From bebce24a7c35c81d2ad4ed492d9e9e56d8f6662b Mon Sep 17 00:00:00 2001 From: lwwang1995 Date: Fri, 27 Nov 2020 22:30:05 +0800 Subject: [PATCH] Update all baseline models. --- .../benchmarks/GATs/workflow_config_gats.yaml | 28 +- examples/benchmarks/HATS/README.md | 15 - examples/benchmarks/HATS/requirements.txt | 4 - .../benchmarks/HATS/worflow_config_hats.yaml | 77 --- .../benchmarks/LSTM/model_lstm_csi300.pkl | Bin 209290 -> 209290 bytes examples/benchmarks/TabNet/README.md | 4 - examples/benchmarks/TabNet/requirements.txt | 5 - .../TabNet/workflow_config_tabnet.yaml | 66 --- qlib/contrib/model/catboost_model.py | 8 +- qlib/contrib/model/pytorch_alstm.py | 60 ++- qlib/contrib/model/pytorch_gats.py | 100 ++-- qlib/contrib/model/pytorch_gru.py | 34 +- qlib/contrib/model/pytorch_hats.py | 491 ------------------ qlib/contrib/model/pytorch_lstm.py | 34 +- qlib/contrib/model/pytorch_sfm.py | 115 +++- qlib/contrib/model/tabnet.py | 85 --- qlib/contrib/model/xgboost.py | 12 +- 17 files changed, 282 insertions(+), 856 deletions(-) delete mode 100644 examples/benchmarks/HATS/README.md delete mode 100644 examples/benchmarks/HATS/requirements.txt delete mode 100644 examples/benchmarks/HATS/worflow_config_hats.yaml delete mode 100644 examples/benchmarks/TabNet/README.md delete mode 100644 examples/benchmarks/TabNet/requirements.txt delete mode 100644 examples/benchmarks/TabNet/workflow_config_tabnet.yaml mode change 100755 => 100644 qlib/contrib/model/pytorch_gats.py delete mode 100644 qlib/contrib/model/pytorch_hats.py delete mode 100644 qlib/contrib/model/tabnet.py diff --git a/examples/benchmarks/GATs/workflow_config_gats.yaml b/examples/benchmarks/GATs/workflow_config_gats.yaml index 33aa0fe8d..7212e0ee2 100644 --- a/examples/benchmarks/GATs/workflow_config_gats.yaml +++ b/examples/benchmarks/GATs/workflow_config_gats.yaml @@ -8,6 +8,20 @@ data_handler_config: &data_handler_config fit_start_time: 2008-01-01 fit_end_time: 2014-12-31 instruments: *market + infer_processors: + - class: RobustZScoreNorm + kwargs: + fields_group: feature + clip_outlier: true + - class: Fillna + kwargs: + fields_group: feature + learn_processors: + - class: DropnaLabel + - class: CSRankNorm + kwargs: + fields_group: label + label: ["Ref($close, -2) / Ref($close, -1) - 1"] port_analysis_config: &port_analysis_config strategy: class: TopkDropoutStrategy @@ -26,8 +40,8 @@ port_analysis_config: &port_analysis_config min_cost: 5 task: model: - class: GAT - module_path: qlib.contrib.model.pytorch_gats + class: GAT_Classic + module_path: qlib.contrib.model.pytorch_gats_classic kwargs: d_feat: 6 hidden_size: 64 @@ -38,8 +52,7 @@ task: early_stop: 20 metric: loss loss: mse - base_model: LSTM - with_pretrain: True + base_model: GRU seed: 0 GPU: 0 dataset: @@ -47,7 +60,7 @@ task: module_path: qlib.data.dataset kwargs: handler: - class: ALPHA360_Denoise + class: ALPHA360 module_path: qlib.contrib.data.handler kwargs: *data_handler_config segments: @@ -58,11 +71,6 @@ task: - class: SignalRecord module_path: qlib.workflow.record_temp kwargs: {} - - class: SigAnaRecord - module_path: qlib.workflow.record_temp - kwargs: - ana_long_short: False - ann_scaler: 252 - class: PortAnaRecord module_path: qlib.workflow.record_temp kwargs: diff --git a/examples/benchmarks/HATS/README.md b/examples/benchmarks/HATS/README.md deleted file mode 100644 index b70dbff25..000000000 --- a/examples/benchmarks/HATS/README.md +++ /dev/null @@ -1,15 +0,0 @@ -## Requirement - -* pandas==1.1.2 -* numpy==1.17.4 -* scikit_learn==0.23.2 -* torch==1.7.0 - -## HATS - -* HATS is a a hierarchical attention network for stock prediction which uses relational data for stock market prediction. HATS selectively aggregates information -on different relation types and adds the information to the representations of each company. HATS is used as a relational modeling module with initialized node representations.Furthermore, HATS -can predict not only individual stock prices but also market index movements, which is similar to the graph classification task. - -* HATS uses pretrained model of GRU and LSTM. The code of GRU and LSTM used in Qlib is a pyTorch implemention of GRU and LSTM. -* Paper address:HATS: A Hierarchical Graph Attention Network for Stock Movement Prediction https://arxiv.org/pdf/1908.07999.pdf \ No newline at end of file diff --git a/examples/benchmarks/HATS/requirements.txt b/examples/benchmarks/HATS/requirements.txt deleted file mode 100644 index 16de0a438..000000000 --- a/examples/benchmarks/HATS/requirements.txt +++ /dev/null @@ -1,4 +0,0 @@ -pandas==1.1.2 -numpy==1.17.4 -scikit_learn==0.23.2 -torch==1.7.0 diff --git a/examples/benchmarks/HATS/worflow_config_hats.yaml b/examples/benchmarks/HATS/worflow_config_hats.yaml deleted file mode 100644 index b08df14e0..000000000 --- a/examples/benchmarks/HATS/worflow_config_hats.yaml +++ /dev/null @@ -1,77 +0,0 @@ -provider_uri: "~/.qlib/qlib_data/cn_data" -region: cn -market: &market csi300 -benchmark: &benchmark SH000300 -data_handler_config: &data_handler_config - start_time: 2008-01-01 - end_time: 2020-08-01 - fit_start_time: 2008-01-01 - fit_end_time: 2014-12-31 - instruments: *market - infer_processors: - - class: RobustZScoreNorm - kwargs: - fields_group: feature - clip_outlier: true - - class: Fillna - kwargs: - fields_group: feature - learn_processors: - - class: DropnaLabel - - class: CSRankNorm - kwargs: - fields_group: label - label: ["Ref($close, -2) / Ref($close, -1) - 1"] -port_analysis_config: &port_analysis_config - strategy: - class: TopkDropoutStrategy - module_path: qlib.contrib.strategy.strategy - kwargs: - topk: 50 - n_drop: 5 - backtest: - verbose: False - limit_threshold: 0.095 - account: 100000000 - benchmark: *benchmark - deal_price: close - open_cost: 0.0005 - close_cost: 0.0015 - min_cost: 5 -task: - model: - class: HATS - module_path: qlib.contrib.model.pytorch_hats - kwargs: - d_feat: 6 - hidden_size: 64 - num_layers: 2 - dropout: 0.6 - n_epochs: 200 - lr: 1e-3 - early_stop: 20 - metric: loss - loss: mse - base_model: GRU - seed: 0 - GPU: 0 - dataset: - class: DatasetH - module_path: qlib.data.dataset - kwargs: - handler: - class: ALPHA360 - module_path: qlib.contrib.data.handler - kwargs: *data_handler_config - segments: - train: [2008-01-01, 2014-12-31] - valid: [2015-01-01, 2016-12-31] - test: [2017-01-01, 2020-08-01] - record: - - class: SignalRecord - module_path: qlib.workflow.record_temp - kwargs: {} - - class: PortAnaRecord - module_path: qlib.workflow.record_temp - kwargs: - config: *port_analysis_config \ No newline at end of file diff --git a/examples/benchmarks/LSTM/model_lstm_csi300.pkl b/examples/benchmarks/LSTM/model_lstm_csi300.pkl index ff7fee4506e7f74de8b105ab960f83338ff9a62e..84d6419da2801bbe484bb71cfd40188225fe7951 100644 GIT binary patch literal 209290 zcmb5V2{cyU7ypltnIfSwRFX(YDbL+IlvF4~ie$CWN4(6=k7yk z)I_ONnpK)-&H6u|&*%GJ|L^zr|Ng&g{hzh2wVvzV{W{M+=e*Ckd++P&)JIxELQYQN z|MgLm=r0i%859=2B4kW(V055a#Ns7W?Nub^{l_O>Dky0Ak|iNQ(c#ONMJddR3=WA5 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a/qlib/contrib/model/pytorch_gats.py b/qlib/contrib/model/pytorch_gats.py old mode 100755 new mode 100644 index 77a02a9b2..226204fe7 --- a/qlib/contrib/model/pytorch_gats.py +++ b/qlib/contrib/model/pytorch_gats.py @@ -19,10 +19,12 @@ import torch.optim as optim from ...model.base import Model from ...data.dataset import DatasetH from ...data.dataset.handler import DataHandlerLP +from ...contrib.model.pytorch_lstm import LSTMModel +from ...contrib.model.pytorch_gru import GRUModel -class GAT(Model): - """GAT Model +class GATs(Model): + """GATs Model Parameters ---------- @@ -57,8 +59,8 @@ class GAT(Model): **kwargs ): # Set logger. - self.logger = get_module_logger("GAT") - self.logger.info("GAT pytorch version...") + self.logger = get_module_logger("GATs") + self.logger.info("GATs pytorch version...") # set hyper-parameters. self.d_feat = d_feat @@ -78,7 +80,7 @@ class GAT(Model): self.seed = seed self.logger.info( - "GAT parameters setting:" + "GATs parameters setting:" "\nd_feat : {}" "\nhidden_size : {}" "\nnum_layers : {}" @@ -124,7 +126,9 @@ class GAT(Model): elif optimizer.lower() == "gd": self.train_optimizer = optim.SGD(self.GAT_model.parameters(), lr=self.lr) else: - raise NotImplementedError("optimizer {} is not supported!".format(optimizer)) + raise NotImplementedError( + "optimizer {} is not supported!".format(optimizer) + ) self._fitted = False if self.use_gpu: @@ -149,18 +153,18 @@ class GAT(Model): mask = torch.isfinite(label) - if self.metric == "" or self.metric == "loss": # use loss + if self.metric == "" or self.metric == "loss": return -self.loss_fn(pred[mask], label[mask]) raise ValueError("unknown metric `%s`" % self.metric) def get_daily_inter(self, df, shuffle=False): - # organize the train data into daily inter as daily batches + # organize the train data into daily batches daily_count = df.groupby(level=0).size().values daily_index = np.roll(np.cumsum(daily_count), 1) daily_index[0] = 0 if shuffle: - # shuffle the daily inter data + # shuffle data daily_shuffle = list(zip(daily_index, daily_count)) np.random.shuffle(daily_shuffle) daily_index, daily_count = zip(*daily_shuffle) @@ -172,7 +176,7 @@ class GAT(Model): y_train_values = np.squeeze(y_train.values) self.GAT_model.train() - # organize the train data into daily inter as daily batches + # organize the train data into daily batches daily_index, daily_count = self.get_daily_inter(x_train, shuffle=True) for idx, count in zip(daily_index, daily_count): @@ -203,7 +207,7 @@ class GAT(Model): scores = [] losses = [] - # organize the test data into daily inter as daily batches + # organize the test data into daily batches daily_index, daily_count = self.get_daily_inter(data_x, shuffle=False) for idx, count in zip(daily_index, daily_count): @@ -233,7 +237,9 @@ class GAT(Model): ): df_train, df_valid, df_test = dataset.prepare( - ["train", "valid", "test"], col_set=["feature", "label"], data_key=DataHandlerLP.DK_L + ["train", "valid", "test"], + col_set=["feature", "label"], + data_key=DataHandlerLP.DK_L, ) x_train, y_train = df_train["feature"], df_train["label"] @@ -251,17 +257,23 @@ class GAT(Model): if self.with_pretrain: self.logger.info("Loading pretrained model...") if self.base_model == "LSTM": - from ...contrib.model.pytorch_lstm import LSTMModel - pretrained_model = LSTMModel() - pretrained_model.load_state_dict(torch.load("benchmarks/LSTM/model_lstm_csi300.pkl")) - elif self.base_model == "GRU": - from ...contrib.model.pytorch_gru import GRUModel + pretrained_model.load_state_dict( + torch.load("benchmarks/LSTM/model_lstm_csi300.pkl") + ) + elif self.base_model == "GRU": pretrained_model = GRUModel() - pretrained_model.load_state_dict(torch.load("benchmarks/GRU/model_gru_csi300.pkl")) + pretrained_model.load_state_dict( + torch.load("benchmarks/GRU/model_gru_csi300.pkl") + ) + model_dict = self.GAT_model.state_dict() - pretrained_dict = {k: v for k, v in pretrained_model.state_dict().items() if k in model_dict} + pretrained_dict = { + k: v + for k, v in pretrained_model.state_dict().items() + if k in model_dict + } model_dict.update(pretrained_dict) self.GAT_model.load_state_dict(model_dict) self.logger.info("Loading pretrained model Done...") @@ -269,7 +281,6 @@ class GAT(Model): # train self.logger.info("training...") self._fitted = True - # return for step in range(self.n_epochs): self.logger.info("Epoch%d:", step) @@ -310,7 +321,7 @@ class GAT(Model): x_values = x_test.values preds = [] - # organize the data into daily inter as daily batches + # organize the data into daily batches daily_index, daily_count = self.get_daily_inter(x_test, shuffle=False) for idx, count in zip(daily_index, daily_count): @@ -332,7 +343,9 @@ class GAT(Model): class GATModel(nn.Module): - def __init__(self, d_feat=6, hidden_size=64, num_layers=2, dropout=0.0, base_model="GRU"): + def __init__( + self, d_feat=6, hidden_size=64, num_layers=2, dropout=0.0, base_model="GRU" + ): super().__init__() if base_model == "GRU": @@ -355,22 +368,29 @@ class GATModel(nn.Module): raise ValueError("unknown base model name `%s`" % base_model) self.hidden_size = hidden_size - self.bn1 = nn.BatchNorm1d(num_features=hidden_size, track_running_stats=False) - self.fc = nn.Linear(hidden_size, hidden_size) - self.bn2 = nn.BatchNorm1d(num_features=hidden_size, track_running_stats=False) + self.d_feat = d_feat + self.transformation = nn.Linear(self.hidden_size, self.hidden_size) + self.a = nn.Parameter(torch.randn(self.hidden_size * 2, 1)) + self.a.requires_grad = True + self.fc = nn.Linear(self.hidden_size, self.hidden_size) self.fc_out = nn.Linear(hidden_size, 1) self.leaky_relu = nn.LeakyReLU() self.softmax = nn.Softmax(dim=1) - self.d_feat = d_feat - def cal_convariance(self, x, y): # the 2nd dimension of x and y are the same - e_x = torch.mean(x, dim=1).reshape(-1, 1) - e_y = torch.mean(y, dim=1).reshape(-1, 1) - e_x_e_y = e_x.mm(torch.t(e_y)) - x_extend = x.reshape(x.shape[0], 1, x.shape[1]).repeat(1, y.shape[0], 1) - y_extend = y.reshape(1, y.shape[0], y.shape[1]).repeat(x.shape[0], 1, 1) - e_xy = torch.mean(x_extend * y_extend, dim=2) - return e_xy - e_x_e_y + def cal_attention(self, x, y): + x = self.transformation(x) + y = self.transformation(y) + + sample_num = x.shape[0] + dim = x.shape[1] + e_x = x.expand(sample_num, sample_num, dim) + e_y = torch.transpose(e_x, 0, 1) + attention_in = torch.cat((e_x, e_y), 2).view(-1, dim * 2) + self.a_t = torch.t(self.a) + attention_out = self.a_t.mm(torch.t(attention_in)).view(sample_num, sample_num) + attention_out = self.leaky_relu(attention_out) + att_weight = self.softmax(attention_out) + return att_weight def forward(self, x): # x: [N, F*T] @@ -378,10 +398,8 @@ class GATModel(nn.Module): x = x.permute(0, 2, 1) # [N, T, F] out, _ = self.rnn(x) hidden = out[:, -1, :] - hidden = self.bn1(hidden) - gamma = self.cal_convariance(hidden, hidden) - output = gamma.mm(hidden) - output = self.fc(output) - output = self.bn2(output) - output = self.leaky_relu(output) - return self.fc_out(output).squeeze() + att_weight = self.cal_attention(hidden, hidden) + hidden = att_weight.mm(hidden) + hidden + hidden = self.fc(hidden) + hidden = self.leaky_relu(hidden) + return self.fc_out(hidden).squeeze() diff --git a/qlib/contrib/model/pytorch_gru.py b/qlib/contrib/model/pytorch_gru.py index 02664b6ac..935716bcc 100755 --- a/qlib/contrib/model/pytorch_gru.py +++ b/qlib/contrib/model/pytorch_gru.py @@ -11,7 +11,12 @@ import pandas as pd import copy from sklearn.metrics import roc_auc_score, mean_squared_error import logging -from ...utils import unpack_archive_with_buffer, save_multiple_parts_file, create_save_path, drop_nan_by_y_index +from ...utils import ( + unpack_archive_with_buffer, + save_multiple_parts_file, + create_save_path, + drop_nan_by_y_index, +) from ...log import get_module_logger, TimeInspector import torch @@ -109,14 +114,19 @@ class GRU(Model): ) self.gru_model = GRUModel( - d_feat=self.d_feat, hidden_size=self.hidden_size, num_layers=self.num_layers, dropout=self.dropout + d_feat=self.d_feat, + hidden_size=self.hidden_size, + num_layers=self.num_layers, + dropout=self.dropout, ) if optimizer.lower() == "adam": self.train_optimizer = optim.Adam(self.gru_model.parameters(), lr=self.lr) elif optimizer.lower() == "gd": self.train_optimizer = optim.SGD(self.gru_model.parameters(), lr=self.lr) else: - raise NotImplementedError("optimizer {} is not supported!".format(optimizer)) + raise NotImplementedError( + "optimizer {} is not supported!".format(optimizer) + ) self._fitted = False if self.use_gpu: @@ -141,7 +151,7 @@ class GRU(Model): mask = torch.isfinite(label) - if self.metric == "" or self.metric == "loss": # use loss + if self.metric == "" or self.metric == "loss": return -self.loss_fn(pred[mask], label[mask]) raise ValueError("unknown metric `%s`" % self.metric) @@ -161,8 +171,12 @@ class GRU(Model): if len(indices) - i < self.batch_size: break - feature = torch.from_numpy(x_train_values[indices[i : i + self.batch_size]]).float() - label = torch.from_numpy(y_train_values[indices[i : i + self.batch_size]]).float() + feature = torch.from_numpy( + x_train_values[indices[i : i + self.batch_size]] + ).float() + label = torch.from_numpy( + y_train_values[indices[i : i + self.batch_size]] + ).float() if self.use_gpu: feature = feature.cuda() @@ -194,7 +208,9 @@ class GRU(Model): if len(indices) - i < self.batch_size: break - feature = torch.from_numpy(x_values[indices[i : i + self.batch_size]]).float() + feature = torch.from_numpy( + x_values[indices[i : i + self.batch_size]] + ).float() label = torch.from_numpy(y_values[indices[i : i + self.batch_size]]).float() if self.use_gpu: @@ -219,7 +235,9 @@ class GRU(Model): ): df_train, df_valid, df_test = dataset.prepare( - ["train", "valid", "test"], col_set=["feature", "label"], data_key=DataHandlerLP.DK_L + ["train", "valid", "test"], + col_set=["feature", "label"], + data_key=DataHandlerLP.DK_L, ) x_train, y_train = df_train["feature"], df_train["label"] diff --git a/qlib/contrib/model/pytorch_hats.py b/qlib/contrib/model/pytorch_hats.py deleted file mode 100644 index 7affea73c..000000000 --- a/qlib/contrib/model/pytorch_hats.py +++ /dev/null @@ -1,491 +0,0 @@ -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. - - -from __future__ import division -from __future__ import print_function - -import os -import numpy as np -import pandas as pd -import copy -from ...utils import create_save_path -from ...log import get_module_logger - -import torch -import torch.nn as nn -import torch.optim as optim - -from ...model.base import Model -from ...data.dataset import DatasetH -from ...data.dataset.handler import DataHandlerLP - - -class HATS(Model): - """HATS Model - - Parameters - ---------- - d_feat : int - input dimension for each time step - metric: str - the evaluate metric used in early stop - optimizer : str - optimizer name - GPU : str - the GPU ID(s) used for training - """ - - def __init__( - self, - d_feat=6, - hidden_size=64, - num_layers=2, - dropout=0.5, - n_epochs=200, - lr=0.01, - metric="", - early_stop=20, - loss="mse", - base_model="GRU", - with_pretrain=True, - optimizer="adam", - GPU="0", - seed=0, - **kwargs - ): - # Set logger. - self.logger = get_module_logger("HATS") - self.logger.info("HATS pytorch version...") - - # set hyper-parameters. - self.d_feat = d_feat - self.hidden_size = hidden_size - self.num_layers = num_layers - self.dropout = dropout - self.n_epochs = n_epochs - self.lr = lr - self.metric = metric - self.early_stop = early_stop - self.optimizer = optimizer.lower() - self.loss = loss - self.base_model = base_model - self.with_pretrain = with_pretrain - self.visible_GPU = GPU - self.use_gpu = torch.cuda.is_available() - self.seed = seed - - self.logger.info( - "HATS parameters setting:" - "\nd_feat : {}" - "\nhidden_size : {}" - "\nnum_layers : {}" - "\ndropout : {}" - "\nn_epochs : {}" - "\nlr : {}" - "\nmetric : {}" - "\nearly_stop : {}" - "\noptimizer : {}" - "\nloss_type : {}" - "\nbase_model : {}" - "\nwith_pretrain : {}" - "\nvisible_GPU : {}" - "\nuse_GPU : {}" - "\nseed : {}".format( - d_feat, - hidden_size, - num_layers, - dropout, - n_epochs, - lr, - metric, - early_stop, - optimizer.lower(), - loss, - base_model, - with_pretrain, - GPU, - self.use_gpu, - seed, - ) - ) - - self.HATS_model = HATSModel( - d_feat=self.d_feat, - hidden_size=self.hidden_size, - num_layers=self.num_layers, - dropout=self.dropout, - base_model=self.base_model, - ) - if optimizer.lower() == "adam": - self.train_optimizer = optim.Adam(self.HATS_model.parameters(), lr=self.lr) - elif optimizer.lower() == "gd": - self.train_optimizer = optim.SGD(self.HATS_model.parameters(), lr=self.lr) - else: - raise NotImplementedError("optimizer {} is not supported!".format(optimizer)) - - self._fitted = False - if self.use_gpu: - self.HATS_model.cuda() - # set the visible GPU - if self.visible_GPU: - os.environ["CUDA_VISIBLE_DEVICES"] = self.visible_GPU - - def mse(self, pred, label): - loss = (pred - label) ** 2 - return torch.mean(loss) - - def loss_fn(self, pred, label): - mask = ~torch.isnan(label) - - if self.loss == "mse": - return self.mse(pred[mask], label[mask]) - - raise ValueError("unknown loss `%s`" % self.loss) - - def metric_fn(self, pred, label): - mask = torch.isfinite(label) - - if self.metric == "" or self.metric == "loss": # use loss - return -self.loss_fn(pred[mask], label[mask]) - - raise ValueError("unknown metric `%s`" % self.metric) - - def get_daily_inter(self, df, shuffle=False): - # organize the train data into daily inter as daily batches - daily_count = df.groupby(level=0).size().values - daily_index = np.roll(np.cumsum(daily_count), 1) - daily_index[0] = 0 - if shuffle: - # shuffle the daily inter data - daily_shuffle = list(zip(daily_index, daily_count)) - np.random.shuffle(daily_shuffle) - daily_index, daily_count = zip(*daily_shuffle) - return daily_index, daily_count - - def train_epoch(self, x_train, y_train): - - x_train_values = x_train.values - y_train_values = np.squeeze(y_train.values) - - self.HATS_model.train() - - # organize the train data into daily inter as daily batches - daily_index, daily_count = self.get_daily_inter(x_train, shuffle=True) - - for idx, count in zip(daily_index, daily_count): - batch = slice(idx, idx + count) - feature = torch.from_numpy(x_train_values[batch]).float() - label = torch.from_numpy(y_train_values[batch]).float() - - if self.use_gpu: - feature = feature.cuda() - label = label.cuda() - - pred = self.HATS_model(feature) - loss = self.loss_fn(pred, label) - - self.train_optimizer.zero_grad() - loss.backward() - torch.nn.utils.clip_grad_value_(self.HATS_model.parameters(), 3.0) - self.train_optimizer.step() - - def test_epoch(self, data_x, data_y): - - # prepare testing data - x_values = data_x.values - y_values = np.squeeze(data_y.values) - - self.HATS_model.eval() - - scores = [] - losses = [] - - # organize the test data into daily inter as daily batches - daily_index, daily_count = self.get_daily_inter(data_x, shuffle=False) - - for idx, count in zip(daily_index, daily_count): - batch = slice(idx, idx + count) - feature = torch.from_numpy(x_values[batch]).float() - label = torch.from_numpy(y_values[batch]).float() - - if self.use_gpu: - feature = feature.cuda() - label = label.cuda() - - pred = self.HATS_model(feature) - loss = self.loss_fn(pred, label) - losses.append(loss.item()) - - score = self.metric_fn(pred, label) - scores.append(score.item()) - - return np.mean(losses), np.mean(scores) - - def fit( - self, - dataset: DatasetH, - evals_result=dict(), - verbose=True, - save_path=None, - ): - - df_train, df_valid, df_test = dataset.prepare( - ["train", "valid", "test"], col_set=["feature", "label"], data_key=DataHandlerLP.DK_L - ) - - x_train, y_train = df_train["feature"], df_train["label"] - x_valid, y_valid = df_valid["feature"], df_valid["label"] - - if save_path == None: - save_path = create_save_path(save_path) - stop_steps = 0 - best_score = -np.inf - best_epoch = 0 - evals_result["train"] = [] - evals_result["valid"] = [] - - # load pretrained base_model - if self.with_pretrain: - self.logger.info("Loading pretrained model...") - if self.base_model == "LSTM": - from ...contrib.model.pytorch_lstm import LSTMModel - - pretrained_model = LSTMModel() - pretrained_model.load_state_dict(torch.load("benchmarks/LSTM/model_lstm_csi300.pkl")) - elif self.base_model == "GRU": - from ...contrib.model.pytorch_gru import GRUModel - - pretrained_model = GRUModel() - pretrained_model.load_state_dict(torch.load("benchmarks/GRU/model_gru_csi300.pkl")) - model_dict = self.HATS_model.state_dict() - pretrained_dict = {k: v for k, v in pretrained_model.state_dict().items() if k in model_dict} - model_dict.update(pretrained_dict) - self.HATS_model.load_state_dict(model_dict) - self.logger.info("Loading pretrained model Done...") - - # train - self.logger.info("training...") - self._fitted = True - - for step in range(self.n_epochs): - self.logger.info("Epoch%d:", step) - self.logger.info("training...") - self.train_epoch(x_train, y_train) - self.logger.info("evaluating...") - train_loss, train_score = self.test_epoch(x_train, y_train) - val_loss, val_score = self.test_epoch(x_valid, y_valid) - self.logger.info("train %.6f, valid %.6f" % (train_score, val_score)) - evals_result["train"].append(train_score) - evals_result["valid"].append(val_score) - - if val_score > best_score: - best_score = val_score - stop_steps = 0 - best_epoch = step - best_param = copy.deepcopy(self.HATS_model.state_dict()) - else: - stop_steps += 1 - if stop_steps >= self.early_stop: - self.logger.info("early stop") - break - - self.logger.info("best score: %.6lf @ %d" % (best_score, best_epoch)) - self.HATS_model.load_state_dict(best_param) - torch.save(best_param, save_path) - - if self.use_gpu: - torch.cuda.empty_cache() - - def predict(self, dataset): - if not self._fitted: - raise ValueError("model is not fitted yet!") - - x_test = dataset.prepare("test", col_set="feature") - index = x_test.index - self.HATS_model.eval() - x_values = x_test.values - sample_num = x_values.shape[0] - preds = [] - - # organize the data into daily inter as daily batches - daily_index, daily_count = self.get_daily_inter(x_test, shuffle=False) - - for idx, count in zip(daily_index, daily_count): - batch = slice(idx, idx + count) - x_batch = torch.from_numpy(x_values[batch]).float() - - if self.use_gpu: - x_batch = x_batch.cuda() - - with torch.no_grad(): - if self.use_gpu: - pred = self.HATS_model(x_batch).detach().cpu().numpy() - else: - pred = self.HATS_model(x_batch).detach().numpy() - - preds.append(pred) - - return pd.Series(np.concatenate(preds), index=index) - - -class HATSModel(nn.Module): - def __init__(self, d_feat=6, hidden_size=64, num_layers=2, dropout=0.0, base_model="GRU"): - super().__init__() - - if base_model == "GRU": - self.model = nn.GRU( - input_size=d_feat, - hidden_size=hidden_size, - num_layers=num_layers, - batch_first=True, - dropout=dropout, - ) - elif base_model == "LSTM": - self.model = nn.LSTM( - input_size=d_feat, - hidden_size=hidden_size, - num_layers=num_layers, - batch_first=True, - dropout=dropout, - ) - else: - raise ValueError("unknown base model name `%s`" % base_model) - - self.hidden_size = hidden_size - self.bn1 = nn.BatchNorm1d(num_features=hidden_size, track_running_stats=False) - self.fc = nn.Linear(hidden_size, hidden_size) - self.bn2 = nn.BatchNorm1d(num_features=hidden_size, track_running_stats=False) - self.fc_out = nn.Linear(hidden_size, 1) - self.leaky_relu = nn.LeakyReLU() - self.softmax = nn.Softmax(dim=1) - self.d_feat = d_feat - - num_head_att = [1] * num_layers - hidden_dim = [hidden_size] * num_layers - dims = [d_feat] + [d * nh for (d, nh) in zip(hidden_dim, num_head_att[:-1])] + [num_head_att[-1]] - in_dims = dims[:-1] - out_dims = [d // nh for (d, nh) in zip(dims[1:], num_head_att)] - self.attn = nn.ModuleList( - [GraphAttention(i, o, nh, dropout) for (i, o, nh) in zip(in_dims, out_dims, num_head_att)] - ) - self.bns = nn.ModuleList([nn.BatchNorm1d(dim) for dim in dims[1:-1]]) - self.dropout = nn.Dropout(dropout) - self.elu = nn.ELU() - - def forward(self, x): - x = x.reshape(len(x), self.d_feat, -1) # [N, F, T] - x = x.permute(0, 2, 1) # [N, T, F] - out, _ = self.model(x) - hidden = out[:, -1, :] - hidden = self.bn1(hidden) - attention = GraphAttention.cal_attention(hidden, hidden) - output = attention.mm(hidden) - output = self.fc(output) - output = self.bn2(output) - output = self.leaky_relu(output) - return self.fc_out(output).squeeze() - - -class GraphAttention(nn.Module): - def __init__(self, input_dim, output_dim, num_heads, dropout=0.5): - - super().__init__() - - """ - Parameters - ---------- - input_dim : int - Dimension of input node features. - output_dim : int - Dimension of output node features. - num_heads : list of ints - Number of attention heads in each hidden layer and output layer. Must be non empty. Note that len(num_heads) = len(hidden_dims)+1. - dropout : float - Dropout rate. Default: 0.5. - """ - - self.input_dim = input_dim - self.output_dim = output_dim - self.num_heads = num_heads - - self.fcs = nn.ModuleList([nn.Linear(input_dim, output_dim) for _ in range(num_heads)]) - self.a = nn.ModuleList([nn.Linear(2 * output_dim, 1) for _ in range(num_heads)]) - - self.dropout = nn.Dropout(dropout) - self.softmax = nn.Softmax(dim=0) - self.leakyrelu = nn.LeakyReLU() - - def forward(self, features, nodes, mappings, rows): - - """ - Parameters - ---------- - features : torch.Tensor - An (n' x input_dim) tensor of input node features. - nodes : list of numpy array - nodes[i] is an array of the nodes in the ith layer of the - computation graph. - mappings : list of dictionary - mappings[i] is a dictionary mappings node v (labelled 0 to |V|-1) - in nodes[i] to its position in nodes[i]. For example, - if nodes[i] = [2,5], then mappings[i][2] = 0 and - mappings[i][5] = 1. - rows : numpy array - rows[i] is an array of neighbors of node i. - Returns - ------- - out : torch.Tensor - An (len(node_layers[-1]) x output_dim) tensor of output node features. - """ - - nprime = features.shape[0] - rows = [np.array([mappings[v] for v in row], dtype=np.int64) for row in rows] - sum_degs = np.hstack(([0], np.cumsum([len(row) for row in rows]))) - mapped_nodes = [mappings[v] for v in nodes] - indices = torch.LongTensor([[v, c] for (v, row) in zip(mapped_nodes, rows) for c in row]).t() - - out = [] - for k in range(self.num_heads): - h = self.fcs[k](features) - - nbr_h = torch.cat(tuple([h[row] for row in rows]), dim=0) - self_h = torch.cat( - tuple([h[mappings[nodes[i]]].repeat(len(row), 1) for (i, row) in enumerate(rows)]), dim=0 - ) - cat_h = torch.cat((self_h, nbr_h), dim=1) - - e = self.leakyrelu(self.a[k](cat_h)) - - alpha = [self.softmax(e[lo:hi]) for (lo, hi) in zip(sum_degs, sum_degs[1:])] - alpha = torch.cat(tuple(alpha), dim=0) - alpha = alpha.squeeze(1) - alpha = self.dropout(alpha) - - adj = torch.sparse.FloatTensor(indices, alpha, torch.Size([nprime, nprime])) - out.append(torch.sparse.mm(adj, h)[mapped_nodes]) - - return out - - @staticmethod - def cal_attention(x, y): - att_x = torch.mean(x, dim=1).reshape(-1, 1) - att_y = torch.mean(y, dim=1).reshape(-1, 1) - att = att_x.mm(torch.t(att_y)) - return ( - torch.mean( - x.reshape(x.shape[0], 1, x.shape[1]).repeat(1, y.shape[0], 1) - * y.reshape(1, y.shape[0], y.shape[1]).repeat(x.shape[0], 1, 1), - dim=2, - ) - - att - ) diff --git a/qlib/contrib/model/pytorch_lstm.py b/qlib/contrib/model/pytorch_lstm.py index f8951509a..1d1c0c986 100755 --- a/qlib/contrib/model/pytorch_lstm.py +++ b/qlib/contrib/model/pytorch_lstm.py @@ -11,7 +11,12 @@ import pandas as pd import copy from sklearn.metrics import roc_auc_score, mean_squared_error import logging -from ...utils import unpack_archive_with_buffer, save_multiple_parts_file, create_save_path, drop_nan_by_y_index +from ...utils import ( + unpack_archive_with_buffer, + save_multiple_parts_file, + create_save_path, + drop_nan_by_y_index, +) from ...log import get_module_logger, TimeInspector import torch @@ -109,14 +114,19 @@ class LSTM(Model): ) self.lstm_model = LSTMModel( - d_feat=self.d_feat, hidden_size=self.hidden_size, num_layers=self.num_layers, dropout=self.dropout + d_feat=self.d_feat, + hidden_size=self.hidden_size, + num_layers=self.num_layers, + dropout=self.dropout, ) if optimizer.lower() == "adam": self.train_optimizer = optim.Adam(self.lstm_model.parameters(), lr=self.lr) elif optimizer.lower() == "gd": self.train_optimizer = optim.SGD(self.lstm_model.parameters(), lr=self.lr) else: - raise NotImplementedError("optimizer {} is not supported!".format(optimizer)) + raise NotImplementedError( + "optimizer {} is not supported!".format(optimizer) + ) self._fitted = False if self.use_gpu: @@ -141,7 +151,7 @@ class LSTM(Model): mask = torch.isfinite(label) - if self.metric == "" or self.metric == "loss": # use loss + if self.metric == "" or self.metric == "loss": return -self.loss_fn(pred[mask], label[mask]) raise ValueError("unknown metric `%s`" % self.metric) @@ -161,8 +171,12 @@ class LSTM(Model): if len(indices) - i < self.batch_size: break - feature = torch.from_numpy(x_train_values[indices[i : i + self.batch_size]]).float() - label = torch.from_numpy(y_train_values[indices[i : i + self.batch_size]]).float() + feature = torch.from_numpy( + x_train_values[indices[i : i + self.batch_size]] + ).float() + label = torch.from_numpy( + y_train_values[indices[i : i + self.batch_size]] + ).float() if self.use_gpu: feature = feature.cuda() @@ -194,7 +208,9 @@ class LSTM(Model): if len(indices) - i < self.batch_size: break - feature = torch.from_numpy(x_values[indices[i : i + self.batch_size]]).float() + feature = torch.from_numpy( + x_values[indices[i : i + self.batch_size]] + ).float() label = torch.from_numpy(y_values[indices[i : i + self.batch_size]]).float() if self.use_gpu: @@ -219,7 +235,9 @@ class LSTM(Model): ): df_train, df_valid, df_test = dataset.prepare( - ["train", "valid", "test"], col_set=["feature", "label"], data_key=DataHandlerLP.DK_L + ["train", "valid", "test"], + col_set=["feature", "label"], + data_key=DataHandlerLP.DK_L, ) x_train, y_train = df_train["feature"], df_train["label"] diff --git a/qlib/contrib/model/pytorch_sfm.py b/qlib/contrib/model/pytorch_sfm.py index 1d27f3927..bebc408a8 100644 --- a/qlib/contrib/model/pytorch_sfm.py +++ b/qlib/contrib/model/pytorch_sfm.py @@ -19,7 +19,12 @@ import pandas as pd import copy from sklearn.metrics import roc_auc_score, mean_squared_error import logging -from ...utils import unpack_archive_with_buffer, save_multiple_parts_file, create_save_path, drop_nan_by_y_index +from ...utils import ( + unpack_archive_with_buffer, + save_multiple_parts_file, + create_save_path, + drop_nan_by_y_index, +) from ...log import get_module_logger, TimeInspector import torch @@ -33,7 +38,16 @@ from ...data.dataset.handler import DataHandlerLP class SFM_Model(nn.Module): - def __init__(self, d_feat=6, output_dim=1, freq_dim=10, hidden_size=64, dropout_W=0.0, dropout_U=0.0, device="cpu"): + def __init__( + self, + d_feat=6, + output_dim=1, + freq_dim=10, + hidden_size=64, + dropout_W=0.0, + dropout_U=0.0, + device="cpu", + ): super().__init__() self.input_dim = d_feat @@ -42,30 +56,52 @@ class SFM_Model(nn.Module): self.hidden_dim = hidden_size self.device = device - self.W_i = nn.Parameter(init.xavier_uniform_(torch.empty((self.input_dim, self.hidden_dim)))) - self.U_i = nn.Parameter(init.orthogonal_(torch.empty(self.hidden_dim, self.hidden_dim))) + self.W_i = nn.Parameter( + init.xavier_uniform_(torch.empty((self.input_dim, self.hidden_dim))) + ) + self.U_i = nn.Parameter( + init.orthogonal_(torch.empty(self.hidden_dim, self.hidden_dim)) + ) self.b_i = nn.Parameter(torch.zeros(self.hidden_dim)) - self.W_ste = nn.Parameter(init.xavier_uniform_(torch.empty(self.input_dim, self.hidden_dim))) - self.U_ste = nn.Parameter(init.orthogonal_(torch.empty(self.hidden_dim, self.hidden_dim))) + self.W_ste = nn.Parameter( + init.xavier_uniform_(torch.empty(self.input_dim, self.hidden_dim)) + ) + self.U_ste = nn.Parameter( + init.orthogonal_(torch.empty(self.hidden_dim, self.hidden_dim)) + ) self.b_ste = nn.Parameter(torch.ones(self.hidden_dim)) - self.W_fre = nn.Parameter(init.xavier_uniform_(torch.empty(self.input_dim, self.freq_dim))) - self.U_fre = nn.Parameter(init.orthogonal_(torch.empty(self.hidden_dim, self.freq_dim))) + self.W_fre = nn.Parameter( + init.xavier_uniform_(torch.empty(self.input_dim, self.freq_dim)) + ) + self.U_fre = nn.Parameter( + init.orthogonal_(torch.empty(self.hidden_dim, self.freq_dim)) + ) self.b_fre = nn.Parameter(torch.ones(self.freq_dim)) - self.W_c = nn.Parameter(init.xavier_uniform_(torch.empty(self.input_dim, self.hidden_dim))) - self.U_c = nn.Parameter(init.orthogonal_(torch.empty(self.hidden_dim, self.hidden_dim))) + self.W_c = nn.Parameter( + init.xavier_uniform_(torch.empty(self.input_dim, self.hidden_dim)) + ) + self.U_c = nn.Parameter( + init.orthogonal_(torch.empty(self.hidden_dim, self.hidden_dim)) + ) self.b_c = nn.Parameter(torch.zeros(self.hidden_dim)) - self.W_o = nn.Parameter(init.xavier_uniform_(torch.empty(self.input_dim, self.hidden_dim))) - self.U_o = nn.Parameter(init.orthogonal_(torch.empty(self.hidden_dim, self.hidden_dim))) + self.W_o = nn.Parameter( + init.xavier_uniform_(torch.empty(self.input_dim, self.hidden_dim)) + ) + self.U_o = nn.Parameter( + init.orthogonal_(torch.empty(self.hidden_dim, self.hidden_dim)) + ) self.b_o = nn.Parameter(torch.zeros(self.hidden_dim)) self.U_a = nn.Parameter(init.orthogonal_(torch.empty(self.freq_dim, 1))) self.b_a = nn.Parameter(torch.zeros(self.hidden_dim)) - self.W_p = nn.Parameter(init.xavier_uniform_(torch.empty(self.hidden_dim, self.output_dim))) + self.W_p = nn.Parameter( + init.xavier_uniform_(torch.empty(self.hidden_dim, self.output_dim)) + ) self.b_p = nn.Parameter(torch.zeros(self.output_dim)) self.activation = nn.Tanh() @@ -101,8 +137,12 @@ class SFM_Model(nn.Module): x_o = torch.matmul(x * B_W[0], self.W_o) + self.b_o i = self.inner_activation(x_i + torch.matmul(h_tm1 * B_U[0], self.U_i)) - ste = self.inner_activation(x_ste + torch.matmul(h_tm1 * B_U[0], self.U_ste)) - fre = self.inner_activation(x_fre + torch.matmul(h_tm1 * B_U[0], self.U_fre)) + ste = self.inner_activation( + x_ste + torch.matmul(h_tm1 * B_U[0], self.U_ste) + ) + fre = self.inner_activation( + x_fre + torch.matmul(h_tm1 * B_U[0], self.U_fre) + ) ste = torch.reshape(ste, (-1, self.hidden_dim, 1)) fre = torch.reshape(fre, (-1, 1, self.freq_dim)) @@ -157,7 +197,16 @@ class SFM_Model(nn.Module): init_state_time = torch.tensor(0).to(self.device) - self.states = [init_state_p, init_state_h, init_state_S_re, init_state_S_im, init_state_time, None, None, None] + self.states = [ + init_state_p, + init_state_h, + init_state_S_re, + init_state_S_im, + init_state_time, + None, + None, + None, + ] def get_constants(self, x): constants = [] @@ -282,7 +331,9 @@ class SFM(Model): elif optimizer.lower() == "gd": self.train_optimizer = optim.SGD(self.sfm_model.parameters(), lr=self.lr) else: - raise NotImplementedError("optimizer {} is not supported!".format(optimizer)) + raise NotImplementedError( + "optimizer {} is not supported!".format(optimizer) + ) self._fitted = False self.sfm_model.to(self.device) @@ -305,8 +356,16 @@ class SFM(Model): if len(indices) - i < self.batch_size: break - feature = torch.from_numpy(x_values[indices[i : i + self.batch_size]]).float().to(self.device) - label = torch.from_numpy(y_values[indices[i : i + self.batch_size]]).float().to(self.device) + feature = ( + torch.from_numpy(x_values[indices[i : i + self.batch_size]]) + .float() + .to(self.device) + ) + label = ( + torch.from_numpy(y_values[indices[i : i + self.batch_size]]) + .float() + .to(self.device) + ) pred = self.sfm_model(feature) loss = self.loss_fn(pred, label) @@ -332,8 +391,16 @@ class SFM(Model): if len(indices) - i < self.batch_size: break - feature = torch.from_numpy(x_train_values[indices[i : i + self.batch_size]]).float().to(self.device) - label = torch.from_numpy(y_train_values[indices[i : i + self.batch_size]]).float().to(self.device) + feature = ( + torch.from_numpy(x_train_values[indices[i : i + self.batch_size]]) + .float() + .to(self.device) + ) + label = ( + torch.from_numpy(y_train_values[indices[i : i + self.batch_size]]) + .float() + .to(self.device) + ) pred = self.sfm_model(feature) loss = self.loss_fn(pred, label) @@ -352,7 +419,9 @@ class SFM(Model): ): df_train, df_valid = dataset.prepare( - ["train", "valid"], col_set=["feature", "label"], data_key=DataHandlerLP.DK_L + ["train", "valid"], + col_set=["feature", "label"], + data_key=DataHandlerLP.DK_L, ) x_train, y_train = df_train["feature"], df_train["label"] x_valid, y_valid = df_valid["feature"], df_valid["label"] @@ -409,7 +478,7 @@ class SFM(Model): mask = torch.isfinite(label) - if self.metric == "" or self.metric == "loss": # use loss + if self.metric == "" or self.metric == "loss": return -self.loss_fn(pred[mask], label[mask]) raise ValueError("unknown metric `%s`" % self.metric) diff --git a/qlib/contrib/model/tabnet.py b/qlib/contrib/model/tabnet.py deleted file mode 100644 index bc13d1f62..000000000 --- a/qlib/contrib/model/tabnet.py +++ /dev/null @@ -1,85 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License. - -import numpy as np -import pandas as pd -from pytorch_tabnet.tab_model import TabNetRegressor - -from ...model.base import Model -from ...data.dataset import DatasetH -from ...data.dataset.handler import DataHandlerLP - - -class TabNetModel(Model): - """TabNetModel Model""" - - def __init__( - self, - n_d, - n_a, - n_steps, - gamma, - n_independent, - n_shared, - seed, - momentum, - lambda_sparse, - optimizer_params, - **kwargs - ): - self.model = None - - self.n_d = n_d - self.n_a = n_a - self.n_steps = n_steps - self.gamma = gamma - self.n_independent = n_independent - self.n_shared = n_shared - self.seed = seed - self.momentum = momentum - self.lambda_sparse = lambda_sparse - self.optimizer_params = optimizer_params - - def fit( - self, - dataset: DatasetH, - n_d=8, - n_a=8, - n_steps=3, - gamma=1.3, - n_independent=2, - n_shared=2, - seed=0, - momentum=0.02, - lambda_sparse=1e-3, - optimizer_params={"lr": 2e-3}, - **kwargs - ): - - df_train, df_valid = dataset.prepare( - ["train", "valid"], col_set=["feature", "label"], data_key=DataHandlerLP.DK_L - ) - x_train, y_train = df_train["feature"].values, df_train["label"].values * 100 - x_valid, y_valid = df_valid["feature"].values, df_valid["label"].values * 100 - - self.model = TabNetRegressor( - n_d=self.n_d, - n_a=self.n_a, - n_steps=self.n_steps, - gamma=self.gamma, - n_independent=self.n_independent, - n_shared=self.n_shared, - seed=self.seed, - momentum=self.momentum, - lambda_sparse=self.lambda_sparse, - optimizer_params=self.optimizer_params, - **kwargs - ) - self.model.fit(x_train, y_train, eval_set=[(x_valid, y_valid)]) - - def predict(self, dataset): - if self.model is None: - raise ValueError("model is not fitted yet!") - x_test = dataset.prepare("test", col_set="feature") - test_pred = self.model.predict(x_test.values) - return pd.Series(test_pred.reshape([-1]), index=x_test.index) diff --git a/qlib/contrib/model/xgboost.py b/qlib/contrib/model/xgboost.py index 039fd2c80..32d631189 100755 --- a/qlib/contrib/model/xgboost.py +++ b/qlib/contrib/model/xgboost.py @@ -38,14 +38,18 @@ class XGBModel(Model): ): df_train, df_valid = dataset.prepare( - ["train", "valid"], col_set=["feature", "label"], data_key=DataHandlerLP.DK_L + ["train", "valid"], + col_set=["feature", "label"], + data_key=DataHandlerLP.DK_L, ) x_train, y_train = df_train["feature"], df_train["label"] x_valid, y_valid = df_valid["feature"], df_valid["label"] # Lightgbm need 1D array as its label if y_train.values.ndim == 2 and y_train.values.shape[1] == 1: - y_train_1d, y_valid_1d = np.squeeze(y_train.values), np.squeeze(y_valid.values) + y_train_1d, y_valid_1d = np.squeeze(y_train.values), np.squeeze( + y_valid.values + ) else: raise ValueError("XGBoost doesn't support multi-label training") @@ -68,4 +72,6 @@ class XGBModel(Model): if self.model is None: raise ValueError("model is not fitted yet!") x_test = dataset.prepare("test", col_set="feature") - return pd.Series(self.model.predict(xgb.DMatrix(x_test.values)), index=x_test.index) + return pd.Series( + self.model.predict(xgb.DMatrix(x_test.values)), index=x_test.index + )