model_auto.py + - name: Test config + run: | + python -m pytest -v tests/config/test_config.py + export PYTHONPATH=. + python tests/config/test_command_line.py --use_gpu=False --valid_metric=Recall@10 --split_ratio=[0.7,0.2,0.1] --metrics=['Recall@10'] --epochs=200 --eval_setting='LO_RS' --learning_rate=0.3 + - name: Test evaluation_setting + run: | + python -m pytest -v tests/evaluation_setting + From b4e2803ae93c8eaf14f078127ab5a8761dcbdade Mon Sep 17 00:00:00 2001 From: 2017pxy <38801065+2017pxy@users.noreply.github.com> Date: Tue, 24 Nov 2020 11:14:21 +0800 Subject: [PATCH 12/18] Update ngcf.py --- recbole/model/general_recommender/ngcf.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/recbole/model/general_recommender/ngcf.py b/recbole/model/general_recommender/ngcf.py index b0519be59..6416d0e25 100644 --- a/recbole/model/general_recommender/ngcf.py +++ b/recbole/model/general_recommender/ngcf.py @@ -73,7 +73,7 @@ def __init__(self, config, dataset): super(NGCF, self).__init__(config, dataset) # load dataset info - self.interaction_matrix = dataset.inter_matrix(form='csr').astype(np.float32) + self.interaction_matrix = dataset.inter_matrix(form='coo').astype(np.float32) # load parameters info self.embedding_size = config['embedding_size'] From b1b2eb1345d84e891b7bd3f046c33cb263625a43 Mon Sep 17 00:00:00 2001 From: 2017pxy <38801065+2017pxy@users.noreply.github.com> Date: Tue, 24 Nov 2020 11:16:18 +0800 Subject: [PATCH 13/18] Update trainer.py --- recbole/trainer/trainer.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/recbole/trainer/trainer.py b/recbole/trainer/trainer.py index 992bac147..34a762c42 100644 --- a/recbole/trainer/trainer.py +++ b/recbole/trainer/trainer.py @@ -16,6 +16,7 @@ import itertools import torch import torch.optim as optim +from torch.nn.utils.clip_grad import clip_grad_norm_ import numpy as np import matplotlib.pyplot as plt @@ -76,6 +77,7 @@ def __init__(self, config, model): self.epochs = config['epochs'] self.eval_step = min(config['eval_step'], self.epochs) self.stopping_step = config['stopping_step'] + self.clip_grad_norm = config['clip_grad_norm'] self.valid_metric = config['valid_metric'].lower() self.valid_metric_bigger = config['valid_metric_bigger'] self.test_batch_size = config['eval_batch_size'] @@ -149,6 +151,8 @@ def _train_epoch(self, train_data, epoch_idx, loss_func=None): total_loss = losses.item() if total_loss is None else total_loss + losses.item() self._check_nan(loss) loss.backward() + if self.clip_grad_norm: + clip_grad_norm_(self.model.parameters(), **self.clip_grad_norm) self.optimizer.step() return total_loss @@ -390,6 +394,8 @@ def _spilt_predict(self, interaction, batch_size): for key, spilt_tensor in spilt_interaction.items(): current_interaction[key] = spilt_tensor[i] result = self.model.predict(Interaction(current_interaction).to(self.device)) + if len(result.shape) == 0: + result = result.unsqueeze(0) result_list.append(result) return torch.cat(result_list, dim=0) From 32a852bcbfb3223420cc1cce2ef91dac1dd8788c Mon Sep 17 00:00:00 2001 From: tsotfsk <1337990880@qq.com> Date: Wed, 25 Nov 2020 22:50:22 +0800 Subject: [PATCH 14/18] FIX: add warning to nais & fism --- recbole/model/general_recommender/fism.py | 12 ++++++++++-- recbole/model/general_recommender/nais.py | 4 ++++ 2 files changed, 14 insertions(+), 2 deletions(-) diff --git a/recbole/model/general_recommender/fism.py b/recbole/model/general_recommender/fism.py index 184ad071a..56744a32a 100644 --- a/recbole/model/general_recommender/fism.py +++ b/recbole/model/general_recommender/fism.py @@ -14,12 +14,13 @@ https://github.com/AaronHeee/Neural-Attentive-Item-Similarity-Model """ +from logging import getLogger + import torch import torch.nn as nn -from torch.nn.init import normal_ - from recbole.model.abstract_recommender import GeneralRecommender from recbole.utils import InputType +from torch.nn.init import normal_ class FISM(GeneralRecommender): @@ -36,6 +37,8 @@ def __init__(self, config, dataset): # load dataset info self.LABEL = config['LABEL_FIELD'] + self.logger = getLogger() + # get all users's history interaction information.the history item # matrix is padding by the maximum number of a user's interactions self.history_item_matrix, self.history_lens, self.mask_mat = self.get_history_info(dataset) @@ -49,6 +52,11 @@ def __init__(self, config, dataset): # split the too large dataset into the specified pieces if self.split_to > 0: self.group = torch.chunk(torch.arange(self.n_items).to(self.device), self.split_to) + else: + self.logger.warning('Pay Attetion!! the `split_to` is set to 0. If you catch a OMM error in this case, ' + \ + 'you need to increase it \n\t\t\tuntil the error disappears. For example, ' + \ + 'you can append it in the command line such as `--split_to=5`') + # define layers and loss # construct source and destination item embedding matrix diff --git a/recbole/model/general_recommender/nais.py b/recbole/model/general_recommender/nais.py index 597040196..9c408a3b9 100644 --- a/recbole/model/general_recommender/nais.py +++ b/recbole/model/general_recommender/nais.py @@ -65,6 +65,10 @@ def __init__(self, config, dataset): if self.split_to > 0: self.logger.info('split the n_items to {} pieces'.format(self.split_to)) self.group = torch.chunk(torch.arange(self.n_items).to(self.device), self.split_to) + else: + self.logger.warning('Pay Attetion!! the `split_to` is set to 0. If you catch a OMM error in this case, ' + \ + 'you need to increase it \n\t\t\tuntil the error disappears. For example, ' + \ + 'you can append it in the command line such as `--split_to=5`') # define layers and loss # construct source and destination item embedding matrix From 82b0199b8adcb120d5dbe811d3d6f772add630ab Mon Sep 17 00:00:00 2001 From: chenyushuo <297086016@qq.com> Date: Thu, 3 Dec 2020 13:39:22 +0800 Subject: [PATCH 15/18] FIX: bug fix in seq dataloader (type of time list field should not be np.int64, but should be np.float64) --- recbole/data/dataloader/sequential_dataloader.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/recbole/data/dataloader/sequential_dataloader.py b/recbole/data/dataloader/sequential_dataloader.py index d1030ef11..0b56399dc 100644 --- a/recbole/data/dataloader/sequential_dataloader.py +++ b/recbole/data/dataloader/sequential_dataloader.py @@ -128,7 +128,7 @@ def augmentation(self, uid_list, item_list_index, target_index, item_list_length new_dict = { self.uid_field: uid_list, self.item_list_field: np.zeros((new_length, self.max_item_list_len), dtype=np.int64), - self.time_list_field: np.zeros((new_length, self.max_item_list_len), dtype=np.int64), + self.time_list_field: np.zeros((new_length, self.max_item_list_len)), self.target_iid_field: self.dataset.inter_feat[self.iid_field][target_index].values, self.target_time_field: self.dataset.inter_feat[self.time_field][target_index].values, self.item_list_length_field: item_list_length, From eb66630d3a44dbc9c927cd100bf84c363c2206a9 Mon Sep 17 00:00:00 2001 From: chenyushuo <297086016@qq.com> Date: Thu, 3 Dec 2020 13:40:21 +0800 Subject: [PATCH 16/18] FIX: bug fix in kg dataloader (if kg_dataloader is running out, it should go back to start) --- recbole/data/dataloader/knowledge_dataloader.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/recbole/data/dataloader/knowledge_dataloader.py b/recbole/data/dataloader/knowledge_dataloader.py index efbd2c10c..f4718ad20 100644 --- a/recbole/data/dataloader/knowledge_dataloader.py +++ b/recbole/data/dataloader/knowledge_dataloader.py @@ -182,6 +182,8 @@ def _next_batch_data(self): elif self.state == KGDataLoaderState.RS: return self.general_dataloader._next_batch_data() elif self.state == KGDataLoaderState.RSKG: + if self.kg_dataloader.pr >= self.kg_dataloader.pr_end: + self.kg_dataloader.pr = 0 kg_data = self.kg_dataloader._next_batch_data() rec_data = self.general_dataloader._next_batch_data() rec_data.update(kg_data) From 9a041c6a76e443700b0b7877a27c6149076df671 Mon Sep 17 00:00:00 2001 From: chenyushuo <297086016@qq.com> Date: Thu, 3 Dec 2020 13:40:52 +0800 Subject: [PATCH 17/18] DOC: doc fix in NegSampleMixin --- recbole/data/dataloader/neg_sample_mixin.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/recbole/data/dataloader/neg_sample_mixin.py b/recbole/data/dataloader/neg_sample_mixin.py index 701ab4a6e..2187227de 100644 --- a/recbole/data/dataloader/neg_sample_mixin.py +++ b/recbole/data/dataloader/neg_sample_mixin.py @@ -29,7 +29,7 @@ class NegSampleMixin(AbstractDataLoader): batch_size (int, optional): The batch_size of dataloader. Defaults to ``1``. dl_format (InputType, optional): The input type of dataloader. Defaults to :obj:`~recbole.utils.InputType.POINTWISE`. - shuffle (bool, optional): Whether the dataloader will be shuffle after a round. Defaluts to ``False``. + shuffle (bool, optional): Whether the dataloader will be shuffle after a round. Defaults to ``False``. """ dl_type = DataLoaderType.NEGSAMPLE From a52de862e989a85b3c081e73723eb3fdab2ba274 Mon Sep 17 00:00:00 2001 From: chenyushuo <297086016@qq.com> Date: Thu, 3 Dec 2020 13:42:59 +0800 Subject: [PATCH 18/18] FIX: bug fix in sampler (use np.tile instead of np.repeat) --- recbole/sampler/sampler.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/recbole/sampler/sampler.py b/recbole/sampler/sampler.py index 150324c84..031482be3 100644 --- a/recbole/sampler/sampler.py +++ b/recbole/sampler/sampler.py @@ -83,7 +83,7 @@ def sample_by_key_ids(self, key_ids, num, used_ids): key_num = len(key_ids) total_num = key_num * num value_ids = np.zeros(total_num, dtype=np.int64) - used_id_list = np.repeat(used_ids, num) + used_id_list = np.tile(used_ids, num) for i, used_ids in enumerate(used_id_list): cur = self.random() while cur in used_ids: