From ec5b3822190db5bbc36bdb7eccd1b465c029479c Mon Sep 17 00:00:00 2001
From: Emre Sefer Research <70752445+seferlab@users.noreply.github.com>
Date: Thu, 21 Dec 2023 02:52:33 +0300
Subject: [PATCH] initial commit

---
 .DS_Store                                     |  Bin 0 -> 6148 bytes
 LICENSE                                       |   23 +
 MTGNN/.gitignore                              |   10 +
 MTGNN/LICENSE                                 |   21 +
 MTGNN/README.md                               |   84 +
 MTGNN/constants.py                            |    7 +
 MTGNN/data/daily_all.csv                      | 1543 ++++
 MTGNN/data/exchange_rate.txt                  | 7588 +++++++++++++++++
 MTGNN/data/sensor_graph/adj_mx.pkl            |  868 ++
 MTGNN/data/sensor_graph/adj_mx_bay.pkl        | 1340 +++
 MTGNN/data/test/test.csv                      |  101 +
 MTGNN/data/test/weeks/1.csv                   |   27 +
 MTGNN/data/test/weeks/2.csv                   |   26 +
 MTGNN/generate_training_data.py               |  128 +
 MTGNN/hyperparameter_finder.py                |   56 +
 MTGNN/layer.py                                |  356 +
 MTGNN/net.py                                  |  202 +
 ...dict_fast_single_step_for_speed_testing.py |   23 +
 MTGNN/predict_weeks.py                        |   72 +
 MTGNN/run.py                                  |    5 +
 MTGNN/train_and_predict_weeks.py              |   74 +
 MTGNN/train_and_predict_weeks_fast.py         |   79 +
 ...rain_fast_single_step_for_speed_testing.py |   29 +
 MTGNN/train_multi_step.py                     |  362 +
 MTGNN/train_single_step.py                    |  363 +
 MTGNN/trainer.py                              |  148 +
 MTGNN/util.py                                 |  363 +
 README.md                                     |    6 +
 StemGNN/.gitignore                            |   49 +
 StemGNN/README.md                             |  104 +
 StemGNN/SECURITY.md                           |   41 +
 StemGNN/data_loader/__init__.py               |    0
 StemGNN/data_loader/forecast_dataloader.py    |   73 +
 StemGNN/dataset/crypto_daily_marked.csv       | 2190 +++++
 StemGNN/dataset/fx_daily_marked.csv           | 4549 ++++++++++
 StemGNN/dataset_preparer.py                   |   53 +
 StemGNN/hyperparameter_finder.py              |   28 +
 StemGNN/main.py                               |   68 +
 StemGNN/models/__init__.py                    |    0
 StemGNN/models/base_model.py                  |  179 +
 StemGNN/models/handler.py                     |  207 +
 StemGNN/my_evaluator.py                       |   42 +
 ...output_formatter_for_portfolio_analysis.py |   35 +
 StemGNN/pipeline.py                           |   22 +
 StemGNN/requirements.txt                      |    5 +
 StemGNN/runner.py                             |   28 +
 StemGNN/utils/__init__.py                     |    0
 StemGNN/utils/math_utils.py                   |   74 +
 lstm-predictor/.gitignore                     |   10 +
 lstm-predictor/README.md                      |    4 +
 lstm-predictor/lstm_predictor/__init__.py     |    0
 .../lstm_predictor/core/__init__.py           |    0
 lstm-predictor/lstm_predictor/core/config.py  |   25 +
 .../lstm_predictor/core/constants.py          |    8 +
 .../lstm_predictor/forecasting/__init__.py    |    0
 .../lstm_predictor/forecasting/lstm_model.py  |   24 +
 .../lstm_predictor/forecasting/runner.py      |   58 +
 .../lstm_predictor/forecasting/trainer.py     |  129 +
 lstm-predictor/lstm_predictor/main.py         |   14 +
 lstm-predictor/lstm_predictor/main_quick.py   |   16 +
 .../tests/resources/daily_1_200_marked.csv    |  201 +
 .../tests/resources/daily_1_2189_marked.csv   | 2190 +++++
 .../tests/resources/daily_3_120_marked.csv    |  121 +
 .../tests/resources/daily_5_200_marked.csv    |  201 +
 .../tests/resources/daily_5_2189_marked.csv   | 2190 +++++
 .../lstm_predictor/tests/test_config.py       |    1 +
 .../lstm_predictor/tests/test_main.py         |   52 +
 .../lstm_predictor/tests/test_price_reader.py |   31 +
 .../lstm_predictor/tests/test_runner.py       |   34 +
 .../lstm_predictor/util/__init__.py           |   11 +
 .../lstm_predictor/util/data_loader.py        |   38 +
 .../lstm_predictor/util/price_reader.py       |   30 +
 lstm-predictor/lstm_predictor_tmp/main.py     |  500 ++
 paper-metric-reporter/.gitignore              |    8 +
 paper-metric-reporter/README.md               |    4 +
 paper-metric-reporter/reporter/config.py      |   50 +
 .../reporter/helpers/__init__.py              |    5 +
 .../reporter/helpers/portfolio.py             |  189 +
 .../reporter/helpers/portfolio_group.py       |   51 +
 .../reporter/helpers/reader.py                |   23 +
 .../reporter/helpers/report_transformer.py    |   94 +
 .../reporter/helpers/reporter.py              |  288 +
 .../reporter/helpers/stats.py                 |   31 +
 paper-metric-reporter/reporter/main.py        |   77 +
 paper-metric-reporter/reporter/models.py      |   56 +
 paper-metric-reporter/reporter/results.ipynb  |  224 +
 .../reporter/tests/helpers/__init__.py        |    0
 .../reporter/tests/helpers/test_portfolio.py  |   28 +
 .../tests/helpers/test_report_transformer.py  |   34 +
 .../tests/resources/daily_3_30_marked.csv     |   32 +
 paper-metric-reporter/reporter/todo.py        |   48 +
 ticker-collector/.gitignore                   |    8 +
 ticker-collector/README.md                    |    4 +
 ticker-collector/run_pipeline.py              |   21 +
 ticker-collector/run_pipeline_for_fx.py       |   30 +
 ticker-collector/tickers.py                   |   16 +
 ticker-collector/time_series_collector.py     |   43 +
 ticker-collector/time_series_merger.py        |   57 +
 .../time_series_weekdays_filler.py            |   28 +
 ticker-collector/week_marker.py               |   26 +
 100 files changed, 29014 insertions(+)
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 create mode 100644 MTGNN/.gitignore
 create mode 100644 MTGNN/LICENSE
 create mode 100644 MTGNN/README.md
 create mode 100644 MTGNN/constants.py
 create mode 100644 MTGNN/data/daily_all.csv
 create mode 100644 MTGNN/data/exchange_rate.txt
 create mode 100644 MTGNN/data/sensor_graph/adj_mx.pkl
 create mode 100644 MTGNN/data/sensor_graph/adj_mx_bay.pkl
 create mode 100644 MTGNN/data/test/test.csv
 create mode 100644 MTGNN/data/test/weeks/1.csv
 create mode 100644 MTGNN/data/test/weeks/2.csv
 create mode 100644 MTGNN/generate_training_data.py
 create mode 100644 MTGNN/hyperparameter_finder.py
 create mode 100644 MTGNN/layer.py
 create mode 100644 MTGNN/net.py
 create mode 100644 MTGNN/predict_fast_single_step_for_speed_testing.py
 create mode 100644 MTGNN/predict_weeks.py
 create mode 100644 MTGNN/run.py
 create mode 100644 MTGNN/train_and_predict_weeks.py
 create mode 100644 MTGNN/train_and_predict_weeks_fast.py
 create mode 100644 MTGNN/train_fast_single_step_for_speed_testing.py
 create mode 100644 MTGNN/train_multi_step.py
 create mode 100644 MTGNN/train_single_step.py
 create mode 100644 MTGNN/trainer.py
 create mode 100644 MTGNN/util.py
 create mode 100644 README.md
 create mode 100644 StemGNN/.gitignore
 create mode 100644 StemGNN/README.md
 create mode 100644 StemGNN/SECURITY.md
 create mode 100644 StemGNN/data_loader/__init__.py
 create mode 100644 StemGNN/data_loader/forecast_dataloader.py
 create mode 100644 StemGNN/dataset/crypto_daily_marked.csv
 create mode 100644 StemGNN/dataset/fx_daily_marked.csv
 create mode 100644 StemGNN/dataset_preparer.py
 create mode 100644 StemGNN/hyperparameter_finder.py
 create mode 100644 StemGNN/main.py
 create mode 100644 StemGNN/models/__init__.py
 create mode 100644 StemGNN/models/base_model.py
 create mode 100644 StemGNN/models/handler.py
 create mode 100644 StemGNN/my_evaluator.py
 create mode 100644 StemGNN/output_formatter_for_portfolio_analysis.py
 create mode 100644 StemGNN/pipeline.py
 create mode 100644 StemGNN/requirements.txt
 create mode 100644 StemGNN/runner.py
 create mode 100644 StemGNN/utils/__init__.py
 create mode 100644 StemGNN/utils/math_utils.py
 create mode 100644 lstm-predictor/.gitignore
 create mode 100644 lstm-predictor/README.md
 create mode 100644 lstm-predictor/lstm_predictor/__init__.py
 create mode 100644 lstm-predictor/lstm_predictor/core/__init__.py
 create mode 100644 lstm-predictor/lstm_predictor/core/config.py
 create mode 100644 lstm-predictor/lstm_predictor/core/constants.py
 create mode 100644 lstm-predictor/lstm_predictor/forecasting/__init__.py
 create mode 100644 lstm-predictor/lstm_predictor/forecasting/lstm_model.py
 create mode 100644 lstm-predictor/lstm_predictor/forecasting/runner.py
 create mode 100644 lstm-predictor/lstm_predictor/forecasting/trainer.py
 create mode 100644 lstm-predictor/lstm_predictor/main.py
 create mode 100644 lstm-predictor/lstm_predictor/main_quick.py
 create mode 100644 lstm-predictor/lstm_predictor/tests/resources/daily_1_200_marked.csv
 create mode 100644 lstm-predictor/lstm_predictor/tests/resources/daily_1_2189_marked.csv
 create mode 100644 lstm-predictor/lstm_predictor/tests/resources/daily_3_120_marked.csv
 create mode 100644 lstm-predictor/lstm_predictor/tests/resources/daily_5_200_marked.csv
 create mode 100644 lstm-predictor/lstm_predictor/tests/resources/daily_5_2189_marked.csv
 create mode 100644 lstm-predictor/lstm_predictor/tests/test_config.py
 create mode 100644 lstm-predictor/lstm_predictor/tests/test_main.py
 create mode 100644 lstm-predictor/lstm_predictor/tests/test_price_reader.py
 create mode 100644 lstm-predictor/lstm_predictor/tests/test_runner.py
 create mode 100644 lstm-predictor/lstm_predictor/util/__init__.py
 create mode 100644 lstm-predictor/lstm_predictor/util/data_loader.py
 create mode 100644 lstm-predictor/lstm_predictor/util/price_reader.py
 create mode 100644 lstm-predictor/lstm_predictor_tmp/main.py
 create mode 100644 paper-metric-reporter/.gitignore
 create mode 100644 paper-metric-reporter/README.md
 create mode 100644 paper-metric-reporter/reporter/config.py
 create mode 100644 paper-metric-reporter/reporter/helpers/__init__.py
 create mode 100644 paper-metric-reporter/reporter/helpers/portfolio.py
 create mode 100644 paper-metric-reporter/reporter/helpers/portfolio_group.py
 create mode 100644 paper-metric-reporter/reporter/helpers/reader.py
 create mode 100644 paper-metric-reporter/reporter/helpers/report_transformer.py
 create mode 100644 paper-metric-reporter/reporter/helpers/reporter.py
 create mode 100644 paper-metric-reporter/reporter/helpers/stats.py
 create mode 100644 paper-metric-reporter/reporter/main.py
 create mode 100644 paper-metric-reporter/reporter/models.py
 create mode 100644 paper-metric-reporter/reporter/results.ipynb
 create mode 100644 paper-metric-reporter/reporter/tests/helpers/__init__.py
 create mode 100644 paper-metric-reporter/reporter/tests/helpers/test_portfolio.py
 create mode 100644 paper-metric-reporter/reporter/tests/helpers/test_report_transformer.py
 create mode 100644 paper-metric-reporter/reporter/tests/resources/daily_3_30_marked.csv
 create mode 100644 paper-metric-reporter/reporter/todo.py
 create mode 100644 ticker-collector/.gitignore
 create mode 100644 ticker-collector/README.md
 create mode 100755 ticker-collector/run_pipeline.py
 create mode 100755 ticker-collector/run_pipeline_for_fx.py
 create mode 100644 ticker-collector/tickers.py
 create mode 100644 ticker-collector/time_series_collector.py
 create mode 100644 ticker-collector/time_series_merger.py
 create mode 100644 ticker-collector/time_series_weekdays_filler.py
 create mode 100644 ticker-collector/week_marker.py

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diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..27772c1
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,23 @@
+MIT License
+
+Copyright (c) 2023 Temporal GNN
+
+Permission is hereby granted, free of charge, to any person obtaining
+a copy of this software and associated documentation files (the
+"Software"), to deal in the Software without restriction, including
+without limitation the rights to use, copy, modify, merge, publish,
+distribute, sublicense, and/or sell copies of the Software, and to
+permit persons to whom the Software is furnished to do so, subject to
+the following conditions:
+
+The above copyright notice and this permission notice shall be
+included in all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
+NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
+LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
+OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
+WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+
diff --git a/MTGNN/.gitignore b/MTGNN/.gitignore
new file mode 100644
index 0000000..2c8f697
--- /dev/null
+++ b/MTGNN/.gitignore
@@ -0,0 +1,10 @@
+.idea
+__pycache__/
+.vscode/
+model*/
+prediction*/
+figs*/
+runs*/
+old_simulations/
+.DS_Store
+**/*experiment_log*.txt
diff --git a/MTGNN/LICENSE b/MTGNN/LICENSE
new file mode 100644
index 0000000..666ba54
--- /dev/null
+++ b/MTGNN/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2020 Zonghan Wu
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/MTGNN/README.md b/MTGNN/README.md
new file mode 100644
index 0000000..1cf9244
--- /dev/null
+++ b/MTGNN/README.md
@@ -0,0 +1,84 @@
+This is forked and adapted for our studies from [MTGNN](https://github.com/nnzhan/MTGNN.git).
+
+# MTGNN
+This is a PyTorch implementation of the paper: [Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks](https://arxiv.org/abs/2005.11650), published in KDD-2020.
+
+## Requirements
+The model is implemented using Python3 with dependencies specified in requirements.txt
+## Data Preparation
+### Multivariate time series datasets
+
+Download Solar-Energy, Traffic, Electricity, Exchange-rate datasets from [https://github.com/laiguokun/multivariate-time-series-data](https://github.com/laiguokun/multivariate-time-series-data). Uncompress them and move them to the data folder.
+
+### Traffic datasets
+Download the METR-LA and PEMS-BAY dataset from [Google Drive](https://drive.google.com/open?id=10FOTa6HXPqX8Pf5WRoRwcFnW9BrNZEIX) or [Baidu Yun](https://pan.baidu.com/s/14Yy9isAIZYdU__OYEQGa_g) provided by [Li et al.](https://github.com/liyaguang/DCRNN.git) . Move them into the data folder. 
+
+```
+
+# Create data directories
+mkdir -p data/{METR-LA,PEMS-BAY}
+
+# METR-LA
+python generate_training_data.py --output_dir=data/METR-LA --traffic_df_filename=data/metr-la.h5
+
+# PEMS-BAY
+python generate_training_data.py --output_dir=data/PEMS-BAY --traffic_df_filename=data/pems-bay.h5
+
+```
+
+## Model Training
+
+### Single-step
+
+* Solar-Energy
+
+```
+python train_single_step.py --save ./model-solar-3.pt --data ./data/solar_AL.txt --num_nodes 137 --batch_size 4 --epochs 30 --horizon 3
+#sampling
+python train_single_step.py --num_split 3 --save ./model-solar-sampling-3.pt --data ./data/solar_AL.txt --num_nodes 137 --batch_size 16 --epochs 30 --horizon 3
+```
+* Traffic 
+
+```
+python train_single_step.py --save ./model-traffic3.pt --data ./data/traffic.txt --num_nodes 862 --batch_size 16 --epochs 30 --horizon 3
+#sampling
+python train_single_step.py --num_split 3 --save ./model-traffic-sampling-3.pt --data ./data/traffic --num_nodes 321 --batch_size 16 --epochs 30 --horizon 3
+```
+
+* Electricity
+
+```
+python train_single_step.py --save ./model-electricity-3.pt --data ./data/electricity.txt --num_nodes 321 --batch_size 4 --epochs 30 --horizon 3
+#sampling 
+python train_single_step.py --num_split 3 --save ./model-electricity-sampling-3.pt --data ./data/electricity.txt --num_nodes 321 --batch_size 16 --epochs 30 --horizon 3
+```
+
+* Exchange-Rate
+
+```
+python train_single_step.py --save ./model/model-exchange-3.pt --data ./data/exchange_rate.txt --num_nodes 8 --subgraph_size 8  --batch_size 4 --epochs 30 --horizon 3
+#sampling
+python train_single_step.py --num_split 3 --save ./model-exchange-3.pt --data ./data/exchange_rate.txt --num_nodes 8 --subgraph_size 2  --batch_size 16 --epochs 30 --horizon 3
+```
+### Multi-step
+* METR-LA
+
+```
+python train_multi_step.py --adj_data ./data/sensor_graph/adj_mx.pkl --data ./data/METR-LA --num_nodes 207
+```
+* PEMS-BAY
+
+```
+python train_multi_step.py --adj_data ./data/sensor_graph/adj_mx_bay.pkl --data ./data/PEMS-BAY/ --num_nodes 325
+```
+
+## Citation
+
+```
+@inproceedings{wu2020connecting,
+  title={Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks},
+  author={Wu, Zonghan and Pan, Shirui and Long, Guodong and Jiang, Jing and Chang, Xiaojun and Zhang, Chengqi},
+  booktitle={Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery \& Data Mining},
+  year={2020}
+}
+```
diff --git a/MTGNN/constants.py b/MTGNN/constants.py
new file mode 100644
index 0000000..342979f
--- /dev/null
+++ b/MTGNN/constants.py
@@ -0,0 +1,7 @@
+from datetime import datetime
+
+from util import format_time_as_YYYYMMddHHmm
+
+
+class Constants:
+    PREDICTION_TIME = format_time_as_YYYYMMddHHmm(datetime.now())
diff --git a/MTGNN/data/daily_all.csv b/MTGNN/data/daily_all.csv
new file mode 100644
index 0000000..125e051
--- /dev/null
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diff --git a/MTGNN/data/exchange_rate.txt b/MTGNN/data/exchange_rate.txt
new file mode 100644
index 0000000..981b15e
--- /dev/null
+++ b/MTGNN/data/exchange_rate.txt
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diff --git a/MTGNN/data/sensor_graph/adj_mx.pkl b/MTGNN/data/sensor_graph/adj_mx.pkl
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+ba.
\ No newline at end of file
diff --git a/MTGNN/data/sensor_graph/adj_mx_bay.pkl b/MTGNN/data/sensor_graph/adj_mx_bay.pkl
new file mode 100644
index 0000000..6651951
--- /dev/null
+++ b/MTGNN/data/sensor_graph/adj_mx_bay.pkl
@@ -0,0 +1,1340 @@
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+p341
+tp342
+ba.
\ No newline at end of file
diff --git a/MTGNN/data/test/test.csv b/MTGNN/data/test/test.csv
new file mode 100644
index 0000000..73ef5d5
--- /dev/null
+++ b/MTGNN/data/test/test.csv
@@ -0,0 +1,101 @@
+Date,FIL-USD,MKR-USD,USDT-USD,TRX-USD,ETH-USD,XMR-USD,EOS-USD,XTZ-USD,ETC-USD,MIOTA-USD,XRP-USD,ADA-USD,XLM-USD,DOGE-USD,MANA-USD,LINK-USD,BCH-USD,BNB-USD,BTC-USD,LTC-USD,split_point
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+2018-09-14,3.753570079803467,412.6950073242188,1.0023599863052368,0.0198320001363754,211.74899291992188,116.96700286865234,5.270870208740234,1.5690799951553345,10.998499870300291,0.5743460059165955,0.2771590054035187,0.0682480037212371,0.2017430067062378,0.006180000025779,0.0659170001745224,0.2688980102539062,449.50299072265625,9.930049896240234,6512.7099609375,56.57649993896485,False
+2018-09-15,3.745069980621338,430.8819885253906,1.0008599758148191,0.0199330002069473,223.07400512695312,119.39600372314452,5.401319980621338,1.6256699562072754,11.370599746704102,0.5742380023002625,0.2820079922676086,0.0693219974637031,0.2032019942998886,0.0061650001443922,0.0722040012478828,0.2692880034446716,450.6839904785156,10.110300064086914,6543.2001953125,56.71310043334961,True
+2018-09-16,3.4686899185180664,419.2420043945313,1.0009599924087524,0.0199749991297721,220.5890045166016,117.03800201416016,5.419219970703125,1.6608799695968628,11.219599723815918,0.5786679983139038,0.2811659872531891,0.0699630007147789,0.2065100073814392,0.0065310001373291,0.0709730014204979,0.2738650143146515,449.1600036621094,9.936019897460938,6517.18017578125,56.97269821166992,False
+2018-09-17,3.332740068435669,383.5249938964844,1.0041099786758425,0.0185170006006956,197.875,107.19300079345705,4.888480186462402,1.5021100044250488,10.343500137329102,0.5358710289001465,0.2722510099411011,0.0638990029692649,0.1968269944190979,0.0062429998070001,0.0652519986033439,0.2687210142612457,420.4519958496094,9.40526008605957,6281.2001953125,52.54050064086914,False
+2018-09-18,4.097360134124756,436.6589965820313,1.0022499561309814,0.0193889997899532,209.9750061035156,112.447998046875,5.100110054016113,1.5066399574279783,10.597399711608888,0.5352309942245483,0.3218599855899811,0.0694300010800361,0.208416998386383,0.0059810001403093,0.0692080035805702,0.2912119925022125,435.6789855957031,9.544059753417969,6371.2998046875,54.097198486328125,False
+2018-09-19,4.285840034484863,406.0840148925781,1.00068998336792,0.019752999767661,209.968994140625,109.51399993896484,5.22914981842041,1.5541599988937378,10.789299964904783,0.5305060148239136,0.3260529935359955,0.0723500028252601,0.2065629959106445,0.0056090001016855,0.0727830007672309,0.3291729986667633,429.22698974609375,9.61909008026123,6398.5400390625,54.33449935913086,False
+2018-09-20,3.4840099811553955,419.3479919433594,1.001539945602417,0.0214130003005266,224.59100341796875,116.27799987792967,5.744200229644775,1.7072800397872925,11.170900344848633,0.5658969879150391,0.4499180018901825,0.0814929977059364,0.2318969964981079,0.0056949998252093,0.0804229974746704,0.3584029972553253,455.7430114746094,10.07450008392334,6519.669921875,56.6343994140625,False
+2018-09-21,3.8921499252319336,439.33599853515625,0.9944279789924622,0.0249300003051757,246.58399963378903,123.73799896240234,6.141940116882324,1.6576499938964844,11.666199684143066,0.6281160116195679,0.5614619851112366,0.0876059979200363,0.2492109984159469,0.0056839999742805,0.0793860033154487,0.3533029854297638,499.03900146484375,10.410799980163574,6734.9501953125,60.722801208496094,True
diff --git a/MTGNN/data/test/weeks/1.csv b/MTGNN/data/test/weeks/1.csv
new file mode 100644
index 0000000..f3b6d84
--- /dev/null
+++ b/MTGNN/data/test/weeks/1.csv
@@ -0,0 +1,27 @@
+Date,A,B
+2022-01-01,1,10
+2022-01-02,2,20
+2022-01-03,3,30
+2022-01-04,4,40
+2022-01-05,5,50
+2022-01-06,6,60
+2022-01-07,7,70
+2022-01-08,8,80
+2022-01-09,9,90
+2022-01-10,10,100
+2022-01-11,11,110
+2022-01-12,12,120
+2022-01-13,13,130
+2022-01-14,14,140
+2022-01-15,15,150
+2022-01-16,16,160
+2022-01-17,17,170
+2022-01-18,18,180
+2022-01-19,19,190
+2022-01-20,20,200
+2022-01-21,20,200
+2022-01-22,20,200
+2022-01-23,20,200
+2022-01-24,20,200
+2022-01-25,20,200
+2022-01-26,20,200
diff --git a/MTGNN/data/test/weeks/2.csv b/MTGNN/data/test/weeks/2.csv
new file mode 100644
index 0000000..a8f2a57
--- /dev/null
+++ b/MTGNN/data/test/weeks/2.csv
@@ -0,0 +1,26 @@
+Date,A,B
+2022-01-01,1,10
+2022-01-02,2,20
+2022-01-03,3,30
+2022-01-04,4,40
+2022-01-05,5,50
+2022-01-06,6,60
+2022-01-07,7,70
+2022-01-08,8,80
+2022-01-09,9,90
+2022-01-10,10,100
+2022-01-11,11,110
+2022-01-12,12,120
+2022-01-13,13,130
+2022-01-14,14,140
+2022-01-15,15,150
+2022-01-16,16,160
+2022-01-17,17,170
+2022-01-18,18,180
+2022-01-19,19,190
+2022-01-20,20,200
+2022-01-21,11,110
+2022-01-22,7,123
+2022-01-23,6,47
+2022-01-24,14,16
+2022-01-25,15,1500
diff --git a/MTGNN/generate_training_data.py b/MTGNN/generate_training_data.py
new file mode 100644
index 0000000..6bceed7
--- /dev/null
+++ b/MTGNN/generate_training_data.py
@@ -0,0 +1,128 @@
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+from __future__ import unicode_literals
+
+import argparse
+import numpy as np
+import os
+import pandas as pd
+
+
+def generate_graph_seq2seq_io_data(df,
+                                   x_offsets,
+                                   y_offsets,
+                                   add_time_in_day=True,
+                                   add_day_in_week=False,
+                                   scaler=None):
+    """
+    Generate samples from
+    :param df:
+    :param x_offsets:
+    :param y_offsets:
+    :param add_time_in_day:
+    :param add_day_in_week:
+    :param scaler:
+    :return:
+    # x: (epoch_size, input_length, num_nodes, input_dim)
+    # y: (epoch_size, output_length, num_nodes, output_dim)
+    """
+
+    num_samples, num_nodes = df.shape
+    data = np.expand_dims(df.values, axis=-1)
+    data_list = [data]
+    if add_time_in_day:
+        time_ind = (df.index.values -
+                    df.index.values.astype("datetime64[D]")) / np.timedelta64(
+                        1, "D")
+        time_in_day = np.tile(time_ind, [1, num_nodes, 1]).transpose((2, 1, 0))
+        data_list.append(time_in_day)
+    if add_day_in_week:
+        day_in_week = np.zeros(shape=(num_samples, num_nodes, 7))
+        day_in_week[np.arange(num_samples), :, df.index.dayofweek] = 1
+        data_list.append(day_in_week)
+
+    data = np.concatenate(data_list, axis=-1)
+    # epoch_len = num_samples + min(x_offsets) - max(y_offsets)
+    x, y = [], []
+    # t is the index of the last observation.
+    min_t = abs(min(x_offsets))
+    max_t = abs(num_samples - abs(max(y_offsets)))  # Exclusive
+    for t in range(min_t, max_t):
+        x_t = data[t + x_offsets, ...]
+        y_t = data[t + y_offsets, ...]
+        x.append(x_t)
+        y.append(y_t)
+    x = np.stack(x, axis=0)
+    y = np.stack(y, axis=0)
+    return x, y
+
+
+def generate_train_val_test(args):
+    df = pd.read_hdf(args.traffic_df_filename)
+    # 0 is the latest observed sample.
+    x_offsets = np.sort(
+        # np.concatenate(([-week_size + 1, -day_size + 1], np.arange(-11, 1, 1)))
+        np.concatenate((np.arange(-11, 1, 1), )))
+    # Predict the next one hour
+    y_offsets = np.sort(np.arange(1, 13, 1))
+    # x: (num_samples, input_length, num_nodes, input_dim)
+    # y: (num_samples, output_length, num_nodes, output_dim)
+    x, y = generate_graph_seq2seq_io_data(
+        df,
+        x_offsets=x_offsets,
+        y_offsets=y_offsets,
+        add_time_in_day=True,
+        add_day_in_week=False,
+    )
+
+    print("x shape: ", x.shape, ", y shape: ", y.shape)
+    # Write the data into npz file.
+    # num_test = 6831, using the last 6831 examples as testing.
+    # for the rest: 7/8 is used for training, and 1/8 is used for validation.
+    num_samples = x.shape[0]
+    num_test = round(num_samples * 0.2)
+    num_train = round(num_samples * 0.7)
+    num_val = num_samples - num_test - num_train
+
+    # train
+    x_train, y_train = x[:num_train], y[:num_train]
+    # val
+    x_val, y_val = (
+        x[num_train:num_train + num_val],
+        y[num_train:num_train + num_val],
+    )
+    # test
+    x_test, y_test = x[-num_test:], y[-num_test:]
+
+    for cat in ["train", "val", "test"]:
+        _x, _y = locals()["x_" + cat], locals()["y_" + cat]
+        print(cat, "x: ", _x.shape, "y:", _y.shape)
+        np.savez_compressed(
+            os.path.join(args.output_dir, "%s.npz" % cat),
+            x=_x,
+            y=_y,
+            x_offsets=x_offsets.reshape(list(x_offsets.shape) + [1]),
+            y_offsets=y_offsets.reshape(list(y_offsets.shape) + [1]),
+        )
+
+
+def main(args):
+    print("Generating training data")
+    generate_train_val_test(args)
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--output_dir",
+                        type=str,
+                        default="data/",
+                        help="Output directory.")
+    parser.add_argument(
+        "--traffic_df_filename",
+        type=str,
+        default="data/metr-la.h5",
+        help="Raw traffic readings.",
+    )
+    args = parser.parse_args()
+    main(args)
diff --git a/MTGNN/hyperparameter_finder.py b/MTGNN/hyperparameter_finder.py
new file mode 100644
index 0000000..5c0fe38
--- /dev/null
+++ b/MTGNN/hyperparameter_finder.py
@@ -0,0 +1,56 @@
+import sys
+
+import numpy as np
+import pandas as pd
+from hyperopt import fmin, hp, space_eval, tpe
+
+from train_single_step import SingleStep
+
+
+def main(device, data_path, horizon):
+    hpo_max_evals = 100
+    hpo_space = {
+        'epoch': hp.choice('epoch', [100]),
+        'num_of_weeks_in_window': hp.choice('num_of_weeks_in_window', [2, 3, 4, 5]),
+        'lr': hp.loguniform('lr', np.log(1e-6), np.log(1e-3)),
+        'weight_decay': hp.loguniform('weight_decay', np.log(1e-6), np.log(1e-4)),
+        'layers': hp.choice('layers', [2, 3, 5]),
+        'conv_channels': hp.choice('conv_channels', [4, 8, 16])
+    }
+
+    def objective(hparams):
+        print(f'Trying hyperparameters: {hparams}')
+        return get_trainer(data_path, horizon, 1, 104, device, **hparams).run_train_only()
+
+    best = fmin(objective, hpo_space, algo=tpe.suggest, max_evals=hpo_max_evals)
+    best_hparams = space_eval(hpo_space, best)
+    print(f'Best hparams: {best_hparams}')
+
+
+def get_trainer(data_path, horizon, week, num_weeks, device, epoch, num_of_weeks_in_window, lr, weight_decay, layers,
+                conv_channels):
+    num_assets = len(pd.read_csv(data_path).columns) - 2
+    return SingleStep(data_path=data_path,
+                      week=week,
+                      num_weeks=num_weeks,
+                      device=device,
+                      num_nodes=num_assets,
+                      subgraph_size=int(num_assets * .4),
+                      seq_in_len=num_of_weeks_in_window * horizon,
+                      horizon=horizon,
+                      batch_size=30,
+                      epochs=epoch,
+                      lr=lr,
+                      weight_decay=weight_decay,
+                      layers=layers,
+                      conv_channels=conv_channels,
+                      residual_channels=conv_channels,
+                      skip_channels=conv_channels * 2,
+                      end_channels=conv_channels * 4,
+                      training_split=.6,
+                      validation_split=.2)
+
+
+if __name__ == "__main__":
+    device, data_path, horizon = sys.argv[1:]
+    main(device, data_path, int(horizon))
diff --git a/MTGNN/layer.py b/MTGNN/layer.py
new file mode 100644
index 0000000..6357c5e
--- /dev/null
+++ b/MTGNN/layer.py
@@ -0,0 +1,356 @@
+from __future__ import division
+import torch
+import torch.nn as nn
+from torch.nn import init
+import numbers
+import torch.nn.functional as F
+
+
+class nconv(nn.Module):
+
+    def __init__(self):
+        super(nconv, self).__init__()
+
+    def forward(self, x, A):
+        x = torch.einsum('ncwl,vw->ncvl', (x, A))
+        return x.contiguous()
+
+
+class dy_nconv(nn.Module):
+
+    def __init__(self):
+        super(dy_nconv, self).__init__()
+
+    def forward(self, x, A):
+        x = torch.einsum('ncvl,nvwl->ncwl', (x, A))
+        return x.contiguous()
+
+
+class linear(nn.Module):
+
+    def __init__(self, c_in, c_out, bias=True):
+        super(linear, self).__init__()
+        self.mlp = torch.nn.Conv2d(c_in,
+                                   c_out,
+                                   kernel_size=(1, 1),
+                                   padding=(0, 0),
+                                   stride=(1, 1),
+                                   bias=bias)
+
+    def forward(self, x):
+        return self.mlp(x)
+
+
+class prop(nn.Module):
+
+    def __init__(self, c_in, c_out, gdep, dropout, alpha):
+        super(prop, self).__init__()
+        self.nconv = nconv()
+        self.mlp = linear(c_in, c_out)
+        self.gdep = gdep
+        self.dropout = dropout
+        self.alpha = alpha
+
+    def forward(self, x, adj):
+        adj = adj + torch.eye(adj.size(0)).to(x.device)
+        d = adj.sum(1)
+        h = x
+        dv = d
+        a = adj / dv.view(-1, 1)
+        for i in range(self.gdep):
+            h = self.alpha * x + (1 - self.alpha) * self.nconv(h, a)
+        ho = self.mlp(h)
+        return ho
+
+
+class mixprop(nn.Module):
+
+    def __init__(self, c_in, c_out, gdep, dropout, alpha):
+        super(mixprop, self).__init__()
+        self.nconv = nconv()
+        self.mlp = linear((gdep + 1) * c_in, c_out)
+        self.gdep = gdep
+        self.dropout = dropout
+        self.alpha = alpha
+
+    def forward(self, x, adj):
+        adj = adj + torch.eye(adj.size(0)).to(x.device)
+        d = adj.sum(1)
+        h = x
+        out = [h]
+        a = adj / d.view(-1, 1)
+        for i in range(self.gdep):
+            h = self.alpha * x + (1 - self.alpha) * self.nconv(h, a)
+            out.append(h)
+        ho = torch.cat(out, dim=1)
+        ho = self.mlp(ho)
+        return ho
+
+
+class dy_mixprop(nn.Module):
+
+    def __init__(self, c_in, c_out, gdep, dropout, alpha):
+        super(dy_mixprop, self).__init__()
+        self.nconv = dy_nconv()
+        self.mlp1 = linear((gdep + 1) * c_in, c_out)
+        self.mlp2 = linear((gdep + 1) * c_in, c_out)
+
+        self.gdep = gdep
+        self.dropout = dropout
+        self.alpha = alpha
+        self.lin1 = linear(c_in, c_in)
+        self.lin2 = linear(c_in, c_in)
+
+    def forward(self, x):
+        #adj = adj + torch.eye(adj.size(0)).to(x.device)
+        #d = adj.sum(1)
+        x1 = torch.tanh(self.lin1(x))
+        x2 = torch.tanh(self.lin2(x))
+        adj = self.nconv(x1.transpose(2, 1), x2)
+        adj0 = torch.softmax(adj, dim=2)
+        adj1 = torch.softmax(adj.transpose(2, 1), dim=2)
+
+        h = x
+        out = [h]
+        for i in range(self.gdep):
+            h = self.alpha * x + (1 - self.alpha) * self.nconv(h, adj0)
+            out.append(h)
+        ho = torch.cat(out, dim=1)
+        ho1 = self.mlp1(ho)
+
+        h = x
+        out = [h]
+        for i in range(self.gdep):
+            h = self.alpha * x + (1 - self.alpha) * self.nconv(h, adj1)
+            out.append(h)
+        ho = torch.cat(out, dim=1)
+        ho2 = self.mlp2(ho)
+
+        return ho1 + ho2
+
+
+class dilated_1D(nn.Module):
+
+    def __init__(self, cin, cout, dilation_factor=2):
+        super(dilated_1D, self).__init__()
+        self.tconv = nn.ModuleList()
+        self.kernel_set = [2, 3, 6, 7]
+        self.tconv = nn.Conv2d(cin,
+                               cout, (1, 7),
+                               dilation=(1, dilation_factor))
+
+    def forward(self, input):
+        x = self.tconv(input)
+        return x
+
+
+class dilated_inception(nn.Module):
+
+    def __init__(self, cin, cout, dilation_factor=2):
+        super(dilated_inception, self).__init__()
+        self.tconv = nn.ModuleList()
+        self.kernel_set = [2, 3, 6, 7]
+        cout = int(cout / len(self.kernel_set))
+        for kern in self.kernel_set:
+            self.tconv.append(
+                nn.Conv2d(cin, cout, (1, kern), dilation=(1, dilation_factor)))
+
+    def forward(self, input):
+        x = []
+        for i in range(len(self.kernel_set)):
+            x.append(self.tconv[i](input))
+        for i in range(len(self.kernel_set)):
+            x[i] = x[i][..., -x[-1].size(3):]
+        x = torch.cat(x, dim=1)
+        return x
+
+
+class graph_constructor(nn.Module):
+
+    def __init__(self, nnodes, k, dim, device, alpha=3, static_feat=None):
+        super(graph_constructor, self).__init__()
+        self.nnodes = nnodes
+        if static_feat is not None:
+            xd = static_feat.shape[1]
+            self.lin1 = nn.Linear(xd, dim)
+            self.lin2 = nn.Linear(xd, dim)
+        else:
+            self.emb1 = nn.Embedding(nnodes, dim)
+            self.emb2 = nn.Embedding(nnodes, dim)
+            self.lin1 = nn.Linear(dim, dim)
+            self.lin2 = nn.Linear(dim, dim)
+
+        self.device = device
+        self.k = k
+        self.dim = dim
+        self.alpha = alpha
+        self.static_feat = static_feat
+
+    def forward(self, idx):
+        if self.static_feat is None:
+            nodevec1 = self.emb1(idx)
+            nodevec2 = self.emb2(idx)
+        else:
+            nodevec1 = self.static_feat[idx, :]
+            nodevec2 = nodevec1
+
+        nodevec1 = torch.tanh(self.alpha * self.lin1(nodevec1))
+        nodevec2 = torch.tanh(self.alpha * self.lin2(nodevec2))
+
+        a = torch.mm(nodevec1, nodevec2.transpose(1, 0)) - torch.mm(
+            nodevec2, nodevec1.transpose(1, 0))
+        adj = F.relu(torch.tanh(self.alpha * a))
+        mask = torch.zeros(idx.size(0), idx.size(0)).to(self.device)
+        mask.fill_(float('0'))
+        s1, t1 = (adj + torch.rand_like(adj) * 0.01).topk(self.k, 1)
+        mask.scatter_(1, t1, s1.fill_(1))
+        adj = adj * mask
+        return adj
+
+    def fullA(self, idx):
+        if self.static_feat is None:
+            nodevec1 = self.emb1(idx)
+            nodevec2 = self.emb2(idx)
+        else:
+            nodevec1 = self.static_feat[idx, :]
+            nodevec2 = nodevec1
+
+        nodevec1 = torch.tanh(self.alpha * self.lin1(nodevec1))
+        nodevec2 = torch.tanh(self.alpha * self.lin2(nodevec2))
+
+        a = torch.mm(nodevec1, nodevec2.transpose(1, 0)) - torch.mm(
+            nodevec2, nodevec1.transpose(1, 0))
+        adj = F.relu(torch.tanh(self.alpha * a))
+        return adj
+
+
+class graph_global(nn.Module):
+
+    def __init__(self, nnodes, k, dim, device, alpha=3, static_feat=None):
+        super(graph_global, self).__init__()
+        self.nnodes = nnodes
+        self.A = nn.Parameter(torch.randn(nnodes, nnodes).to(device),
+                              requires_grad=True).to(device)
+
+    def forward(self, idx):
+        return F.relu(self.A)
+
+
+class graph_undirected(nn.Module):
+
+    def __init__(self, nnodes, k, dim, device, alpha=3, static_feat=None):
+        super(graph_undirected, self).__init__()
+        self.nnodes = nnodes
+        if static_feat is not None:
+            xd = static_feat.shape[1]
+            self.lin1 = nn.Linear(xd, dim)
+        else:
+            self.emb1 = nn.Embedding(nnodes, dim)
+            self.lin1 = nn.Linear(dim, dim)
+
+        self.device = device
+        self.k = k
+        self.dim = dim
+        self.alpha = alpha
+        self.static_feat = static_feat
+
+    def forward(self, idx):
+        if self.static_feat is None:
+            nodevec1 = self.emb1(idx)
+            nodevec2 = self.emb1(idx)
+        else:
+            nodevec1 = self.static_feat[idx, :]
+            nodevec2 = nodevec1
+
+        nodevec1 = torch.tanh(self.alpha * self.lin1(nodevec1))
+        nodevec2 = torch.tanh(self.alpha * self.lin1(nodevec2))
+
+        a = torch.mm(nodevec1, nodevec2.transpose(1, 0))
+        adj = F.relu(torch.tanh(self.alpha * a))
+        mask = torch.zeros(idx.size(0), idx.size(0)).to(self.device)
+        mask.fill_(float('0'))
+        s1, t1 = adj.topk(self.k, 1)
+        mask.scatter_(1, t1, s1.fill_(1))
+        adj = adj * mask
+        return adj
+
+
+class graph_directed(nn.Module):
+
+    def __init__(self, nnodes, k, dim, device, alpha=3, static_feat=None):
+        super(graph_directed, self).__init__()
+        self.nnodes = nnodes
+        if static_feat is not None:
+            xd = static_feat.shape[1]
+            self.lin1 = nn.Linear(xd, dim)
+            self.lin2 = nn.Linear(xd, dim)
+        else:
+            self.emb1 = nn.Embedding(nnodes, dim)
+            self.emb2 = nn.Embedding(nnodes, dim)
+            self.lin1 = nn.Linear(dim, dim)
+            self.lin2 = nn.Linear(dim, dim)
+
+        self.device = device
+        self.k = k
+        self.dim = dim
+        self.alpha = alpha
+        self.static_feat = static_feat
+
+    def forward(self, idx):
+        if self.static_feat is None:
+            nodevec1 = self.emb1(idx)
+            nodevec2 = self.emb2(idx)
+        else:
+            nodevec1 = self.static_feat[idx, :]
+            nodevec2 = nodevec1
+
+        nodevec1 = torch.tanh(self.alpha * self.lin1(nodevec1))
+        nodevec2 = torch.tanh(self.alpha * self.lin2(nodevec2))
+
+        a = torch.mm(nodevec1, nodevec2.transpose(1, 0))
+        adj = F.relu(torch.tanh(self.alpha * a))
+        mask = torch.zeros(idx.size(0), idx.size(0)).to(self.device)
+        mask.fill_(float('0'))
+        s1, t1 = adj.topk(self.k, 1)
+        mask.scatter_(1, t1, s1.fill_(1))
+        adj = adj * mask
+        return adj
+
+
+class LayerNorm(nn.Module):
+    __constants__ = [
+        'normalized_shape', 'weight', 'bias', 'eps', 'elementwise_affine'
+    ]
+
+    def __init__(self, normalized_shape, eps=1e-5, elementwise_affine=True):
+        super(LayerNorm, self).__init__()
+        if isinstance(normalized_shape, numbers.Integral):
+            normalized_shape = (normalized_shape, )
+        self.normalized_shape = tuple(normalized_shape)
+        self.eps = eps
+        self.elementwise_affine = elementwise_affine
+        if self.elementwise_affine:
+            self.weight = nn.Parameter(torch.Tensor(*normalized_shape))
+            self.bias = nn.Parameter(torch.Tensor(*normalized_shape))
+        else:
+            self.register_parameter('weight', None)
+            self.register_parameter('bias', None)
+        self.reset_parameters()
+
+    def reset_parameters(self):
+        if self.elementwise_affine:
+            init.ones_(self.weight)
+            init.zeros_(self.bias)
+
+    def forward(self, input, idx):
+        if self.elementwise_affine:
+            return F.layer_norm(input, tuple(input.shape[1:]),
+                                self.weight[:, idx, :], self.bias[:, idx, :],
+                                self.eps)
+        else:
+            return F.layer_norm(input, tuple(input.shape[1:]), self.weight,
+                                self.bias, self.eps)
+
+    def extra_repr(self):
+        return '{normalized_shape}, eps={eps}, ' \
+            'elementwise_affine={elementwise_affine}'.format(**self.__dict__)
diff --git a/MTGNN/net.py b/MTGNN/net.py
new file mode 100644
index 0000000..5abaec2
--- /dev/null
+++ b/MTGNN/net.py
@@ -0,0 +1,202 @@
+from layer import *
+
+
+class gtnet(nn.Module):
+
+    def __init__(self,
+                 gcn_true,
+                 buildA_true,
+                 gcn_depth,
+                 num_nodes,
+                 device,
+                 predefined_A=None,
+                 static_feat=None,
+                 dropout=0.3,
+                 subgraph_size=20,
+                 node_dim=40,
+                 dilation_exponential=1,
+                 conv_channels=32,
+                 residual_channels=32,
+                 skip_channels=64,
+                 end_channels=128,
+                 seq_length=12,
+                 in_dim=2,
+                 out_dim=12,
+                 layers=3,
+                 propalpha=0.05,
+                 tanhalpha=3,
+                 layer_norm_affline=True):
+        super(gtnet, self).__init__()
+        self.gcn_true = gcn_true
+        self.buildA_true = buildA_true
+        self.num_nodes = num_nodes
+        self.dropout = dropout
+        self.predefined_A = predefined_A
+        self.filter_convs = nn.ModuleList()
+        self.gate_convs = nn.ModuleList()
+        self.residual_convs = nn.ModuleList()
+        self.skip_convs = nn.ModuleList()
+        self.gconv1 = nn.ModuleList()
+        self.gconv2 = nn.ModuleList()
+        self.norm = nn.ModuleList()
+        self.start_conv = nn.Conv2d(in_channels=in_dim,
+                                    out_channels=residual_channels,
+                                    kernel_size=(1, 1))
+        self.gc = graph_constructor(num_nodes,
+                                    subgraph_size,
+                                    node_dim,
+                                    device,
+                                    alpha=tanhalpha,
+                                    static_feat=static_feat)
+
+        self.seq_length = seq_length
+        kernel_size = 7
+        if dilation_exponential > 1:
+            self.receptive_field = int(1 + (kernel_size - 1) *
+                                       (dilation_exponential**layers - 1) /
+                                       (dilation_exponential - 1))
+        else:
+            self.receptive_field = layers * (kernel_size - 1) + 1
+
+        for i in range(1):
+            if dilation_exponential > 1:
+                rf_size_i = int(1 + i * (kernel_size - 1) *
+                                (dilation_exponential**layers - 1) /
+                                (dilation_exponential - 1))
+            else:
+                rf_size_i = i * layers * (kernel_size - 1) + 1
+            new_dilation = 1
+            for j in range(1, layers + 1):
+                if dilation_exponential > 1:
+                    rf_size_j = int(rf_size_i + (kernel_size - 1) *
+                                    (dilation_exponential**j - 1) /
+                                    (dilation_exponential - 1))
+                else:
+                    rf_size_j = rf_size_i + j * (kernel_size - 1)
+
+                self.filter_convs.append(
+                    dilated_inception(residual_channels,
+                                      conv_channels,
+                                      dilation_factor=new_dilation))
+                self.gate_convs.append(
+                    dilated_inception(residual_channels,
+                                      conv_channels,
+                                      dilation_factor=new_dilation))
+                self.residual_convs.append(
+                    nn.Conv2d(in_channels=conv_channels,
+                              out_channels=residual_channels,
+                              kernel_size=(1, 1)))
+                if self.seq_length > self.receptive_field:
+                    self.skip_convs.append(
+                        nn.Conv2d(in_channels=conv_channels,
+                                  out_channels=skip_channels,
+                                  kernel_size=(1, self.seq_length - rf_size_j +
+                                               1)))
+                else:
+                    self.skip_convs.append(
+                        nn.Conv2d(in_channels=conv_channels,
+                                  out_channels=skip_channels,
+                                  kernel_size=(1, self.receptive_field -
+                                               rf_size_j + 1)))
+
+                if self.gcn_true:
+                    self.gconv1.append(
+                        mixprop(conv_channels, residual_channels, gcn_depth,
+                                dropout, propalpha))
+                    self.gconv2.append(
+                        mixprop(conv_channels, residual_channels, gcn_depth,
+                                dropout, propalpha))
+
+                if self.seq_length > self.receptive_field:
+                    self.norm.append(
+                        LayerNorm((residual_channels, num_nodes,
+                                   self.seq_length - rf_size_j + 1),
+                                  elementwise_affine=layer_norm_affline))
+                else:
+                    self.norm.append(
+                        LayerNorm((residual_channels, num_nodes,
+                                   self.receptive_field - rf_size_j + 1),
+                                  elementwise_affine=layer_norm_affline))
+
+                new_dilation *= dilation_exponential
+
+        self.layers = layers
+        self.end_conv_1 = nn.Conv2d(in_channels=skip_channels,
+                                    out_channels=end_channels,
+                                    kernel_size=(1, 1),
+                                    bias=True)
+        self.end_conv_2 = nn.Conv2d(in_channels=end_channels,
+                                    out_channels=out_dim,
+                                    kernel_size=(1, 1),
+                                    bias=True)
+        if self.seq_length > self.receptive_field:
+            self.skip0 = nn.Conv2d(in_channels=in_dim,
+                                   out_channels=skip_channels,
+                                   kernel_size=(1, self.seq_length),
+                                   bias=True)
+            self.skipE = nn.Conv2d(in_channels=residual_channels,
+                                   out_channels=skip_channels,
+                                   kernel_size=(1, self.seq_length -
+                                                self.receptive_field + 1),
+                                   bias=True)
+
+        else:
+            self.skip0 = nn.Conv2d(in_channels=in_dim,
+                                   out_channels=skip_channels,
+                                   kernel_size=(1, self.receptive_field),
+                                   bias=True)
+            self.skipE = nn.Conv2d(in_channels=residual_channels,
+                                   out_channels=skip_channels,
+                                   kernel_size=(1, 1),
+                                   bias=True)
+
+        self.idx = torch.arange(self.num_nodes).to(device)
+
+    def forward(self, input, idx=None):
+        seq_len = input.size(3)
+        assert seq_len == self.seq_length, 'input sequence length not equal to preset sequence length'
+
+        if self.seq_length < self.receptive_field:
+            input = nn.functional.pad(
+                input, (self.receptive_field - self.seq_length, 0, 0, 0))
+
+        if self.gcn_true:
+            if self.buildA_true:
+                if idx is None:
+                    adp = self.gc(self.idx)
+                else:
+                    adp = self.gc(idx)
+            else:
+                adp = self.predefined_A
+
+        x = self.start_conv(input)
+        skip = self.skip0(
+            F.dropout(input, self.dropout, training=self.training))
+        for i in range(self.layers):
+            residual = x
+            filter = self.filter_convs[i](x)
+            filter = torch.tanh(filter)
+            gate = self.gate_convs[i](x)
+            gate = torch.sigmoid(gate)
+            x = filter * gate
+            x = F.dropout(x, self.dropout, training=self.training)
+            s = x
+            s = self.skip_convs[i](s)
+            skip = s + skip
+            if self.gcn_true:
+                x = self.gconv1[i](x, adp) + self.gconv2[i](
+                    x, adp.transpose(1, 0))
+            else:
+                x = self.residual_convs[i](x)
+
+            x = x + residual[:, :, :, -x.size(3):]
+            if idx is None:
+                x = self.norm[i](x, self.idx)
+            else:
+                x = self.norm[i](x, idx)
+
+        skip = self.skipE(x) + skip
+        x = F.relu(skip)
+        x = F.relu(self.end_conv_1(x))
+        x = self.end_conv_2(x)
+        return x
diff --git a/MTGNN/predict_fast_single_step_for_speed_testing.py b/MTGNN/predict_fast_single_step_for_speed_testing.py
new file mode 100644
index 0000000..29e6b0c
--- /dev/null
+++ b/MTGNN/predict_fast_single_step_for_speed_testing.py
@@ -0,0 +1,23 @@
+from train_single_step import SingleStep
+
+
+def main(device):
+    get_single_step(device).predict_with_the_best_model()
+
+
+def get_single_step(device):
+    return SingleStep(data_path='data/test/test.csv',
+                      week=3,
+                      num_weeks=3,
+                      device=device,
+                      num_nodes=20,
+                      subgraph_size=8,
+                      seq_in_len=5,
+                      horizon=7,
+                      batch_size=30,
+                      epochs=30,
+                      run_for_prediction=True)
+
+
+if __name__ == "__main__":
+    main('cpu')
diff --git a/MTGNN/predict_weeks.py b/MTGNN/predict_weeks.py
new file mode 100644
index 0000000..5fffb0d
--- /dev/null
+++ b/MTGNN/predict_weeks.py
@@ -0,0 +1,72 @@
+import sys
+
+import pandas as pd
+from tqdm import tqdm
+
+from train_single_step import SingleStep
+
+
+class Config:
+    conv_channels = 4
+    epoch = 2000
+    layers = 3
+    lr = 0.00014215115225721316
+    num_of_weeks_in_window = 2
+    weight_decay = 3.485648994073535e-05
+
+
+def main(device, data_path, horizon, starting_week, num_weeks):
+    num_assets = len(pd.read_csv(data_path).columns) - 2
+    for week in tqdm(range(starting_week, num_weeks), desc='predict_weeks.py > week'):
+        print(f"Predicting week: {week}")
+        get_predictor(data_path, horizon, num_assets, week, num_weeks, device).predict_with_the_best_model()
+
+
+def get_trainer(data_path, horizon, num_assets, week, num_weeks, device):
+    return SingleStep(data_path=data_path,
+                      week=week,
+                      num_weeks=num_weeks,
+                      device=device,
+                      num_nodes=num_assets,
+                      subgraph_size=int(num_assets * .4),
+                      seq_in_len=Config.num_of_weeks_in_window * horizon,
+                      horizon=horizon,
+                      batch_size=30,
+                      epochs=Config.epoch,
+                      lr=Config.lr,
+                      weight_decay=Config.weight_decay,
+                      layers=Config.layers,
+                      conv_channels=Config.conv_channels,
+                      residual_channels=Config.conv_channels,
+                      skip_channels=Config.conv_channels * 2,
+                      end_channels=Config.conv_channels * 4,
+                      training_split=.74,
+                      validation_split=.24)
+
+
+def get_predictor(data_path, horizon, num_assets, week, num_weeks, device):
+    return SingleStep(data_path=data_path,
+                      week=week,
+                      num_weeks=num_weeks,
+                      device=device,
+                      num_nodes=num_assets,
+                      subgraph_size=int(num_assets * .4),
+                      seq_in_len=Config.num_of_weeks_in_window * horizon,
+                      horizon=horizon,
+                      batch_size=30,
+                      epochs=Config.epoch,
+                      lr=Config.lr,
+                      weight_decay=Config.weight_decay,
+                      layers=Config.layers,
+                      conv_channels=Config.conv_channels,
+                      residual_channels=Config.conv_channels,
+                      skip_channels=Config.conv_channels * 2,
+                      end_channels=Config.conv_channels * 4,
+                      training_split=.74,
+                      validation_split=.24,
+                      run_for_prediction=True)
+
+
+if __name__ == "__main__":
+    device, data_path, horizon, starting_week, num_weeks = sys.argv[1:]
+    main(device, data_path, int(horizon), int(starting_week), int(num_weeks))
diff --git a/MTGNN/run.py b/MTGNN/run.py
new file mode 100644
index 0000000..a9c9f81
--- /dev/null
+++ b/MTGNN/run.py
@@ -0,0 +1,5 @@
+import predict_weeks
+import train_weeks
+
+train_weeks.main('cuda', '../ticker-collector/out/crypto/daily_20_2190_marked.csv', 104)
+predict_weeks.main('cuda', '../ticker-collector/out/crypto/daily_20_2190_marked.csv', 104)
diff --git a/MTGNN/train_and_predict_weeks.py b/MTGNN/train_and_predict_weeks.py
new file mode 100644
index 0000000..c1de661
--- /dev/null
+++ b/MTGNN/train_and_predict_weeks.py
@@ -0,0 +1,74 @@
+import sys
+
+import pandas as pd
+from tqdm import tqdm
+
+from train_single_step import SingleStep
+
+
+class Config:
+    conv_channels = 4
+    epoch = 2000
+    layers = 3
+    lr = 0.00014215115225721316
+    num_of_weeks_in_window = 2
+    weight_decay = 3.485648994073535e-05
+
+
+def main(device, data_path, horizon, starting_week, num_weeks):
+    num_assets = len(pd.read_csv(data_path).columns) - 2
+    for week in tqdm(range(starting_week, num_weeks), desc='train_and_predict_weeks.py > week'):
+        print(f"Training week: {week}")
+        get_trainer(data_path, horizon, num_assets, week, num_weeks, device).run_train_only()
+        print(f"Predicting week: {week}")
+        get_predictor(data_path, horizon, num_assets, week, num_weeks, device).predict_with_the_best_model()
+
+
+def get_trainer(data_path, horizon, num_assets, week, num_weeks, device):
+    return SingleStep(data_path=data_path,
+                      week=week,
+                      num_weeks=num_weeks,
+                      device=device,
+                      num_nodes=num_assets,
+                      subgraph_size=int(num_assets * .4),
+                      seq_in_len=Config.num_of_weeks_in_window * horizon,
+                      horizon=horizon,
+                      batch_size=30,
+                      epochs=Config.epoch,
+                      lr=Config.lr,
+                      weight_decay=Config.weight_decay,
+                      layers=Config.layers,
+                      conv_channels=Config.conv_channels,
+                      residual_channels=Config.conv_channels,
+                      skip_channels=Config.conv_channels * 2,
+                      end_channels=Config.conv_channels * 4,
+                      training_split=.74,
+                      validation_split=.24)
+
+
+def get_predictor(data_path, horizon, num_assets, week, num_weeks, device):
+    return SingleStep(data_path=data_path,
+                      week=week,
+                      num_weeks=num_weeks,
+                      device=device,
+                      num_nodes=num_assets,
+                      subgraph_size=int(num_assets * .4),
+                      seq_in_len=Config.num_of_weeks_in_window * horizon,
+                      horizon=horizon,
+                      batch_size=30,
+                      epochs=Config.epoch,
+                      lr=Config.lr,
+                      weight_decay=Config.weight_decay,
+                      layers=Config.layers,
+                      conv_channels=Config.conv_channels,
+                      residual_channels=Config.conv_channels,
+                      skip_channels=Config.conv_channels * 2,
+                      end_channels=Config.conv_channels * 4,
+                      training_split=.74,
+                      validation_split=.24,
+                      run_for_prediction=True)
+
+
+if __name__ == "__main__":
+    device, data_path, horizon, starting_week, num_weeks = sys.argv[1:]
+    main(device, data_path, int(horizon), int(starting_week), int(num_weeks))
diff --git a/MTGNN/train_and_predict_weeks_fast.py b/MTGNN/train_and_predict_weeks_fast.py
new file mode 100644
index 0000000..7c21b6a
--- /dev/null
+++ b/MTGNN/train_and_predict_weeks_fast.py
@@ -0,0 +1,79 @@
+import sys
+
+import pandas as pd
+from tqdm import tqdm
+
+from train_single_step import SingleStep
+
+
+class Config:
+    conv_channels = 4
+    epoch = 2000
+    layers = 3
+    lr = 0.00014215115225721316
+    num_of_weeks_in_window = 2
+    weight_decay = 3.485648994073535e-05
+
+
+def main(device, data_path, horizon, num_weeks):
+    num_assets = len(pd.read_csv(data_path).columns) - 2
+    end_indexes = [50, 75, 90, num_weeks]
+    i = 0
+    for week in tqdm([25, 50, 75, 90], desc='train_and_predict_weeks_fast.py > week'):
+        print(f"Training week: {week}")
+        get_trainer(data_path, horizon, num_assets, week, num_weeks, device).run_train_only()
+        for predicting_week in range(week, end_indexes[i]):
+            print(f"Predicting week: {predicting_week}")
+            get_predictor(data_path, horizon, num_assets, predicting_week, num_weeks,
+                          device).predict_with_the_best_model()
+        i += 1
+
+
+def get_trainer(data_path, horizon, num_assets, week, num_weeks, device):
+    return SingleStep(data_path=data_path,
+                      week=week,
+                      num_weeks=num_weeks,
+                      device=device,
+                      num_nodes=num_assets,
+                      subgraph_size=int(num_assets * .4),
+                      seq_in_len=Config.num_of_weeks_in_window * horizon,
+                      horizon=horizon,
+                      batch_size=30,
+                      epochs=Config.epoch,
+                      lr=Config.lr,
+                      weight_decay=Config.weight_decay,
+                      layers=Config.layers,
+                      conv_channels=Config.conv_channels,
+                      residual_channels=Config.conv_channels,
+                      skip_channels=Config.conv_channels * 2,
+                      end_channels=Config.conv_channels * 4,
+                      training_split=.74,
+                      validation_split=.24)
+
+
+def get_predictor(data_path, horizon, num_assets, week, num_weeks, device):
+    return SingleStep(data_path=data_path,
+                      week=week,
+                      num_weeks=num_weeks,
+                      device=device,
+                      num_nodes=num_assets,
+                      subgraph_size=int(num_assets * .4),
+                      seq_in_len=Config.num_of_weeks_in_window * horizon,
+                      horizon=horizon,
+                      batch_size=30,
+                      epochs=Config.epoch,
+                      lr=Config.lr,
+                      weight_decay=Config.weight_decay,
+                      layers=Config.layers,
+                      conv_channels=Config.conv_channels,
+                      residual_channels=Config.conv_channels,
+                      skip_channels=Config.conv_channels * 2,
+                      end_channels=Config.conv_channels * 4,
+                      training_split=.74,
+                      validation_split=.24,
+                      run_for_prediction=True)
+
+
+if __name__ == "__main__":
+    device, data_path, horizon, num_weeks = sys.argv[1:]
+    main(device, data_path, int(horizon), int(num_weeks))
diff --git a/MTGNN/train_fast_single_step_for_speed_testing.py b/MTGNN/train_fast_single_step_for_speed_testing.py
new file mode 100644
index 0000000..26ae188
--- /dev/null
+++ b/MTGNN/train_fast_single_step_for_speed_testing.py
@@ -0,0 +1,29 @@
+from train_single_step import SingleStep, print_results
+
+
+def main(device):
+    single_step = get_single_step(device)
+    vacc, vrae, vcorr, vmape, acc, rae, corr, mape = [], [], [], [], [], [], [], []
+    all_metrics_arrays = [vacc, vrae, vcorr, vmape, acc, rae, corr, mape]
+    runs = 2
+    for i in range(runs):
+        all_metrics = single_step.run()
+        [a.append(m) for a, m in zip(all_metrics_arrays, all_metrics)]
+    print_results(runs, acc, corr, mape, rae, vacc, vcorr, vmape, vrae)
+
+
+def get_single_step(device):
+    return SingleStep(data_path='data/test/test.csv',
+                      week=3,
+                      num_weeks=3,
+                      device=device,
+                      num_nodes=20,
+                      subgraph_size=3,
+                      seq_in_len=5,
+                      horizon=5,
+                      batch_size=30,
+                      epochs=2)
+
+
+if __name__ == "__main__":
+    main('cpu')
diff --git a/MTGNN/train_multi_step.py b/MTGNN/train_multi_step.py
new file mode 100644
index 0000000..79dcbac
--- /dev/null
+++ b/MTGNN/train_multi_step.py
@@ -0,0 +1,362 @@
+import torch
+import numpy as np
+import argparse
+import time
+from util import *
+from trainer import Trainer
+from net import gtnet
+
+
+def str_to_bool(value):
+    if isinstance(value, bool):
+        return value
+    if value.lower() in {'false', 'f', '0', 'no', 'n'}:
+        return False
+    elif value.lower() in {'true', 't', '1', 'yes', 'y'}:
+        return True
+    raise ValueError(f'{value} is not a valid boolean value')
+
+
+parser = argparse.ArgumentParser()
+
+parser.add_argument('--device', type=str, default='cuda', help='')
+parser.add_argument('--data',
+                    type=str,
+                    default='data/METR-LA',
+                    help='data path')
+
+parser.add_argument('--adj_data',
+                    type=str,
+                    default='data/sensor_graph/adj_mx.pkl',
+                    help='adj data path')
+parser.add_argument('--gcn_true',
+                    type=str_to_bool,
+                    default=True,
+                    help='whether to add graph convolution layer')
+parser.add_argument('--buildA_true',
+                    type=str_to_bool,
+                    default=True,
+                    help='whether to construct adaptive adjacency matrix')
+parser.add_argument('--load_static_feature',
+                    type=str_to_bool,
+                    default=False,
+                    help='whether to load static feature')
+parser.add_argument('--cl',
+                    type=str_to_bool,
+                    default=True,
+                    help='whether to do curriculum learning')
+
+parser.add_argument('--gcn_depth',
+                    type=int,
+                    default=2,
+                    help='graph convolution depth')
+parser.add_argument('--num_nodes',
+                    type=int,
+                    default=207,
+                    help='number of nodes/variables')
+parser.add_argument('--dropout', type=float, default=0.3, help='dropout rate')
+parser.add_argument('--subgraph_size', type=int, default=20, help='k')
+parser.add_argument('--node_dim', type=int, default=40, help='dim of nodes')
+parser.add_argument('--dilation_exponential',
+                    type=int,
+                    default=1,
+                    help='dilation exponential')
+
+parser.add_argument('--conv_channels',
+                    type=int,
+                    default=32,
+                    help='convolution channels')
+parser.add_argument('--residual_channels',
+                    type=int,
+                    default=32,
+                    help='residual channels')
+parser.add_argument('--skip_channels',
+                    type=int,
+                    default=64,
+                    help='skip channels')
+parser.add_argument('--end_channels',
+                    type=int,
+                    default=128,
+                    help='end channels')
+
+parser.add_argument('--in_dim', type=int, default=2, help='inputs dimension')
+parser.add_argument('--seq_in_len',
+                    type=int,
+                    default=12,
+                    help='input sequence length')
+parser.add_argument('--seq_out_len',
+                    type=int,
+                    default=12,
+                    help='output sequence length')
+
+parser.add_argument('--layers', type=int, default=3, help='number of layers')
+parser.add_argument('--batch_size', type=int, default=64, help='batch size')
+parser.add_argument('--learning_rate',
+                    type=float,
+                    default=0.001,
+                    help='learning rate')
+parser.add_argument('--weight_decay',
+                    type=float,
+                    default=0.0001,
+                    help='weight decay rate')
+parser.add_argument('--clip', type=int, default=5, help='clip')
+parser.add_argument('--step_size1', type=int, default=2500, help='step_size')
+parser.add_argument('--step_size2', type=int, default=100, help='step_size')
+
+parser.add_argument('--epochs', type=int, default=100, help='')
+parser.add_argument('--print_every', type=int, default=50, help='')
+parser.add_argument('--seed', type=int, default=101, help='random seed')
+parser.add_argument('--save', type=str, default='./save/', help='save path')
+parser.add_argument('--expid', type=int, default=1, help='experiment id')
+
+parser.add_argument('--propalpha', type=float, default=0.05, help='prop alpha')
+parser.add_argument('--tanhalpha', type=float, default=3, help='adj alpha')
+
+parser.add_argument('--num_split',
+                    type=int,
+                    default=1,
+                    help='number of splits for graphs')
+
+parser.add_argument('--runs', type=int, default=10, help='number of runs')
+
+args = parser.parse_args()
+torch.set_num_threads(3)
+
+
+def main(runid):
+    # torch.manual_seed(args.seed)
+    # torch.backends.cudnn.deterministic = True
+    # torch.backends.cudnn.benchmark = False
+    # np.random.seed(args.seed)
+    #load data
+    device = torch.device(args.device)
+    dataloader = load_dataset(args.data, args.batch_size, args.batch_size,
+                              args.batch_size)
+    scaler = dataloader['scaler']
+
+    predefined_A = load_adj(args.adj_data)
+    predefined_A = torch.tensor(predefined_A) - torch.eye(args.num_nodes)
+    predefined_A = predefined_A.to(device)
+
+    # if args.load_static_feature:
+    #     static_feat = load_node_feature('data/sensor_graph/location.csv')
+    # else:
+    #     static_feat = None
+
+    model = gtnet(args.gcn_true,
+                  args.buildA_true,
+                  args.gcn_depth,
+                  args.num_nodes,
+                  device,
+                  predefined_A=predefined_A,
+                  dropout=args.dropout,
+                  subgraph_size=args.subgraph_size,
+                  node_dim=args.node_dim,
+                  dilation_exponential=args.dilation_exponential,
+                  conv_channels=args.conv_channels,
+                  residual_channels=args.residual_channels,
+                  skip_channels=args.skip_channels,
+                  end_channels=args.end_channels,
+                  seq_length=args.seq_in_len,
+                  in_dim=args.in_dim,
+                  out_dim=args.seq_out_len,
+                  layers=args.layers,
+                  propalpha=args.propalpha,
+                  tanhalpha=args.tanhalpha,
+                  layer_norm_affline=True)
+
+    print(args)
+    print('The recpetive field size is', model.receptive_field)
+    nParams = sum([p.nelement() for p in model.parameters()])
+    print('Number of model parameters is', nParams)
+
+    engine = Trainer(model, args.learning_rate, args.weight_decay, args.clip,
+                     args.step_size1, args.seq_out_len, scaler, device,
+                     args.cl)
+
+    print("start training...", flush=True)
+    his_loss = []
+    val_time = []
+    train_time = []
+    minl = 1e5
+    for i in range(1, args.epochs + 1):
+        train_loss = []
+        train_mape = []
+        train_rmse = []
+        t1 = time.time()
+        dataloader['train_loader'].shuffle()
+        for iter, (x,
+                   y) in enumerate(dataloader['train_loader'].get_iterator()):
+            trainx = torch.Tensor(x).to(device)
+            trainx = trainx.transpose(1, 3)
+            trainy = torch.Tensor(y).to(device)
+            trainy = trainy.transpose(1, 3)
+            if iter % args.step_size2 == 0:
+                perm = np.random.permutation(range(args.num_nodes))
+            num_sub = int(args.num_nodes / args.num_split)
+            for j in range(args.num_split):
+                if j != args.num_split - 1:
+                    id = perm[j * num_sub:(j + 1) * num_sub]
+                else:
+                    id = perm[j * num_sub:]
+                id = torch.tensor(id).to(device)
+                tx = trainx[:, :, id, :]
+                ty = trainy[:, :, id, :]
+                metrics = engine.train(tx, ty[:, 0, :, :], id)
+                train_loss.append(metrics[0])
+                train_mape.append(metrics[1])
+                train_rmse.append(metrics[2])
+            if iter % args.print_every == 0:
+                log = 'Iter: {:03d}, Train Loss: {:.4f}, Train MAPE: {:.4f}, Train RMSE: {:.4f}'
+                print(log.format(iter, train_loss[-1], train_mape[-1],
+                                 train_rmse[-1]),
+                      flush=True)
+        t2 = time.time()
+        train_time.append(t2 - t1)
+        #validation
+        valid_loss = []
+        valid_mape = []
+        valid_rmse = []
+
+        s1 = time.time()
+        for iter, (x, y) in enumerate(dataloader['val_loader'].get_iterator()):
+            testx = torch.Tensor(x).to(device)
+            testx = testx.transpose(1, 3)
+            testy = torch.Tensor(y).to(device)
+            testy = testy.transpose(1, 3)
+            metrics = engine.eval(testx, testy[:, 0, :, :])
+            valid_loss.append(metrics[0])
+            valid_mape.append(metrics[1])
+            valid_rmse.append(metrics[2])
+        s2 = time.time()
+        log = 'Epoch: {:03d}, Inference Time: {:.4f} secs'
+        print(log.format(i, (s2 - s1)))
+        val_time.append(s2 - s1)
+        mtrain_loss = np.mean(train_loss)
+        mtrain_mape = np.mean(train_mape)
+        mtrain_rmse = np.mean(train_rmse)
+
+        mvalid_loss = np.mean(valid_loss)
+        mvalid_mape = np.mean(valid_mape)
+        mvalid_rmse = np.mean(valid_rmse)
+        his_loss.append(mvalid_loss)
+
+        log = 'Epoch: {:03d}, Train Loss: {:.4f}, Train MAPE: {:.4f}, Train RMSE: {:.4f}, Valid Loss: {:.4f}, Valid MAPE: {:.4f}, Valid RMSE: {:.4f}, Training Time: {:.4f}/epoch'
+        print(log.format(i, mtrain_loss, mtrain_mape, mtrain_rmse, mvalid_loss,
+                         mvalid_mape, mvalid_rmse, (t2 - t1)),
+              flush=True)
+
+        if mvalid_loss < minl:
+            torch.save(
+                engine.model.state_dict(), args.save + "exp" +
+                str(args.expid) + "_" + str(runid) + ".pth")
+            minl = mvalid_loss
+
+    print("Average Training Time: {:.4f} secs/epoch".format(
+        np.mean(train_time)))
+    print("Average Inference Time: {:.4f} secs".format(np.mean(val_time)))
+
+    bestid = np.argmin(his_loss)
+    engine.model.load_state_dict(
+        torch.load(args.save + "exp" + str(args.expid) + "_" + str(runid) +
+                   ".pth"))
+
+    print("Training finished")
+    print("The valid loss on best model is", str(round(his_loss[bestid], 4)))
+
+    #valid data
+    outputs = []
+    realy = torch.Tensor(dataloader['y_val']).to(device)
+    realy = realy.transpose(1, 3)[:, 0, :, :]
+
+    for iter, (x, y) in enumerate(dataloader['val_loader'].get_iterator()):
+        testx = torch.Tensor(x).to(device)
+        testx = testx.transpose(1, 3)
+        with torch.no_grad():
+            preds = engine.model(testx)
+            preds = preds.transpose(1, 3)
+        outputs.append(preds.squeeze())
+
+    yhat = torch.cat(outputs, dim=0)
+    yhat = yhat[:realy.size(0), ...]
+
+    pred = scaler.inverse_transform(yhat)
+    vmae, vmape, vrmse = metric(pred, realy)
+
+    #test data
+    outputs = []
+    realy = torch.Tensor(dataloader['y_test']).to(device)
+    realy = realy.transpose(1, 3)[:, 0, :, :]
+
+    for iter, (x, y) in enumerate(dataloader['test_loader'].get_iterator()):
+        testx = torch.Tensor(x).to(device)
+        testx = testx.transpose(1, 3)
+        with torch.no_grad():
+            preds = engine.model(testx)
+            preds = preds.transpose(1, 3)
+        outputs.append(preds.squeeze())
+
+    yhat = torch.cat(outputs, dim=0)
+    yhat = yhat[:realy.size(0), ...]
+
+    mae = []
+    mape = []
+    rmse = []
+    for i in range(args.seq_out_len):
+        pred = scaler.inverse_transform(yhat[:, :, i])
+        real = realy[:, :, i]
+        metrics = metric(pred, real)
+        log = 'Evaluate best model on test data for horizon {:d}, Test MAE: {:.4f}, Test MAPE: {:.4f}, Test RMSE: {:.4f}'
+        print(log.format(i + 1, metrics[0], metrics[1], metrics[2]))
+        mae.append(metrics[0])
+        mape.append(metrics[1])
+        rmse.append(metrics[2])
+    return vmae, vmape, vrmse, mae, mape, rmse
+
+
+if __name__ == "__main__":
+
+    vmae = []
+    vmape = []
+    vrmse = []
+    mae = []
+    mape = []
+    rmse = []
+    for i in range(args.runs):
+        vm1, vm2, vm3, m1, m2, m3 = main(i)
+        vmae.append(vm1)
+        vmape.append(vm2)
+        vrmse.append(vm3)
+        mae.append(m1)
+        mape.append(m2)
+        rmse.append(m3)
+
+    mae = np.array(mae)
+    mape = np.array(mape)
+    rmse = np.array(rmse)
+
+    amae = np.mean(mae, 0)
+    amape = np.mean(mape, 0)
+    armse = np.mean(rmse, 0)
+
+    smae = np.std(mae, 0)
+    smape = np.std(mape, 0)
+    srmse = np.std(rmse, 0)
+
+    print('\n\nResults for 10 runs\n\n')
+    #valid data
+    print('valid\tMAE\tRMSE\tMAPE')
+    log = 'mean:\t{:.4f}\t{:.4f}\t{:.4f}'
+    print(log.format(np.mean(vmae), np.mean(vrmse), np.mean(vmape)))
+    log = 'std:\t{:.4f}\t{:.4f}\t{:.4f}'
+    print(log.format(np.std(vmae), np.std(vrmse), np.std(vmape)))
+    print('\n\n')
+    #test data
+    print(
+        'test|horizon\tMAE-mean\tRMSE-mean\tMAPE-mean\tMAE-std\tRMSE-std\tMAPE-std'
+    )
+    for i in [2, 5, 11]:
+        log = '{:d}\t{:.4f}\t{:.4f}\t{:.4f}\t{:.4f}\t{:.4f}\t{:.4f}'
+        print(
+            log.format(i + 1, amae[i], armse[i], amape[i], smae[i], srmse[i],
+                       smape[i]))
diff --git a/MTGNN/train_single_step.py b/MTGNN/train_single_step.py
new file mode 100644
index 0000000..0c29789
--- /dev/null
+++ b/MTGNN/train_single_step.py
@@ -0,0 +1,363 @@
+import math
+import time
+from dataclasses import dataclass
+
+import matplotlib.pyplot as plt
+import torch.nn as nn
+from torch.utils.tensorboard import SummaryWriter
+from tqdm import tqdm
+
+from constants import Constants
+from net import gtnet
+from trainer import Optim
+from util import *
+
+
+@dataclass
+class SingleStep:
+    data_path: str
+    week: int
+    num_weeks: int
+    device: str
+    num_nodes: int
+    subgraph_size: int
+    seq_in_len: int
+    horizon: int
+    batch_size: int
+    epochs: int
+    run_for_prediction: bool = False
+    normalize: int = 2
+    training_split: float = .6
+    validation_split: float = .2
+    conv_channels: int = 16
+    residual_channels: int = 16
+    skip_channels: int = 32
+    end_channels: int = 64
+    layers: int = 2
+    lr: float = .0001
+    weight_decay: float = .00001
+    log_interval = 2000
+    optim = 'adam'
+    L1Loss = True
+    gcn_true = True
+    buildA_true = True
+    gcn_depth = 2
+    dropout = .3
+    node_dim = 40
+    dilation_exponential = 2
+    in_dim = 1
+    seq_out_len = 1
+    clip = 5
+    propalpha = .05
+    tanhalpha = 3
+    num_split = 1
+    step_size = 100
+
+    def __post_init__(self):
+        file_name = self.data_path.replace(".csv", "")
+        if 'out/' in file_name:
+            file_name = file_name.split('out/')[1]
+        model_calculation = 25 if self.week < 50 else (50 if 50 <= self.week < 75 else
+                                                       (75 if 75 <= self.week < 90 else 90))
+        self.model_path = self.init_path(f'model/{self.seq_in_len}/{file_name}/weeks', str(model_calculation), '.pt')
+        self.figs_path = self.create_path(
+            f'figs/{Constants.PREDICTION_TIME}/{self.seq_in_len}/{file_name}/week_{self.week}')
+        self.prediction_path = self.init_prediction_path(file_name)
+        self.data = DataLoaderS(self.data_path, self.week, self.num_weeks, self.training_split, self.validation_split,
+                                self.device, self.horizon, self.seq_in_len, self.normalize, self.run_for_prediction)
+
+        self.criterion = nn.L1Loss(size_average=False).to(self.device) if self.L1Loss else nn.MSELoss(
+            size_average=False).to(self.device)
+        self.evaluateL1 = nn.L1Loss(size_average=False).to(self.device)
+        self.evaluateL2 = nn.MSELoss(size_average=False).to(self.device)
+        self.summary_writer = self.create_summary_writer(file_name)
+        self.model = self.create_model()
+        self.optimizer = self.create_optimizer()
+        self.print_num_of_model_parameters()
+
+    def __del__(self):
+        # noinspection PyBroadException
+        try:
+            self.summary_writer.close()
+        except Exception as e:
+            print("Failed to close summary writer.", e)
+
+    def init_prediction_path(self, file_name):
+        return self.init_path(f'prediction/{self.seq_in_len}', f'{file_name}/weeks/{self.week + 1}')
+
+    @staticmethod
+    def init_path(base_path, file_name, file_extension=''):
+        os.makedirs(f'{base_path}/{os.path.dirname(file_name)}', exist_ok=True)
+        return f'{base_path}/{file_name}{file_extension}'
+
+    @staticmethod
+    def create_path(path):
+        os.makedirs(path, exist_ok=True)
+        return path
+
+    def create_summary_writer(self, file_name):
+        path = self.create_path(f'runs/{Constants.PREDICTION_TIME}/{self.seq_in_len}/{file_name}/weeks/{self.week}')
+        return SummaryWriter(log_dir=path)
+
+    def create_model(self):
+        return gtnet(self.gcn_true,
+                     self.buildA_true,
+                     self.gcn_depth,
+                     self.num_nodes,
+                     self.device,
+                     dropout=self.dropout,
+                     subgraph_size=self.subgraph_size,
+                     node_dim=self.node_dim,
+                     dilation_exponential=self.dilation_exponential,
+                     conv_channels=self.conv_channels,
+                     residual_channels=self.residual_channels,
+                     skip_channels=self.skip_channels,
+                     end_channels=self.end_channels,
+                     seq_length=self.seq_in_len,
+                     in_dim=self.in_dim,
+                     out_dim=self.seq_out_len,
+                     layers=self.layers,
+                     propalpha=self.propalpha,
+                     tanhalpha=self.tanhalpha,
+                     layer_norm_affline=False).to(self.device)
+
+    def create_optimizer(self):
+        return Optim(self.model.parameters(), self.optim, self.lr, self.clip, lr_decay=self.weight_decay)
+
+    def print_num_of_model_parameters(self):
+        print('The recpetive field size is', self.model.receptive_field)
+        nParams = sum([p.nelement() for p in self.model.parameters()])
+        print('Number of model parameters is', nParams, flush=True)
+
+    def run(self):
+        self.run_train_only()
+        return self.evaluate_the_best_model()
+
+    def run_train_only(self):
+        max_value_for_best_validation_loss = 10000000
+        best_validation_mape_for_best_loss = 10000000
+
+        # At any point you can hit Ctrl + C to break out of training early.
+        try:
+            print('begin training')
+            early_stop_patience = 100
+            early_stop_counter = 0
+            for epoch in tqdm(range(1, self.epochs + 1), desc='train_single_step.py > epoch'):
+                epoch_start_time = time.time()
+                train_loss = self.train()
+                val_loss, val_rae, val_corr, val_mape = evaluate(self.data, self.data.valid[0], self.data.valid[1],
+                                                                 self.model, self.evaluateL2, self.evaluateL1,
+                                                                 self.batch_size)
+                self.add_to_summary(epoch, train_loss, val_loss, val_rae, val_corr, val_mape)
+                print(
+                    '| end of epoch {:3d} | time: {:5.2f}s | train_loss {:5.4f} | valid rse {:5.4f} | valid rae {:5.4f} | valid corr {:5.4f} | valid mape {:5.4f}'
+                    .format(epoch, (time.time() - epoch_start_time), train_loss, val_loss, val_rae, val_corr, val_mape),
+                    flush=True)
+                # Save the model if the validation loss is the best we've seen so far.
+
+                if val_loss < max_value_for_best_validation_loss:
+                    with open(self.model_path, 'wb') as f:
+                        torch.save(self.model, f)
+                    max_value_for_best_validation_loss = val_loss
+                    best_validation_mape_for_best_loss = val_mape
+                    early_stop_counter = 0
+                else:
+                    early_stop_counter += 1
+                    if early_stop_counter == early_stop_patience:
+                        print(f"Early stopping after {early_stop_patience} epochs without improvement.")
+                        break
+                if epoch % 5 == 0:
+                    test_loss, test_rae, test_corr, test_mape = evaluate(self.data, self.data.test[0],
+                                                                         self.data.test[1], self.model, self.evaluateL2,
+                                                                         self.evaluateL1, self.batch_size)
+                    self.add_test_metrics_to_summary(epoch, test_loss, test_rae, test_corr, test_mape)
+                    print("test rse {:5.4f} | test rae {:5.4f} | test corr {:5.4f} | test mape {:5.4f}".format(
+                        test_loss, test_rae, test_corr, test_mape),
+                          flush=True)
+
+        except KeyboardInterrupt:
+            print('-' * 89)
+            print('Exiting from training early')
+
+        print(f'Validation mape for best loss: {best_validation_mape_for_best_loss}', flush=True)
+        return best_validation_mape_for_best_loss
+
+    def add_to_summary(self, epoch, train_loss, val_loss, val_rae, val_corr, val_mape):
+        # noinspection PyBroadException
+        try:
+            self.summary_writer.add_scalar('train_loss', train_loss, epoch)
+            self.summary_writer.add_scalar('val_loss', val_loss, epoch)
+            self.summary_writer.add_scalar('val_rae', val_rae, epoch)
+            self.summary_writer.add_scalar('val_corr', val_corr, epoch)
+            self.summary_writer.add_scalar('val_mape', val_mape, epoch)
+        except Exception as e:
+            print("Failed to add to summary writer.", e)
+
+    def add_test_metrics_to_summary(self, epoch, test_loss, test_rae, test_corr, test_mape):
+        # noinspection PyBroadException
+        try:
+            self.summary_writer.add_scalar('test_loss', test_loss, epoch)
+            self.summary_writer.add_scalar('test_rae', test_rae, epoch)
+            self.summary_writer.add_scalar('test_corr', test_corr, epoch)
+            self.summary_writer.add_scalar('test_mape', test_mape, epoch)
+        except Exception as e:
+            print("Failed to add to summary writer.", e)
+
+    def train(self):
+        X, Y = self.data.train[0], self.data.train[1]
+        self.model.train()
+        total_loss = 0
+        n_samples = 0
+        iter = 0
+        for X, Y in self.data.get_batches(X, Y, self.batch_size, True):
+            self.model.zero_grad()
+            X = torch.unsqueeze(X, dim=1)
+            X = X.transpose(2, 3)
+            if iter % self.step_size == 0:
+                perm = np.random.permutation(range(self.num_nodes))
+            num_sub = int(self.num_nodes / self.num_split)
+
+            for j in range(self.num_split):
+                if j != self.num_split - 1:
+                    id = perm[j * num_sub:(j + 1) * num_sub]
+                else:
+                    id = perm[j * num_sub:]
+                id = torch.tensor(id).to(self.device)
+                tx = X[:, :, id, :]
+                ty = Y[:, id]
+                output = self.model(tx, id)
+                output = torch.squeeze(output)
+                scale = self.data.scale.expand(output.size(0), self.data.num_cols)
+                scale = scale[:, id]
+                loss = self.criterion(output * scale, ty * scale)
+                loss.backward()
+                total_loss += loss.item()
+                n_samples += (output.size(0) * self.data.num_cols)
+                self.optimizer.step()
+
+            if iter % 100 == 0:
+                print('iter:{:3d} | loss: {:.3f}'.format(iter, loss.item() / (output.size(0) * self.data.num_cols)))
+            iter += 1
+        return total_loss / n_samples
+
+    def evaluate_the_best_model(self):
+        model = self.load_model()
+
+        vtest_acc, vtest_rae, vtest_corr, vtest_mape = evaluate(self.data, self.data.valid[0], self.data.valid[1],
+                                                                model, self.evaluateL2, self.evaluateL1,
+                                                                self.batch_size)
+        test_acc, test_rae, test_corr, test_mape = evaluate(self.data, self.data.test[0], self.data.test[1], model,
+                                                            self.evaluateL2, self.evaluateL1, self.batch_size)
+        print("final test rse {:5.4f} | test rae {:5.4f} | test corr {:5.4f} | test mape {:5.4f}".format(
+            test_acc, test_rae, test_corr, test_mape))
+        return vtest_acc, vtest_rae, vtest_corr, vtest_mape, test_acc, test_rae, test_corr, test_mape
+
+    def predict_with_the_best_model(self):
+        model = self.load_model()
+
+        model.eval()
+        prediction = None
+
+        for X in self.data.get_inputs(self.data.all[0], self.batch_size):
+            X = torch.unsqueeze(X, dim=1).transpose(2, 3)
+            with torch.no_grad():
+                output = model(X)
+            output = torch.squeeze(output)
+            if len(output.shape) == 1:
+                output = output.unsqueeze(dim=0)
+            if prediction is None:
+                prediction = output
+            else:
+                prediction = torch.cat((prediction, output))
+
+        prediction = self.denormalize(prediction).cpu().numpy()
+        all_denormalized = self.denormalize(self.data.all[1]).cpu().numpy()
+
+        for j in range(prediction.shape[1]):
+            df = pd.DataFrame()
+            df['actual'] = all_denormalized[:, j]
+            df['predicted'] = prediction[:, j]
+            plt.figure(figsize=(80, 40))
+            df.plot()
+            plt.savefig(f'{self.figs_path}/prediction_of_asset_{j}.png', dpi=300)
+            plt.close()
+
+        print(f"Saving prediction results: {self.prediction_path}")
+        np.save(self.prediction_path, prediction)
+
+    def load_model(self):
+        print(f"Loading model from: {self.model_path}")
+        with open(self.model_path, 'rb') as f:
+            model = torch.load(f, map_location=torch.device(self.device))
+        return model
+
+    def denormalize(self, data):
+        data = data.to(self.device) * self.data.scale
+        return data
+
+
+def evaluate(data, X, Y, model, evaluateL2, evaluateL1, batch_size):
+    model.eval()
+    total_loss = 0
+    total_loss_l1 = 0
+    total_mape = 0
+    n_samples = 0
+    predict = None
+    test = None
+
+    for X, Y in data.get_batches(X, Y, batch_size, False):
+        X = torch.unsqueeze(X, dim=1)
+        X = X.transpose(2, 3)
+        with torch.no_grad():
+            output = model(X)
+        output = torch.squeeze(output)
+        if len(output.shape) == 1:
+            output = output.unsqueeze(dim=0)
+        if predict is None:
+            predict = output
+            test = Y
+        else:
+            predict = torch.cat((predict, output))
+            test = torch.cat((test, Y))
+
+        scale = data.scale.expand(output.size(0), data.num_cols)
+        total_loss += evaluateL2(output * scale, Y * scale).item()
+        total_loss_l1 += evaluateL1(output * scale, Y * scale).item()
+        total_mape += torch.abs(((output * scale) - (Y * scale)) / (Y * scale)).sum().item()
+        n_samples += (output.size(0) * data.num_cols)
+
+    rse = math.sqrt(total_loss / n_samples) / data.rse
+    rae = (total_loss_l1 / n_samples) / data.rae
+    mape = total_mape / n_samples
+
+    predict = predict.data.cpu().numpy()
+    Ytest = test.data.cpu().numpy()
+    sigma_p = (predict).std(axis=0)
+    sigma_g = (Ytest).std(axis=0)
+    mean_p = predict.mean(axis=0)
+    mean_g = Ytest.mean(axis=0)
+    index = (sigma_g != 0)
+    correlation = ((predict - mean_p) * (Ytest - mean_g)).mean(axis=0) / (sigma_p * sigma_g)
+    correlation = (correlation[index]).mean()
+    return rse, rae, correlation, mape
+
+
+def print_results(runs, acc, corr, mape, rae, vacc, vcorr, vmape, vrae):
+    print('\n\n')
+    print(f'{runs} runs average')
+    print('\n\n')
+    print("valid\trse\trae\tcorr\tmape")
+    print_means(vacc, vcorr, vmape, vrae)
+    print_stds(vacc, vcorr, vmape, vrae)
+    print('\n\n')
+    print("test\trse\trae\tcorr\tmape")
+    print_means(acc, corr, mape, rae)
+    print_stds(acc, corr, mape, rae)
+
+
+def print_means(acc, corr, mape, rae):
+    print("mean\t{:5.4f}\t{:5.4f}\t{:5.4f}\t{:5.4f}".format(np.mean(acc), np.mean(rae), np.mean(corr), np.mean(mape)))
+
+
+def print_stds(acc, corr, mape, rae):
+    print("std\t{:5.4f}\t{:5.4f}\t{:5.4f}\t{:5.4f}".format(np.std(acc), np.std(rae), np.std(corr), np.std(mape)))
diff --git a/MTGNN/trainer.py b/MTGNN/trainer.py
new file mode 100644
index 0000000..27e2c80
--- /dev/null
+++ b/MTGNN/trainer.py
@@ -0,0 +1,148 @@
+import torch.optim as optim
+import math
+from net import *
+import util
+
+
+class Trainer():
+
+    def __init__(self,
+                 model,
+                 lrate,
+                 wdecay,
+                 clip,
+                 step_size,
+                 seq_out_len,
+                 scaler,
+                 device,
+                 cl=True):
+        self.scaler = scaler
+        self.model = model
+        self.model.to(device)
+        self.optimizer = optim.Adam(self.model.parameters(),
+                                    lr=lrate,
+                                    weight_decay=wdecay)
+        self.loss = util.masked_mae
+        self.clip = clip
+        self.step = step_size
+        self.iter = 1
+        self.task_level = 1
+        self.seq_out_len = seq_out_len
+        self.cl = cl
+
+    def train(self, input, real_val, idx=None):
+        self.model.train()
+        self.optimizer.zero_grad()
+        output = self.model(input, idx=idx)
+        output = output.transpose(1, 3)
+        real = torch.unsqueeze(real_val, dim=1)
+        predict = self.scaler.inverse_transform(output)
+        if self.iter % self.step == 0 and self.task_level <= self.seq_out_len:
+            self.task_level += 1
+        if self.cl:
+            loss = self.loss(predict[:, :, :, :self.task_level],
+                             real[:, :, :, :self.task_level], 0.0)
+        else:
+            loss = self.loss(predict, real, 0.0)
+
+        loss.backward()
+
+        if self.clip is not None:
+            torch.nn.utils.clip_grad_norm_(self.model.parameters(), self.clip)
+
+        self.optimizer.step()
+        # mae = util.masked_mae(predict,real,0.0).item()
+        mape = util.masked_mape(predict, real, 0.0).item()
+        rmse = util.masked_rmse(predict, real, 0.0).item()
+        self.iter += 1
+        return loss.item(), mape, rmse
+
+    def eval(self, input, real_val):
+        self.model.eval()
+        output = self.model(input)
+        output = output.transpose(1, 3)
+        real = torch.unsqueeze(real_val, dim=1)
+        predict = self.scaler.inverse_transform(output)
+        loss = self.loss(predict, real, 0.0)
+        mape = util.masked_mape(predict, real, 0.0).item()
+        rmse = util.masked_rmse(predict, real, 0.0).item()
+        return loss.item(), mape, rmse
+
+
+class Optim(object):
+
+    def _makeOptimizer(self):
+        if self.method == 'sgd':
+            self.optimizer = optim.SGD(self.params,
+                                       lr=self.lr,
+                                       weight_decay=self.lr_decay)
+        elif self.method == 'adagrad':
+            self.optimizer = optim.Adagrad(self.params,
+                                           lr=self.lr,
+                                           weight_decay=self.lr_decay)
+        elif self.method == 'adadelta':
+            self.optimizer = optim.Adadelta(self.params,
+                                            lr=self.lr,
+                                            weight_decay=self.lr_decay)
+        elif self.method == 'adam':
+            self.optimizer = optim.Adam(self.params,
+                                        lr=self.lr,
+                                        weight_decay=self.lr_decay)
+        else:
+            raise RuntimeError("Invalid optim method: " + self.method)
+
+    def __init__(self,
+                 params,
+                 method,
+                 lr,
+                 clip,
+                 lr_decay=1,
+                 start_decay_at=None):
+        self.params = params  # careful: params may be a generator
+        self.last_ppl = None
+        self.lr = lr
+        self.clip = clip
+        self.method = method
+        self.lr_decay = lr_decay
+        self.start_decay_at = start_decay_at
+        self.start_decay = False
+
+        self._makeOptimizer()
+
+    def step(self):
+        # Compute gradients norm.
+        grad_norm = 0
+        if self.clip is not None:
+            torch.nn.utils.clip_grad_norm_(self.params, self.clip)
+
+        # for param in self.params:
+        #     grad_norm += math.pow(param.grad.data.norm(), 2)
+        #
+        # grad_norm = math.sqrt(grad_norm)
+        # if grad_norm > 0:
+        #     shrinkage = self.max_grad_norm / grad_norm
+        # else:
+        #     shrinkage = 1.
+        #
+        # for param in self.params:
+        #     if shrinkage < 1:
+        #         param.grad.data.mul_(shrinkage)
+        self.optimizer.step()
+        return grad_norm
+
+    # decay learning rate if val perf does not improve or we hit the start_decay_at limit
+    def updateLearningRate(self, ppl, epoch):
+        if self.start_decay_at is not None and epoch >= self.start_decay_at:
+            self.start_decay = True
+        if self.last_ppl is not None and ppl > self.last_ppl:
+            self.start_decay = True
+
+        if self.start_decay:
+            self.lr = self.lr * self.lr_decay
+            print("Decaying learning rate to %g" % self.lr)
+        #only decay for one epoch
+        self.start_decay = False
+
+        self.last_ppl = ppl
+
+        self._makeOptimizer()
diff --git a/MTGNN/util.py b/MTGNN/util.py
new file mode 100644
index 0000000..9fd5f51
--- /dev/null
+++ b/MTGNN/util.py
@@ -0,0 +1,363 @@
+import os
+import pickle
+
+import numpy as np
+import pandas as pd
+import scipy.sparse as sp
+import torch
+from scipy.sparse import linalg
+from torch.autograd import Variable
+
+
+class DataLoaderS(object):
+    # train and valid is the ratio of training set and validation set. test = 1 - train - valid
+    def __init__(self,
+                 file_name,
+                 week,
+                 num_weeks,
+                 train_ratio,
+                 valid_ratio,
+                 device,
+                 horizon,
+                 window,
+                 normalize=2,
+                 run_for_prediction=False):
+        self.window = window
+        self.horizon = horizon
+        print(f"Loading data from: {file_name}")
+        self.rawdat = self._read_raw_data(file_name, week, num_weeks)
+        if run_for_prediction:
+            for i in range(self.horizon):
+                self.rawdat = np.concatenate((self.rawdat, self.rawdat[-1:]))
+        self.dat = np.zeros(self.rawdat.shape)
+        self.num_rows, self.num_cols = self.dat.shape
+        self.scale = np.ones(self.num_cols)
+        self._normalized(normalize, int(train_ratio * self.num_rows))
+        self._split(int(train_ratio * self.num_rows), int((train_ratio + valid_ratio) * self.num_rows))
+        if run_for_prediction:
+            self.all = self._batchify(range(self.window + self.horizon - 1, self.num_rows))
+
+        self.scale = torch.from_numpy(self.scale).float()
+        tmp = self.test[1] * self.scale.expand(self.test[1].size(0), self.num_cols)
+
+        self.scale = self.scale.to(device)
+        self.scale = Variable(self.scale)
+
+        self.rse = normal_std(tmp)
+        self.rae = torch.mean(torch.abs(tmp - torch.mean(tmp)))
+
+        self.device = device
+
+    def _read_raw_data(self, path, week, num_weeks, fill_zero_for_the_first_horizon_samples=False):
+        fin = open(path)
+        raw_data = pd.read_csv(fin)
+
+        truncate_index = len(raw_data)
+        stopping_point = -1
+        truncation_mark = num_weeks - week
+
+        for point in reversed(raw_data['split_point']):
+            if stopping_point == truncation_mark:
+                break
+
+            if point:
+                stopping_point += 1
+
+            truncate_index -= 1
+
+        return self._convert_to_simple_returns(raw_data.loc[:truncate_index].drop(
+            ['split_point'], axis=1), fill_zero_for_the_first_horizon_samples).drop(columns=['Date']).to_numpy()
+
+    @staticmethod
+    def _convert_to_simple_returns(df, fill_zero_for_the_first_horizon_samples):
+        np_form = df.drop(['Date'], axis=1).to_numpy()
+        simple_returns = np_form[7:] / np_form[:-7]
+        if fill_zero_for_the_first_horizon_samples:
+            simple_returns = np.vstack([np.full((7, np_form.shape[1]), .01), simple_returns])
+        returns_df = pd.DataFrame(simple_returns, columns=df.columns[1:])
+        returns_df['Date'] = df['Date']
+        return returns_df
+
+    def _normalized(self, normalize, train_end_index):
+        if normalize == 0:
+            self.dat = self.rawdat
+
+        # normalized by the maximum value of entire matrix.
+        if normalize == 1:
+            self.dat = self.rawdat / np.max(self.rawdat[:train_end_index])
+
+        # normalized by the maximum value of each row(sensor).
+        if normalize == 2:
+            for i in range(self.num_cols):
+                self.scale[i] = np.max(np.abs(self.rawdat[:train_end_index, i]))
+                self.dat[:, i] = self.rawdat[:, i] / self.scale[i]
+
+    def _split(self, train_end_index, valid_end_index):
+        train_set = range(self.window + self.horizon - 1, train_end_index)
+        valid_set = range(train_end_index, valid_end_index)
+        test_set = range(valid_end_index, self.num_rows)
+        self.train = self._batchify(train_set)
+        self.valid = self._batchify(valid_set)
+        self.test = self._batchify(test_set)
+
+    def _batchify(self, idx_set):
+        n = len(idx_set)
+        X = torch.zeros((n, self.window, self.num_cols))
+        Y = torch.zeros((n, self.num_cols))
+        for i in range(n):
+            end = idx_set[i] - self.horizon + 1
+            start = end - self.window
+            X[i, :, :] = torch.from_numpy(self.dat[start:end, :])
+            Y[i, :] = torch.from_numpy(self.dat[idx_set[i], :])
+        return [X, Y]
+
+    def get_batches(self, inputs, targets, batch_size, shuffle=True):
+        length = len(inputs)
+        if shuffle:
+            index = torch.randperm(length)
+        else:
+            index = torch.LongTensor(range(length))
+        start_idx = 0
+        while start_idx < length:
+            end_idx = min(length, start_idx + batch_size)
+            excerpt = index[start_idx:end_idx]
+            X = inputs[excerpt]
+            Y = targets[excerpt]
+            X = X.to(self.device)
+            Y = Y.to(self.device)
+            yield Variable(X), Variable(Y)
+            start_idx += batch_size
+
+    def get_inputs(self, inputs, batch_size):
+        length = len(inputs)
+        index = torch.LongTensor(range(length))
+        start_idx = 0
+        while start_idx < length:
+            end_idx = min(length, start_idx + batch_size)
+            excerpt = index[start_idx:end_idx]
+            X = inputs[excerpt]
+            X = X.to(self.device)
+            yield Variable(X)
+            start_idx += batch_size
+
+
+class DataLoaderM(object):
+
+    def __init__(self, xs, ys, batch_size, pad_with_last_sample=True):
+        """
+        :param xs:
+        :param ys:
+        :param batch_size:
+        :param pad_with_last_sample: pad with the last sample to make number of samples divisible to batch_size.
+        """
+        self.batch_size = batch_size
+        self.current_ind = 0
+        if pad_with_last_sample:
+            num_padding = (batch_size - (len(xs) % batch_size)) % batch_size
+            x_padding = np.repeat(xs[-1:], num_padding, axis=0)
+            y_padding = np.repeat(ys[-1:], num_padding, axis=0)
+            xs = np.concatenate([xs, x_padding], axis=0)
+            ys = np.concatenate([ys, y_padding], axis=0)
+        self.size = len(xs)
+        self.num_batch = int(self.size // self.batch_size)
+        self.xs = xs
+        self.ys = ys
+
+    def shuffle(self):
+        permutation = np.random.permutation(self.size)
+        xs, ys = self.xs[permutation], self.ys[permutation]
+        self.xs = xs
+        self.ys = ys
+
+    def get_iterator(self):
+        self.current_ind = 0
+
+        def _wrapper():
+            while self.current_ind < self.num_batch:
+                start_ind = self.batch_size * self.current_ind
+                end_ind = min(self.size, self.batch_size * (self.current_ind + 1))
+                x_i = self.xs[start_ind:end_ind, ...]
+                y_i = self.ys[start_ind:end_ind, ...]
+                yield (x_i, y_i)
+                self.current_ind += 1
+
+        return _wrapper()
+
+
+class StandardScaler():
+    """
+    Standard the input
+    """
+
+    def __init__(self, mean, std):
+        self.mean = mean
+        self.std = std
+
+    def transform(self, data):
+        return (data - self.mean) / self.std
+
+    def inverse_transform(self, data):
+        return (data * self.std) + self.mean
+
+
+def sym_adj(adj):
+    """Symmetrically normalize adjacency matrix."""
+    adj = sp.coo_matrix(adj)
+    rowsum = np.array(adj.sum(1))
+    d_inv_sqrt = np.power(rowsum, -0.5).flatten()
+    d_inv_sqrt[np.isinf(d_inv_sqrt)] = 0.
+    d_mat_inv_sqrt = sp.diags(d_inv_sqrt)
+    return adj.dot(d_mat_inv_sqrt).transpose().dot(d_mat_inv_sqrt).astype(np.float32).todense()
+
+
+def asym_adj(adj):
+    """Asymmetrically normalize adjacency matrix."""
+    adj = sp.coo_matrix(adj)
+    rowsum = np.array(adj.sum(1)).flatten()
+    d_inv = np.power(rowsum, -1).flatten()
+    d_inv[np.isinf(d_inv)] = 0.
+    d_mat = sp.diags(d_inv)
+    return d_mat.dot(adj).astype(np.float32).todense()
+
+
+def calculate_normalized_laplacian(adj):
+    """
+    # L = D^-1/2 (D-A) D^-1/2 = I - D^-1/2 A D^-1/2
+    # D = diag(A 1)
+    :param adj:
+    :return:
+    """
+    adj = sp.coo_matrix(adj)
+    d = np.array(adj.sum(1))
+    d_inv_sqrt = np.power(d, -0.5).flatten()
+    d_inv_sqrt[np.isinf(d_inv_sqrt)] = 0.
+    d_mat_inv_sqrt = sp.diags(d_inv_sqrt)
+    normalized_laplacian = sp.eye(adj.shape[0]) - adj.dot(d_mat_inv_sqrt).transpose().dot(d_mat_inv_sqrt).tocoo()
+    return normalized_laplacian
+
+
+def calculate_scaled_laplacian(adj_mx, lambda_max=2, undirected=True):
+    if undirected:
+        adj_mx = np.maximum.reduce([adj_mx, adj_mx.T])
+    L = calculate_normalized_laplacian(adj_mx)
+    if lambda_max is None:
+        lambda_max, _ = linalg.eigsh(L, 1, which='LM')
+        lambda_max = lambda_max[0]
+    L = sp.csr_matrix(L)
+    M, _ = L.shape
+    I = sp.identity(M, format='csr', dtype=L.dtype)
+    L = (2 / lambda_max * L) - I
+    return L.astype(np.float32).todense()
+
+
+def load_pickle(pickle_file):
+    try:
+        with open(pickle_file, 'rb') as f:
+            pickle_data = pickle.load(f)
+    except UnicodeDecodeError as e:
+        with open(pickle_file, 'rb') as f:
+            pickle_data = pickle.load(f, encoding='latin1')
+    except Exception as e:
+        print('Unable to load data ', pickle_file, ':', e)
+        raise
+    return pickle_data
+
+
+def load_adj(pkl_filename):
+    sensor_ids, sensor_id_to_ind, adj = load_pickle(pkl_filename)
+    return adj
+
+
+def load_dataset(dataset_dir, batch_size, valid_batch_size=None, test_batch_size=None):
+    data = {}
+    for category in ['train', 'val', 'test']:
+        cat_data = np.load(os.path.join(dataset_dir, category + '.npz'))
+        data['x_' + category] = cat_data['x']
+        data['y_' + category] = cat_data['y']
+    scaler = StandardScaler(mean=data['x_train'][..., 0].mean(), std=data['x_train'][..., 0].std())
+    # Data format
+    for category in ['train', 'val', 'test']:
+        data['x_' + category][..., 0] = scaler.transform(data['x_' + category][..., 0])
+
+    data['train_loader'] = DataLoaderM(data['x_train'], data['y_train'], batch_size)
+    data['val_loader'] = DataLoaderM(data['x_val'], data['y_val'], valid_batch_size)
+    data['test_loader'] = DataLoaderM(data['x_test'], data['y_test'], test_batch_size)
+    data['scaler'] = scaler
+    return data
+
+
+def masked_mse(preds, labels, null_val=np.nan):
+    if np.isnan(null_val):
+        mask = ~torch.isnan(labels)
+    else:
+        mask = (labels != null_val)
+    mask = mask.float()
+    mask /= torch.mean((mask))
+    mask = torch.where(torch.isnan(mask), torch.zeros_like(mask), mask)
+    loss = (preds - labels)**2
+    loss = loss * mask
+    loss = torch.where(torch.isnan(loss), torch.zeros_like(loss), loss)
+    return torch.mean(loss)
+
+
+def masked_rmse(preds, labels, null_val=np.nan):
+    return torch.sqrt(masked_mse(preds=preds, labels=labels, null_val=null_val))
+
+
+def masked_mae(preds, labels, null_val=np.nan):
+    if np.isnan(null_val):
+        mask = ~torch.isnan(labels)
+    else:
+        mask = (labels != null_val)
+    mask = mask.float()
+    mask /= torch.mean((mask))
+    mask = torch.where(torch.isnan(mask), torch.zeros_like(mask), mask)
+    loss = torch.abs(preds - labels)
+    loss = loss * mask
+    loss = torch.where(torch.isnan(loss), torch.zeros_like(loss), loss)
+    return torch.mean(loss)
+
+
+def masked_mape(preds, labels, null_val=np.nan):
+    if np.isnan(null_val):
+        mask = ~torch.isnan(labels)
+    else:
+        mask = (labels != null_val)
+    mask = mask.float()
+    mask /= torch.mean((mask))
+    mask = torch.where(torch.isnan(mask), torch.zeros_like(mask), mask)
+    loss = torch.abs(preds - labels) / labels
+    loss = loss * mask
+    loss = torch.where(torch.isnan(loss), torch.zeros_like(loss), loss)
+    return torch.mean(loss)
+
+
+def metric(pred, real):
+    mae = masked_mae(pred, real, 0.0).item()
+    mape = masked_mape(pred, real, 0.0).item()
+    rmse = masked_rmse(pred, real, 0.0).item()
+    return mae, mape, rmse
+
+
+def load_node_feature(path):
+    fi = open(path)
+    x = []
+    for li in fi:
+        li = li.strip()
+        li = li.split(",")
+        e = [float(t) for t in li[1:]]
+        x.append(e)
+    x = np.array(x)
+    mean = np.mean(x, axis=0)
+    std = np.std(x, axis=0)
+    z = torch.tensor((x - mean) / std, dtype=torch.float)
+    return z
+
+
+def normal_std(x):
+    return x.std() * np.sqrt((len(x) - 1.) / (len(x)))
+
+
+# noinspection PyPep8Naming
+def format_time_as_YYYYMMddHHmm(time):
+    return time.isoformat(sep='/', timespec='minutes').replace('-', '').replace(':', '').replace('/', '')
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..2cf783d
--- /dev/null
+++ b/README.md
@@ -0,0 +1,6 @@
+# Temporal GNN
+
+This repository contains the code related to our paper: "Financial Asset Price Prediction with Graph Neural Network-based Temporal Deep Learning Models."
+
+The subdirectories include both our original code and code that we have forked and modified from various graph neural network framework repositories.
+
diff --git a/StemGNN/.gitignore b/StemGNN/.gitignore
new file mode 100644
index 0000000..ceda3f5
--- /dev/null
+++ b/StemGNN/.gitignore
@@ -0,0 +1,49 @@
+**/.DS_Store
+
+__pycache__/
+*.py[cod]
+*$py.class
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Pyre type checker
+.pyre/
+
+
+output/
+.idea/
+test.py
+
+**/*_week_*.csv
+**/*_week_*.npy
+
+**/*experiment_log*.txt
+prediction/
diff --git a/StemGNN/README.md b/StemGNN/README.md
new file mode 100644
index 0000000..9175588
--- /dev/null
+++ b/StemGNN/README.md
@@ -0,0 +1,104 @@
+This is forked and adapted for our studies from [StemGNN](https://github.com/microsoft/StemGNN.git).
+
+# Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting
+
+This repository is the official implementation of Spectral Temporal Graph Neural Network for
+Multivariate Time-series Forecasting.
+
+## Requirements
+
+Recommended version of OS & Python:
+
+* **OS**: Ubuntu 18.04.2 LTS
+* **Python**: python3.7 ([instructions to install python3.7](https://linuxize.com/post/how-to-install-python-3-7-on-ubuntu-18-04/)).
+
+To install python dependencies, virtualenv is recommended, `sudo apt install python3.7-venv` to install virtualenv for python3.7. All the python dependencies are verified for `pip==20.1.1` and `setuptools==41.2.0`. Run the following commands to create a venv and install python dependencies:
+
+```setup
+python3.7 -m venv venv
+source venv/bin/activate
+pip install --upgrade pip
+pip install -r requirements.txt
+```
+
+## Datasets
+
+[PEMS03](http://pems.dot.ca.gov/?dnode=Clearinghouse&type=station_5min&district_id=3&submit=Submit),
+[PEMS04](http://pems.dot.ca.gov/?dnode=Clearinghouse&type=station_5min&district_id=4&submit=Submit),
+[PEMS07](http://pems.dot.ca.gov/?dnode=Clearinghouse&type=station_5min&district_id=7&submit=Submit),
+[PEMS08](http://pems.dot.ca.gov/?dnode=Clearinghouse&type=station_5min&district_id=8&submit=Submit),
+[METR-LA](https://github.com/liyaguang/DCRNN),
+[PEMS-BAY](https://github.com/liyaguang/DCRNN),
+[Solar](https://www.nrel.gov/grid/solar-power-data.html),
+[Electricity](https://archive.ics.uci.edu/ml/datasets/ElectricityLoadDiagrams20112014),
+[ECG5000](http://www.timeseriesclassification.com/description.php?Dataset=ECG5000),
+[COVID-19](https://github.com/CSSEGISandData/COVID-19/tree/master)
+
+We can get the raw data through the links above. We evaluate the performance of traffic flow forecasting on PEMS03, PEMS07, PEMS08 and traffic speed forecasting on PEMS04, PEMS-BAY and METR-LA. So we use the traffic flow table of PEMS03, PEMS07, PEMS08 and the traffic speed table of PEMS04, PEMS-BAY and METR-LA as our datasets. We download the solar power data of Alabama (Eastern States) and merge the 5-minute csv files (totally 137 time series) as our Solar dataset. We delete the header and index of Electricity file downloaded from the link above as our Electricity dataset. For COVID-19 dataset, the raw data is under the folder `csse_covid_19_data/csse_covid_19_time_series/` of the above github link. We use `time_series_covid19_confirmed_global.csv` to calculate the daily number of newly confirmed infected people from 1/22/2020 to 5/10/2020. The 25 countries we take into consideration are 'US','Canada','Mexico','Russia','UK','Italy','Germany','France','Belarus ','Brazil','Peru','Ecuador','Chile','India','Turkey','Saudi Arabia','Pakistan','Iran','Singapore','Qatar','Bangladesh','Arab','China','Japan','Korea'.
+
+The input csv file should contain **no header** and its **shape should be `T*N`**, where `T` denotes total number of timestamps, `N` denotes number of nodes.
+
+Since complex data cleansing is needed on the above datasets provided in the urls before fed into the StemGNN model, we provide a cleaned version of ECG5000 ([./dataset/ECG_data.csv](./dataset/ECG_data.csv)) for reproduction convenience. The ECG_data.csv is in shape of `5000*140`, where `5000` denotes number of timestamps and `140` denotes total number of nodes. Run command `python main.py` to trigger training and evaluation on ECG_data.csv.
+
+## Training and Evaluation
+
+The training procedure and evaluation procedure are all included in the `main.py`. To train and evaluate on some dataset, run the following command:
+
+```train & evaluate
+python main.py --train True --evaluate True --dataset <name of csv file> --output_dir <path to output directory> --n_route <number of nodes> --window_size <length of sliding window> --horizon <predict horizon> --norm_method z_score --train_length 7 --validate_length 2 --test_length 1
+```
+
+The detailed descriptions about the parameters are as following:
+
+| Parameter name | Description of parameter |
+| --- | --- |
+| train | whether to enable training, default True |
+| evaluate | whether to enable evaluation, default True |
+| dataset | file name of input csv |
+| window_size | length of sliding window, default 12 |
+| horizon | predict horizon, default 3 |
+| train_length | length of training data, default 7 |
+| validate_length | length of validation data, default 2 |
+| test_length | length of testing data, default 1 |
+| epoch | epoch size during training |
+| lr | learning rate |
+| multi_layer | hyper parameter of STemGNN which controls the parameter number of hidden layers, default 5 |
+| device | device that the code works on, 'cpu' or 'cuda:x' | 
+| validate_freq | frequency of validation |
+| batch_size | batch size |
+| norm_method | method for normalization, 'z_score' or 'min_max' |
+| early_stop | whether to enable early stop, default False |
+
+
+**Table 1** Configurations for all datasets
+| Dataset | train | evaluate | node_cnt | window_size | horizon | norm_method |
+| -----   | ---- | ---- |---- |---- |---- | --- |
+| METR-LA | True | True | 207 | 12 | 3 | z_score |
+| PEMS-BAY | True | True |  325 | 12 | 3 | z_score |
+| PEMS03 | True | True |  358 | 12 | 3 | z_score |
+| PEMS04 | True | True |  307 | 12 | 3 | z_score |
+| PEMS07 | True | True | 228 | 12 | 3 | z_score |
+| PEMS08 | True | True |  170 | 12 | 3 | z_score |
+| COVID-19| True | True | 25 | 28 | 28 | z_score |
+
+## Results
+
+Our model achieves the following performance on the 10 datasets:
+
+**Table 2** (predict horizon: 3 steps)
+
+| Dataset | MAE  | RMSE | MAPE(%) |
+| -----   | ---- | ---- | ---- |
+| METR-LA | 2.56 | 5.06 | 6.46 |
+| PEMS-BAY | 1.23 | 2.48 | 2.63 |
+| PEMS03 | 14.32 | 21.64 | 16.24 |
+| PEMS04 | 20.24 | 32.15 | 10.03 |
+| PEMS07 | 2.14 | 4.01 | 5.01 |
+| PEMS08 | 15.83 | 24.93 | 9.26 |
+
+**Table 3** (predict horizon: 28 steps)
+
+| Dataset | MAE  | RMSE | MAPE |
+| -----   | ---- | ---- | ---- |
+| COVID-19 | 662.24 | 1023.19| 19.3|
+
diff --git a/StemGNN/SECURITY.md b/StemGNN/SECURITY.md
new file mode 100644
index 0000000..869fdfe
--- /dev/null
+++ b/StemGNN/SECURITY.md
@@ -0,0 +1,41 @@
+<!-- BEGIN MICROSOFT SECURITY.MD V0.0.7 BLOCK -->
+
+## Security
+
+Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet), [Xamarin](https://github.com/xamarin), and [our GitHub organizations](https://opensource.microsoft.com/).
+
+If you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](https://aka.ms/opensource/security/definition), please report it to us as described below.
+
+## Reporting Security Issues
+
+**Please do not report security vulnerabilities through public GitHub issues.**
+
+Instead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://aka.ms/opensource/security/create-report).
+
+If you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com).  If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://aka.ms/opensource/security/pgpkey).
+
+You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://aka.ms/opensource/security/msrc). 
+
+Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue:
+
+  * Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.)
+  * Full paths of source file(s) related to the manifestation of the issue
+  * The location of the affected source code (tag/branch/commit or direct URL)
+  * Any special configuration required to reproduce the issue
+  * Step-by-step instructions to reproduce the issue
+  * Proof-of-concept or exploit code (if possible)
+  * Impact of the issue, including how an attacker might exploit the issue
+
+This information will help us triage your report more quickly.
+
+If you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://aka.ms/opensource/security/bounty) page for more details about our active programs.
+
+## Preferred Languages
+
+We prefer all communications to be in English.
+
+## Policy
+
+Microsoft follows the principle of [Coordinated Vulnerability Disclosure](https://aka.ms/opensource/security/cvd).
+
+<!-- END MICROSOFT SECURITY.MD BLOCK -->
diff --git a/StemGNN/data_loader/__init__.py b/StemGNN/data_loader/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/StemGNN/data_loader/forecast_dataloader.py b/StemGNN/data_loader/forecast_dataloader.py
new file mode 100644
index 0000000..6ab1c59
--- /dev/null
+++ b/StemGNN/data_loader/forecast_dataloader.py
@@ -0,0 +1,73 @@
+import torch.utils.data as torch_data
+import numpy as np
+import torch
+import pandas as pd
+
+
+def normalized(data, normalize_method, norm_statistic=None):
+    if normalize_method == 'min_max':
+        if not norm_statistic:
+            norm_statistic = dict(max=np.max(data, axis=0), min=np.min(data, axis=0))
+        scale = norm_statistic['max'] - norm_statistic['min'] + 1e-5
+        data = (data - norm_statistic['min']) / scale
+        data = np.clip(data, 0.0, 1.0)
+    elif normalize_method == 'z_score':
+        if not norm_statistic:
+            norm_statistic = dict(mean=np.mean(data, axis=0), std=np.std(data, axis=0))
+        mean = norm_statistic['mean']
+        std = norm_statistic['std']
+        std = [1 if i == 0 else i for i in std]
+        data = (data - mean) / std
+        norm_statistic['std'] = std
+    return data, norm_statistic
+
+
+def de_normalized(data, normalize_method, norm_statistic):
+    if normalize_method == 'min_max':
+        if not norm_statistic:
+            norm_statistic = dict(max=np.max(data, axis=0), min=np.min(data, axis=0))
+        scale = norm_statistic['max'] - norm_statistic['min'] + 1e-8
+        data = data * scale + norm_statistic['min']
+    elif normalize_method == 'z_score':
+        if not norm_statistic:
+            norm_statistic = dict(mean=np.mean(data, axis=0), std=np.std(data, axis=0))
+        mean = norm_statistic['mean']
+        std = norm_statistic['std']
+        std = [1 if i == 0 else i for i in std]
+        data = data * std + mean
+    return data
+
+
+class ForecastDataset(torch_data.Dataset):
+    def __init__(self, df, window_size, horizon, normalize_method=None, norm_statistic=None, interval=1):
+        self.window_size = window_size
+        self.interval = interval
+        self.horizon = horizon
+        self.normalize_method = normalize_method
+        self.norm_statistic = norm_statistic
+        df = pd.DataFrame(df)
+        df = df.fillna(method='ffill', limit=len(df)).fillna(method='bfill', limit=len(df)).values
+        self.data = df
+        self.df_length = len(df)
+        self.x_end_idx = self.get_x_end_idx()
+        if normalize_method:
+            self.data, _ = normalized(self.data, normalize_method, norm_statistic)
+
+    def __getitem__(self, index):
+        hi = self.x_end_idx[index]
+        lo = hi - self.window_size
+        train_data = self.data[lo: hi]
+        target_data = self.data[hi:hi + self.horizon]
+        x = torch.from_numpy(train_data).type(torch.float)
+        y = torch.from_numpy(target_data).type(torch.float)
+        return x, y
+
+    def __len__(self):
+        return len(self.x_end_idx)
+
+    def get_x_end_idx(self):
+        # each element `hi` in `x_index_set` is an upper bound for get training data
+        # training data range: [lo, hi), lo = hi - window_size
+        x_index_set = range(self.window_size, self.df_length - self.horizon + 1)
+        x_end_idx = [x_index_set[j * self.interval] for j in range((len(x_index_set)) // self.interval)]
+        return x_end_idx
diff --git a/StemGNN/dataset/crypto_daily_marked.csv b/StemGNN/dataset/crypto_daily_marked.csv
new file mode 100644
index 0000000..cb01deb
--- /dev/null
+++ b/StemGNN/dataset/crypto_daily_marked.csv
@@ -0,0 +1,2190 @@
+Date,FIL-USD,MKR-USD,USDT-USD,TRX-USD,ETH-USD,XMR-USD,EOS-USD,XTZ-USD,ETC-USD,MIOTA-USD,XRP-USD,ADA-USD,XLM-USD,DOGE-USD,MANA-USD,LINK-USD,BCH-USD,BNB-USD,BTC-USD,LTC-USD,split_point
+2016-10-19,11.503199577331545,272.4490051269531,1.008180022239685,0.0023439999204128,320.8840026855469,120.77999877929688,1.180799961090088,1.7063100337982178,14.209500312805176,0.5354350209236145,0.2174880057573318,0.0320530012249946,0.0399460010230541,0.0014149999478831,0.0151300001889467,0.2239689975976944,654.302978515625,1.990769982337952,630.52001953125,3.804140090942383,False
+2016-10-20,11.503199577331545,272.4490051269531,1.008180022239685,0.0023439999204128,320.8840026855469,120.77999877929688,1.180799961090088,1.7063100337982178,14.209500312805176,0.5354350209236145,0.2174880057573318,0.0320530012249946,0.0399460010230541,0.0014149999478831,0.0151300001889467,0.2239689975976944,654.302978515625,1.990769982337952,630.8569946289062,3.7790000438690186,False
+2016-10-21,11.503199577331545,272.4490051269531,1.008180022239685,0.0023439999204128,320.8840026855469,120.77999877929688,1.180799961090088,1.7063100337982178,14.209500312805176,0.5354350209236145,0.2174880057573318,0.0320530012249946,0.0399460010230541,0.0014149999478831,0.0151300001889467,0.2239689975976944,654.302978515625,1.990769982337952,632.8280029296875,3.805459976196289,False
+2016-10-22,11.503199577331545,272.4490051269531,1.008180022239685,0.0023439999204128,320.8840026855469,120.77999877929688,1.180799961090088,1.7063100337982178,14.209500312805176,0.5354350209236145,0.2174880057573318,0.0320530012249946,0.0399460010230541,0.0014149999478831,0.0151300001889467,0.2239689975976944,654.302978515625,1.990769982337952,657.2940063476562,3.885459899902344,False
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diff --git a/StemGNN/dataset/fx_daily_marked.csv b/StemGNN/dataset/fx_daily_marked.csv
new file mode 100644
index 0000000..713f884
--- /dev/null
+++ b/StemGNN/dataset/fx_daily_marked.csv
@@ -0,0 +1,4549 @@
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+2023-10-17,1.577834963798523,27.87019920349121,97.31500244140624,83.19950103759766,0.9474800229072572,0.8188999891281128,0.9004700183868408,1.3614399433135986,7.309299945831299,149.5780029296875,False
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+2023-10-20,1.5805280208587646,28.02429962158203,96.1500015258789,83.12229919433594,0.944599986076355,0.8239099979400635,0.891789972782135,1.371530055999756,7.311200141906738,149.802001953125,True
+2023-10-23,1.585569977760315,28.04810905456543,94.44200134277344,83.16999816894531,0.942799985408783,0.82218998670578,0.892520010471344,1.3710600137710571,7.315400123596191,149.9340057373047,True
diff --git a/StemGNN/dataset_preparer.py b/StemGNN/dataset_preparer.py
new file mode 100644
index 0000000..a69f660
--- /dev/null
+++ b/StemGNN/dataset_preparer.py
@@ -0,0 +1,53 @@
+import argparse
+
+import pandas as pd
+from tqdm import tqdm
+
+
+def parse_args():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--dataset', type=str, default='crypto_daily_marked')
+    parser.add_argument('--horizon', type=int, default=7)
+    parser.add_argument('--num_weeks', type=int, help='Total number of weeks', default=104)
+    parser.add_argument('--num_weeks_needed', help='Needed number of weeks for prediction', type=int, default=104)
+    return parser.parse_args()
+
+
+def main(dataset, horizon, num_weeks, num_weeks_needed):
+    dataset_path = f'dataset/{dataset}.csv'
+
+    for week in tqdm(range(1, num_weeks_needed + 1), desc='dataset_preparer.py > week'):
+        prices_np = read_raw_data(path=dataset_path, week=week, num_weeks=num_weeks)
+        simple_returns_np = _convert_to_simple_returns(prices_np, horizon)
+        output_file_name = f'dataset/__{dataset}_simple_returns_week_{week}.csv'.replace('_marked', '')
+        pd.DataFrame(simple_returns_np).to_csv(output_file_name, index=False, header=False)
+
+
+def read_raw_data(path, week, num_weeks):
+    fin = open(path)
+    raw_data = pd.read_csv(fin)
+
+    truncate_index = len(raw_data)
+    stopping_point = -1
+    truncation_mark = num_weeks - week
+
+    for point in reversed(raw_data['split_point']):
+        if stopping_point == truncation_mark:
+            break
+
+        if point:
+            stopping_point += 1
+
+        truncate_index -= 1
+
+    return raw_data.loc[:truncate_index].drop(['split_point'], axis=1).drop(columns=['Date']).to_numpy()
+
+
+def _convert_to_simple_returns(prices_np, horizon):
+    simple_returns = prices_np[horizon:] / prices_np[:-horizon]
+    return simple_returns
+
+
+if __name__ == '__main__':
+    args = parse_args()
+    main(args.dataset, args.horizon, args.num_weeks, args.num_weeks_needed)
diff --git a/StemGNN/hyperparameter_finder.py b/StemGNN/hyperparameter_finder.py
new file mode 100644
index 0000000..d8e143e
--- /dev/null
+++ b/StemGNN/hyperparameter_finder.py
@@ -0,0 +1,28 @@
+import itertools
+import random
+
+from tqdm import tqdm
+
+from pipeline import run_command
+
+dataset_name = '__fx_daily_simple_returns_week_104'
+horizon = 5
+
+search_space = {
+    'epoch': [50],
+    'window_size': [12, 15, 20, 24],
+    'lr': [1e-2, 1e-3, 1e-4, 1e-5, 1e-6],
+    'multi_layer': [2, 3, 5, 8, 13],
+    'exponential_decay_step': [2, 3, 5, 8, 13],
+    'decay_rate': [.2, .3, .5, .8, .9],
+    'dropout_rate': [0, .25, .5, .75]
+}
+
+all_combinations = list(itertools.product(*search_space.values()))
+random_combinations = random.sample(all_combinations, 100)
+for combination in tqdm(random_combinations, desc='hyperparameter_finder.py > combination'):
+    param_set = zip(search_space.keys(), combination)
+    hyperparameters_text = ''
+    for key, value in param_set:
+        hyperparameters_text += f'--{key} {value} '
+    run_command(f'python main.py --device cuda --dataset {dataset_name} --horizon {horizon} {hyperparameters_text}')
diff --git a/StemGNN/main.py b/StemGNN/main.py
new file mode 100644
index 0000000..ddd519c
--- /dev/null
+++ b/StemGNN/main.py
@@ -0,0 +1,68 @@
+import os
+import torch
+os.environ['CUDA_VISIBLE_DEVICES'] = '0,1'
+from datetime import datetime
+from models.handler import train, test
+import argparse
+import pandas as pd
+
+parser = argparse.ArgumentParser()
+parser.add_argument('--train', type=bool, default=True)
+parser.add_argument('--evaluate', type=bool, default=True)
+parser.add_argument('--dataset', type=str, default='ECG_data')
+parser.add_argument('--window_size', type=int, default=12)
+parser.add_argument('--horizon', type=int, default=3)
+parser.add_argument('--train_length', type=float, default=7)
+parser.add_argument('--valid_length', type=float, default=2)
+parser.add_argument('--test_length', type=float, default=1)
+parser.add_argument('--epoch', type=int, default=50)
+parser.add_argument('--lr', type=float, default=1e-4)
+parser.add_argument('--multi_layer', type=int, default=5)
+parser.add_argument('--device', type=str, default='cpu')
+parser.add_argument('--validate_freq', type=int, default=1)
+parser.add_argument('--batch_size', type=int, default=32)
+parser.add_argument('--norm_method', type=str, default='z_score')
+parser.add_argument('--optimizer', type=str, default='RMSProp')
+parser.add_argument('--early_stop', type=bool, default=False)
+parser.add_argument('--exponential_decay_step', type=int, default=5)
+parser.add_argument('--decay_rate', type=float, default=0.5)
+parser.add_argument('--dropout_rate', type=float, default=0.5)
+parser.add_argument('--leakyrelu_rate', type=int, default=0.2)
+
+
+args = parser.parse_args()
+print(f'Training configs: {args}')
+data_file = os.path.join('dataset', args.dataset + '.csv')
+result_train_file = os.path.join('output', args.dataset, 'train')
+result_test_file = os.path.join('output', args.dataset, 'test')
+if not os.path.exists(result_train_file):
+    os.makedirs(result_train_file)
+if not os.path.exists(result_test_file):
+    os.makedirs(result_test_file)
+data = pd.read_csv(data_file).values
+
+# split data
+train_ratio = args.train_length / (args.train_length + args.valid_length + args.test_length)
+valid_ratio = args.valid_length / (args.train_length + args.valid_length + args.test_length)
+test_ratio = 1 - train_ratio - valid_ratio
+train_data = data[:int(train_ratio * len(data))]
+valid_data = data[int(train_ratio * len(data)):int((train_ratio + valid_ratio) * len(data))]
+test_data = data[int((train_ratio + valid_ratio) * len(data)):]
+
+torch.manual_seed(0)
+if __name__ == '__main__':
+    if args.train:
+        try:
+            before_train = datetime.now().timestamp()
+            _, normalize_statistic = train(train_data, valid_data, args, result_train_file)
+            after_train = datetime.now().timestamp()
+            print(f'Training took {(after_train - before_train) / 60} minutes')
+        except KeyboardInterrupt:
+            print('-' * 99)
+            print('Exiting from training early')
+    if args.evaluate:
+        before_evaluation = datetime.now().timestamp()
+        test(test_data, args, result_train_file, result_test_file)
+        after_evaluation = datetime.now().timestamp()
+        print(f'Evaluation took {(after_evaluation - before_evaluation) / 60} minutes')
+    print('done')
\ No newline at end of file
diff --git a/StemGNN/models/__init__.py b/StemGNN/models/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/StemGNN/models/base_model.py b/StemGNN/models/base_model.py
new file mode 100644
index 0000000..d927be6
--- /dev/null
+++ b/StemGNN/models/base_model.py
@@ -0,0 +1,179 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+
+class GLU(nn.Module):
+    def __init__(self, input_channel, output_channel):
+        super(GLU, self).__init__()
+        self.linear_left = nn.Linear(input_channel, output_channel)
+        self.linear_right = nn.Linear(input_channel, output_channel)
+
+    def forward(self, x):
+        return torch.mul(self.linear_left(x), torch.sigmoid(self.linear_right(x)))
+
+
+class StockBlockLayer(nn.Module):
+    def __init__(self, time_step, unit, multi_layer, stack_cnt=0):
+        super(StockBlockLayer, self).__init__()
+        self.time_step = time_step
+        self.unit = unit
+        self.stack_cnt = stack_cnt
+        self.multi = multi_layer
+        self.weight = nn.Parameter(
+            torch.Tensor(1, 3 + 1, 1, self.time_step * self.multi,
+                         self.multi * self.time_step))  # [K+1, 1, in_c, out_c]
+        nn.init.xavier_normal_(self.weight)
+        self.forecast = nn.Linear(self.time_step * self.multi, self.time_step * self.multi)
+        self.forecast_result = nn.Linear(self.time_step * self.multi, self.time_step)
+        if self.stack_cnt == 0:
+            self.backcast = nn.Linear(self.time_step * self.multi, self.time_step)
+        self.backcast_short_cut = nn.Linear(self.time_step, self.time_step)
+        self.relu = nn.ReLU()
+        self.GLUs = nn.ModuleList()
+        self.output_channel = 4 * self.multi
+        for i in range(3):
+            if i == 0:
+                self.GLUs.append(GLU(self.time_step * 4, self.time_step * self.output_channel))
+                self.GLUs.append(GLU(self.time_step * 4, self.time_step * self.output_channel))
+            elif i == 1:
+                self.GLUs.append(GLU(self.time_step * self.output_channel, self.time_step * self.output_channel))
+                self.GLUs.append(GLU(self.time_step * self.output_channel, self.time_step * self.output_channel))
+            else:
+                self.GLUs.append(GLU(self.time_step * self.output_channel, self.time_step * self.output_channel))
+                self.GLUs.append(GLU(self.time_step * self.output_channel, self.time_step * self.output_channel))
+
+    def spe_seq_cell(self, input):
+        batch_size, k, input_channel, node_cnt, time_step = input.size()
+        input = input.view(batch_size, -1, node_cnt, time_step)
+        ffted = torch.view_as_real(torch.fft.fft(input, dim=1))
+        real = ffted[..., 0].permute(0, 2, 1, 3).contiguous().reshape(batch_size, node_cnt, -1)
+        img = ffted[..., 1].permute(0, 2, 1, 3).contiguous().reshape(batch_size, node_cnt, -1)
+        for i in range(3):
+            real = self.GLUs[i * 2](real)
+            img = self.GLUs[2 * i + 1](img)
+        real = real.reshape(batch_size, node_cnt, 4, -1).permute(0, 2, 1, 3).contiguous()
+        img = img.reshape(batch_size, node_cnt, 4, -1).permute(0, 2, 1, 3).contiguous()
+        time_step_as_inner = torch.cat([real.unsqueeze(-1), img.unsqueeze(-1)], dim=-1)
+        iffted = torch.fft.irfft(torch.view_as_complex(time_step_as_inner), n=time_step_as_inner.shape[1], dim=1)
+        return iffted
+
+    def forward(self, x, mul_L):
+        mul_L = mul_L.unsqueeze(1)
+        x = x.unsqueeze(1)
+        gfted = torch.matmul(mul_L, x)
+        gconv_input = self.spe_seq_cell(gfted).unsqueeze(2)
+        igfted = torch.matmul(gconv_input, self.weight)
+        igfted = torch.sum(igfted, dim=1)
+        forecast_source = torch.sigmoid(self.forecast(igfted).squeeze(1))
+        forecast = self.forecast_result(forecast_source)
+        if self.stack_cnt == 0:
+            backcast_short = self.backcast_short_cut(x).squeeze(1)
+            backcast_source = torch.sigmoid(self.backcast(igfted) - backcast_short)
+        else:
+            backcast_source = None
+        return forecast, backcast_source
+
+
+class Model(nn.Module):
+    def __init__(self, units, stack_cnt, time_step, multi_layer, horizon=1, dropout_rate=0.5, leaky_rate=0.2,
+                 device='cpu'):
+        super(Model, self).__init__()
+        self.unit = units
+        self.stack_cnt = stack_cnt
+        self.unit = units
+        self.alpha = leaky_rate
+        self.time_step = time_step
+        self.horizon = horizon
+        self.weight_key = nn.Parameter(torch.zeros(size=(self.unit, 1)))
+        nn.init.xavier_uniform_(self.weight_key.data, gain=1.414)
+        self.weight_query = nn.Parameter(torch.zeros(size=(self.unit, 1)))
+        nn.init.xavier_uniform_(self.weight_query.data, gain=1.414)
+        self.GRU = nn.GRU(self.time_step, self.unit)
+        self.multi_layer = multi_layer
+        self.stock_block = nn.ModuleList()
+        self.stock_block.extend(
+            [StockBlockLayer(self.time_step, self.unit, self.multi_layer, stack_cnt=i) for i in range(self.stack_cnt)])
+        self.fc = nn.Sequential(
+            nn.Linear(int(self.time_step), int(self.time_step)),
+            nn.LeakyReLU(),
+            nn.Linear(int(self.time_step), self.horizon),
+        )
+        self.leakyrelu = nn.LeakyReLU(self.alpha)
+        self.dropout = nn.Dropout(p=dropout_rate)
+        self.to(device)
+
+    def get_laplacian(self, graph, normalize):
+        """
+        return the laplacian of the graph.
+        :param graph: the graph structure without self loop, [N, N].
+        :param normalize: whether to used the normalized laplacian.
+        :return: graph laplacian.
+        """
+        if normalize:
+            D = torch.diag(torch.sum(graph, dim=-1) ** (-1 / 2))
+            L = torch.eye(graph.size(0), device=graph.device, dtype=graph.dtype) - torch.mm(torch.mm(D, graph), D)
+        else:
+            D = torch.diag(torch.sum(graph, dim=-1))
+            L = D - graph
+        return L
+
+    def cheb_polynomial(self, laplacian):
+        """
+        Compute the Chebyshev Polynomial, according to the graph laplacian.
+        :param laplacian: the graph laplacian, [N, N].
+        :return: the multi order Chebyshev laplacian, [K, N, N].
+        """
+        N = laplacian.size(0)  # [N, N]
+        laplacian = laplacian.unsqueeze(0)
+        first_laplacian = torch.zeros([1, N, N], device=laplacian.device, dtype=torch.float)
+        second_laplacian = laplacian
+        third_laplacian = (2 * torch.matmul(laplacian, second_laplacian)) - first_laplacian
+        forth_laplacian = 2 * torch.matmul(laplacian, third_laplacian) - second_laplacian
+        multi_order_laplacian = torch.cat([first_laplacian, second_laplacian, third_laplacian, forth_laplacian], dim=0)
+        return multi_order_laplacian
+
+    def latent_correlation_layer(self, x):
+        input, _ = self.GRU(x.permute(2, 0, 1).contiguous())
+        input = input.permute(1, 0, 2).contiguous()
+        attention = self.self_graph_attention(input)
+        attention = torch.mean(attention, dim=0)
+        degree = torch.sum(attention, dim=1)
+        # laplacian is sym or not
+        attention = 0.5 * (attention + attention.T)
+        degree_l = torch.diag(degree)
+        diagonal_degree_hat = torch.diag(1 / (torch.sqrt(degree) + 1e-7))
+        laplacian = torch.matmul(diagonal_degree_hat,
+                                 torch.matmul(degree_l - attention, diagonal_degree_hat))
+        mul_L = self.cheb_polynomial(laplacian)
+        return mul_L, attention
+
+    def self_graph_attention(self, input):
+        input = input.permute(0, 2, 1).contiguous()
+        bat, N, fea = input.size()
+        key = torch.matmul(input, self.weight_key)
+        query = torch.matmul(input, self.weight_query)
+        data = key.repeat(1, 1, N).view(bat, N * N, 1) + query.repeat(1, N, 1)
+        data = data.squeeze(2)
+        data = data.view(bat, N, -1)
+        data = self.leakyrelu(data)
+        attention = F.softmax(data, dim=2)
+        attention = self.dropout(attention)
+        return attention
+
+    def graph_fft(self, input, eigenvectors):
+        return torch.matmul(eigenvectors, input)
+
+    def forward(self, x):
+        mul_L, attention = self.latent_correlation_layer(x)
+        X = x.unsqueeze(1).permute(0, 1, 3, 2).contiguous()
+        result = []
+        for stack_i in range(self.stack_cnt):
+            forecast, X = self.stock_block[stack_i](X, mul_L)
+            result.append(forecast)
+        forecast = result[0] + result[1]
+        forecast = self.fc(forecast)
+        if forecast.size()[-1] == 1:
+            return forecast.unsqueeze(1).squeeze(-1), attention
+        else:
+            return forecast.permute(0, 2, 1).contiguous(), attention
diff --git a/StemGNN/models/handler.py b/StemGNN/models/handler.py
new file mode 100644
index 0000000..592cf3e
--- /dev/null
+++ b/StemGNN/models/handler.py
@@ -0,0 +1,207 @@
+import json
+from datetime import datetime
+from tqdm import tqdm
+
+from data_loader.forecast_dataloader import ForecastDataset, de_normalized
+from models.base_model import Model
+import torch
+import torch.nn as nn
+import torch.utils.data as torch_data
+import numpy as np
+import time
+import os
+
+from utils.math_utils import evaluate
+
+
+def save_model(model, model_dir, epoch=None):
+    if model_dir is None:
+        return
+    if not os.path.exists(model_dir):
+        os.makedirs(model_dir)
+    epoch = str(epoch) if epoch else ''
+    file_name = os.path.join(model_dir, epoch + '_stemgnn.pt')
+    with open(file_name, 'wb') as f:
+        torch.save(model, f)
+
+
+def load_model(model_dir, epoch=None):
+    if not model_dir:
+        return
+    epoch = str(epoch) if epoch else ''
+    file_name = os.path.join(model_dir, epoch + '_stemgnn.pt')
+    if not os.path.exists(model_dir):
+        os.makedirs(model_dir)
+    if not os.path.exists(file_name):
+        return
+    with open(file_name, 'rb') as f:
+        model = torch.load(f)
+    return model
+
+
+def inference(model, dataloader, device, node_cnt, window_size, horizon):
+    forecast_set = []
+    target_set = []
+    model.eval()
+    with torch.no_grad():
+        for i, (inputs, target) in enumerate(dataloader):
+            inputs = inputs.to(device)
+            target = target.to(device)
+            step = 0
+            forecast_steps = np.zeros([inputs.size()[0], horizon, node_cnt], dtype=np.float)
+            while step < horizon:
+                forecast_result, a = model(inputs)
+                len_model_output = forecast_result.size()[1]
+                if len_model_output == 0:
+                    raise Exception('Get blank inference result')
+                inputs[:, :window_size - len_model_output, :] = inputs[:, len_model_output:window_size,
+                                                                   :].clone()
+                inputs[:, window_size - len_model_output:, :] = forecast_result.clone()
+                forecast_steps[:, step:min(horizon - step, len_model_output) + step, :] = \
+                    forecast_result[:, :min(horizon - step, len_model_output), :].detach().cpu().numpy()
+                step += min(horizon - step, len_model_output)
+            forecast_set.append(forecast_steps)
+            target_set.append(target.detach().cpu().numpy())
+    return np.concatenate(forecast_set, axis=0), np.concatenate(target_set, axis=0)
+
+
+def validate(model, dataloader, device, normalize_method, statistic,
+             node_cnt, window_size, horizon,
+             result_file=None):
+    start = datetime.now()
+    forecast_norm, target_norm = inference(model, dataloader, device,
+                                           node_cnt, window_size, horizon)
+    if normalize_method and statistic:
+        forecast = de_normalized(forecast_norm, normalize_method, statistic)
+        target = de_normalized(target_norm, normalize_method, statistic)
+    else:
+        forecast, target = forecast_norm, target_norm
+    score = evaluate(target, forecast)
+    score_by_node = evaluate(target, forecast, by_node=True)
+    end = datetime.now()
+
+    score_norm = evaluate(target_norm, forecast_norm)
+    print(f'NORM: MAPE {score_norm[0]:7.9%}; MAE {score_norm[1]:7.9f}; RMSE {score_norm[2]:7.9f}.')
+    print(f'RAW : MAPE {score[0]:7.9%}; MAE {score[1]:7.9f}; RMSE {score[2]:7.9f}.')
+    if result_file:
+        if not os.path.exists(result_file):
+            os.makedirs(result_file)
+        step_to_print = 0
+        forcasting_2d = forecast[:, step_to_print, :]
+        forcasting_2d_target = target[:, step_to_print, :]
+
+        np.savetxt(f'{result_file}/target.csv', forcasting_2d_target, delimiter=",")
+        np.savetxt(f'{result_file}/predict.csv', forcasting_2d, delimiter=",")
+        np.savetxt(f'{result_file}/predict_abs_error.csv',
+                   np.abs(forcasting_2d - forcasting_2d_target), delimiter=",")
+        np.savetxt(f'{result_file}/predict_ape.csv',
+                   np.abs((forcasting_2d - forcasting_2d_target) / forcasting_2d_target), delimiter=",")
+
+    return dict(mae=score[1], mae_node=score_by_node[1], mape=score[0], mape_node=score_by_node[0],
+                rmse=score[2], rmse_node=score_by_node[2])
+
+
+def train(train_data, valid_data, args, result_file):
+    node_count = train_data.shape[1]
+    model = Model(node_count, 2, args.window_size, args.multi_layer, horizon=args.horizon)
+    model.to(args.device)
+    if len(train_data) == 0:
+        raise Exception('Cannot organize enough training data')
+    if len(valid_data) == 0:
+        raise Exception('Cannot organize enough validation data')
+
+    if args.norm_method == 'z_score':
+        train_mean = np.mean(train_data, axis=0)
+        train_std = np.std(train_data, axis=0)
+        normalize_statistic = {"mean": train_mean.tolist(), "std": train_std.tolist()}
+    elif args.norm_method == 'min_max':
+        train_min = np.min(train_data, axis=0)
+        train_max = np.max(train_data, axis=0)
+        normalize_statistic = {"min": train_min.tolist(), "max": train_max.tolist()}
+    else:
+        normalize_statistic = None
+    if normalize_statistic is not None:
+        with open(os.path.join(result_file, 'norm_stat.json'), 'w') as f:
+            json.dump(normalize_statistic, f)
+
+    if args.optimizer == 'RMSProp':
+        my_optim = torch.optim.RMSprop(params=model.parameters(), lr=args.lr, eps=1e-08)
+    else:
+        my_optim = torch.optim.Adam(params=model.parameters(), lr=args.lr, betas=(0.9, 0.999))
+    my_lr_scheduler = torch.optim.lr_scheduler.ExponentialLR(optimizer=my_optim, gamma=args.decay_rate)
+
+    train_set = ForecastDataset(train_data, window_size=args.window_size, horizon=args.horizon,
+                                normalize_method=args.norm_method, norm_statistic=normalize_statistic)
+    valid_set = ForecastDataset(valid_data, window_size=args.window_size, horizon=args.horizon,
+                                normalize_method=args.norm_method, norm_statistic=normalize_statistic)
+    train_loader = torch_data.DataLoader(train_set, batch_size=args.batch_size, drop_last=False, shuffle=True,
+                                         num_workers=0)
+    valid_loader = torch_data.DataLoader(valid_set, batch_size=args.batch_size, shuffle=False, num_workers=0)
+
+    forecast_loss = nn.MSELoss(reduction='mean').to(args.device)
+
+    total_params = 0
+    for name, parameter in model.named_parameters():
+        if not parameter.requires_grad: continue
+        param = parameter.numel()
+        total_params += param
+    print(f"Total Trainable Params: {total_params}")
+
+    best_validate_mae = np.inf
+    validate_score_non_decrease_count = 0
+    performance_metrics = {}
+    for epoch in tqdm(range(args.epoch), desc='handler.py > epoch'):
+        epoch_start_time = time.time()
+        model.train()
+        loss_total = 0
+        cnt = 0
+        for i, (inputs, target) in enumerate(train_loader):
+            inputs = inputs.to(args.device)
+            target = target.to(args.device)
+            model.zero_grad()
+            forecast, _ = model(inputs)
+            loss = forecast_loss(forecast, target)
+            cnt += 1
+            loss.backward()
+            my_optim.step()
+            loss_total += float(loss)
+        print('| end of epoch {:3d} | time: {:5.2f}s | train_total_loss {:5.5f}'.format(epoch, (
+                time.time() - epoch_start_time), loss_total / cnt))
+        if (epoch+1) % args.exponential_decay_step == 0:
+            my_lr_scheduler.step()
+        if (epoch + 1) % args.validate_freq == 0:
+            is_best_for_now = False
+            print('------ validate on data: VALIDATE ------')
+            performance_metrics = \
+                validate(model, valid_loader, args.device, args.norm_method, normalize_statistic,
+                         node_count, args.window_size, args.horizon,
+                         result_file=result_file)
+            if best_validate_mae > performance_metrics['mae']:
+                best_validate_mae = performance_metrics['mae']
+                is_best_for_now = True
+                validate_score_non_decrease_count = 0
+            else:
+                validate_score_non_decrease_count += 1
+            # save model
+            if is_best_for_now:
+                save_model(model, result_file)
+        # early stop
+        if args.early_stop and validate_score_non_decrease_count >= args.early_stop_step:
+            break
+    return performance_metrics, normalize_statistic
+
+
+def test(test_data, args, result_train_file, result_test_file):
+    with open(os.path.join(result_train_file, 'norm_stat.json'),'r') as f:
+        normalize_statistic = json.load(f)
+    model = load_model(result_train_file)
+    node_cnt = test_data.shape[1]
+    test_set = ForecastDataset(test_data, window_size=args.window_size, horizon=args.horizon,
+                               normalize_method=args.norm_method, norm_statistic=normalize_statistic)
+    test_loader = torch_data.DataLoader(test_set, batch_size=args.batch_size, drop_last=False,
+                                        shuffle=False, num_workers=0)
+    performance_metrics = validate(model, test_loader, args.device, args.norm_method, normalize_statistic,
+                      node_cnt, args.window_size, args.horizon,
+                      result_file=result_test_file)
+    mae, mape, rmse = performance_metrics['mae'], performance_metrics['mape'], performance_metrics['rmse']
+    print('Performance on test set: MAPE: {:5.5f} | MAE: {:5.5f} | RMSE: {:5.5f}'.format(mape, mae, rmse), flush=True)
\ No newline at end of file
diff --git a/StemGNN/my_evaluator.py b/StemGNN/my_evaluator.py
new file mode 100644
index 0000000..5390589
--- /dev/null
+++ b/StemGNN/my_evaluator.py
@@ -0,0 +1,42 @@
+import numpy as np
+import pandas as pd
+
+
+def MAPE(v, v_):
+    '''
+    Mean absolute percentage error.
+    :param v: np.ndarray or int, ground truth.
+    :param v_: np.ndarray or int, prediction.
+    :param axis: axis to do calculation.
+    :return: int, MAPE averages on all elements of input.
+    '''
+    mape = (np.abs(v_ - v) / (np.abs(v) + 1e-5)).astype(np.float64)
+    return np.mean(mape)
+
+
+def print_results(dataset):
+    print(f'Printing results for {dataset}')
+
+    prediction = pd.read_csv(f'output/{dataset}/test/predict.csv', header=None).to_numpy()
+    target = pd.read_csv(f'output/{dataset}/test/target.csv', header=None).to_numpy()
+
+    print(f'MAPE of prices: {MAPE(target, prediction)}')
+
+    prediction_returns = prediction[1:] / prediction[:-1] - 1
+    target_returns = target[1:] / target[:-1] - 1
+    print(f'MAPE of returns: {MAPE(target_returns, prediction_returns)}')
+
+    norm_stats = pd.read_json(f'output/{dataset}/train/norm_stat.json')
+    means = norm_stats['mean'].to_numpy()
+    stds = norm_stats['std'].to_numpy()
+
+    standardized_prediction = (prediction - means) / stds
+    standardized_target = (target - means) / stds
+    print(f'MAPE of standardized prices: {MAPE(standardized_target, standardized_prediction)}')
+
+    print("=========================================")
+
+
+print_results('fx_daily')
+print_results('fx_daily_without_try')
+print_results('crypto_daily')
diff --git a/StemGNN/output_formatter_for_portfolio_analysis.py b/StemGNN/output_formatter_for_portfolio_analysis.py
new file mode 100644
index 0000000..90e6bc3
--- /dev/null
+++ b/StemGNN/output_formatter_for_portfolio_analysis.py
@@ -0,0 +1,35 @@
+import argparse
+import os
+from datetime import datetime
+
+import numpy as np
+import pandas as pd
+from tqdm import tqdm
+
+
+def parse_args():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--dataset', type=str, default='crypto_daily_marked')
+    parser.add_argument('--num_weeks', type=int, default=104)
+    return parser.parse_args()
+
+
+def main(processing_time, dataset, num_weeks):
+    dataset_type = 'simple_returns'
+    output_dir = f'prediction/{processing_time}/__{dataset}_{dataset_type}'
+    os.makedirs(output_dir, exist_ok=True)
+    for week_plus_1 in tqdm(range(2, num_weeks + 1), desc='output_formatter_for_portfolio_analysis.py > week'):
+        week = week_plus_1 - 1
+        path = f'output/__{dataset}_{dataset_type}_week_{week_plus_1}/test/predict.csv'
+
+        # StemGNN removes the last `horizon - 1` days from the test target, so we consider the second-to-last
+        # element of next week as the current week's prediction.
+        prediction = pd.read_csv(path)[-2:-1].to_numpy()
+        output_path = f'{output_dir}/{week}.npy'
+        np.save(output_path, prediction)
+
+
+if __name__ == '__main__':
+    args = parse_args()
+    processing_time = datetime.now().strftime('%Y%m%d%H%M')
+    main(processing_time, args.dataset, args.num_weeks)
diff --git a/StemGNN/pipeline.py b/StemGNN/pipeline.py
new file mode 100644
index 0000000..990c142
--- /dev/null
+++ b/StemGNN/pipeline.py
@@ -0,0 +1,22 @@
+import os
+import sys
+
+
+def run_command(command):
+    print('Running command: ' + command, flush=True)
+    if os.system(command) != 0:
+        sys.exit("Error executing command: " + command)
+
+
+if __name__ == '__main__':
+    # configs
+    dataset = 'crypto_daily_marked'
+    horizon = 7
+    num_weeks = 104
+    num_weeks_needed = 104
+
+    # @formatter:off
+    run_command(f'python dataset_preparer.py --dataset {dataset} --horizon {horizon} --num_weeks {num_weeks} --num_weeks_needed {num_weeks_needed}')
+    run_command(f'python runner.py --dataset {dataset} --horizon {horizon} --num_weeks {num_weeks_needed}')
+    run_command('rm dataset/*_week_*.csv')
+    # @formatter:on
diff --git a/StemGNN/requirements.txt b/StemGNN/requirements.txt
new file mode 100644
index 0000000..b221a35
--- /dev/null
+++ b/StemGNN/requirements.txt
@@ -0,0 +1,5 @@
+numpy==1.19.5
+scipy==1.5.4
+pandas==1.1.5
+torch==1.8.0
+tqdm~=4.66.1
diff --git a/StemGNN/runner.py b/StemGNN/runner.py
new file mode 100644
index 0000000..93af84c
--- /dev/null
+++ b/StemGNN/runner.py
@@ -0,0 +1,28 @@
+import argparse
+import os
+
+from tqdm import tqdm
+
+
+def parse_args():
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--dataset', type=str, default='crypto_daily_marked')
+    parser.add_argument('--horizon', type=int, default=7)
+    parser.add_argument('--num_weeks', type=int, default=104)
+    return parser.parse_args()
+
+
+def main(dataset, horizon, num_weeks):
+    # since 1st week doesn't contain the last test line of first week in `ForecastDataset`, I start from the second
+    # week, and then I parse the first week's output in the `output_formatter_for_portfolio_analysis.py`
+    for week in tqdm(range(2, num_weeks + 1), desc='runner.py > week'):
+        dataset_name = f'__{dataset}_simple_returns_week_{week}'.replace('_marked', '')
+        print(f'Running for {dataset_name}')
+        os.system(f'python main.py --dataset {dataset_name} --horizon {horizon} --epoch 30')
+    os.system(
+        f'python output_formatter_for_portfolio_analysis.py --dataset {dataset.replace("_marked", "")} --num_weeks {num_weeks}')
+
+
+if __name__ == '__main__':
+    args = parse_args()
+    main(args.dataset, args.horizon, args.num_weeks)
diff --git a/StemGNN/utils/__init__.py b/StemGNN/utils/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/StemGNN/utils/math_utils.py b/StemGNN/utils/math_utils.py
new file mode 100644
index 0000000..950f1c4
--- /dev/null
+++ b/StemGNN/utils/math_utils.py
@@ -0,0 +1,74 @@
+import numpy as np
+
+
+def masked_MAPE(v, v_, axis=None):
+    '''
+    Mean absolute percentage error.
+    :param v: np.ndarray or int, ground truth.
+    :param v_: np.ndarray or int, prediction.
+    :param axis: axis to do calculation.
+    :return: int, MAPE averages on all elements of input.
+    '''
+    mask = (v == 0)
+    percentage = np.abs(v_ - v) / np.abs(v)
+    if np.any(mask):
+        masked_array = np.ma.masked_array(percentage, mask=mask)  # mask the dividing-zero as invalid
+        result = masked_array.mean(axis=axis)
+        if isinstance(result, np.ma.MaskedArray):
+            return result.filled(np.nan)
+        else:
+            return result
+    return np.mean(percentage, axis).astype(np.float64)
+
+
+def MAPE(v, v_, axis=None):
+    '''
+    Mean absolute percentage error.
+    :param v: np.ndarray or int, ground truth.
+    :param v_: np.ndarray or int, prediction.
+    :param axis: axis to do calculation.
+    :return: int, MAPE averages on all elements of input.
+    '''
+    mape = (np.abs(v_ - v) / np.abs(v)+1e-5).astype(np.float64)
+    mape = np.where(mape > 5, 5, mape)
+    return np.mean(mape, axis)
+
+
+def RMSE(v, v_, axis=None):
+    '''
+    Mean squared error.
+    :param v: np.ndarray or int, ground truth.
+    :param v_: np.ndarray or int, prediction.
+    :param axis: axis to do calculation.
+    :return: int, RMSE averages on all elements of input.
+    '''
+    return np.sqrt(np.mean((v_ - v) ** 2, axis)).astype(np.float64)
+
+
+def MAE(v, v_, axis=None):
+    '''
+    Mean absolute error.
+    :param v: np.ndarray or int, ground truth.
+    :param v_: np.ndarray or int, prediction.
+    :param axis: axis to do calculation.
+    :return: int, MAE averages on all elements of input.
+    '''
+    return np.mean(np.abs(v_ - v), axis).astype(np.float64)
+
+
+def evaluate(y, y_hat, by_step=False, by_node=False):
+    '''
+    :param y: array in shape of [count, time_step, node].
+    :param y_hat: in same shape with y.
+    :param by_step: evaluate by time_step dim.
+    :param by_node: evaluate by node dim.
+    :return: array of mape, mae and rmse.
+    '''
+    if not by_step and not by_node:
+        return MAPE(y, y_hat), MAE(y, y_hat), RMSE(y, y_hat)
+    if by_step and by_node:
+        return MAPE(y, y_hat, axis=0), MAE(y, y_hat, axis=0), RMSE(y, y_hat, axis=0)
+    if by_step:
+        return MAPE(y, y_hat, axis=(0, 2)), MAE(y, y_hat, axis=(0, 2)), RMSE(y, y_hat, axis=(0, 2))
+    if by_node:
+        return MAPE(y, y_hat, axis=(0, 1)), MAE(y, y_hat, axis=(0, 1)), RMSE(y, y_hat, axis=(0, 1))
diff --git a/lstm-predictor/.gitignore b/lstm-predictor/.gitignore
new file mode 100644
index 0000000..32e58f5
--- /dev/null
+++ b/lstm-predictor/.gitignore
@@ -0,0 +1,10 @@
+.idea
+__pycache__/
+.vscode/
+.DS_Store
+.spyproject/
+runs/
+figs/
+prediction/
+test_prediction/
+models/
diff --git a/lstm-predictor/README.md b/lstm-predictor/README.md
new file mode 100644
index 0000000..542de11
--- /dev/null
+++ b/lstm-predictor/README.md
@@ -0,0 +1,4 @@
+# LSTM Predictor
+
+A simple multivariate LSTM implementation that forecasts financial asset prices, developed as a baseline for our study.
+
diff --git a/lstm-predictor/lstm_predictor/__init__.py b/lstm-predictor/lstm_predictor/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/lstm-predictor/lstm_predictor/core/__init__.py b/lstm-predictor/lstm_predictor/core/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/lstm-predictor/lstm_predictor/core/config.py b/lstm-predictor/lstm_predictor/core/config.py
new file mode 100644
index 0000000..17426c7
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/core/config.py
@@ -0,0 +1,25 @@
+import numpy as np
+from hyperopt import hp
+
+num_epochs_to_run = 100
+early_stopping_patience = 5
+
+hpo_max_evals = 100
+hpo_space = {
+    'lr': hp.loguniform('lr', np.log(0.0001), np.log(0.01)),
+    "dropout": hp.uniform("dropout", 0, .5),
+    "hidden_size": hp.choice("hidden_size", [16, 32, 64, 128]),
+    "num_layers": hp.choice("num_layers", [2, 3]),
+    "batch_size": hp.choice("batch_size", [16, 32, 64, 128]),
+    "seq_len": hp.choice("seq_len", [7, 14, 21, 28])
+}
+
+training_ratio = .6
+validation_ratio = .2
+
+log_active = False
+horizon = 7
+prices_path = '../ticker-collector/out/crypto/daily_20_2189_marked.csv'
+predictions_base_path = 'prediction'
+num_weeks_to_train = 104
+total_weeks = 104
diff --git a/lstm-predictor/lstm_predictor/core/constants.py b/lstm-predictor/lstm_predictor/core/constants.py
new file mode 100644
index 0000000..e108c55
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/core/constants.py
@@ -0,0 +1,8 @@
+import datetime
+
+import torch
+
+from lstm_predictor.util import format_time_as_YYYYMMddHHmm
+
+PREDICTION_TIME = format_time_as_YYYYMMddHHmm(datetime.datetime.now())
+DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
diff --git a/lstm-predictor/lstm_predictor/forecasting/__init__.py b/lstm-predictor/lstm_predictor/forecasting/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/lstm-predictor/lstm_predictor/forecasting/lstm_model.py b/lstm-predictor/lstm_predictor/forecasting/lstm_model.py
new file mode 100644
index 0000000..17f3e71
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/forecasting/lstm_model.py
@@ -0,0 +1,24 @@
+import torch
+from torch import nn
+
+
+class LSTMModel(nn.Module):
+
+    def __init__(self, input_size, hidden_size, num_layers, dropout):
+        super(LSTMModel, self).__init__()
+        self.hidden_size = hidden_size
+        self.num_layers = num_layers
+        self.lstm = nn.LSTM(input_size=input_size,
+                            hidden_size=hidden_size,
+                            num_layers=num_layers,
+                            dropout=dropout,
+                            batch_first=True)
+        self.fc = nn.Linear(hidden_size, input_size)
+
+    def forward(self, x):
+        batch_size = x.size(0)
+        h0 = torch.zeros(self.num_layers, batch_size, self.hidden_size).to(x.device)
+        c0 = torch.zeros(self.num_layers, batch_size, self.hidden_size).to(x.device)
+        out, _ = self.lstm(x, (h0, c0))
+        out = self.fc(out[:, -1, :])
+        return out
diff --git a/lstm-predictor/lstm_predictor/forecasting/runner.py b/lstm-predictor/lstm_predictor/forecasting/runner.py
new file mode 100644
index 0000000..59a35df
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/forecasting/runner.py
@@ -0,0 +1,58 @@
+import os
+
+import numpy as np
+from hyperopt import fmin, space_eval, tpe
+
+from lstm_predictor.core import config, constants
+from lstm_predictor.forecasting.trainer import Trainer
+from lstm_predictor.util import log
+# noinspection PyPep8Naming
+from lstm_predictor.util.price_reader import read_prices
+
+
+class Runner:
+
+    def __init__(self, week):
+        self._week = week
+        self.space = config.hpo_space
+
+    def run(self):
+        next_week_prediction = self.process()
+        self.save_predictions(next_week_prediction)
+
+    def process(self):
+        best_hparams = self.train()
+        return self.predict_next_week(best_hparams)
+
+    def train(self):
+        log(self._week, 'Started running.')
+        best = fmin(self.objective, self.space, algo=tpe.suggest, max_evals=config.hpo_max_evals)
+        best_hparams = space_eval(self.space, best)
+        log(self._week, f'Best: {best}, with hparams: {best_hparams}')
+        return best_hparams
+
+    def objective(self, hparams):
+        trainer = Trainer(read_prices(config.prices_path, self._week, config.total_weeks), self._week)
+        return trainer.train(num_epochs=config.num_epochs_to_run,
+                             hparams=hparams,
+                             training_ratio=config.training_ratio,
+                             validation_ratio=config.validation_ratio)
+
+    def predict_next_week(self, best_hparams):
+        best_trainer = Trainer(read_prices(config.prices_path, self._week, config.total_weeks), self._week)
+        return best_trainer.predict_with_best_hparams(num_epochs=config.num_epochs_to_run,
+                                                      best_hparams=best_hparams,
+                                                      **self._normalize_training_validation_ratios())
+
+    @staticmethod
+    def _normalize_training_validation_ratios():
+        total = config.training_ratio + config.validation_ratio
+        return {
+            "training_ratio": config.training_ratio / total - .01,
+            "validation_ratio": config.validation_ratio / total - .01
+        }
+
+    def save_predictions(self, predictions):
+        dir_path = f'{config.predictions_base_path}/{constants.PREDICTION_TIME}/weeks'
+        os.makedirs(dir_path, exist_ok=True)
+        np.save(f'{dir_path}/{self._week + 1}', predictions)
diff --git a/lstm-predictor/lstm_predictor/forecasting/trainer.py b/lstm-predictor/lstm_predictor/forecasting/trainer.py
new file mode 100644
index 0000000..7c943aa
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/forecasting/trainer.py
@@ -0,0 +1,129 @@
+import torch
+from torch import nn
+from torch.utils.data import DataLoader, TensorDataset
+from torch.utils.tensorboard import SummaryWriter
+
+from lstm_predictor.core import config, constants
+from lstm_predictor.core.constants import PREDICTION_TIME
+from lstm_predictor.forecasting.lstm_model import LSTMModel
+from lstm_predictor.util import log
+# noinspection PyPep8Naming
+from lstm_predictor.util.data_loader import DataLoader as DL
+
+
+class Trainer:
+
+    def __init__(self, prices_np, week):
+        self._prices_np = prices_np
+        self._num_assets = prices_np.shape[1]
+        self._week = week
+        self._writer = SummaryWriter(log_dir=f'runs/experiment_{PREDICTION_TIME}_{self._week}')
+
+    def __del__(self):
+        self._writer.close()
+
+    def train(self, num_epochs, hparams, training_ratio, validation_ratio):
+        trainer = self._train(num_epochs, training_ratio, validation_ratio, **hparams)
+        trainer.model.eval()
+        with torch.no_grad():
+            validation_loss = trainer.get_validation_loss()
+            test_loss, test_mape = trainer.get_test_loss_and_mape()
+            log(self._week, f'Validation Loss: {validation_loss} | Test Loss: {test_loss} | Test Mape: {test_mape}')
+            self._writer.add_hparams(hparams, {
+                "validation_loss": validation_loss,
+                "test_loss": test_loss,
+                "test_mape": test_mape
+            })
+            return validation_loss
+
+    def predict_with_best_hparams(self, num_epochs, best_hparams, training_ratio, validation_ratio):
+        trainer = self._train(num_epochs, training_ratio, validation_ratio, **best_hparams)
+        trainer.model.eval()
+        with torch.no_grad():
+            validation_loss = trainer.get_validation_loss()
+            log(self._week, f'Prediction validation loss: {validation_loss}')
+            self._writer.add_hparams(best_hparams, {"validation_loss": validation_loss})
+            return trainer.get_last_day_predictions()
+
+    def _train(self, num_epochs, training_ratio, validation_ratio, batch_size, dropout, hidden_size, lr, num_layers,
+               seq_len):
+        trainer = _Trainer(self._week, self._prices_np, seq_len, training_ratio, validation_ratio)
+        trainer.train(self._writer, num_epochs, hidden_size, num_layers, lr, dropout, batch_size)
+        return trainer
+
+
+class _Trainer:
+
+    def __init__(self, week, prices_np, seq_len, training_ratio, validation_ratio):
+        self._week = week
+        self._num_assets = prices_np.shape[1]
+        self._seq_len = seq_len
+        self._training_ratio = training_ratio
+        self._validation_ratio = validation_ratio
+        self._dl = DL(data_np=prices_np,
+                      seq_len=seq_len,
+                      training_ratio=training_ratio,
+                      validation_ratio=validation_ratio)
+        self._load_tensors()
+        self.model = None
+        self._criterion = None
+
+    def train(self, writer, num_epochs, hidden_size, num_layers, lr, dropout, batch_size):
+        self.model = LSTMModel(input_size=self._num_assets,
+                               hidden_size=hidden_size,
+                               num_layers=num_layers,
+                               dropout=dropout)
+        self.model = self.model.to(constants.DEVICE)
+        self._criterion = nn.MSELoss()
+        optimizer = torch.optim.Adam(self.model.parameters(), lr=lr)
+        training_loader = DataLoader(TensorDataset(self._training_X, self._training_y), batch_size=batch_size)
+
+        best_val_loss = float('inf')
+        patience = config.early_stopping_patience
+        early_stop_counter = 0
+
+        for epoch in range(num_epochs):
+            self.model.train()
+            for i, data in enumerate(training_loader):
+                inputs, targets = data
+                optimizer.zero_grad()
+                outputs = self.model(inputs)
+                loss = self._criterion(outputs, targets)
+                loss.backward()
+                optimizer.step()
+                training_loss = loss.item()
+                writer.add_scalar('Training Loss', training_loss, epoch)
+            self.model.eval()
+            with torch.no_grad():
+                val_loss = self._criterion(self.model(self._validation_X), self._validation_y).item()
+                writer.add_scalar('Validation Loss', val_loss, epoch)
+                if val_loss < best_val_loss:
+                    best_val_loss = val_loss
+                    early_stop_counter = 0
+                else:
+                    early_stop_counter += 1
+                    if early_stop_counter >= patience:
+                        log(
+                            self._week, f'Validation loss has not improved for {patience} epochs. '
+                            f'Stopping training at epoch {epoch}.')
+                        break
+
+    def get_validation_loss(self):
+        return self._criterion(self.model(self._validation_X), self._validation_y).item()
+
+    def get_test_loss_and_mape(self):
+        test_output = self.model(self._test_X)
+        test_loss = self._criterion(test_output, self._test_y).item()
+        test_mape = torch.mean(torch.abs((test_output - self._test_y) / test_output))
+        return test_loss, test_mape
+
+    def get_last_day_predictions(self):
+        return self.model(torch.from_numpy(self._dl.last_day).to(constants.DEVICE)).cpu().numpy()
+
+    def _load_tensors(self):
+        self._training_X = torch.from_numpy(self._dl.training['X']).to(constants.DEVICE)
+        self._training_y = torch.from_numpy(self._dl.training['y']).to(constants.DEVICE)
+        self._validation_X = torch.from_numpy(self._dl.validation['X']).to(constants.DEVICE)
+        self._validation_y = torch.from_numpy(self._dl.validation['y']).to(constants.DEVICE)
+        self._test_X = torch.from_numpy(self._dl.test['X']).to(constants.DEVICE)
+        self._test_y = torch.from_numpy(self._dl.test['y']).to(constants.DEVICE)
diff --git a/lstm-predictor/lstm_predictor/main.py b/lstm-predictor/lstm_predictor/main.py
new file mode 100644
index 0000000..a0b1347
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/main.py
@@ -0,0 +1,14 @@
+from tqdm import tqdm
+
+from lstm_predictor.core import config
+from lstm_predictor.forecasting.runner import Runner
+
+
+def main():
+    for i in tqdm(range(config.num_weeks_to_train)):
+        runner = Runner(week=i)
+        runner.run()
+
+
+if __name__ == '__main__':
+    main()
diff --git a/lstm-predictor/lstm_predictor/main_quick.py b/lstm-predictor/lstm_predictor/main_quick.py
new file mode 100644
index 0000000..94c09a2
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/main_quick.py
@@ -0,0 +1,16 @@
+from lstm_predictor.core import config
+
+
+def main():
+    config.num_weeks_to_train = 1
+    config.num_epochs_to_run = 1
+    config.hpo_max_evals = 1
+    config.predictions_base_path = 'test_prediction'
+    config.log_active = True
+
+    from lstm_predictor.main import main as go
+    go()
+
+
+if __name__ == '__main__':
+    main()
diff --git a/lstm-predictor/lstm_predictor/tests/resources/daily_1_200_marked.csv b/lstm-predictor/lstm_predictor/tests/resources/daily_1_200_marked.csv
new file mode 100644
index 0000000..47fe9e6
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/tests/resources/daily_1_200_marked.csv
@@ -0,0 +1,201 @@
+Date,BTC-USD,split_point
+2017-12-20,16624.59961,False
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diff --git a/lstm-predictor/lstm_predictor/tests/resources/daily_1_2189_marked.csv b/lstm-predictor/lstm_predictor/tests/resources/daily_1_2189_marked.csv
new file mode 100644
index 0000000..0ab5142
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/tests/resources/daily_1_2189_marked.csv
@@ -0,0 +1,2190 @@
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diff --git a/lstm-predictor/lstm_predictor/tests/resources/daily_3_120_marked.csv b/lstm-predictor/lstm_predictor/tests/resources/daily_3_120_marked.csv
new file mode 100644
index 0000000..13e507d
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diff --git a/lstm-predictor/lstm_predictor/tests/resources/daily_5_200_marked.csv b/lstm-predictor/lstm_predictor/tests/resources/daily_5_200_marked.csv
new file mode 100644
index 0000000..08aef03
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diff --git a/lstm-predictor/lstm_predictor/tests/resources/daily_5_2189_marked.csv b/lstm-predictor/lstm_predictor/tests/resources/daily_5_2189_marked.csv
new file mode 100644
index 0000000..40107cb
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/tests/resources/daily_5_2189_marked.csv
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+2022-10-16,1306.296631,110.3334961,272.5199585,19268.09375,51.48091888,True
\ No newline at end of file
diff --git a/lstm-predictor/lstm_predictor/tests/test_config.py b/lstm-predictor/lstm_predictor/tests/test_config.py
new file mode 100644
index 0000000..b6b1c7f
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/tests/test_config.py
@@ -0,0 +1 @@
+prices_path = 'resources/daily_3_120_marked.csv'
diff --git a/lstm-predictor/lstm_predictor/tests/test_main.py b/lstm-predictor/lstm_predictor/tests/test_main.py
new file mode 100644
index 0000000..313ca46
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/tests/test_main.py
@@ -0,0 +1,52 @@
+from unittest import TestCase
+
+import numpy as np
+import pandas as pd
+
+from lstm_predictor_tmp.main import Config, read_log_returns, WindowedSplitDataLoader
+
+
+class Test(TestCase):
+
+    def test_read_log_returns(self):
+        path = 'resources/daily_1_200_marked.csv'
+        raw_data = pd.read_csv(path)[['BTC-USD']].to_numpy()
+        log_returns = read_log_returns(path, 0, 1, True)
+        for i in range(179, -1, -1):
+            self.assertEqual(log_returns[i + Config.horizon], np.log(raw_data[i + Config.horizon] / raw_data[i]))
+        for i in range(Config.horizon):
+            self.assertEqual(log_returns[i], np.full((log_returns.shape[1]), np.log(.01)))
+
+    def test_read_log_returns_without_prepending_zeros(self):
+        path = 'resources/daily_1_200_marked.csv'
+        raw_data = pd.read_csv(path)[['BTC-USD']].to_numpy()
+        log_returns = read_log_returns(path, 0, 1)
+        for i in range(172, -1, -1):
+            self.assertEqual(log_returns[i + Config.horizon],
+                             np.log(raw_data[i + 2 * Config.horizon] / raw_data[i + Config.horizon]))
+
+    # noinspection PyPep8Naming
+    def test_SlidingWindowDataSplitter(self):
+        log_returns = np.asarray([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]).reshape(
+            (-1, 1))
+        dl = WindowedSplitDataLoader(log_returns, seq_len=2, horizon=3, training_ratio=.6, validation_ratio=.2)
+
+        # shapes: (num_samples, seq_len, num_assets) as input X, (num_samples, num_assets) as target y
+        expected_training_X = np.asarray([[1, 2], [2, 3], [3, 4], [4, 5], [5, 6], [6, 7], [7, 8], [8, 9]]).reshape(
+            (-1, 2, 1))
+        expected_training_y = np.asarray([5, 6, 7, 8, 9, 10, 11, 12]).reshape((-1, 1))
+        np.testing.assert_equal(dl.training['X'], expected_training_X)
+        np.testing.assert_equal(dl.training['y'], expected_training_y)
+
+        expected_validation_X = np.asarray([[9, 10], [10, 11], [11, 12], [12, 13]]).reshape((-1, 2, 1))
+        expected_validation_y = np.asarray([13, 14, 15, 16]).reshape((-1, 1))
+        np.testing.assert_equal(dl.validation['X'], expected_validation_X)
+        np.testing.assert_equal(dl.validation['y'], expected_validation_y)
+
+        expected_test_X = np.asarray([[13, 14], [14, 15], [15, 16], [16, 17]]).reshape((-1, 2, 1))
+        expected_test_y = np.asarray([17, 18, 19, 20]).reshape((-1, 1))
+        np.testing.assert_equal(dl.test['X'], expected_test_X)
+        np.testing.assert_equal(dl.test['y'], expected_test_y)
+
+        expected_last_day = np.asarray([19, 20]).reshape((1, -1, 1))
+        np.testing.assert_equal(dl.last_day, expected_last_day)
diff --git a/lstm-predictor/lstm_predictor/tests/test_price_reader.py b/lstm-predictor/lstm_predictor/tests/test_price_reader.py
new file mode 100644
index 0000000..cc102e5
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/tests/test_price_reader.py
@@ -0,0 +1,31 @@
+from unittest import TestCase
+
+import test_config
+from lstm_predictor.core import config
+from lstm_predictor.util.price_reader import read_prices
+
+
+class Test(TestCase):
+
+    def test_read_prices(self):
+
+        def get_shape(week):
+            return read_prices(test_config.prices_path, week, 4).shape[0]
+
+        self.assertEqual(get_shape(0), 89)
+        self.assertEqual(get_shape(1), 96)
+        self.assertEqual(get_shape(2), 103)
+        self.assertEqual(get_shape(3), 110)
+        self.assertEqual(get_shape(4), 117)
+
+    def test_read_prices_prod_file(self):
+
+        def get_shape(week):
+            return read_prices(f'../../{config.prices_path}', week, 104).shape[0]
+
+        self.assertEqual(get_shape(0), 1461)
+        self.assertEqual(get_shape(1), 1468)
+        self.assertEqual(get_shape(2), 1475)
+        self.assertEqual(get_shape(3), 1482)
+        self.assertEqual(get_shape(103), 2182)
+        self.assertEqual(get_shape(104), 2189)
diff --git a/lstm-predictor/lstm_predictor/tests/test_runner.py b/lstm-predictor/lstm_predictor/tests/test_runner.py
new file mode 100644
index 0000000..a99d6e3
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/tests/test_runner.py
@@ -0,0 +1,34 @@
+from unittest import TestCase
+
+import numpy as np
+from hyperopt import hp
+
+import test_config
+from lstm_predictor.core import config
+from lstm_predictor.forecasting.runner import Runner
+
+
+class TestRunner(TestCase):
+
+    def setUp(self) -> None:
+        config.prices_path = test_config.prices_path
+        config.num_weeks_to_train = 3
+        config.total_weeks = 4
+        config.training_ratio = .6
+        config.validation_ratio = .2
+        config.num_epochs_to_run = 1
+        config.hpo_max_evals = 1
+        config.hpo_space = {
+            'lr': hp.loguniform('lr', np.log(0.01), np.log(0.02)),
+            "dropout": hp.uniform("dropout", 0, .5),
+            "hidden_size": hp.choice("hidden_size", [16]),
+            "num_layers": hp.choice("num_layers", [2]),
+            "batch_size": hp.choice("batch_size", [16]),
+            "seq_len": hp.choice("seq_len", [7])
+        }
+
+    def test_process(self):
+        runner = Runner(3)
+        predictions = runner.process()
+        # Just print for the moment, no assertions
+        print(predictions)
diff --git a/lstm-predictor/lstm_predictor/util/__init__.py b/lstm-predictor/lstm_predictor/util/__init__.py
new file mode 100644
index 0000000..5c19b5d
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/util/__init__.py
@@ -0,0 +1,11 @@
+from lstm_predictor.core import config
+
+
+# noinspection PyPep8Naming
+def format_time_as_YYYYMMddHHmm(time):
+    return time.isoformat(sep='/', timespec='minutes').replace('-', '').replace(':', '').replace('/', '')
+
+
+def log(week, message):
+    if config.log_active:
+        print(f'Week: {week} | {message}')
diff --git a/lstm-predictor/lstm_predictor/util/data_loader.py b/lstm-predictor/lstm_predictor/util/data_loader.py
new file mode 100644
index 0000000..e3d27b1
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/util/data_loader.py
@@ -0,0 +1,38 @@
+import numpy as np
+
+from lstm_predictor.core import config
+
+
+class DataLoader:
+
+    def __init__(self, data_np, seq_len, training_ratio, validation_ratio):
+        self._seq_length = seq_len
+        self._horizon = config.horizon
+        self._dat = data_np
+        self._num_rows, self._num_cols = self._dat.shape
+        self._split(int(training_ratio * self._num_rows), int((training_ratio + validation_ratio) * self._num_rows))
+        self.last_day = self._dat[-seq_len:].reshape((1, seq_len, -1)).astype(np.float32)
+
+    def _split(self, train_end_index, valid_end_index):
+        training_set_indices = range(self._seq_length + self._horizon - 1, train_end_index)
+        validation_set_indices = range(train_end_index, valid_end_index)
+        test_set = range(valid_end_index, self._num_rows)
+        self.training = self._batchify(training_set_indices)
+        self.validation = self._batchify(validation_set_indices)
+        self.training_and_validation = {
+            'X': np.concatenate((self.training['X'], self.validation['X'])),
+            'y': np.concatenate((self.training['y'], self.validation['y']))
+        }
+        self.test = self._batchify(test_set)
+
+    # noinspection PyPep8Naming
+    def _batchify(self, idx_set):
+        n = len(idx_set)
+        X = np.zeros((n, self._seq_length, self._num_cols))
+        y = np.zeros((n, self._num_cols))
+        for i in range(n):
+            end = idx_set[i] - self._horizon + 1
+            start = end - self._seq_length
+            X[i, :, :] = self._dat[start:end, :]
+            y[i, :] = self._dat[idx_set[i], :]
+        return {'X': X.astype(np.float32), 'y': y.astype(np.float32)}
diff --git a/lstm-predictor/lstm_predictor/util/price_reader.py b/lstm-predictor/lstm_predictor/util/price_reader.py
new file mode 100644
index 0000000..9106619
--- /dev/null
+++ b/lstm-predictor/lstm_predictor/util/price_reader.py
@@ -0,0 +1,30 @@
+import numpy as np
+import pandas as pd
+
+from lstm_predictor.core import config
+
+
+def read_prices(data_path, week, num_weeks):
+    raw_data = pd.read_csv(data_path)
+
+    truncate_index = len(raw_data)
+    stopping_point = -1
+    truncation_mark = num_weeks - week
+
+    for point in reversed(raw_data['split_point']):
+        if stopping_point == truncation_mark:
+            break
+
+        if point:
+            stopping_point += 1
+
+        truncate_index -= 1
+
+    return _convert_to_simple_returns(raw_data.loc[:truncate_index].drop(['split_point'], axis=1)).to_numpy()
+
+
+def _convert_to_simple_returns(df):
+    np_form = df.drop(['Date'], axis=1).to_numpy()
+    simple_returns = np_form[config.horizon:] / np_form[:-config.horizon]
+    simple_returns_with_initial_zero_row = np.vstack([np.full((config.horizon, np_form.shape[1]), .01), simple_returns])
+    return pd.DataFrame(simple_returns_with_initial_zero_row, columns=df.columns[1:])
diff --git a/lstm-predictor/lstm_predictor_tmp/main.py b/lstm-predictor/lstm_predictor_tmp/main.py
new file mode 100644
index 0000000..0dc7902
--- /dev/null
+++ b/lstm-predictor/lstm_predictor_tmp/main.py
@@ -0,0 +1,500 @@
+import datetime
+import os
+
+import numpy as np
+import pandas as pd
+import torch
+from hyperopt import fmin, hp, space_eval, tpe
+from matplotlib import pyplot as plt
+from torch import nn
+from torch.utils.data import DataLoader, TensorDataset
+from torch.utils.tensorboard import SummaryWriter
+from tqdm import tqdm
+
+# TODO This file has the up-to-date code, prepared so that it can be directly copied and run on Colab
+# TODO The code is messy and awaits refactoring and moving under lstm_predictor package
+
+
+# noinspection PyPep8Naming
+def format_time_as_YYYYMMddHHmm(time):
+    return time.isoformat(sep='/', timespec='minutes').replace('-', '').replace(':', '').replace('/', '')
+
+
+class Constants:
+    PREDICTION_TIME = format_time_as_YYYYMMddHHmm(datetime.datetime.now())
+    DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
+
+
+# noinspection DuplicatedCode
+class Config:
+    num_epochs_to_run = 500
+    early_stopping_patience = 100
+    horizon = 7
+
+    hpo_max_evals = 100
+    hpo_space = {
+        'lr':
+        hp.loguniform('lr', np.log(0.0001), np.log(0.01)),
+        "dropout":
+        hp.uniform("dropout", 0, .5),
+        "hidden_size":
+        hp.choice("hidden_size", [8, 16, 32, 64, 128]),
+        "num_layers":
+        hp.choice("num_layers", [2, 3, 5, 8]),
+        "batch_size":
+        hp.choice("batch_size", [32, 64, 128, 256]),
+        "seq_len":
+        hp.choice(
+            "seq_len",
+            [horizon, horizon * 3, horizon * 7, horizon * 10, horizon * 24, horizon * 30, horizon * 34, horizon * 40])
+    }
+
+    training_ratio = .6
+    validation_ratio = .2
+
+    log_active = False
+    prices_path = '../ticker-collector/out/crypto/daily_20_2189_marked.csv'
+    predictions_base_path = 'prediction'
+    num_weeks_to_train = 104
+    total_weeks = 104
+
+
+# Config.num_weeks_to_train = 1
+# Config.total_weeks = 1
+# Config.num_epochs_to_run = 500
+# Config.hpo_max_evals = 20
+# Config.prices_path = 'lstm_predictor/tests/resources/daily_5_2189_marked.csv'
+# Config.predictions_base_path = 'test_prediction'
+# Config.log_active = True
+
+
+def log(week, message, log_anyway=False):
+    if log_anyway or Config.log_active:
+        print(f'Week: {week} | {message}')
+
+
+def to_torch(np_array):
+    return torch.from_numpy(np_array).to(Constants.DEVICE)
+
+
+# noinspection DuplicatedCode
+def read_log_returns(data_path, week, num_weeks, training_ratio, fill_zero_for_the_first_horizon_samples=False):
+    """
+    :return: Log returns, the last line is the last split point in the data when week == num_weeks.
+             If week == num_weeks -1, the last line is the second last split point in the data, and so on.
+             If fill_zero_for_the_first_horizon_samples is False, then the first output np array will have `horizon`
+             fewer rows.
+    """
+    assert 0 <= week <= num_weeks, f"week must be between 0 and num_weeks (inclusive): 0 <= {week} <= {num_weeks}"
+    assert num_weeks >= 0, f"num_weeks must be >= 0, got {num_weeks}"
+
+    raw_data = pd.read_csv(data_path)
+
+    truncate_index = len(raw_data)
+    stopping_point = -1
+    truncation_mark = num_weeks - week
+
+    for point in reversed(raw_data['split_point']):
+        if stopping_point == truncation_mark:
+            break
+
+        if point:
+            stopping_point += 1
+
+        truncate_index -= 1
+
+    log_returns = _convert_to_simple_returns(raw_data.loc[:truncate_index].drop(['split_point'], axis=1),
+                                             fill_zero_for_the_first_horizon_samples).to_numpy()
+    # scaler = StandardScaler()
+
+    # Prevent look-ahead bias by fitting the scaler only on the training data
+    # num_training_samples = int(log_returns.shape[0] * training_ratio)
+    # scaler.fit(log_returns[:num_training_samples])
+
+    return log_returns
+    # return scaler.transform(log_returns)
+
+
+# noinspection DuplicatedCode
+def _convert_to_simple_returns(df, fill_zero_for_the_first_horizon_samples):
+    np_form = df.drop(['Date'], axis=1).to_numpy()
+    simple_returns = np_form[Config.horizon:] / np_form[:-Config.horizon]
+    if fill_zero_for_the_first_horizon_samples:
+        simple_returns = np.vstack([np.full((Config.horizon, np_form.shape[1]), .01), simple_returns])
+    return pd.DataFrame(simple_returns, columns=df.columns[1:])
+
+
+# noinspection DuplicatedCode
+class LSTMModel(nn.Module):
+
+    def __init__(self, input_size, hidden_size, num_layers, dropout):
+        super(LSTMModel, self).__init__()
+        self.hidden_size = hidden_size
+        self.num_layers = num_layers
+        self.lstm = nn.LSTM(input_size=input_size,
+                            hidden_size=hidden_size,
+                            num_layers=num_layers,
+                            dropout=dropout,
+                            batch_first=True)
+        self.fc = nn.Linear(hidden_size, input_size)
+
+    def forward(self, x):
+        batch_size = x.size(0)
+        h0 = torch.zeros(self.num_layers, batch_size, self.hidden_size).to(x.device)
+        c0 = torch.zeros(self.num_layers, batch_size, self.hidden_size).to(x.device)
+        out, _ = self.lstm(x, (h0, c0))
+        out = self.fc(out[:, -1, :])
+        return out
+
+
+# noinspection DuplicatedCode
+class WindowedSplitDataLoader:
+
+    def __init__(self, data_np, seq_len, horizon, training_ratio, validation_ratio):
+        self._seq_length = seq_len
+        self._horizon = horizon
+        self._dat = data_np
+        self._num_rows, self._num_cols = self._dat.shape
+        self._split(int(training_ratio * self._num_rows), int((training_ratio + validation_ratio) * self._num_rows))
+        self._last_day = self._dat[-seq_len:].reshape((1, seq_len, -1)).astype(np.float32)
+
+    @property
+    def training(self):
+        return self._training
+
+    @property
+    def validation(self):
+        return self._validation
+
+    @property
+    def training_and_validation(self):
+        return self._training_and_validation
+
+    @property
+    def test(self):
+        return self._test
+
+    @property
+    def last_day(self):
+        return self._last_day
+
+    def _split(self, train_end_index, valid_end_index):
+        training_set_indices = range(self._seq_length + self._horizon - 1, train_end_index)
+        validation_set_indices = range(train_end_index, valid_end_index)
+        test_set = range(valid_end_index, self._num_rows)
+        self._training = self._batchify(training_set_indices)
+        self._validation = self._batchify(validation_set_indices)
+        self._training_and_validation = {
+            'X': np.concatenate((self.training['X'], self.validation['X'])),
+            'y': np.concatenate((self.training['y'], self.validation['y']))
+        }
+        self._test = self._batchify(test_set)
+
+    # noinspection PyPep8Naming
+    def _batchify(self, idx_set):
+        n = len(idx_set)
+        X = np.zeros((n, self._seq_length, self._num_cols))
+        y = np.zeros((n, self._num_cols))
+        for i in range(n):
+            end = idx_set[i] - self._horizon + 1
+            start = end - self._seq_length
+            X[i, :, :] = self._dat[start:end, :]
+            y[i, :] = self._dat[idx_set[i], :]
+        return {'X': X.astype(np.float32), 'y': y.astype(np.float32)}
+
+
+class Runner:
+
+    def __init__(self, week):
+        self._week = week
+        self.space = Config.hpo_space
+
+    def get_best_hparams(self):
+        """
+        Trains the model multiple times, finds the best hparams and returns.
+        """
+        best = fmin(self.objective, self.space, algo=tpe.suggest, max_evals=Config.hpo_max_evals)
+        best_hparams = space_eval(self.space, best)
+        log(self._week, f'Best: {best}, with hparams: {best_hparams}')
+        return best_hparams
+
+    def predict_with_best_hparams(self, hparams):
+        log(self._week, f"Predicting with hyperparams: {hparams}")
+
+        hparams_str = self._create_hparams_str(hparams)
+        model_path = f'models/experiment_{Constants.PREDICTION_TIME}_week{self._week}/{hparams_str}/model.pt'
+        os.makedirs(os.path.dirname(model_path), exist_ok=True)
+
+        normalized_training_ratio = Config.training_ratio / (Config.training_ratio + Config.validation_ratio) - .01
+        normalized_validation_ratio = Config.validation_ratio / (Config.training_ratio + Config.validation_ratio) - .01
+
+        data_np = read_log_returns(Config.prices_path, self._week, Config.total_weeks, normalized_training_ratio)
+        num_assets = data_np.shape[1]
+
+        dl = WindowedSplitDataLoader(data_np, hparams['seq_len'], Config.horizon, normalized_training_ratio,
+                                     normalized_validation_ratio)
+        training_targets = to_torch(dl.training['y'])
+        validation_targets = to_torch(dl.validation['y'])
+
+        model = LSTMModel(input_size=num_assets,
+                          hidden_size=hparams['hidden_size'],
+                          num_layers=hparams['num_layers'],
+                          dropout=hparams['dropout'])
+
+        model = model.to(Constants.DEVICE)
+        criterion = nn.MSELoss()
+        optimizer = torch.optim.RMSprop(model.parameters(), lr=hparams['lr'], weight_decay=0.01)
+        training_loader = DataLoader(TensorDataset(to_torch(dl.training['X']), training_targets),
+                                     batch_size=hparams['batch_size'])
+        patience = Config.early_stopping_patience
+        early_stop_counter = 0
+        best_val_loss = float('inf')
+        training_loss = float('inf')
+        val_loss = float('inf')
+        progress_bar = tqdm(
+            range(Config.num_epochs_to_run),
+            desc=f'Losses (MSE) | Train: {training_loss:.3f}, Val: {val_loss:.3f}, Best-Val: {best_val_loss:.3f}')
+        for epoch in progress_bar:
+            model.train()
+            for i, data in enumerate(training_loader):
+                inputs, targets = data
+                optimizer.zero_grad()
+                outputs = model(inputs)
+                loss = criterion(outputs, targets)
+                loss.backward()
+                optimizer.step()
+                training_loss = loss.item()
+
+            model.eval()
+            with torch.no_grad():
+                validation_outputs = model(to_torch(dl.validation['X']))
+                val_loss = criterion(validation_outputs, to_torch(dl.validation['y'])).item()
+                progress_bar.set_description(
+                    f'Losses (MSE) | Train: {training_loss:.3f}, Val: {val_loss:.3f}, Best-Val: {best_val_loss:.3f}')
+                if val_loss < best_val_loss:
+                    best_val_loss = val_loss
+                    early_stop_counter = 0
+                    torch.save(model.state_dict(), model_path)
+                else:
+                    early_stop_counter += 1
+                    if early_stop_counter >= patience:
+                        log(
+                            self._week,
+                            f'Validation loss has not improved for {patience} epochs. Early stopping at epoch: {epoch}')
+                        break
+
+        model.load_state_dict(torch.load(model_path))
+        model.eval()
+        with torch.no_grad():
+            training_outputs = model(to_torch(dl.training['X']))
+            validation_outputs = model(to_torch(dl.validation['X']))
+            last_day_outputs = model(to_torch(dl.last_day))
+
+            # Training Log
+            for i in range(num_assets):
+                predictions_of_asset = training_outputs.cpu().numpy()[:, i]
+                df = pd.DataFrame()
+                df['Prediction'] = predictions_of_asset
+                df['Actual'] = dl.training['y'][:, i]
+                df.plot()
+                plt.savefig(
+                    f'figs/experiment_{Constants.PREDICTION_TIME}_week{self._week}/{hparams_str}/prediction_training_asset_{i}.png'
+                )
+                plt.close()
+
+            # Validation Log
+            for i in range(num_assets):
+                predictions_of_asset = validation_outputs.cpu().numpy()[:, i]
+                df = pd.DataFrame()
+                df['Prediction'] = predictions_of_asset
+                df['Actual'] = dl.validation['y'][:, i]
+                df.plot()
+                plt.savefig(
+                    f'figs/experiment_{Constants.PREDICTION_TIME}_week{self._week}/{hparams_str}/prediction_validation_asset_{i}.png'
+                )
+                plt.close()
+
+            training_mape = torch.mean(torch.abs((training_targets - training_outputs) / (training_targets + 1e-6)))
+            validation_mape = torch.mean(
+                torch.abs((validation_targets - validation_outputs) / (validation_targets + 1e-6)))
+
+            log(self._week,
+                f'[TEST_EVAL] Training / Validation MAPEs: {training_mape:.5f} / {validation_mape:.5f}',
+                log_anyway=True)
+            progress_bar.set_description(progress_bar.desc +
+                                         f', Train MAPE: {training_mape:.3f}, Val MAPE: {validation_mape:.3f}')
+            progress_bar.display()
+            return last_day_outputs.cpu().numpy()
+
+    def objective(self, hparams):
+        """
+        :return: Validation loss
+        """
+        log(self._week, f"Trying hyperparams: {hparams}")
+
+        hparams_str = self._create_hparams_str(hparams)
+        model_path = f'models/experiment_{Constants.PREDICTION_TIME}_week{self._week}/{hparams_str}/model.pt'
+        os.makedirs(os.path.dirname(model_path), exist_ok=True)
+
+        self.create_figs_directory(hparams_str)
+        writer = self._create_summary_writer(hparams_str)
+
+        data_np = read_log_returns(Config.prices_path, self._week, Config.total_weeks, Config.training_ratio)
+        num_assets = data_np.shape[1]
+        dl = WindowedSplitDataLoader(data_np, hparams['seq_len'], Config.horizon, Config.training_ratio,
+                                     Config.validation_ratio)
+        training_targets = to_torch(dl.training['y'])
+        validation_targets = to_torch(dl.validation['y'])
+        test_targets = to_torch(dl.test['y'])
+
+        model = LSTMModel(input_size=num_assets,
+                          hidden_size=hparams['hidden_size'],
+                          num_layers=hparams['num_layers'],
+                          dropout=hparams['dropout'])
+        model = model.to(Constants.DEVICE)
+        criterion = nn.MSELoss()
+        optimizer = torch.optim.RMSprop(model.parameters(), lr=hparams['lr'], weight_decay=0.01)
+        # optimizer = torch.optim.Adam(model.parameters(), lr=hparams['lr'])
+        training_loader = DataLoader(TensorDataset(to_torch(dl.training['X']), training_targets),
+                                     batch_size=hparams['batch_size'])
+
+        patience = Config.early_stopping_patience
+        early_stop_counter = 0
+        best_val_loss = float('inf')
+        training_loss = float('inf')
+        val_loss = float('inf')
+        progress_bar = tqdm(
+            range(Config.num_epochs_to_run),
+            desc=f'Losses (MSE) | Train: {training_loss:.3f}, Val: {val_loss:.3f}, Best-Val: {best_val_loss:.3f}')
+        for epoch in progress_bar:
+            model.train()
+            for i, data in enumerate(training_loader):
+                inputs, targets = data
+                optimizer.zero_grad()
+                outputs = model(inputs)
+                loss = criterion(outputs, targets)
+                loss.backward()
+                optimizer.step()
+                training_loss = loss.item()
+                writer.add_scalar('Training Loss', training_loss, epoch)
+
+            model.eval()
+            with torch.no_grad():
+                validation_outputs = model(to_torch(dl.validation['X']))
+                val_loss = criterion(validation_outputs, to_torch(dl.validation['y'])).item()
+                writer.add_scalar('Validation Loss', val_loss, epoch)
+                progress_bar.set_description(
+                    f'Losses (MSE) | Train: {training_loss:.3f}, Val: {val_loss:.3f}, Best-Val: {best_val_loss:.3f}')
+                if val_loss < best_val_loss:
+                    best_val_loss = val_loss
+                    early_stop_counter = 0
+                    torch.save(model.state_dict(), model_path)
+                else:
+                    early_stop_counter += 1
+                    if early_stop_counter >= patience:
+                        log(
+                            self._week,
+                            f'Validation loss has not improved for {patience} epochs. Early stopping at epoch: {epoch}')
+                        break
+
+        model.load_state_dict(torch.load(model_path))
+        model.eval()
+        with torch.no_grad():
+            training_outputs = model(to_torch(dl.training['X']))
+            validation_outputs = model(to_torch(dl.validation['X']))
+            test_outputs = model(to_torch(dl.test['X']))
+
+            # Training Log
+            # for i in range(num_assets):
+            #     predictions_of_asset = training_outputs.cpu().numpy()[:, i]
+            #     df = pd.DataFrame()
+            #     df['Prediction'] = predictions_of_asset
+            #     df['Actual'] = dl.training['y'][:, i]
+            #     df.plot()
+            #     plt.savefig(
+            #         f'figs/experiment_{Constants.PREDICTION_TIME}_week{self._week}/{hparams_str}/training_asset_{i}.png')
+            #     plt.close()
+
+            # Validation Log
+            # for i in range(num_assets):
+            #     predictions_of_asset = validation_outputs.cpu().numpy()[:, i]
+            #     df = pd.DataFrame()
+            #     df['Prediction'] = predictions_of_asset
+            #     df['Actual'] = dl.validation['y'][:, i]
+            #     df.plot()
+            #     plt.savefig(
+            #         f'figs/experiment_{Constants.PREDICTION_TIME}_week{self._week}/{hparams_str}/validation_asset_{i}.png')
+            #     plt.close()
+
+            # Test Log
+            # for i in range(num_assets):
+            #     predictions_of_asset = test_outputs.cpu().numpy()[:, i]
+            #     df = pd.DataFrame()
+            #     df['Prediction'] = predictions_of_asset
+            #     df['Actual'] = dl.test['y'][:, i]
+            #     df.plot()
+            #     plt.savefig(
+            #         f'figs/experiment_{Constants.PREDICTION_TIME}_week{self._week}/{hparams_str}/test_asset_{i}.png')
+            #     plt.close()
+
+            training_loss = criterion(training_outputs, training_targets).item()
+            val_loss = criterion(validation_outputs, to_torch(dl.validation['y'])).item()
+            test_loss = criterion(test_outputs, to_torch(dl.test['y'])).item()
+
+            training_mape = torch.mean(torch.abs((training_targets - training_outputs) / (training_targets + 1e-6)))
+            validation_mape = torch.mean(
+                torch.abs((validation_targets - validation_outputs) / (validation_targets + 1e-6)))
+            test_mape = torch.mean(torch.abs((test_targets - test_outputs) / (test_targets + 1e-6)))
+
+            log(self._week,
+                f'Training / Validation / Test MAPEs: {training_mape:.3f} / {validation_mape:.3f} / {test_mape:.3f}',
+                log_anyway=True)
+            progress_bar.set_description(
+                progress_bar.desc +
+                f', Train MAPE: {training_mape:.3f}, Val MAPE: {validation_mape:.3f}, Test MAPE: {test_mape:.3f}')
+            progress_bar.display()
+
+            writer.add_hparams(
+                hparams, {
+                    'training_loss': training_loss,
+                    'validation_loss': val_loss,
+                    'test_loss': test_loss,
+                    'training_mape': training_mape,
+                    'validation_mape': validation_mape,
+                    'test_mape': test_mape
+                })
+            return val_loss
+
+    def create_figs_directory(self, hparams_str):
+        os.makedirs(f"figs/experiment_{Constants.PREDICTION_TIME}_week{self._week}/{hparams_str}")
+
+    def _create_summary_writer(self, hparams_str):
+        return SummaryWriter(log_dir=f'runs/experiment_{Constants.PREDICTION_TIME}_week{self._week}/{hparams_str}')
+
+    @staticmethod
+    def _create_hparams_str(hparams):
+        return f"bs{hparams['batch_size']}-dr{hparams['dropout']}-hid{hparams['hidden_size']}-lr{hparams['lr']}-numl{hparams['num_layers']}-seql{hparams['seq_len']}"
+
+    def save_predictions(self, predictions):
+        dir_path = f'{Config.predictions_base_path}/{Constants.PREDICTION_TIME}/weeks'
+        os.makedirs(dir_path, exist_ok=True)
+        np.save(f'{dir_path}/{self._week + 1}', predictions)
+
+
+def main_quick():
+    if os.path.exists('figs'):
+        os.system('rm -rf figs')
+    if os.path.exists('runs'):
+        os.system('rm -rf runs')
+    if os.path.exists('models'):
+        os.system('rm -rf models')
+    for week in tqdm(range(Config.num_weeks_to_train)):
+        runner = Runner(week=week)
+        best_hparams = runner.get_best_hparams()
+        print(f'Best hyperparameters of week {week}: {best_hparams}')
+        last_day_outputs = runner.predict_with_best_hparams(best_hparams)
+        runner.save_predictions(last_day_outputs)
+
+
+if __name__ == '__main__':
+    main_quick()
diff --git a/paper-metric-reporter/.gitignore b/paper-metric-reporter/.gitignore
new file mode 100644
index 0000000..cf2f140
--- /dev/null
+++ b/paper-metric-reporter/.gitignore
@@ -0,0 +1,8 @@
+.idea/
+__pycache__/
+.vscode/
+.DS_Store
+.ipynb_checkpoints/
+**/*.ini
+venv/
+.spyproject/
diff --git a/paper-metric-reporter/README.md b/paper-metric-reporter/README.md
new file mode 100644
index 0000000..0159cde
--- /dev/null
+++ b/paper-metric-reporter/README.md
@@ -0,0 +1,4 @@
+# Paper Metric Reporter
+
+This is the repo that we calculated portfolio metrics. It has a simple equal weighted portfolio implementation.
+
diff --git a/paper-metric-reporter/reporter/config.py b/paper-metric-reporter/reporter/config.py
new file mode 100644
index 0000000..5e529ad
--- /dev/null
+++ b/paper-metric-reporter/reporter/config.py
@@ -0,0 +1,50 @@
+from dataclasses import dataclass
+
+import seaborn as sns
+
+from models import DataPath
+
+initial_capital = 100
+connecting_the_dots_base = '../MTGNN/old_simulations/crypto/20221121'
+lstm_base = '../lstm-predictor/prediction'
+
+
+# Before running analysis, adjust paths
+class FXPaths:
+    actual = DataPath('../ticker-collector/out/fx/daily_10_4506_marked.csv', 'Actual')
+    raw_prediction_paths = [
+        DataPath(f'../experiment-results/fx/mtgnn-results/202312090808', 'MTGNN'),
+        DataPath(f'../experiment-results/fx/stemgnn-results/202312080300/__fx_daily_simple_returns', 'StemGNN'),
+        DataPath(f'../experiment-results/fx/lstm-results/202312062100/weeks', 'LSTM')
+    ]
+
+
+class CryptoPaths:
+    actual = DataPath('../ticker-collector/out/crypto/daily_20_2189_marked.csv', 'Actual')
+    raw_prediction_paths = [
+        DataPath(f'../experiment-results/crypto/stemgnn-results/__crypto_daily_simple_returns', 'StemGNN'),
+        DataPath(f'{connecting_the_dots_base}/prediction/7/crypto/daily_20_2189_marked/weeks', 'MTGNN:7'),
+        DataPath(f'{connecting_the_dots_base}/prediction/21/crypto/daily_20_2189_marked/weeks', 'MTGNN:21'),
+        DataPath(f'../experiment-results/crypto/mtgnn-results', 'MTGNN:35'),
+        DataPath(f'{connecting_the_dots_base}/prediction/42/crypto/daily_20_2189_marked/weeks', 'MTGNN:42'),
+        DataPath(f'{connecting_the_dots_base}/prediction/63/crypto/daily_20_2189_marked/weeks', 'MTGNN:63'),
+        DataPath(f'{connecting_the_dots_base}/prediction/84/crypto/daily_20_2189_marked/weeks', 'MTGNN:84'),
+        DataPath(f'{lstm_base}/202302221651/weeks', 'LSTM:202302221651'),
+        DataPath(f'{lstm_base}/202303221739/weeks', 'LSTM:202303221739'),
+        DataPath(f'{lstm_base}/202309210830/weeks', 'LSTM:202309210830', 'log-return')
+    ]
+
+
+num_weeks = 104
+random_trials = 1000
+hold_threshold = 0.01
+transaction_cost = 0.005
+quick = False
+sns.set_theme(style="darkgrid")
+
+
+@dataclass
+class OutputFlags:
+    plot_standardized_prices: bool = True
+    plot_pairwise_returns: bool = False
+    plot_predicted_and_actual_portfolio_values: bool = False
diff --git a/paper-metric-reporter/reporter/helpers/__init__.py b/paper-metric-reporter/reporter/helpers/__init__.py
new file mode 100644
index 0000000..dfb2c6c
--- /dev/null
+++ b/paper-metric-reporter/reporter/helpers/__init__.py
@@ -0,0 +1,5 @@
+from .portfolio import Portfolio
+from .portfolio_group import PortfolioGroup
+from .reader import Reader
+from .report_transformer import ReportTransformer
+from .reporter import Reporter
diff --git a/paper-metric-reporter/reporter/helpers/portfolio.py b/paper-metric-reporter/reporter/helpers/portfolio.py
new file mode 100644
index 0000000..2b3110e
--- /dev/null
+++ b/paper-metric-reporter/reporter/helpers/portfolio.py
@@ -0,0 +1,189 @@
+import random
+from collections import Counter
+
+import numpy as np
+
+import config
+from models import PortfolioResult, PortfolioValues
+from .report_transformer import ReportTransformer
+
+
+class Portfolio:
+    _initial_capital = config.initial_capital
+
+    @classmethod
+    def get_equally_weighted_portfolio_results(cls, actual_prices, predicted_returns, long_assets, short_assets):
+
+        def get_results(is_long):
+            assets = long_assets if is_long else short_assets
+            return cls._get_results(actual_prices.data, assets, predicted_returns.data, is_long,
+                                    cls._calculate_initial_budget(long_assets, short_assets, is_long))
+
+        (long_results, long_selection_accuracy) = get_results(True)
+        (short_results, short_selection_accuracy) = get_results(False)
+
+        return PortfolioResult(data=long_results.actual + short_results.actual,
+                               label=predicted_returns.label,
+                               long_short_combination=(long_assets, short_assets),
+                               predicted_result_data=long_results.prediction + short_results.prediction,
+                               asset_selection_accuracy=np.average([long_selection_accuracy, short_selection_accuracy],
+                                                                   weights=[long_assets, short_assets]))
+
+    @classmethod
+    def get_all_results(cls, actual_prices):
+        return cls._get_all_results(actual_prices.data, cls._initial_capital)
+
+    @classmethod
+    def get_random_results(cls, actual_prices, long_assets, short_assets):
+
+        def get_results(is_long):
+            assets = long_assets if is_long else short_assets
+            return cls._get_random_results(actual_prices.data,
+                                           cls._calculate_initial_budget(long_assets, short_assets, is_long), is_long,
+                                           assets)
+
+        long_results, long_selection_accuracy = get_results(True)
+        short_results, short_selection_accuracy = get_results(False)
+
+        asset_selection_accuracy = np.average([long_selection_accuracy, short_selection_accuracy],
+                                              weights=[long_assets, short_assets])
+        return long_results + short_results, asset_selection_accuracy
+
+    @classmethod
+    def get_initial_capital(cls):
+        return cls._initial_capital
+
+    @classmethod
+    def _get_results(cls, actual_prices, num_assets, predicted_returns, is_long, initial_budget):
+        portfolio_asset_indices = np.apply_along_axis(Portfolio._find_assets_to_buy(num_assets, is_long),
+                                                      axis=1,
+                                                      arr=predicted_returns)
+
+        actual_returns = ReportTransformer.get_returns(actual_prices, normalize=False, append_ones=True)
+        best_asset_indices = np.apply_along_axis(Portfolio._find_assets_to_buy(num_assets, is_long),
+                                                 axis=1,
+                                                 arr=actual_returns)
+
+        asset_selection_accuracy = cls._get_asset_selection_accuracy(best_asset_indices, portfolio_asset_indices)
+        return cls._calculate_portfolio_values(portfolio_asset_indices, actual_prices, initial_budget, is_long,
+                                               predicted_returns), asset_selection_accuracy
+
+    @classmethod
+    def _get_all_results(cls, actual_prices, initial_capital):
+        portfolio_asset_indices = np.apply_along_axis(cls._all_assets(), axis=1, arr=actual_prices)
+        return cls._calculate_portfolio_values(portfolio_asset_indices,
+                                               actual_prices,
+                                               initial_capital,
+                                               True,
+                                               no_transaction=True).actual
+
+    @classmethod
+    def _get_random_results(cls, actual_prices, initial_budget, is_long, num_assets):
+        portfolio_asset_indices = np.apply_along_axis(cls._random_assets(num_assets), axis=1, arr=actual_prices)
+        actual_returns = ReportTransformer.get_returns(actual_prices, normalize=False, append_ones=True)
+        best_asset_indices = np.apply_along_axis(Portfolio._find_assets_to_buy(num_assets, is_long),
+                                                 axis=1,
+                                                 arr=actual_returns)
+        asset_selection_accuracy = cls._get_asset_selection_accuracy(best_asset_indices, portfolio_asset_indices)
+        return cls._calculate_portfolio_values(portfolio_asset_indices, actual_prices, initial_budget,
+                                               is_long).actual, asset_selection_accuracy
+
+    @classmethod
+    def _calculate_initial_budget(cls, long_assets, short_assets, is_long):
+        if is_long:
+            return cls._initial_capital * long_assets / (long_assets + short_assets)
+        else:
+            return cls._initial_capital * short_assets / (long_assets + short_assets)
+
+    @staticmethod
+    def _find_assets_to_buy(n_assets, is_long=True):
+
+        def find(row):
+            n = min(n_assets, row.shape[0])
+            if not is_long:
+                row = -row
+            asset_indices = np.argpartition(row, -n)[-n:]
+            for i, asset_index in enumerate(asset_indices):
+                if (row[asset_index] <= 1 and is_long) or (row[asset_index] >= 1 and not is_long):
+                    asset_indices[i] = row.shape[0]
+            return asset_indices
+
+        return find
+
+    @staticmethod
+    def _random_assets(n_assets):
+
+        def find(row):
+            n = min(n_assets, row.shape[0])
+            return np.asarray(random.sample(range(row.shape[0] + 1), n))
+
+        return find
+
+    @staticmethod
+    def _all_assets():
+
+        def find(row):
+            return np.asarray(range(row.shape[0] + 1))
+
+        return find
+
+    @staticmethod
+    def _calculate_portfolio_values(asset_indices,
+                                    actual_prices,
+                                    initial_budget,
+                                    is_long,
+                                    predicted_prices=None,
+                                    no_transaction=False):
+        portfolio_values = [initial_budget]
+        predicted_portfolio_values = None if predicted_prices is None else [initial_budget]
+        if asset_indices.shape[1] == 0:
+            return PortfolioValues(portfolio_values, portfolio_values)
+
+        def add_constant_prices(prices):
+            return np.hstack((prices, np.ones((prices.shape[0], 1))))
+
+        actual_prices_with_constant = add_constant_prices(actual_prices)
+        predicted_prices_with_constant = add_constant_prices(predicted_prices) if predicted_prices is not None else None
+
+        # noinspection PyShadowingNames
+        def calculate_actual_and_predicted_value(budget_per_asset, i):
+
+            def calculate_change_rate(asset_index, prices):
+                current_prices = prices[i, asset_index]
+                previous_prices = actual_prices_with_constant[i - 1, asset_index]
+
+                if is_long:
+                    return current_prices / previous_prices
+                else:
+                    return 1 - (current_prices - previous_prices) / previous_prices
+
+            total_change = sum(
+                calculate_change_rate(asset_index, actual_prices_with_constant)
+                for asset_index in asset_indices[i - 1, :])
+            predicted_total_change = None if predicted_prices_with_constant is None else sum(
+                calculate_change_rate(asset_index, predicted_prices_with_constant)
+                for asset_index in asset_indices[i - 1, :])
+            return budget_per_asset * total_change, None if predicted_prices is None else budget_per_asset * predicted_total_change
+
+        transaction_cost = 0 if no_transaction else config.transaction_cost
+        for i in range(1, asset_indices.shape[0]):
+            budget_per_asset = (portfolio_values[i - 1] / asset_indices.shape[1]) * (1 - transaction_cost)
+            actual_value, predicted_value = calculate_actual_and_predicted_value(budget_per_asset, i)
+            portfolio_values.append(actual_value)
+            predicted_portfolio_values.append(predicted_value) if predicted_prices is not None else ()
+
+        return PortfolioValues(np.asarray(portfolio_values),
+                               None if predicted_prices is None else np.asarray(predicted_portfolio_values))
+
+    @staticmethod
+    def _get_asset_selection_accuracy(y_true, y_pred):
+        num_assets = y_true.shape[1]
+
+        def count_common_assets(row):
+            left_assets = Counter(row[:num_assets])
+            right_assets = Counter(row[num_assets:])
+            return sum(min(left_assets[asset], right_assets[asset]) for asset in left_assets)
+
+        y_true_and_pred = np.hstack((y_true, y_pred))
+        common_asset_counts = np.apply_along_axis(count_common_assets, axis=1, arr=y_true_and_pred)
+        return np.mean(common_asset_counts) / num_assets
diff --git a/paper-metric-reporter/reporter/helpers/portfolio_group.py b/paper-metric-reporter/reporter/helpers/portfolio_group.py
new file mode 100644
index 0000000..672f78e
--- /dev/null
+++ b/paper-metric-reporter/reporter/helpers/portfolio_group.py
@@ -0,0 +1,51 @@
+from tqdm import tqdm
+
+from helpers import Portfolio
+from models import PortfolioResult
+
+
+class PortfolioGroup:
+
+    @staticmethod
+    def calculate_random_portfolio_for_predictions(random_trials, actual_prices, long_short_combination):
+        acc_results = 0
+        acc_asset_selection_accuracy = 0
+        for _ in tqdm(range(random_trials), desc='Calculating random portfolio'):
+            results, asset_selection_accuracy = Portfolio.get_random_results(actual_prices, *long_short_combination)
+            acc_results += results
+            acc_asset_selection_accuracy += asset_selection_accuracy
+        acc_results /= random_trials
+        acc_asset_selection_accuracy /= random_trials
+        return PortfolioResult(acc_results,
+                               'Random',
+                               long_short_combination,
+                               asset_selection_accuracy=acc_asset_selection_accuracy)
+
+    @staticmethod
+    def calculate_all_portfolio_for_predictions(actual_prices):
+        results = Portfolio.get_all_results(actual_prices)
+        return PortfolioResult(results, 'All-asset', (actual_prices.data.shape[1], 0))
+
+    @classmethod
+    def calculate_best_portfolio_for_all_predictions(cls, actual_prices, predicted_returns, long_short_combinations):
+        return (cls._calculate_best_portfolio_for_predictions(actual_prices, pp, long_short_combinations)
+                for pp in tqdm(predicted_returns, desc='Calculating best portfolio for each model'))
+
+    @staticmethod
+    def _calculate_best_portfolio_for_predictions(actual_prices, predicted_returns, long_short_combinations):
+
+        def determine_best_long_short_combination():
+            all_portfolio_results_according_to_first_10_weeks = [
+                Portfolio.get_equally_weighted_portfolio_results(actual_prices[:10], predicted_returns[:10],
+                                                                 *ls_combination)
+                for ls_combination in tqdm(long_short_combinations,
+                                           desc=f'Calculating best portfolio for {predicted_returns.label}')
+            ]
+            best_portfolio = max(all_portfolio_results_according_to_first_10_weeks,
+                                 key=lambda x: x.final_portfolio_value())
+
+            return best_portfolio.long_short_combination
+
+        best_portfolio_long_short_combination = determine_best_long_short_combination()
+        return Portfolio.get_equally_weighted_portfolio_results(actual_prices, predicted_returns,
+                                                                *best_portfolio_long_short_combination)
diff --git a/paper-metric-reporter/reporter/helpers/reader.py b/paper-metric-reporter/reporter/helpers/reader.py
new file mode 100644
index 0000000..6cdb4e0
--- /dev/null
+++ b/paper-metric-reporter/reporter/helpers/reader.py
@@ -0,0 +1,23 @@
+import numpy as np
+import pandas as pd
+
+from models import Data
+
+
+class Reader:
+
+    @staticmethod
+    def get_actual_prices(path, num_weeks):
+        actual_prices = pd.read_csv(path)
+        return Data(
+            actual_prices[actual_prices['split_point']].drop(columns=['Date', 'split_point'])[-num_weeks:].to_numpy(),
+            'Actual Prices')
+
+    @staticmethod
+    def get_predicted_returns(predictions_path, num_weeks, num_assets, data_type='simple-return'):
+        predicted_prices = np.empty([0, num_assets])
+        for i in range(1, num_weeks + 1):
+            data = np.load(f'{predictions_path}/{i}.npy')[-1:]
+            data = np.exp(data) if data_type == 'log-return' else data
+            predicted_prices = np.concatenate((predicted_prices, data))
+        return predicted_prices
diff --git a/paper-metric-reporter/reporter/helpers/report_transformer.py b/paper-metric-reporter/reporter/helpers/report_transformer.py
new file mode 100644
index 0000000..d9c68e3
--- /dev/null
+++ b/paper-metric-reporter/reporter/helpers/report_transformer.py
@@ -0,0 +1,94 @@
+from itertools import groupby
+
+import numpy as np
+import pandas as pd
+
+import config
+from models import Data
+
+
+class ReportTransformer:
+
+    @staticmethod
+    def get_predicted_prices(actual_prices, predicted_returns):
+        num_assets = actual_prices.data.shape[1]
+        predicted_prices = []
+        for j in range(len(predicted_returns)):
+            predicted_asset_prices = []
+            for ind in range(num_assets):
+                a = actual_prices.data[:, ind]
+                r = predicted_returns[j].data[:, ind]
+                p = [a[0]]
+                for i in range(1, len(r)):
+                    p.append(a[i - 1] * r[i])
+                predicted_asset_prices.append(p)
+
+            predicted_asset_prices = np.asarray(predicted_asset_prices).T
+            predicted_prices.append(Data(predicted_asset_prices, predicted_returns[j].label))
+        return predicted_prices
+
+    @staticmethod
+    def get_best_models(all_model_results):
+        sorted_models = sorted(all_model_results, key=ReportTransformer.get_model_prefix)
+        return [
+            max(g, key=lambda model: model.final_portfolio_value())
+            for k, g in groupby(sorted_models, ReportTransformer.get_model_prefix)
+        ]
+
+    @staticmethod
+    def remove_model_prefixes(models):
+        for model_result in models:
+            model_result.label = ReportTransformer.get_model_prefix(model_result)
+        return models
+
+    @staticmethod
+    def remove_model_prefix(model):
+        model.label = ReportTransformer.get_model_prefix(model)
+        return model
+
+    @staticmethod
+    def get_model_prefix(model):
+        return model.label.split(':')[0]
+
+    @staticmethod
+    def create_portfolio_values_df(random_results, all_results, best_model_results):
+        df = pd.DataFrame()
+        df[random_results.label] = random_results.data
+        df[all_results.label] = all_results.data
+
+        for model_result in best_model_results:
+            df[model_result.label] = model_result.data
+        return df
+
+    @staticmethod
+    def get_returns(prices, normalize=True, append_ones=False):
+        next_values = prices[1:]
+        current_values = prices[:-1]
+
+        if isinstance(prices, pd.DataFrame):
+            next_values = next_values.reset_index(drop=True)
+
+        returns = next_values / current_values
+        if normalize: returns -= 1
+
+        if append_ones:
+            if isinstance(prices, pd.DataFrame):
+                returns = pd.concat([returns, pd.DataFrame(np.ones(returns.shape[1])).T])
+            else:
+                returns = np.concatenate((returns, np.ones((1, returns.shape[1]))))
+        return returns
+
+    @staticmethod
+    def get_trading_decisions(actual, prediction, hold_threshold=config.hold_threshold):
+        actual = actual[:-1]
+        prediction = prediction[1:]
+
+        diff = np.abs((prediction - actual) / actual)
+        decisions = np.full(actual.shape, 'Hold', dtype=object)
+        hold = diff <= hold_threshold
+        buy = prediction > actual
+        sell = prediction < actual
+
+        decisions[~hold & buy] = 'Buy'
+        decisions[~hold & sell] = 'Sell'
+        return decisions
diff --git a/paper-metric-reporter/reporter/helpers/reporter.py b/paper-metric-reporter/reporter/helpers/reporter.py
new file mode 100644
index 0000000..8721ebc
--- /dev/null
+++ b/paper-metric-reporter/reporter/helpers/reporter.py
@@ -0,0 +1,288 @@
+import itertools
+
+import numpy as np
+import pandas as pd
+import seaborn as sns
+from matplotlib import pyplot as plt
+from scipy import stats
+from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score
+
+import config
+from helpers import Portfolio, ReportTransformer
+from models import Data
+from .stats import Stats
+
+
+class Reporter:
+
+    @staticmethod
+    def plot_standardized_prices(actual_prices, predicted_prices):
+        if config.OutputFlags.plot_standardized_prices:
+            standardized_actual_prices = Data(Stats.std_mean(actual_prices.data), actual_prices.label)
+            standardized_predicted_prices = [Data(Stats.std_mean(pp.data), pp.label) for pp in predicted_prices]
+
+            df = pd.DataFrame(standardized_actual_prices.data, columns=[standardized_actual_prices.label])
+            for spp in standardized_predicted_prices:
+                df[spp.label] = spp.data
+
+            fig, ax = plt.subplots(figsize=(15, 10))
+            df.plot(ax=ax)
+            ax.set_xlabel('Weeks')
+            ax.set_ylabel('Standardized Prices')
+            ax.set_title('Standardized Prices of Actual and Predicted Prices')
+            plt.show()
+
+    @classmethod
+    def print_stats_between_all_predicted_and_actual_prices(cls, actual_prices, predicted_prices):
+        df = pd.DataFrame()
+        df['Model'] = [pp.label for pp in predicted_prices]
+        df['MAPEs Between Weekly Predicted and Actual Prices'] = [
+            Stats.mape(actual_prices.data, pp.data) for pp in predicted_prices
+        ]
+        df['Mean Bias Deviation (MBD)'] = [Stats.mbd(actual_prices.data, pp.data) for pp in predicted_prices]
+        df['Cumulative Forecast Error (CFE)'] = [Stats.cfe(actual_prices.data, pp.data) for pp in predicted_prices]
+        cls.display(df.set_index('Model'))
+        print()
+
+    @classmethod
+    def print_stats_between_all_predicted_and_actual_returns(cls, actual_prices, predicted_returns):
+        actual_returns = actual_prices.data[1:] / actual_prices.data[:-1]
+        df = pd.DataFrame()
+        df['Model'] = [pp.label for pp in predicted_returns]
+        df['MAPEs Between Weekly Predicted and Actual Returns'] = [
+            Stats.mape(actual_returns, pp.data[:-1]) for pp in predicted_returns
+        ]
+        df['Mean Bias Deviation (MBD)'] = [Stats.mbd(actual_returns, pp.data[:-1]) for pp in predicted_returns]
+        df['Cumulative Forecast Error (CFE)'] = [Stats.cfe(actual_returns, pp.data[:-1]) for pp in predicted_returns]
+        cls.display(df.set_index('Model'))
+        print()
+
+    @staticmethod
+    def plot_portfolio_values_of_random_all_and_deep_learning_models(portfolio_values_df):
+        fig, ax = plt.subplots(figsize=(8, 5), dpi=300)
+        portfolio_values_df.plot(ax=ax)
+        ax.set_xlabel('Weeks')
+        ax.set_ylabel('Capital ($)')
+        ax.set_title('Portfolio Values of Random, All and Deep Learning Models')
+        plt.show()
+
+    @classmethod
+    def print_resulting_portfolio_values_for_each_model(cls, portfolio_values_df):
+        df = portfolio_values_df.tail(1).T
+        df.columns = ['Final Capital ($)']
+        df['Initial Capital ($)'] = float(Portfolio.get_initial_capital())
+        df = df[['Initial Capital ($)', 'Final Capital ($)']]
+        cls.display(df)
+        print()
+
+    @staticmethod
+    def print_statistical_significance_metrics(values_df, kind):
+        print(f'Statistical significance analysis for weekly {kind}:')
+
+        results = []
+
+        for comp in itertools.combinations(values_df.columns, 2):
+            t_stat, p_val = stats.ttest_ind(values_df[comp[0]], values_df[comp[1]])
+            result = p_val < 0.05
+            results.append({
+                'Comparison': f'{comp[0]} vs {comp[1]}',
+                'T-Statistic': t_stat,
+                'P-Value': p_val,
+                'P-Value < 0.05': result
+            })
+
+        Reporter.display(pd.DataFrame(results).set_index('Comparison'))
+        print()
+
+    @classmethod
+    def plot_correlation_matrix_of_actual_prices(cls, actual_prices):
+        cls.plot_correlation_matrix(pd.DataFrame(actual_prices.data), 'Correlation Matrix of Actual Prices')
+
+    @classmethod
+    def plot_correlation_matrix_of_returns(cls, returns_df):
+        cls.plot_correlation_matrix(returns_df, 'Correlation Matrix of Returns')
+
+    @staticmethod
+    def plot_correlation_matrix(returns_df, title):
+        fig, ax = plt.subplots(figsize=(15, 10))
+        sns.heatmap(returns_df.corr(), annot=True, linewidths=.5, ax=ax)
+        ax.set_title(title)
+        plt.show()
+
+    @classmethod
+    def plot_pairwise_returns(cls, returns_df):
+        if config.OutputFlags.plot_pairwise_returns:
+            for comp in itertools.combinations(returns_df.columns, 2):
+                cls.plot_returns(returns_df[[*comp]])
+
+    @staticmethod
+    def plot_returns(returns_df):
+        fig, ax = plt.subplots(figsize=(15, 10))
+        returns_df.plot(ax=ax)
+        ax.set_xlabel('Weeks')
+        ax.set_ylabel('Returns')
+        ax.set_title('Returns of Portfolio Values')
+        plt.show()
+
+    @classmethod
+    def print_portfolio_metrics(cls, portfolio_values_df, bull_bear_split_needed):
+
+        def get_portfolio_metrics(df):
+            model_name = df.columns[0]
+
+            returns = (df / df.shift(1)) - 1
+            weights = np.asarray([1 / df.shape[1]] * df.shape[1])
+            expected_return = np.sum(weights * returns.mean()) * 52
+            volatility = np.sqrt(np.dot(weights.T, np.dot(returns.cov() * 52, weights)))
+            information_ratio = expected_return / volatility
+
+            roll_max = df[model_name].cummax()
+            daily_drawdown = df[model_name] / roll_max - 1.0
+            max_drawdown = daily_drawdown.cummin().to_numpy()[-1]
+
+            return {
+                "Model": model_name,
+                "Expected Return": expected_return,
+                "Volatility": volatility,
+                "Information Ratio": information_ratio,
+                "Maximum Drawdown": max_drawdown
+            }
+
+        portfolio_columns = ['Model', 'Expected Return', 'Volatility', 'Information Ratio', 'Maximum Drawdown']
+
+        if not bull_bear_split_needed:
+            all_bull_metrics = []
+            all_bear_metrics = []
+            for model in portfolio_values_df.columns:
+                values_df = portfolio_values_df[[model]]
+                middle = int(len(values_df) / 2)
+                all_bull_metrics.append(get_portfolio_metrics(values_df.iloc[:middle, :]))
+                all_bear_metrics.append(get_portfolio_metrics(values_df.iloc[middle:, :]))
+
+            bull_metrics_df = pd.DataFrame(all_bull_metrics)
+            bull_metrics_df["Market Condition"] = "Bull"
+
+            bear_metrics_df = pd.DataFrame(all_bear_metrics)
+            bear_metrics_df["Market Condition"] = "Bear"
+
+            combined_df = pd.concat([bull_metrics_df, bear_metrics_df])
+            combined_df = combined_df[['Market Condition'] + portfolio_columns]
+
+            cls.display(combined_df.set_index('Market Condition'))
+        else:
+            portfolio_metrics = []
+            for model in portfolio_values_df.columns:
+                values_df = portfolio_values_df[[model]]
+                portfolio_metrics.append(get_portfolio_metrics(values_df))
+
+            portfolio_metrics_df = pd.DataFrame(portfolio_metrics)[portfolio_columns]
+
+            cls.display(portfolio_metrics_df.set_index('Model'))
+        print()
+
+    @classmethod
+    def print_portfolio_asset_selection_accuracies(cls, model_results):
+        df = pd.DataFrame()
+        df["Model"] = [m.label for m in model_results]
+        df["Asset Selection Accuracy"] = [m.asset_selection_accuracy for m in model_results]
+        df.set_index("Model", inplace=True)
+        cls.display(df)
+        print()
+
+    @classmethod
+    def print_direction_based_metrics(cls, actual_prices, predicted_prices, best_model_names):
+        y_true = ReportTransformer.get_trading_decisions(actual_prices.data, actual_prices.data).ravel()
+
+        overall = {}
+        per_class = {}
+
+        for prediction in filter(lambda p: p.label in best_model_names, predicted_prices):
+            prediction = ReportTransformer.remove_model_prefix(prediction)
+            y_pred = ReportTransformer.get_trading_decisions(actual_prices.data, prediction.data).ravel()
+            overall[prediction.label] = cls._calculate_overall_results(y_true, y_pred)
+            per_class[prediction.label] = cls._calculate_results_per_class(y_true, y_pred)
+
+        cls.display(pd.DataFrame(overall).T)
+        cls.display(pd.DataFrame(per_class).T)
+
+    @staticmethod
+    def plot_predicted_and_actual_portfolio_values(best_model_results):
+        if config.OutputFlags.plot_predicted_and_actual_portfolio_values:
+
+            def plot(model):
+                fig, ax = plt.subplots(figsize=(15, 10))
+                pd.DataFrame({"actual": model.data, "prediction": model.predicted_result_data}).plot(ax=ax)
+                ax.set_xlabel('Weeks')
+                ax.set_xlabel('Capital ($)')
+                ax.set_title(f'Actual vs Prediction Capital ($) of {model.label}')
+                plt.show()
+
+            [plot(m) for m in best_model_results]
+
+    @classmethod
+    def print_mapes_between_actual_and_predicted_model_portfolios(cls, best_model_results):
+        df = pd.DataFrame([{
+            "Model":
+            m.label,
+            "MAPEs Between Weekly Predicted and Actual Portfolios":
+            Stats.mape(m.data, m.predicted_result_data)
+        } for m in best_model_results]).set_index("Model")
+        cls.display(df)
+
+    @classmethod
+    def print_test_mapes(cls):
+        models = ["Connecting the Dots", "DeepGLO", "LSTM"]
+        mapes = [e * 100 for e in [.0603, .10028966475567343, .09663211554288864]] # They are copied from Colab logs, no calculation here
+        df = pd.DataFrame()
+        df["Models"] = models
+        df["Test MAPEs"] = mapes
+        cls.display(df)
+
+    @staticmethod
+    def _calculate_overall_results(y_pred, y_true):
+        accuracy = accuracy_score(y_true, y_pred)
+        precision_weighted = precision_score(y_true, y_pred, average='weighted')
+        recall_weighted = recall_score(y_true, y_pred, average='weighted')
+        f1_weighted = f1_score(y_true, y_pred, average='weighted')
+        return {
+            'Accuracy': accuracy,
+            'Weighted Precision': precision_weighted,
+            'Weighted Recall': recall_weighted,
+            'Weighted F1': f1_weighted
+        }
+
+    @classmethod
+    def _calculate_results_per_class(cls, y_pred, y_true):
+        classes = ['Buy', 'Hold', 'Sell']
+
+        def class_metric_names(metric):
+            return [f'{metric} of {c}' for c in classes]
+
+        results_per_class = [
+            dict(zip(class_metric_names(metric), result))
+            for metric, result in zip(['Precision', 'Recall', 'F1'],
+                                      cls._calculate_class_based_metrics(y_true, y_pred, classes))
+        ]
+
+        flattened_results_per_class = {k: v for d in results_per_class for k, v in d.items()}
+        return flattened_results_per_class
+
+    @staticmethod
+    def _calculate_class_based_metrics(ground_truth_decisions, predicted_decisions_of_model, classes):
+        precision_classes = precision_score(ground_truth_decisions,
+                                            predicted_decisions_of_model,
+                                            average=None,
+                                            labels=classes)
+        recall_classes = recall_score(ground_truth_decisions,
+                                      predicted_decisions_of_model,
+                                      average=None,
+                                      labels=classes)
+        f1_classes = f1_score(ground_truth_decisions, predicted_decisions_of_model, average=None, labels=classes)
+        return precision_classes, recall_classes, f1_classes
+
+    @staticmethod
+    def display(df):
+        try:
+            display(df)
+        except NameError:
+            print(df)
diff --git a/paper-metric-reporter/reporter/helpers/stats.py b/paper-metric-reporter/reporter/helpers/stats.py
new file mode 100644
index 0000000..646a59f
--- /dev/null
+++ b/paper-metric-reporter/reporter/helpers/stats.py
@@ -0,0 +1,31 @@
+import numpy as np
+
+
+class Stats:
+
+    @staticmethod
+    def mape(actual, prediction):
+        return np.mean(np.abs((actual - prediction) / actual)) * 100
+
+    @staticmethod
+    def std_mean(mat):
+        mean = np.mean(mat, axis=0)
+        std = np.std(mat, axis=0)
+
+        std_adj = np.where(std < 1e-6, 1, std)
+
+        standardized_mat = (mat - mean) / std_adj
+        row_means = np.mean(standardized_mat, axis=1)
+        return row_means
+
+    @staticmethod
+    def mbd(actual, prediction):
+        percentage_error = 100 * (prediction - actual) / actual
+        return np.mean(percentage_error)
+
+    @staticmethod
+    def cfe(actual, prediction):
+        forecast_error = prediction - actual
+        cfe_per_column = np.sum(forecast_error, axis=0)
+        total_cfe = np.sum(cfe_per_column)
+        return total_cfe
diff --git a/paper-metric-reporter/reporter/main.py b/paper-metric-reporter/reporter/main.py
new file mode 100644
index 0000000..56be0d9
--- /dev/null
+++ b/paper-metric-reporter/reporter/main.py
@@ -0,0 +1,77 @@
+import random
+import sys
+
+import pandas as pd
+
+import config
+from helpers import PortfolioGroup, Reader, Reporter, ReportTransformer
+from models import *
+
+random.seed(0)
+
+pd.set_option('display.max_columns', None)
+pd.set_option('display.max_rows', None)
+pd.set_option('display.width', 1000)
+
+
+def main(dataset):
+    if dataset == 'fx':
+        paths = config.FXPaths
+    elif dataset == 'crypto':
+        paths = config.CryptoPaths
+    else:
+        sys.exit("Error: Unknown dataset. Please use 'crypto' or 'fx' as the dataset argument.")
+
+    actual_prices = Reader.get_actual_prices(paths.actual.path, config.num_weeks)
+    num_assets = actual_prices.data.shape[1]
+    predicted_returns = [
+        Data(Reader.get_predicted_returns(path.path, config.num_weeks, num_assets, path.data_type), path.label)
+        for path in paths.raw_prediction_paths
+    ]
+    predicted_prices = ReportTransformer.get_predicted_prices(actual_prices, predicted_returns)
+
+    long_short_combinations = [(long, short) for long in range(num_assets) for short in range(num_assets)
+                               if not (long == 0 and short == 0)]
+
+    if config.quick:
+        config.random_trials = 3
+        long_short_combinations = long_short_combinations[:3]
+
+    Reporter.plot_correlation_matrix_of_actual_prices(actual_prices)
+    Reporter.plot_standardized_prices(actual_prices, predicted_prices)
+
+    random_results = PortfolioGroup.calculate_random_portfolio_for_predictions(config.random_trials, actual_prices,
+                                                                               (5, 0))
+    all_results = PortfolioGroup.calculate_all_portfolio_for_predictions(actual_prices)
+    all_model_results = PortfolioGroup.calculate_best_portfolio_for_all_predictions(actual_prices, predicted_returns,
+                                                                                    long_short_combinations)
+
+    best_model_results = ReportTransformer.get_best_models(all_model_results)
+    best_model_names = [m.label for m in best_model_results]
+
+    best_model_results = ReportTransformer.remove_model_prefixes(best_model_results)
+    portfolio_values_df = ReportTransformer.create_portfolio_values_df(random_results, all_results, best_model_results)
+
+    Reporter.plot_portfolio_values_of_random_all_and_deep_learning_models(portfolio_values_df)
+    Reporter.print_resulting_portfolio_values_for_each_model(portfolio_values_df)
+    Reporter.print_portfolio_metrics(portfolio_values_df, bull_bear_split_needed=dataset == 'crypto')
+    Reporter.print_portfolio_asset_selection_accuracies(best_model_results + [random_results])
+
+    returns_df = ReportTransformer.get_returns(portfolio_values_df, normalize=True, append_ones=False)
+    Reporter.print_statistical_significance_metrics(portfolio_values_df, 'capital')
+    Reporter.print_statistical_significance_metrics(returns_df, 'return')
+    Reporter.plot_returns(returns_df)
+    Reporter.plot_correlation_matrix_of_returns(returns_df)
+    Reporter.plot_pairwise_returns(returns_df)
+
+    Reporter.print_test_mapes()
+    Reporter.print_stats_between_all_predicted_and_actual_prices(actual_prices, predicted_prices)
+    Reporter.print_stats_between_all_predicted_and_actual_returns(actual_prices, predicted_returns)
+    Reporter.print_mapes_between_actual_and_predicted_model_portfolios(best_model_results)
+
+    Reporter.print_direction_based_metrics(actual_prices, predicted_prices, best_model_names)
+    Reporter.plot_predicted_and_actual_portfolio_values(best_model_results)
+
+
+if __name__ == '__main__':
+    main(sys.argv[1])
diff --git a/paper-metric-reporter/reporter/models.py b/paper-metric-reporter/reporter/models.py
new file mode 100644
index 0000000..765807e
--- /dev/null
+++ b/paper-metric-reporter/reporter/models.py
@@ -0,0 +1,56 @@
+from dataclasses import dataclass
+from typing import Optional
+
+import numpy as np
+
+
+@dataclass
+class Data:
+    data: np.ndarray
+    label: str
+
+    def __repr__(self):
+        return f'Data(label={self.label}, data={self.data})'
+
+    def __getitem__(self, key):
+        if isinstance(key, slice):
+            return Data(self.data[key], self.label)
+        else:
+            return Data(self.data[key:key + 1], self.label)
+
+
+@dataclass
+class DataPath:
+    path: str
+    label: str
+    data_type: Optional[str] = None
+
+    def __repr__(self):
+        return f'Path(label={self.label}, path={self.path})'
+
+
+@dataclass
+class PortfolioResult:
+    data: np.ndarray
+    label: str
+    long_short_combination: tuple
+    predicted_result_data: Optional[np.ndarray] = None
+    asset_selection_accuracy: Optional[float] = None
+
+    def __repr__(self):
+        if self.predicted_result_data is not None:
+            return f'PortfolioResult(label={self.label}, change={self.data[0]}->{self.data[-1]}, predicted_change={self.data[0]}->{self.predicted_result_data[-1]}, long_short_combination={self.long_short_combination})'
+        else:
+            return f'PortfolioResult(label={self.label}, change={self.data[0]}->{self.data[-1]}, long_short_combination={self.long_short_combination})'
+
+    def final_portfolio_value(self):
+        return self.data[-1]
+
+
+@dataclass
+class PortfolioValues:
+    actual: np.ndarray
+    prediction: Optional[np.ndarray] = None
+
+    def __repr__(self):
+        return f'PortfolioValues(actual={self.actual}, prediction={self.prediction})'
diff --git a/paper-metric-reporter/reporter/results.ipynb b/paper-metric-reporter/reporter/results.ipynb
new file mode 100644
index 0000000..d18cead
--- /dev/null
+++ b/paper-metric-reporter/reporter/results.ipynb
@@ -0,0 +1,224 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%cd .."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import config\n",
+    "import main\n",
+    "from helpers import *\n",
+    "from models import *"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from tqdm import tqdm\n",
+    "from functools import partialmethod\n",
+    "\n",
+    "tqdm.__init__ = partialmethod(tqdm.__init__, disable=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "actual_prices = Reader.get_actual_prices(config.actual.path, config.num_weeks)\n",
+    "num_assets = actual_prices.data.shape[1]\n",
+    "predicted_returns = [\n",
+    "    Data(Reader.get_predicted_returns(path.path, config.num_weeks, num_assets), path.label)\n",
+    "    for path in config.raw_prediction_paths\n",
+    "]\n",
+    "predicted_prices = ReportTransformer.get_predicted_prices(actual_prices, predicted_returns)\n",
+    "\n",
+    "long_short_combinations = [(long, short) for long in range(num_assets) for short in range(num_assets)\n",
+    "                           if not (long == 0 and short == 0)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.plot_correlation_matrix_of_actual_prices(actual_prices)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.plot_standardized_prices(actual_prices, predicted_prices)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "random_results = PortfolioGroup.calculate_random_portfolio_for_predictions(config.random_trials, actual_prices, (5, 0))\n",
+    "all_results = PortfolioGroup.calculate_all_portfolio_for_predictions(actual_prices)\n",
+    "all_model_results = PortfolioGroup.calculate_best_portfolio_for_all_predictions(actual_prices, predicted_returns,\n",
+    "                                                                                long_short_combinations)\n",
+    "\n",
+    "best_model_results = ReportTransformer.get_best_models(all_model_results)\n",
+    "best_model_names = [m.label for m in best_model_results]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "best_model_results = ReportTransformer.remove_model_prefixes(best_model_results)\n",
+    "portfolio_values_df = ReportTransformer.create_portfolio_values_df(random_results, all_results, best_model_results)\n",
+    "returns_df = ReportTransformer.get_returns(portfolio_values_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.plot_portfolio_values_of_random_all_and_deep_learning_models(portfolio_values_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.print_resulting_portfolio_values_for_each_model(portfolio_values_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.print_portfolio_metrics(portfolio_values_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.print_portfolio_asset_selection_accuracies(best_model_results + [random_results])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.print_statistical_significance_metrics(returns_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.plot_returns(returns_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.plot_correlation_matrix_of_returns(returns_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.print_test_mapes()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.print_stats_between_all_predicted_and_actual_prices(actual_prices, predicted_prices)\n",
+    "Reporter.print_stats_between_all_predicted_and_actual_returns(actual_prices, predicted_returns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.print_mapes_between_actual_and_predicted_model_portfolios(best_model_results)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Reporter.print_direction_based_metrics(actual_prices, predicted_returns, best_model_names)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/paper-metric-reporter/reporter/tests/helpers/__init__.py b/paper-metric-reporter/reporter/tests/helpers/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/paper-metric-reporter/reporter/tests/helpers/test_portfolio.py b/paper-metric-reporter/reporter/tests/helpers/test_portfolio.py
new file mode 100644
index 0000000..4e2ca3a
--- /dev/null
+++ b/paper-metric-reporter/reporter/tests/helpers/test_portfolio.py
@@ -0,0 +1,28 @@
+from unittest import TestCase
+
+import numpy as np
+
+from helpers import Portfolio
+
+
+class TestPortfolio(TestCase):
+
+    def test__calculate_portfolio_values(self):
+        values = Portfolio._calculate_portfolio_values(asset_indices=np.asarray([[0, 1], [1, 2], [0, 2]]),
+                                                       actual_prices=np.asarray([[10, 20, 30], [5, 15, 25],
+                                                                                 [1, 30, 100]]),
+                                                       initial_budget=100,
+                                                       is_long=True,
+                                                       predicted_prices=np.asarray([[1, 2, 3], [20, 40, 35],
+                                                                                    [10, 50, 75]]))
+        expected_predicted_portfolio_values = np.asarray(
+            [100, 200, values.actual[1] / 2 * 50 / 15 + values.actual[1] / 2 * 75 / 25])
+        np.testing.assert_array_equal(values.prediction, expected_predicted_portfolio_values)
+
+    def test__get_asset_selection_accuracy(self):
+        y_true = np.asarray([[0, 1, 3], [4, 2, 5], [3, 6, 6], [6, 6, 6], [6, 6, 2]])
+        y_pred = np.asarray([[3, 1, 6], [2, 4, 5], [4, 2, 1], [6, 6, 2], [6, 6, 6]])
+        accuracy = Portfolio._get_asset_selection_accuracy(y_true, y_pred)
+
+        print(accuracy)
+        self.assertAlmostEqual(accuracy, (2 + 3 + 0 + 2 + 2) / 5 / 3, delta=0.0001)
diff --git a/paper-metric-reporter/reporter/tests/helpers/test_report_transformer.py b/paper-metric-reporter/reporter/tests/helpers/test_report_transformer.py
new file mode 100644
index 0000000..d630bcd
--- /dev/null
+++ b/paper-metric-reporter/reporter/tests/helpers/test_report_transformer.py
@@ -0,0 +1,34 @@
+from unittest import TestCase
+
+import numpy as np
+import pandas as pd
+
+from helpers import ReportTransformer
+
+
+class TestReportTransformer(TestCase):
+
+    def test_make_trading_decisions(self):
+        actual = np.asarray([[1, 2], [3, 4], [15, 6], [7, 5.9999]])
+        prediction = np.asarray([[7, 3], [4, 7], [2, 7], [1, 12]])
+
+        expected_predicted_decisions = np.asarray([['Buy', 'Buy'], ['Sell', 'Buy'], ['Sell', 'Buy']])
+        np.testing.assert_array_equal(ReportTransformer.get_trading_decisions(actual, prediction, 0.01),
+                                      expected_predicted_decisions)
+
+        expected_ground_truth_decisions = np.asarray([['Buy', 'Buy'], ['Buy', 'Buy'], ['Sell', 'Hold']])
+        np.testing.assert_array_equal(ReportTransformer.get_trading_decisions(actual, actual, 0.01),
+                                      expected_ground_truth_decisions)
+
+    def test_get_returns(self):
+        actual = np.asarray([[1, 2], [3, 4], [15, 6], [7.5, 8]])
+        expected = np.asarray([[3, 2], [5, 1.5], [.5, 8 / 6]])
+
+        # It should work with pandas DFs
+        actual_df = pd.DataFrame(actual)
+        returns = ReportTransformer.get_returns(actual_df, normalize=False)
+        np.testing.assert_array_equal(returns.to_numpy(), expected)
+
+        # It should work with numpy arrays
+        returns = ReportTransformer.get_returns(actual, normalize=False)
+        np.testing.assert_array_equal(returns, expected)
diff --git a/paper-metric-reporter/reporter/tests/resources/daily_3_30_marked.csv b/paper-metric-reporter/reporter/tests/resources/daily_3_30_marked.csv
new file mode 100644
index 0000000..3219449
--- /dev/null
+++ b/paper-metric-reporter/reporter/tests/resources/daily_3_30_marked.csv
@@ -0,0 +1,32 @@
+Date,COIN1,COIN2,COIN3,split_point
+2016-10-19,1,1,1,False
+2016-10-20,2,3,1,False
+2016-10-21,4,5,2,False
+2016-10-22,8,7,3,False
+2016-10-23,16,9,5,True
+2016-10-24,32,11,8,False
+2016-10-25,64,13,13,False
+2016-10-26,128,15,21,False
+2016-10-27,256,17,13,False
+2016-10-28,512,19,8,False
+2016-10-29,1024,21,13,False
+2016-10-30,2048,23,21,True
+2016-10-31,4096,25,34,False
+2016-11-01,8192,27,55,False
+2016-11-02,16384,29,89,False
+2016-11-03,32768,31,55,False
+2016-11-04,65536,33,34,False
+2016-11-05,131072,35,55,False
+2016-11-06,262144,37,89,True
+2016-11-07,524288,39,144,False
+2016-11-08,1048576,41,89,False
+2016-11-09,2097152,43,55,False
+2016-11-10,4194304,45,110,False
+2016-11-11,8388608,47,220,False
+2016-11-12,16777216,49,440,False
+2016-11-13,33554432,51,880,True
+2016-11-14,67108864,53,440,False
+2016-11-15,134217728,55,220,False
+2016-11-16,268435456,57,110,False
+2016-11-17,536870912,59,55,False
+2016-11-18,536870912,59,55,False
diff --git a/paper-metric-reporter/reporter/todo.py b/paper-metric-reporter/reporter/todo.py
new file mode 100644
index 0000000..de32ba6
--- /dev/null
+++ b/paper-metric-reporter/reporter/todo.py
@@ -0,0 +1,48 @@
+"""
++ Read predictions
++ Read actuals
++ Calculate MAPE
++ Add test MAPE values
++ Calculate all combinations of Long-Short portfolio
++ Calculate random portfolio
++ Calculate all portfolio
++ Calculate statistical significance
++ Create the following dataframes
+  + Best Mape, Accuracy and F1-score, X* Values that give the highest portfolio return
+  + *X is the metric that calculates the ratio of the highest increases (and decrease for shorting) in predictions
+    over reality, find a good name for this metric. The name can be "Asset Selection Accuracy".
+                       |  MAPE | Accuracy | F1-score |   X  |
+  -------------------- +-------+----------+----------+-------
+  Random               |    X  |    X     |    X     |   X
+  All                  |    X  |    X     |    X     |   X
+  LSTM                 |    X  |    X     |    X     |   X
+  Connecting the Dots  |    X  |    X     |    X     |   X
+  DeepGLO              |    X  |    X     |    X     |   X
+
+  + Portfolio Results
+  Market Condition |   Model  | Expected Return | Volatility | Information Ratio | Maximum Drawdown
+  -----------------+----------+-----------------+------------+-------------------+-------------------
+  Bull             | ctd      |        X        |     X      |        X          |        X
+                   | deepglo  |        X        |     X      |        X          |        X
+                   | lstm     |        X        |     X      |        X          |        X
+                   | random   |        X        |     X      |        X          |        X
+                   | all      |        X        |     X      |        X          |        X
+  Bear             | ctd      |        X        |     X      |        X          |        X
+                   | deepglo  |        X        |     X      |        X          |        X
+                   | lstm     |        X        |     X      |        X          |        X
+                   | random   |        X        |     X      |        X          |        X
+                   | all      |        X        |     X      |        X          |        X
+
+  + Statistical Significance
+  Comparison        | T-Statistic | P-Value | Result
+  ------------------+-------------+---------+--------
+  ctd vs deepglo    |      X      |    X    |   X
+  ctd vs lstm       |      X      |    X    |   X
+  deepglo vs lstm   |      X      |    X    |   X
+  ctd vs random     |      X      |    X    |   X
+  ctd vs all        |      X      |    X    |   X
+  deepglo vs random |      X      |    X    |   X
+  deepglo vs all    |      X      |    X    |   X
+  lstm vs random    |      X      |    X    |   X
+  lstm vs all       |      X      |    X    |   X
+"""
diff --git a/ticker-collector/.gitignore b/ticker-collector/.gitignore
new file mode 100644
index 0000000..2cf35f5
--- /dev/null
+++ b/ticker-collector/.gitignore
@@ -0,0 +1,8 @@
+.idea
+data
+out
+venv
+__pycache__
+config.ini
+.DS_Store
+.ipynb_checkpoints
diff --git a/ticker-collector/README.md b/ticker-collector/README.md
new file mode 100644
index 0000000..9e4e38e
--- /dev/null
+++ b/ticker-collector/README.md
@@ -0,0 +1,4 @@
+# Ticker Collector
+
+A simple ticker collector code that fetches historical price data from Yahoo finance, and merges the close prices of assets to create a multivariate time series dataset.
+
diff --git a/ticker-collector/run_pipeline.py b/ticker-collector/run_pipeline.py
new file mode 100755
index 0000000..391e108
--- /dev/null
+++ b/ticker-collector/run_pipeline.py
@@ -0,0 +1,21 @@
+import time
+
+import time_series_collector
+import time_series_merger
+import week_marker
+from tickers import crypto_tickers
+
+start_time = time.time()
+print('Collecting time series...')
+time_series_collector.main(crypto_tickers, 'data/crypto-daily')
+print(f'Time series are collected in {time.time() - start_time} seconds.')
+
+start_time = time.time()
+print('Merging time series...')
+time_series_merger.main('data/crypto', 'out/crypto', 'daily', 20, 2190)
+print(f'Time series are merged in {time.time() - start_time} seconds.')
+
+start_time = time.time()
+print('Marking weeks...')
+week_marker.main('out/crypto/daily_20_2190.csv')
+print(f'Weeks are marked in {time.time() - start_time} seconds.')
diff --git a/ticker-collector/run_pipeline_for_fx.py b/ticker-collector/run_pipeline_for_fx.py
new file mode 100755
index 0000000..583d26f
--- /dev/null
+++ b/ticker-collector/run_pipeline_for_fx.py
@@ -0,0 +1,30 @@
+import os
+import time
+
+import time_series_collector
+import time_series_merger
+import time_series_weekdays_filler
+import week_marker
+from tickers import fx_tickers
+
+start_time = time.time()
+print('Collecting time series...')
+time_series_collector.main(fx_tickers, 'data/fx-daily')
+print(f'Time series are collected in {time.time() - start_time} seconds.')
+
+start_time = time.time()
+print('Merging time series...')
+time_series_merger.main(f'data/fx', 'out/fx', 'daily', len(fx_tickers))
+print(f'Time series are merged in {time.time() - start_time} seconds.')
+
+start_time = time.time()
+print('Marking weeks...')
+merged_file_name = next(os.walk("out/fx"))[2][0]
+week_marker.main(f'out/fx/{merged_file_name}')
+print(f'Weeks are marked in {time.time() - start_time} seconds.')
+
+start_time = time.time()
+print('Filling missing days...')
+marked_file_name = merged_file_name.replace('.csv', '_marked.csv')
+time_series_weekdays_filler.main(f'out/fx/{marked_file_name}')
+print(f'Filled missing days in {time.time() - start_time} seconds.')
diff --git a/ticker-collector/tickers.py b/ticker-collector/tickers.py
new file mode 100644
index 0000000..d17a7bd
--- /dev/null
+++ b/ticker-collector/tickers.py
@@ -0,0 +1,16 @@
+crypto_tickers = [
+    'BTC-USD', 'ETH-USD', 'USDT-USD', 'BNB-USD', 'USDC-USD', 'ADA-USD',
+    'HEX-USD', 'SOL-USD', 'XRP-USD', 'LUNA1-USD', 'DOGE-USD', 'DOT-USD',
+    'AVAX-USD', 'MATIC-USD', 'SHIB-USD', 'CRO-USD', 'DAI-USD', 'ATOM-USD',
+    'LINK-USD', 'LTC-USD', 'UNI1-USD', 'ALGO-USD', 'TRX-USD', 'BCH-USD',
+    'FTT-USD', 'FTM-USD', 'XLM-USD', 'MANA-USD', 'ICP-USD', 'HBAR-USD',
+    'VET-USD', 'SAND-USD', 'ETC-USD', 'FIL-USD', 'HNT-USD', 'EGLD-USD',
+    'THETA-USD', 'AXS-USD', 'XMR-USD', 'XTZ-USD', 'BTT-USD', 'MIOTA-USD',
+    'EOS-USD', 'ONE1-USD', 'AAVE-USD', 'GRT1-USD', 'STX-USD', 'CAKE-USD',
+    'FLOW-USD', 'MKR-USD'
+]
+
+fx_tickers = [
+    'EUR=X', 'CAD=X', 'JPY=X', 'GBP=X', 'AUD=X', 'RUB=X',
+    'CHF=X', 'CNY=X', 'INR=X', 'TRY=X'
+]
diff --git a/ticker-collector/time_series_collector.py b/ticker-collector/time_series_collector.py
new file mode 100644
index 0000000..cb5ebad
--- /dev/null
+++ b/ticker-collector/time_series_collector.py
@@ -0,0 +1,43 @@
+import os
+import sys
+import time
+
+import yfinance as yf
+from tqdm import tqdm
+
+from tickers import crypto_tickers
+
+
+def main(tickers, output_path):
+    os.makedirs(output_path, exist_ok=True)
+
+    # Downloader part is taken from @derekbanas, see: https://github.com/derekbanas/Python4Finance/blob/3064e244048930631d0a6c174709f4b6f561c4d0/Download%20Every%20Stock.ipynb
+    stocks_not_downloaded = []
+
+    def save_to_csv_from_yahoo(folder, ticker):
+        stock = yf.Ticker(ticker)
+
+        # noinspection PyBroadException
+        try:
+            df = stock.history(period="max")
+            time.sleep(2)
+
+            if df.empty:
+                stocks_not_downloaded.append(ticker)
+            else:
+                the_file = folder + '/' + ticker.replace(".", "_") + '.csv'
+                df.to_csv(the_file)
+        except:
+            stocks_not_downloaded.append(ticker)
+            print("Couldn't Get Data for:", ticker)
+
+    [save_to_csv_from_yahoo(output_path, ticker) for ticker in tqdm(tickers)]
+    print("Save completed.")
+
+    if stocks_not_downloaded:
+        print("Stocks not downloaded:")
+        print(stocks_not_downloaded)
+
+
+if __name__ == '__main__':
+    main(crypto_tickers, sys.argv[1])
diff --git a/ticker-collector/time_series_merger.py b/ticker-collector/time_series_merger.py
new file mode 100644
index 0000000..663d4f3
--- /dev/null
+++ b/ticker-collector/time_series_merger.py
@@ -0,0 +1,57 @@
+import os
+import sys
+from dataclasses import dataclass
+from functools import reduce
+
+import pandas as pd
+
+
+@dataclass
+class StockDF:
+    name: str
+    df: pd.DataFrame
+
+    def copy(self, df):
+        return StockDF(self.name, df)
+
+
+def main(input_path,
+         output_path,
+         frequency,
+         num_assets,
+         b_fill_days=None):
+    paths = next(os.walk(f'{input_path}-{frequency}'))[2]
+    dfs = sorted(
+        [StockDF(remove_csv_extension(path), pd.read_csv(f'{input_path}-{frequency}/{path}')) for path in paths],
+        key=lambda stock_df: len(stock_df.df))[-num_assets:]
+    merged_df = merge_by_bfilling(
+        dfs, b_fill_days) if b_fill_days else merge_by_inner_join(dfs)
+    os.makedirs(output_path, exist_ok=True)
+    target_path = f'{output_path}/{frequency}_{num_assets}_{len(merged_df)}.csv'
+    print(f'Target path: {target_path}')
+    merged_df.to_csv(target_path)
+
+
+def remove_csv_extension(file_name):
+    return file_name.replace('.csv', '')
+
+
+def merge_by_bfilling(dfs, b_fill_days):
+    dfs_aligned = [stock_df.copy(df=stock_df.df[-b_fill_days:]) for stock_df in dfs]
+    dfs_close = [stock_df.df[['Date', 'Close']].rename(columns={'Close': stock_df.name}).set_index('Date')
+                 for stock_df in dfs_aligned]
+    merged_df = reduce(lambda df1, df2: df1.merge(df2, on='Date', how='outer'), dfs_close)
+    return merged_df.sort_values(by='Date').fillna(method='bfill', axis=0)
+
+
+def merge_by_inner_join(dfs):
+    number_of_days = sorted(list(map(lambda stock_df: len(stock_df.df), dfs)))[0]
+    dfs_aligned = [stock_df.copy(df=stock_df.df[-number_of_days:]) for stock_df in dfs]
+    dfs_close = [stock_df.df[['Date', 'Close']].rename(columns={'Close': stock_df.name}).set_index('Date')
+                 for stock_df in dfs_aligned]
+    return reduce(lambda df1, df2: df1.merge(df2, on='Date'), dfs_close)
+
+
+if __name__ == '__main__':
+    input_path, output_path, frequency, num_assets, b_fill_days = sys.argv[1:]
+    main(input_path, output_path, frequency, int(num_assets), int(b_fill_days))
diff --git a/ticker-collector/time_series_weekdays_filler.py b/ticker-collector/time_series_weekdays_filler.py
new file mode 100644
index 0000000..ea904a7
--- /dev/null
+++ b/ticker-collector/time_series_weekdays_filler.py
@@ -0,0 +1,28 @@
+from datetime import datetime, timedelta
+
+import pandas as pd
+
+
+def main(input_file):
+    df = pd.read_csv(input_file)
+
+    all_weekdays = generate_all_weekdays(datetime.strptime(df.iloc[0]['Date'], '%Y-%m-%d'),
+                                         datetime.strptime(df.iloc[-1]['Date'], '%Y-%m-%d'))
+    all_weekdays_df = pd.DataFrame({'Date': all_weekdays})
+
+    merged_df = pd.merge(df, all_weekdays_df, on='Date', how='right')
+    filled_df = merged_df.fillna(method='ffill')
+
+    df.to_csv(input_file.replace('.csv', '_with_missing_days.csv'), index=False)
+    filled_df.to_csv(input_file, index=False)
+
+
+def generate_all_weekdays(start_date, end_date):
+    all_weekdays = []
+    current_date = start_date
+    while current_date <= end_date:
+        if current_date.weekday() < 5:
+            all_weekdays.append(current_date.strftime('%Y-%m-%d'))
+        current_date += timedelta(days=1)
+
+    return all_weekdays
diff --git a/ticker-collector/week_marker.py b/ticker-collector/week_marker.py
new file mode 100644
index 0000000..1e743d2
--- /dev/null
+++ b/ticker-collector/week_marker.py
@@ -0,0 +1,26 @@
+from datetime import datetime
+
+import pandas as pd
+import os
+
+def main(input_path):
+    output_path = f"{input_path.replace('.csv', '')}_marked.csv"
+    os.makedirs(os.path.dirname(output_path), exist_ok=True)
+    df = pd.read_csv(input_path)
+    dates_df = df['Date']
+    datetimes = [datetime.fromisoformat(date).isocalendar() for date in dates_df]
+    last_days_of_weeks_df = \
+        pd.DataFrame(datetimes, columns=['year', 'week_of_year', 'day_of_week']).groupby(['year', 'week_of_year'])[
+            'day_of_week'].max()
+    last_one_years_weeks_df = pd.DataFrame(last_days_of_weeks_df.reset_index().apply(
+        lambda row: datetime.strptime(f"{row['year']} {row['week_of_year']} {row['day_of_week']}", '%G %V %u'), axis=1),
+        columns=['Date'])
+    last_one_years_weeks_df['Date'] = last_one_years_weeks_df['Date'].apply(lambda date: date.strftime('%Y-%m-%d'))
+    last_one_years_weeks_df['split_point'] = True
+    df_with_split_points = df.merge(last_one_years_weeks_df, how='left', on='Date').fillna(False)
+
+    df_with_split_points.set_index(['Date']).to_csv(output_path)
+
+
+if __name__ == '__main__':
+    main('out/crypto/daily_20_2190.csv')