From 120b6aa5bd403fbbaec29e2ec01593e1d4a963fb Mon Sep 17 00:00:00 2001 From: Victor Mylle Date: Thu, 30 Nov 2023 21:53:35 +0000 Subject: [PATCH] Fixed small summary with model architectures until now --- Result-Reports/December.md | 163 ++++++++++++++++++ Result-Reports/November_1.md | 5 +- ...formance_Comparison_Test Set_00000009.jpeg | Bin 0 -> 80047 bytes ...formance_Comparison_Test_Set_00000013.jpeg | Bin 0 -> 78667 bytes ...formance_Comparison_Test_Set_00000014.jpeg | Bin 0 -> 79698 bytes ...ance_Comparison_Training Set_00000009.jpeg | Bin 0 -> 80549 bytes ...ance_Comparison_Training_Set_00000013.jpeg | Bin 0 -> 78246 bytes ...ance_Comparison_Training_Set_00000014.jpeg | Bin 0 -> 79491 bytes Result-Reports/december_images/mean_nrv.png | Bin 0 -> 74093 bytes .../probabilistic_baseline_quantiles.png | Bin 0 -> 188825 bytes requirements.txt | 3 +- src/data/dataset.py | 103 ++++++----- src/models/linear_regression.py | 8 +- src/models/lstm_model.py | 6 +- src/models/non_linear_regression.py | 2 +- src/models/time_embedding_layer.py | 4 + src/notebooks/training.ipynb | 152 +++++++--------- src/trainers/autoregressive_trainer.py | 2 + src/trainers/probabilistic_baseline.py | 10 +- src/trainers/quantile_trainer.py | 46 +++-- src/trainers/trainer.py | 6 +- .../autoregressive_quantiles.py | 45 +++-- .../hyperparameter_optimizer.py | 32 ++-- 23 files changed, 402 insertions(+), 185 deletions(-) create mode 100644 Result-Reports/December.md create mode 100644 Result-Reports/december_images/Quantile_Performance_Comparison_Test Set_00000009.jpeg create mode 100644 Result-Reports/december_images/Quantile_Performance_Comparison_Test_Set_00000013.jpeg create mode 100644 Result-Reports/december_images/Quantile_Performance_Comparison_Test_Set_00000014.jpeg create mode 100644 Result-Reports/december_images/Quantile_Performance_Comparison_Training Set_00000009.jpeg create mode 100644 Result-Reports/december_images/Quantile_Performance_Comparison_Training_Set_00000013.jpeg create mode 100644 Result-Reports/december_images/Quantile_Performance_Comparison_Training_Set_00000014.jpeg create mode 100644 Result-Reports/december_images/mean_nrv.png create mode 100644 Result-Reports/december_images/probabilistic_baseline_quantiles.png diff --git a/Result-Reports/December.md b/Result-Reports/December.md new file mode 100644 index 0000000..35f583e --- /dev/null +++ b/Result-Reports/December.md @@ -0,0 +1,163 @@ +# Different Model Architectures (For Quantile Regression) +## Baseline +The baseline just calculates the values for the given quantiles using the training data. + + +![Mean NRV](december_images/mean_nrv.png) +*Mean NRV for whole day* + +![Predicted quantiles](december_images/probabilistic_baseline_quantiles.png) + +| train_CRPSLoss | test_CRPSLoss | +|---|---| +| 74.1899447775193 | 79.26462867583763 | + +# Auto Regressive Models +### Linear Model +#### Example summary of the Linear Model +``` +========================================================================================== +Layer (type:depth-idx) Output Shape Param # +========================================================================================== +Sequential [1024, 13] -- +├─TimeEmbedding: 1-1 [1024, 195] -- +│ └─Embedding: 2-1 [1024, 2] 192 +├─LinearRegression: 1-2 [1024, 13] -- +│ └─Linear: 2-2 [1024, 13] 2,548 +========================================================================================== +Total params: 2,740 +Trainable params: 2,740 +Non-trainable params: 0 +Total mult-adds (M): 2.81 +========================================================================================== +Input size (MB): 0.79 +Forward/backward pass size (MB): 0.12 +Params size (MB): 0.01 +Estimated Total Size (MB): 0.93 +========================================================================================== +``` + +| Experiment | Quarter | Load forecast | Load History | test_L1Loss | test_CRPSLoss | +|---|---|---|---|---|---| +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/c7a0f30439ba4ef5bac28cc8337318ce/info-output/metrics/scalar?columns=selected&columns=type&columns=name&columns=tags&columns=status&columns=project.name&columns=users&columns=started&columns=last_update&columns=last_iteration&columns=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | False |False |False | 105.62005737808495 | 78.6946345109206 | +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/a35aa8e60ef94999af909134d2285afc/info-output/metrics/scalar?columns=selected&columns=type&columns=name&columns=tags&columns=status&columns=project.name&columns=users&columns=started&columns=last_update&columns=last_iteration&columns=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | True | False | False | 104.97209199411934 | 78.15958404541016 | +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/c67a9b2c2c6f42278dbca527dcc283b0/info-output/metrics/scalar?columns=selected&columns=type&columns=name&columns=tags&columns=status&columns=project.name&columns=users&columns=started&columns=last_update&columns=last_iteration&columns=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | True | True | False | 104.98653461048444 | 78.18278430058406 | +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/0f1f2bec9bc94beca9b749d5f1708190/info-output/metrics/scalar?columns=selected&columns=type&columns=name&columns=tags&columns=status&columns=project.name&columns=users&columns=started&columns=last_update&columns=last_iteration&columns=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | True | True | True | 104.82491272720578 | 77.90755403958835 | + +#### Quantiles Histogram Debug Plots + +

+ + +

+ +### Non Linear Model + +#### Example summary of the Non Linear Model +``` +========================================================================================== +Layer (type:depth-idx) Output Shape Param # +========================================================================================== +Sequential [1024, 13] -- +├─TimeEmbedding: 1-1 [1024, 96] -- +├─NonLinearRegression: 1-2 [1024, 13] -- +│ └─ModuleList: 2-9 -- (recursive) +│ │ └─Linear: 3-1 [1024, 512] 49,664 +│ └─ReLU: 2-2 [1024, 512] -- +│ └─ModuleList: 2-9 -- (recursive) +│ │ └─Dropout: 3-2 [1024, 512] -- +│ └─ReLU: 2-4 [1024, 512] -- +│ └─ModuleList: 2-9 -- (recursive) +│ │ └─Linear: 3-3 [1024, 512] 262,656 +│ └─ReLU: 2-6 [1024, 512] -- +│ └─ModuleList: 2-9 -- (recursive) +│ │ └─Dropout: 3-4 [1024, 512] -- +│ └─ReLU: 2-8 [1024, 512] -- +│ └─ModuleList: 2-9 -- (recursive) +│ │ └─Linear: 3-5 [1024, 13] 6,669 +========================================================================================== +Total params: 318,989 +Trainable params: 318,989 +Non-trainable params: 0 +Total mult-adds (M): 326.64 +========================================================================================== +Input size (MB): 0.39 +Forward/backward pass size (MB): 8.50 +Params size (MB): 1.28 +Estimated Total Size (MB): 10.16 +========================================================================================== +``` + +| Experiment | Quarter | Load forecast | Load History | test_L1Loss | test_CRPSLoss | +|---|---|---|---|---|---| +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/b15e452a19d941cdb6a59562e42765c7/hyper-params/configuration/model?columns=selected&columns=type&columns=name&columns=tags&columns=status&columns=project.name&columns=users&columns=started&columns=last_update&columns=last_iteration&columns=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | False | False | False | 105.75275872112196 | 79.5905984731821 | +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/57834a557d104c078245e09506270fc2/execution?columns=selected&columns=type&columns=name&columns=tags&columns=status&columns=project.name&columns=users&columns=started&columns=last_update&columns=last_iteration&columns=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | True | False | False | 104.9115321283131 | 78.9574656853309 | +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/6e0916d84fa94a74874add62fbba3c92/execution?columns=selected&columns=type&columns=name&columns=tags&columns=status&columns=project.name&columns=users&columns=started&columns=last_update&columns=last_iteration&columns=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | True | True | False | 104.05637291829032 | 78.49674870417668 | +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/1182d39a984b478c9301aafb4a81ff1b/execution?columns=selected&columns=type&columns=name&columns=tags&columns=status&columns=project.name&columns=users&columns=started&columns=last_update&columns=last_iteration&columns=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | True | True | True | 103.89383283348461 | 77.7099763430082 | + +#### Quantiles Histogram Debug Plots + +

+ + +

+ +### LSTM/GRU Model +Input shape: (batch_size, sequence_length, input_features) \ +If load forecast is used as input, each time step gets the load forecast for the next time step as feature. + +Example: +We have time steps: + +| | 1 | 2 | 3 | 4 | 5 | +|---|---|---|---|---|---| +| NRV | 0.1 | 0.2 | 0.15 | 0.3 | 0.4 | +| Load forecast | 0.4 | 0.23 | 0.48 | 0.2 | 0.1 | + +If we want to predict the NRV for time step 5 using the information we have beforehand, we can use the NRV from the previous time steps. We can however also use the load forecast of time step 5. To incorporate this information as input, we need to move the load forecast one time step back. This means, that the input for time step 5 is given with the NRV of time step 4. + +If the time is also wanted as input, we add this as a feature for every timestep aswell. + +#### Example summary of the LSTM/GRU Model +``` +========================================================================================== +Layer (type:depth-idx) Output Shape Param # +========================================================================================== +Sequential [512, 13] -- +├─TimeEmbedding: 1-1 [512, 96, 5] -- +│ └─Embedding: 2-1 [512, 96, 4] 384 +├─GRUModel: 1-2 [512, 13] -- +│ └─GRU: 2-2 [512, 96, 512] 3,949,056 +│ └─Linear: 2-3 [512, 13] 6,669 +========================================================================================== +Total params: 3,956,109 +Trainable params: 3,956,109 +Non-trainable params: 0 +Total mult-adds (G): 194.11 +========================================================================================== +Input size (MB): 0.39 +Forward/backward pass size (MB): 202.95 +Params size (MB): 15.82 +Estimated Total Size (MB): 219.17 +========================================================================================== +``` + +| Experiment | Quarter | Load forecast | test_L1Loss | test_CRPSLoss | +|---|---|---|---|---| +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/da13772831694537a8a676f873f0577b/info-output/metrics/scalar) | False | False | 104.91248365620233 | 80.52249167947208 | +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/1c3bea2d3ce2494498fd2f188c23ae93/info-output/metrics/scalar) | True | False | 104.01024075423138 | 79.42769390928979 | +| [Link](https://clearml.victormylle.be/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/38ee177cdd4741dbb9668c8902b03acc/info-output/metrics/scalar?columns=selected&columns=type&columns=name&columns=tags&columns=status&columns=project.name&columns=users&columns=started&columns=last_update&columns=last_iteration&columns=parent.name&columns=m.1a899a19b54957e02a21c3a1d82577ad.0970ca62a85af2722008c5220e9d8a9e.value.Summary%2Ftest_CRPSLoss.lastreported&columns=m.293da6b015ca6a65992dcf7a53fa0237.098f6bcd4621d373cade4e832627b4f6.min_value.PinballLoss.test&order=-last_update&filter=) | True | True | 103.57896084611653 | 79.2824327805463 | + +#### Quantiles Histogram Debug Plots + +

+ + +

+ +### Results for now +| Model | test_L1Loss | test_CRPSLoss | +|---|---|---| +| Linear Model | 104.82491272720578 | 77.90755403958835 | +| Non Linear Model | 103.89383283348461 | 77.7099763430082 | +| LSTM/GRU Model | 103.57896084611653 | 79.2824327805463 | \ No newline at end of file diff --git a/Result-Reports/November_1.md b/Result-Reports/November_1.md index 6fd55fe..00d99c8 100644 --- a/Result-Reports/November_1.md +++ b/Result-Reports/November_1.md @@ -12,7 +12,7 @@ - [x] Quantile Regression nakijken - [x] Test scores voor 96 values -- [ ] (Optional) Andere modellen (LSTM?) +- [x] Andere modellen (LSTM?) - [x] Non autoregressive Quantile Regression - [x] Fix debug plots for quantile regression -> predict quantiles and look if true value is below a quantile, if so 1 else 0 and average these over all samples @@ -23,11 +23,12 @@ - [ ] Day-ahead implicit net position - [x] Faster sampling for quantile regression -- [ ] Quantile plots for other model (Linear, GRU) (Check if better) +- [x] Quantile plots for other model (Linear, GRU) (Check if better) - [ ] Check example plots to see if metrics correspond with what seen on plots - [x] Time step (96 values) to embedding layer - [x] Mean of nrv per time step plotten (done for probabilistic baseline) - [x] Convert back to MW on plots +- [x] Background model training ## 2. 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zbGCz)!HP1>0i`tLGmy+T0kC%Ruy=B!WYf_$fm>h8_`rSv&Zf#}&@uegYM}rChS6f3 zMz$$2#oLRaO+d5$g;ZjJ@U*y{x^yhj;mT8_8F-Bak&Qyjdtgx1q1cD!P5A|sT>T76 zc~Sc>M16$>Fm1P{CXkv{|7-Y$As|I-oFQb_=I}mV&Z2g+4^{oe!sPad46D^&k3H(02SG0zR~PeM#a Kv`9qP`~Lx!Q(r3p literal 0 HcmV?d00001 diff --git a/requirements.txt b/requirements.txt index 1107a55..d375463 100644 --- a/requirements.txt +++ b/requirements.txt @@ -9,4 +9,5 @@ lightgbm prettytable clearml properscoring -nbconvert \ No newline at end of file +nbconvert +torchinfo \ No newline at end of file diff --git a/src/data/dataset.py b/src/data/dataset.py index 5bb82cd..f081a0e 100644 --- a/src/data/dataset.py +++ b/src/data/dataset.py @@ -15,19 +15,18 @@ class NrvDataset(Dataset): lstm: bool = False, ): self.data_config = data_config - self.dataframe = dataframe self.full_day_skip = full_day_skip self.lstm = lstm # reset dataframe index - self.dataframe.reset_index(drop=True, inplace=True) + dataframe.reset_index(drop=True, inplace=True) self.sequence_length = sequence_length self.predict_sequence_length = predict_sequence_length - self.samples_to_skip = self.skip_samples() + self.samples_to_skip = self.skip_samples(dataframe=dataframe) total_indices = set( - range(len(self.dataframe) - self.sequence_length - self.predict_sequence_length) + range(len(dataframe) - self.sequence_length - self.predict_sequence_length) ) self.valid_indices = sorted(list(total_indices - set(self.samples_to_skip))) @@ -48,20 +47,28 @@ class NrvDataset(Dataset): self.forecast_features.append("wind_gen_forecast") # add time feature to dataframe - time_feature = np.array([0] * len(self.dataframe)) + time_feature = np.array([0] * len(dataframe)) if self.data_config.QUARTER: - time_feature += self.dataframe["quarter"] + time_feature += dataframe["quarter"] if self.data_config.DAY_OF_WEEK: - d_w = self.dataframe["day_of_week"] + d_w = dataframe["day_of_week"] if self.data_config.QUARTER: d_w *= 96 time_feature += d_w - self.dataframe["time_feature"] = time_feature + # if not all zero: + if time_feature.any(): + self.time_feature = torch.tensor(time_feature).float().reshape(-1) + else: + self.time_feature = None + + self.nrv = torch.tensor(dataframe["nrv"].values).float().reshape(-1) - def skip_samples(self): - nan_rows = self.dataframe[self.dataframe.isnull().any(axis=1)] + self.history_features, self.forecast_features = self.preprocess_data(dataframe) + + def skip_samples(self, dataframe): + nan_rows = dataframe[dataframe.isnull().any(axis=1)] nan_indices = nan_rows.index skip_indices = [ list( @@ -79,18 +86,22 @@ class NrvDataset(Dataset): # add indices that are not the start of a day (00:15) to the skip indices (use datetime column) # get indices of all 00:15 timestamps if self.full_day_skip: - start_of_day_indices = self.dataframe[ - self.dataframe["datetime"].dt.time != pd.Timestamp("00:15:00").time() + start_of_day_indices = dataframe[ + dataframe["datetime"].dt.time != pd.Timestamp("00:15:00").time() ].index skip_indices.extend(start_of_day_indices) skip_indices = list(set(skip_indices)) return skip_indices + + def preprocess_data(self, dataframe): + return torch.tensor(dataframe[self.history_features].values).float(), torch.tensor(dataframe[self.forecast_features].values).float() + def __len__(self): return len(self.valid_indices) - def _get__all_data(self, idx: int): + def _get_all_data(self, idx: int): history_df = self.dataframe.iloc[idx : idx + self.sequence_length] forecast_df = self.dataframe.iloc[ idx + self.sequence_length : idx + self.sequence_length + self.predict_sequence_length @@ -99,39 +110,47 @@ class NrvDataset(Dataset): def __getitem__(self, idx): actual_idx = self.valid_indices[idx] - - history_df, forecast_df = self._get__all_data(actual_idx) - + # get nrv history features - nrv_features = torch.tensor(history_df[["nrv"]].values).reshape(-1) + nrv_features = self.nrv[actual_idx : actual_idx + self.sequence_length] - # get history featues - history_features = history_df[self.history_features].values + history_features = self.history_features[actual_idx : actual_idx + self.sequence_length, :] + forecast_features = self.forecast_features[actual_idx + self.sequence_length : actual_idx + self.sequence_length + self.predict_sequence_length, :] - # combine the history features to one tensor (first one feature, then the next one, etc.) - history_features = torch.tensor(history_features) - - # get forecast features - forecast_features = forecast_df[self.forecast_features].values - forecast_features = torch.tensor(forecast_features) - - # add last time feature of the history - time_feature = history_df["time_feature"].iloc[-1] + if self.time_feature is not None: + time_features = self.time_feature[actual_idx : actual_idx + self.sequence_length] + else: + time_features = None ## all features if not self.lstm: - all_features = torch.cat( - [nrv_features, history_features.reshape(-1), forecast_features.reshape(-1), torch.tensor([time_feature])], dim=0 - ) + all_features_list = [nrv_features] + + if history_features.numel() > 0: + all_features_list.append(history_features.reshape(-1)) + + if forecast_features.numel() > 0: + all_features_list.append(forecast_features.reshape(-1)) + + if time_features is not None: + all_features_list.append(torch.tensor([time_features[-1]])) + + all_features = torch.cat(all_features_list, dim=0) + else: - time_features = torch.tensor(history_df["time_feature"].values).reshape(-1, 1) - # combine (96, ) and (96, 2) to (96, 3) - all_features = torch.cat( - [nrv_features.unsqueeze(1), time_features], dim=1 - ) + all_features_list = [nrv_features.unsqueeze(1)] + + if self.forecast_features.numel() > 0: + history_forecast_features = self.forecast_features[actual_idx + 1 : actual_idx + self.sequence_length + 1, :] + all_features_list.append(history_forecast_features) + + if time_features is not None: + all_features_list.append(time_features.unsqueeze(-1)) + + all_features = torch.cat(all_features_list, dim=1) # Target sequence, flattened if necessary - nrv_target = forecast_df["nrv"].values + nrv_target = self.nrv[actual_idx + self.sequence_length : actual_idx + self.sequence_length + self.predict_sequence_length] # check if nan values are present if torch.isnan(all_features).any(): @@ -141,16 +160,18 @@ class NrvDataset(Dataset): # all features and target to float all_features = all_features.float() - - # to tens&éazzaéaz"ezéors - nrv_target = torch.tensor(nrv_target).float() return all_features, nrv_target, idx def random_day_autoregressive(self, idx: int): all_features, nrv_target, _ = self.__getitem__(idx) # remove the first 96 values of the features (the nrv history) - all_features = all_features[self.sequence_length :] + if not self.lstm: + all_features = all_features[self.sequence_length :] + else: + # last time step + all_features = all_features[-1, :] + all_features = all_features.unsqueeze(0) return all_features, nrv_target diff --git a/src/models/linear_regression.py b/src/models/linear_regression.py index bc4044a..7f735cb 100644 --- a/src/models/linear_regression.py +++ b/src/models/linear_regression.py @@ -1,11 +1,17 @@ import torch +import numpy as np class LinearRegression(torch.nn.Module): def __init__(self, inputSize, output_size): super(LinearRegression, self).__init__() self.inputSize = inputSize self.output_size = output_size - self.linear = torch.nn.Linear(inputSize, output_size) + + # dimension multiplication without first one + dim = inputSize[1:] + dim = [int(x) for x in dim] + dim = np.prod(dim) + self.linear = torch.nn.Linear(dim, output_size) def forward(self, x): x = torch.squeeze(x, -1) diff --git a/src/models/lstm_model.py b/src/models/lstm_model.py index 88754bf..9ba3ac5 100644 --- a/src/models/lstm_model.py +++ b/src/models/lstm_model.py @@ -37,9 +37,9 @@ class GRUModel(torch.nn.Module): def forward(self, x): # Forward pass through the GRU layers - _, hidden_state = self.gru(x) - + x, _ = self.gru(x) + x = x[:, -1, :] # Use the hidden state from the last time step for the output - output = self.linear(hidden_state[-1]) + output = self.linear(x) return output diff --git a/src/models/non_linear_regression.py b/src/models/non_linear_regression.py index 218179b..289bfb8 100644 --- a/src/models/non_linear_regression.py +++ b/src/models/non_linear_regression.py @@ -13,7 +13,7 @@ class NonLinearRegression(torch.nn.Module): # add linear layers with relu self.layers = torch.nn.ModuleList() - self.layers.append(torch.nn.Linear(inputSize, hiddenSize)) + self.layers.append(torch.nn.Linear(inputSize[-1], hiddenSize)) self.layers.append(torch.nn.Dropout(dropout)) for _ in range(numLayers - 2): self.layers.append(torch.nn.Linear(hiddenSize, hiddenSize)) diff --git a/src/models/time_embedding_layer.py b/src/models/time_embedding_layer.py index b81ef19..af644ea 100644 --- a/src/models/time_embedding_layer.py +++ b/src/models/time_embedding_layer.py @@ -10,6 +10,8 @@ class TimeEmbedding(nn.Module): def forward(self, x): # Extract the last 'time_features' from the input + if self.time_features == 0: + return x time_feature = x[..., -1] # Use ellipsis to access the last dimension # convert to int time_feature = time_feature.int() @@ -20,6 +22,8 @@ class TimeEmbedding(nn.Module): def output_dim(self, input_dim): + if self.time_features == 0: + return input_dim # Create a list from the input dimension input_dim_list = list(input_dim) # Modify the last dimension diff --git a/src/notebooks/training.ipynb b/src/notebooks/training.ipynb index 479d67a..09db815 100644 --- a/src/notebooks/training.ipynb +++ b/src/notebooks/training.ipynb @@ -42,15 +42,15 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#### Data Processor ####\n", "data_config = DataConfig()\n", "data_config.NRV_HISTORY = True\n", - "data_config.LOAD_HISTORY = False\n", - "data_config.LOAD_FORECAST = False\n", + "data_config.LOAD_HISTORY = True\n", + "data_config.LOAD_FORECAST = True\n", "\n", "data_config.WIND_FORECAST = False\n", "data_config.WIND_HISTORY = False\n", @@ -72,16 +72,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "Interrupted by user", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/workspaces/Thesis/src/notebooks/training.ipynb Cell 5\u001b[0m line \u001b[0;36m7\n\u001b[1;32m 3\u001b[0m trainer \u001b[39m=\u001b[39m ProbabilisticBaselineTrainer(\n\u001b[1;32m 4\u001b[0m quantiles\u001b[39m=\u001b[39mquantiles, data_processor\u001b[39m=\u001b[39mdata_processor, clearml_helper\u001b[39m=\u001b[39mclearml_helper\n\u001b[1;32m 5\u001b[0m )\n\u001b[1;32m 6\u001b[0m trainer\u001b[39m.\u001b[39madd_metrics_to_track([CRPSLoss()])\n\u001b[0;32m----> 7\u001b[0m trainer\u001b[39m.\u001b[39;49mtrain()\n", + "File \u001b[0;32m/workspaces/Thesis/src/notebooks/../../src/trainers/probabilistic_baseline.py:43\u001b[0m, in \u001b[0;36mProbabilisticBaselineTrainer.train\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mtrain\u001b[39m(\u001b[39mself\u001b[39m):\n\u001b[0;32m---> 43\u001b[0m task \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49minit_clearml_task()\n\u001b[1;32m 44\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m 45\u001b[0m time_steps \u001b[39m=\u001b[39m [[] \u001b[39mfor\u001b[39;00m _ \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39m96\u001b[39m)]\n", + "File \u001b[0;32m/workspaces/Thesis/src/notebooks/../../src/trainers/probabilistic_baseline.py:28\u001b[0m, in \u001b[0;36mProbabilisticBaselineTrainer.init_clearml_task\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mclearml_helper:\n\u001b[1;32m 26\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[0;32m---> 28\u001b[0m task_name \u001b[39m=\u001b[39m \u001b[39minput\u001b[39;49m(\u001b[39m\"\u001b[39;49m\u001b[39mEnter a task name: \u001b[39;49m\u001b[39m\"\u001b[39;49m)\n\u001b[1;32m 29\u001b[0m \u001b[39mif\u001b[39;00m task_name \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[1;32m 30\u001b[0m task_name \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mUntitled Task\u001b[39m\u001b[39m\"\u001b[39m\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/ipykernel/kernelbase.py:1251\u001b[0m, in \u001b[0;36mKernel.raw_input\u001b[0;34m(self, prompt)\u001b[0m\n\u001b[1;32m 1249\u001b[0m msg \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mraw_input was called, but this frontend does not support input requests.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 1250\u001b[0m \u001b[39mraise\u001b[39;00m StdinNotImplementedError(msg)\n\u001b[0;32m-> 1251\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_input_request(\n\u001b[1;32m 1252\u001b[0m \u001b[39mstr\u001b[39;49m(prompt),\n\u001b[1;32m 1253\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_parent_ident[\u001b[39m\"\u001b[39;49m\u001b[39mshell\u001b[39;49m\u001b[39m\"\u001b[39;49m],\n\u001b[1;32m 1254\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mget_parent(\u001b[39m\"\u001b[39;49m\u001b[39mshell\u001b[39;49m\u001b[39m\"\u001b[39;49m),\n\u001b[1;32m 1255\u001b[0m password\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m 1256\u001b[0m )\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/ipykernel/kernelbase.py:1295\u001b[0m, in \u001b[0;36mKernel._input_request\u001b[0;34m(self, prompt, ident, parent, password)\u001b[0m\n\u001b[1;32m 1292\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyboardInterrupt\u001b[39;00m:\n\u001b[1;32m 1293\u001b[0m \u001b[39m# re-raise KeyboardInterrupt, to truncate traceback\u001b[39;00m\n\u001b[1;32m 1294\u001b[0m msg \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mInterrupted by user\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m-> 1295\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyboardInterrupt\u001b[39;00m(msg) \u001b[39mfrom\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 1296\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mException\u001b[39;00m:\n\u001b[1;32m 1297\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mlog\u001b[39m.\u001b[39mwarning(\u001b[39m\"\u001b[39m\u001b[39mInvalid Message:\u001b[39m\u001b[39m\"\u001b[39m, exc_info\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: Interrupted by user" + ] + } + ], "source": [ "data_processor.set_full_day_skip(True)\n", - "quantiles = [0.01, 0.05, 0.1, 0.15, 0.4, 0.5, 0.6, 0.85, 0.9, 0.95, 0.99]\n", + "quantiles = [0.01, 0.05, 0.1, 0.15, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.85, 0.9, 0.95, 0.99]\n", "trainer = ProbabilisticBaselineTrainer(\n", " quantiles=quantiles, data_processor=data_processor, clearml_helper=clearml_helper\n", ")\n", - "trainer.add_metrics_to_track([CRPSLoss(quantiles=quantiles)])\n", + "trainer.add_metrics_to_track([CRPSLoss()])\n", "trainer.train()" ] }, @@ -100,7 +116,7 @@ "source": [ "#### Hyperparameters ####\n", "inputDim = data_processor.get_input_size()\n", - "learningRate = 0.00005\n", + "learningRate = 0.0001\n", "epochs = 150\n", "\n", "# model = LinearRegression(inputDim, 96)\n", @@ -133,8 +149,8 @@ "learningRate = 0.0003\n", "epochs = 50\n", "\n", - "# model = LinearRegression(inputDim, 1)\n", - "model = NonLinearRegression(inputDim, 1, hiddenSize=1024, numLayers=5)\n", + "model = LinearRegression(inputDim, 1)\n", + "# model = NonLinearRegression(inputDim, 1, hiddenSize=1024, numLayers=5)\n", "optimizer = torch.optim.Adam(model.parameters(), lr=learningRate)\n", "\n", "#### Data Processor ####\n", @@ -167,13 +183,15 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "ClearML Task: created new task id=1182d39a984b478c9301aafb4a81ff1b\n", + "ClearML results page: http://192.168.1.182:8080/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/1182d39a984b478c9301aafb4a81ff1b/output/log\n", "96\n" ] }, @@ -181,72 +199,66 @@ "name": "stderr", "output_type": "stream", "text": [ - "/workspaces/Thesis/src/notebooks/../../src/trainers/quantile_trainer.py:68: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " quantiles_tensor = torch.tensor(quantiles)\n", - "/workspaces/Thesis/src/notebooks/../../src/losses/pinball_loss.py:8: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " self.quantiles_tensor = torch.tensor(quantiles, dtype=torch.float32)\n", - "InsecureRequestWarning: Certificate verification is disabled! Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n" + "Connecting multiple input models with the same name: `checkpoint`. This might result in the wrong model being used when executing remotely\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "ClearML Task: created new task id=4652507a84f5435fb6bd98c645d15f24\n", - "ClearML results page: http://192.168.1.182:8080/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/4652507a84f5435fb6bd98c645d15f24/output/log\n", - "2023-11-26 22:15:47,860 - clearml.Task - INFO - Storing jupyter notebook directly as code\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Switching to remote execution, output log page http://192.168.1.182:8080/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/4652507a84f5435fb6bd98c645d15f24/output/log\n" - ] - }, - { - "ename": "", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31mThe Kernel crashed while executing code in the the current cell or a previous cell. Please review the code in the cell(s) to identify a possible cause of the failure. Click here for more info. View Jupyter log for further details." + "Early stopping triggered\n" ] } ], "source": [ + "task = clearml_helper.get_task(task_name=\"Autoregressive Quantile Regression + Quarter + Load Forecast + Load History\")\n", + "data_config = task.connect(data_config, name=\"data_features\")\n", + "\n", "#### Hyperparameters ####\n", "data_processor.set_output_size(1)\n", "inputDim = data_processor.get_input_size()\n", - "learningRate = 0.0001\n", - "epochs = 100\n", + "epochs = 300\n", "\n", - "# quantiles = torch.tensor([0.01, 0.05, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 0.95, 0.99]).to(\"cuda\")\n", - "quantiles = torch.tensor(\n", - " [0.01, 0.05, 0.1, 0.15, 0.3, 0.4, 0.5, 0.6, 0.7, 0.85, 0.9, 0.95, 0.99]\n", - ").to(\"cuda\")\n", + "quantiles = task.get_parameter(\"general/quantiles\", cast=True)\n", + "if quantiles is None:\n", + " quantiles = [0.01, 0.05, 0.1, 0.15, 0.3, 0.4, 0.5, 0.6, 0.7, 0.85, 0.9, 0.95, 0.99]\n", + " task.set_parameter(\"general/quantiles\", quantiles)\n", + "else:\n", + " if isinstance(quantiles, str):\n", + " quantiles = eval(quantiles)\n", "\n", - "# model = LinearRegression(inputDim, len(quantiles))\n", - "time_embedding = TimeEmbedding(data_processor.get_time_feature_size(), 4)\n", - "non_linear_regression_model = NonLinearRegression(time_embedding.output_dim(inputDim), len(quantiles), hiddenSize=1024, numLayers=5)\n", + "model_parameters = {\n", + " \"learning_rate\": 0.0001,\n", + " \"hidden_size\": 512,\n", + " \"num_layers\": 3,\n", + " \"dropout\": 0.2,\n", + " \"time_feature_embedding\": 2,\n", + "}\n", + "\n", + "model_parameters = task.connect(model_parameters, name=\"model_parameters\")\n", + "\n", + "time_embedding = TimeEmbedding(data_processor.get_time_feature_size(), model_parameters[\"time_feature_embedding\"])\n", + "# linear_regression = LinearRegression(time_embedding.output_dim(inputDim), len(quantiles))\n", + "non_linear_regression_model = NonLinearRegression(time_embedding.output_dim(inputDim), len(quantiles), hiddenSize=model_parameters[\"hidden_size\"], numLayers=model_parameters[\"num_layers\"], dropout=model_parameters[\"dropout\"])\n", "model = nn.Sequential(time_embedding, non_linear_regression_model)\n", - "optimizer = torch.optim.Adam(model.parameters(), lr=learningRate)\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=model_parameters[\"learning_rate\"])\n", "\n", "#### Trainer ####\n", "trainer = AutoRegressiveQuantileTrainer(\n", " model,\n", + " inputDim,\n", " optimizer,\n", " data_processor,\n", " quantiles,\n", " \"cuda\",\n", - " debug=True,\n", - " clearml_helper=clearml_helper,\n", + " debug=False,\n", ")\n", "trainer.add_metrics_to_track(\n", - " [PinballLoss(quantiles), MSELoss(), L1Loss(), CRPSLoss(quantiles)]\n", + " [PinballLoss(quantiles), MSELoss(), L1Loss(), CRPSLoss()]\n", ")\n", "trainer.early_stopping(patience=10)\n", "trainer.plot_every(5)\n", - "trainer.train(epochs=epochs, remotely=True)" + "trainer.train(task=task, epochs=epochs, remotely=False)" ] }, { @@ -258,49 +270,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/workspaces/Thesis/src/notebooks/../../src/trainers/quantile_trainer.py:335: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " quantiles_tensor = torch.tensor(quantiles)\n", - "/workspaces/Thesis/src/notebooks/../../src/losses/pinball_loss.py:22: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " self.quantiles_tensor = torch.tensor(quantiles, dtype=torch.float32)\n", - "InsecureRequestWarning: Certificate verification is disabled! Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ClearML Task: created new task id=0c748cf6ec0f4c748cc35be78ae4c6c1\n", - "ClearML results page: http://192.168.1.182:8080/projects/2e46d4af6f1e4c399cf9f5aa30bc8795/experiments/0c748cf6ec0f4c748cc35be78ae4c6c1/output/log\n", - "2023-11-26 16:15:07,490 - clearml.Task - INFO - Storing jupyter notebook directly as code\n", - "2023-11-26 16:15:09,255 - clearml.model - WARNING - 500 model found when searching for `file:///workspaces/Thesis/src/notebooks/checkpoint.pt`\n", - "2023-11-26 16:15:09,256 - clearml.model - WARNING - Selected model `Autoregressive Quantile Regression (quarter + day of week)` (id=bc0cb0d7fc614e2e8b0edf5b85348646)\n", - "2023-11-26 16:15:09,265 - clearml.frameworks - INFO - Found existing registered model id=bc0cb0d7fc614e2e8b0edf5b85348646 [/workspaces/Thesis/src/notebooks/checkpoint.pt] reusing it.\n", - "2023-11-26 16:15:09,958 - clearml.Task - INFO - Completed model upload to http://192.168.1.182:8081/Thesis/NrvForecast/Untitled%20Task.0c748cf6ec0f4c748cc35be78ae4c6c1/models/checkpoint.pt\n", - "2023-11-26 16:15:10,998 - clearml.Task - INFO - Completed model upload to http://192.168.1.182:8081/Thesis/NrvForecast/Untitled%20Task.0c748cf6ec0f4c748cc35be78ae4c6c1/models/checkpoint.pt\n", - "2023-11-26 16:15:12,118 - clearml.Task - INFO - Completed model upload to http://192.168.1.182:8081/Thesis/NrvForecast/Untitled%20Task.0c748cf6ec0f4c748cc35be78ae4c6c1/models/checkpoint.pt\n", - "2023-11-26 16:15:13,152 - clearml.Task - INFO - Completed model upload to http://192.168.1.182:8081/Thesis/NrvForecast/Untitled%20Task.0c748cf6ec0f4c748cc35be78ae4c6c1/models/checkpoint.pt\n", - "2023-11-26 16:15:14,540 - clearml.Task - INFO - Completed model upload to http://192.168.1.182:8081/Thesis/NrvForecast/Untitled%20Task.0c748cf6ec0f4c748cc35be78ae4c6c1/models/checkpoint.pt\n", - "Early stopping triggered\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/workspaces/Thesis/src/notebooks/../../src/trainers/quantile_trainer.py:366: UserWarning:\n", - "\n", - "Creating a tensor from a list of numpy.ndarrays is extremely slow. Please consider converting the list to a single numpy.ndarray with numpy.array() before converting to a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1682343967769/work/torch/csrc/utils/tensor_new.cpp:245.)\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "### Data Processor ###\n", "data_processor.set_full_day_skip(True)\n", diff --git a/src/trainers/autoregressive_trainer.py b/src/trainers/autoregressive_trainer.py index d170693..a254f01 100644 --- a/src/trainers/autoregressive_trainer.py +++ b/src/trainers/autoregressive_trainer.py @@ -15,6 +15,7 @@ class AutoRegressiveTrainer(Trainer): def __init__( self, model: torch.nn.Module, + input_dim: tuple, optimizer: torch.optim.Optimizer, criterion: torch.nn.Module, data_processor: DataProcessor, @@ -23,6 +24,7 @@ class AutoRegressiveTrainer(Trainer): ): super().__init__( model=model, + input_dim=input_dim, optimizer=optimizer, criterion=criterion, data_processor=data_processor, diff --git a/src/trainers/probabilistic_baseline.py b/src/trainers/probabilistic_baseline.py index 0f9cfa9..e5a0c9e 100644 --- a/src/trainers/probabilistic_baseline.py +++ b/src/trainers/probabilistic_baseline.py @@ -48,7 +48,7 @@ class ProbabilisticBaselineTrainer(Trainer): predict_sequence_length=96 ) - for inputs, _ in train_loader: + for inputs, _, _ in train_loader: for i in range(96): time_steps[i].extend(inputs[:, i].numpy()) @@ -80,7 +80,7 @@ class ProbabilisticBaselineTrainer(Trainer): raise def log_final_metrics(self, task, dataloader, quantile_values, train: bool = True): - metric = CRPSLoss(self.quantiles) + metric = CRPSLoss() crps_values = [] crps_inversed_values = [] @@ -147,6 +147,9 @@ class ProbabilisticBaselineTrainer(Trainer): def plot_quantiles(self, quantile_values): fig = go.Figure() + # inverse transform quantile_values + quantile_values = self.data_processor.inverse_transform(quantile_values) + for i, q in enumerate(self.quantiles): values_for_quantile = quantile_values[:, i] fig.add_trace( @@ -159,7 +162,8 @@ class ProbabilisticBaselineTrainer(Trainer): ) fig.update_layout(title="Quantile Values") - fig.update_yaxes(range=[-1, 1]) + + fig.update_layout(height=600) return fig diff --git a/src/trainers/quantile_trainer.py b/src/trainers/quantile_trainer.py index 5146e53..e56b78c 100644 --- a/src/trainers/quantile_trainer.py +++ b/src/trainers/quantile_trainer.py @@ -60,6 +60,7 @@ class AutoRegressiveQuantileTrainer(AutoRegressiveTrainer): def __init__( self, model: torch.nn.Module, + input_dim: tuple, optimizer: torch.optim.Optimizer, data_processor: DataProcessor, quantiles: list, @@ -72,6 +73,7 @@ class AutoRegressiveQuantileTrainer(AutoRegressiveTrainer): criterion = PinballLoss(quantiles=quantiles) super().__init__( model=model, + input_dim=input_dim, optimizer=optimizer, criterion=criterion, data_processor=data_processor, @@ -192,7 +194,10 @@ class AutoRegressiveQuantileTrainer(AutoRegressiveTrainer): prev_features = prev_features.to(self.device) targets = targets.to(self.device) - initial_sequence = prev_features[:, :96] + if len(list(prev_features.shape)) == 2: + initial_sequence = prev_features[:, :96] + else: + initial_sequence = prev_features[:, :, 0] target_full = targets[:, 0].unsqueeze(1) # (batch_size, 1) with torch.no_grad(): @@ -206,22 +211,37 @@ class AutoRegressiveQuantileTrainer(AutoRegressiveTrainer): predictions_full = new_predictions_full.unsqueeze(1) for i in range(sequence_length - 1): - new_features = torch.cat( - (prev_features[:, 1:96], samples), dim=1 - ) # (batch_size, 96) + if len(list(prev_features.shape)) == 2: + new_features = torch.cat( + (prev_features[:, 1:96], samples), dim=1 + ) # (batch_size, 96) - new_features = new_features.float() + new_features = new_features.float() - other_features, new_targets = dataset.get_batch_autoregressive( - np.array(idx_batch) + i + 1 - ) # (batch_size, new_features) + other_features, new_targets = dataset.get_batch_autoregressive( + np.array(idx_batch) + i + 1 + ) # (batch_size, new_features) + + if other_features is not None: + prev_features = torch.cat( + (new_features.to(self.device), other_features.to(self.device)), dim=1 + ) # (batch_size, 96 + new_features) + else: + prev_features = new_features - if other_features is not None: - prev_features = torch.cat( - (new_features.to(self.device), other_features.to(self.device)), dim=1 - ) # (batch_size, 96 + new_features) else: - prev_features = new_features + other_features, new_targets = dataset.get_batch_autoregressive( + np.array(idx_batch) + i + 1 + ) # (batch_size, 1, new_features) + + # change the other_features nrv based on the samples + other_features[:, 0, 0] = samples.squeeze(-1) + # make sure on same device + other_features = other_features.to(self.device) + prev_features = prev_features.to(self.device) + prev_features = torch.cat( + (prev_features[:, 1:, :], other_features), dim=1 + ) # (batch_size, 96, new_features) target_full = torch.cat( (target_full, new_targets.to(self.device)), dim=1 diff --git a/src/trainers/trainer.py b/src/trainers/trainer.py index 80d9e38..3bfcd35 100644 --- a/src/trainers/trainer.py +++ b/src/trainers/trainer.py @@ -6,18 +6,20 @@ import plotly.graph_objects as go import numpy as np from plotly.subplots import make_subplots from clearml.config import running_remotely - +from torchinfo import summary class Trainer: def __init__( self, model: torch.nn.Module, + input_dim: tuple, optimizer: torch.optim.Optimizer, criterion: torch.nn.Module, data_processor: DataProcessor, device: torch.device, debug: bool = True, ): + self.input_dim = input_dim self.model = model self.optimizer = optimizer self.criterion = criterion @@ -70,6 +72,8 @@ class Trainer: task.add_tags(self.optimizer.__class__.__name__) task.add_tags(self.__class__.__name__) + task.set_configuration_object("model", str(summary(self.model, self.input_dim))) + self.optimizer.name = self.optimizer.__class__.__name__ self.criterion.name = self.criterion.__class__.__name__ diff --git a/src/training_scripts/autoregressive_quantiles.py b/src/training_scripts/autoregressive_quantiles.py index e790bde..3195af4 100644 --- a/src/training_scripts/autoregressive_quantiles.py +++ b/src/training_scripts/autoregressive_quantiles.py @@ -17,19 +17,18 @@ from src.models.time_embedding_layer import TimeEmbedding #### ClearML #### clearml_helper = ClearMLHelper(project_name="Thesis/NrvForecast") -task = clearml_helper.get_task(task_name="Autoregressive Quantile Regression") +task = clearml_helper.get_task(task_name="Autoregressive Quantile Regression: GRU + Quarter + Load Forecast") #### Data Processor #### data_config = DataConfig() data_config.NRV_HISTORY = True -data_config.LOAD_HISTORY = True data_config.LOAD_FORECAST = True data_config.QUARTER = True -data_config.DAY_OF_WEEK = True +data_config.DAY_OF_WEEK = False -# data_config = task.connect(data_config, name="data_features") +data_config = task.connect(data_config, name="data_features") data_processor = DataProcessor(data_config, path="", lstm=True) data_processor.set_batch_size(512) @@ -39,37 +38,49 @@ data_processor.set_full_day_skip(False) #### Hyperparameters #### data_processor.set_output_size(1) inputDim = data_processor.get_input_size() -learningRate = 0.001 -epochs = 100 - -print("Input dim: ", inputDim) +epochs = 400 # add parameters to clearml quantiles = task.get_parameter("general/quantiles", cast=True) +# make sure it is a list if quantiles is None: quantiles = [0.01, 0.05, 0.1, 0.15, 0.3, 0.4, 0.5, 0.6, 0.7, 0.85, 0.9, 0.95, 0.99] task.set_parameter("general/quantiles", quantiles) +else: + # if string, convert to list "[0.01, 0.05, 0.1, 0.15, 0.3, 0.4, 0.5, 0.6, 0.7, 0.85, 0.9, 0.95, 0.99]"" + if isinstance(quantiles, str): + quantiles = eval(quantiles) + +model_parameters = { + "learning_rate": 0.0001, + "hidden_size": 512, + "num_layers": 2, + "dropout": 0.2, + "time_feature_embedding": 4, +} + +model_parameters = task.connect(model_parameters, name="model_parameters") + +time_embedding = TimeEmbedding(data_processor.get_time_feature_size(), model_parameters["time_feature_embedding"]) +lstm_model = GRUModel(time_embedding.output_dim(inputDim), len(quantiles), hidden_size=model_parameters["hidden_size"], num_layers=model_parameters["num_layers"], dropout=model_parameters["dropout"]) -# model = LinearRegression(inputDim, len(quantiles)) -time_embedding = TimeEmbedding(data_processor.get_time_feature_size(), 4) -# non_linear_regression_model = NonLinearRegression(time_embedding.output_dim(inputDim), len(quantiles), hiddenSize=1024, numLayers=5) -lstm_model = GRUModel(time_embedding.output_dim(inputDim), len(quantiles), hidden_size=512, num_layers=2) model = nn.Sequential(time_embedding, lstm_model) -optimizer = torch.optim.Adam(model.parameters(), lr=learningRate) +optimizer = torch.optim.Adam(model.parameters(), lr=model_parameters["learning_rate"]) #### Trainer #### trainer = AutoRegressiveQuantileTrainer( model, + inputDim, optimizer, data_processor, quantiles, "cuda", - debug=True, + debug=False, ) trainer.add_metrics_to_track( [PinballLoss(quantiles), MSELoss(), L1Loss(), CRPSLoss()] ) -trainer.early_stopping(patience=10) -trainer.plot_every(100) -trainer.train(task=task, epochs=epochs, remotely=True) \ No newline at end of file +trainer.early_stopping(patience=30) +trainer.plot_every(5) +trainer.train(task=task, epochs=epochs, remotely=True) diff --git a/src/training_scripts/hyperparameter_optimizer.py b/src/training_scripts/hyperparameter_optimizer.py index fee49da..9048317 100644 --- a/src/training_scripts/hyperparameter_optimizer.py +++ b/src/training_scripts/hyperparameter_optimizer.py @@ -60,11 +60,16 @@ quantile_lists = [ quantiles_range = DiscreteParameterRange("general/quantiles", values=quantile_lists) #### Data Config #### -quarter_range = DiscreteParameterRange("data_features/quarter", values=[True, False]) -day_of_week_range = DiscreteParameterRange("data_features/day_of_week", values=[True, False]) +quarter_range = DiscreteParameterRange("data_features/quarter", values=[True]) +day_of_week_range = DiscreteParameterRange("data_features/day_of_week", values=[True]) -load_forecast_range = DiscreteParameterRange("data_features/load_forecast", values=[True, False]) -load_history_range = DiscreteParameterRange("data_features/load_history", values=[True, False]) +load_forecast_range = DiscreteParameterRange("data_features/load_forecast", values=[True]) + +learning_rate = DiscreteParameterRange("model_parameters/learning_rate", values=[0.00001, 0.00005, 0.0001, 0.0005, 0.001]) +hidden_size = DiscreteParameterRange("model_parameters/hidden_size", values=[64, 128, 256, 512, 1024, 2048]) +num_layers = DiscreteParameterRange("model_parameters/num_layers", values=[1, 2, 3, 4, 5, 6]) +dropout = DiscreteParameterRange("model_parameters/dropout", values=[0.0, 0.1, 0.2, 0.3, 0.4, 0.5]) +time_feature_embedding = DiscreteParameterRange("model_parameters/time_feature_embedding", values=[1,2,3,4,5,6]) ### OPTIMIZER OBJECT ### optimizer = HyperParameterOptimizer( @@ -75,24 +80,27 @@ optimizer = HyperParameterOptimizer( execution_queue=execution_queue, max_number_of_concurrent_tasks=1, optimizer_class=aSearchStrategy, - max_iteration_per_job=50, + max_iteration_per_job=300, # save_top_k_tasks_only=3, - pool_period_min=0.2, - total_max_jobs=15, + pool_period_min=1, + total_max_jobs=40, hyper_parameters=[ - quantiles_range, quarter_range, day_of_week_range, load_forecast_range, - load_history_range + learning_rate, + hidden_size, + num_layers, + dropout, + time_feature_embedding ] ) task.execute_remotely(queue_name="hypertuning", exit_process=True) -optimizer.set_report_period(0.2) +optimizer.set_report_period(1) def job_complete_callback( job_id, # type: str @@ -106,9 +114,9 @@ def job_complete_callback( print('WOOT WOOT we broke the record! Objective reached {}'.format(objective_value)) optimizer.start(job_complete_callback=job_complete_callback) -optimizer.set_time_limit(in_minutes=120.0) +optimizer.set_time_limit(in_minutes=120.0*8) optimizer.wait() -top_exp = optimizer.get_top_experiments(top_k=3) +top_exp = optimizer.get_top_experiments(top_k=5) print([t.id for t in top_exp]) # make sure background optimization stopped optimizer.stop()