TrendMaster

(★ 278)

Using Transformer deep learning architecture to predict stock prices.

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- - __init__.py
  - crud.py
  - database.py
  - models.py
  - schemas.py
- api_cache.json
- main.py
- requirements.txt
- simulator.py
- trendmaster.db
- trendmaster_v2.db
- api_reference.md
- index.html
- index.md
- installation.md
- quickstart.md
- example.py
- - result.gif
  - transformer-future200.png
- - .gitkeep
  - transformer-epoch10 (copy).png
  - transformer-epoch10.png
  - transformer-future100.png
  - transformer-future200.png
- - test_plot.png
  - transformer-future_0_1000_1510401.png
  - transformer-future_0_1000_1793.png
  - transformer-future_0_1000_25601.png
  - transformer-future_0_1000_2995969.png
  - transformer-future_0_1000_325121.png
  - transformer-future_0_1000_3861249.png
  - transformer-future_0_1000_40193.png
  - transformer-future_0_1000_41729.png
  - transformer-future_0_1000_4267265.png
  - transformer-future_0_1000_4268801.png
  - transformer-future_0_1000_54273.png
  - transformer-future_0_1000_5436929.png
  - transformer-future_0_1000_5633.png
  - transformer-future_0_1000_60417.png
  - transformer-future_0_1000_6401.png
  - transformer-future_0_1000_6483969.png
  - transformer-future_0_1000_70401.png
  - transformer-future_0_1001_1510401.png
  - transformer-future_0_1001_1793.png
  - transformer-future_0_1001_25601.png
  - transformer-future_0_1001_2995969.png
  - transformer-future_0_1001_325121.png
  - transformer-future_0_1001_3861249.png
  - transformer-future_0_1001_40193.png
  - transformer-future_0_1001_41729.png
  - transformer-future_0_1001_4267265.png
  - transformer-future_0_1001_4268801.png
  - transformer-future_0_1001_54273.png
  - transformer-future_0_1001_5436929.png
  - transformer-future_0_1001_5633.png
  - transformer-future_0_1001_60417.png
  - transformer-future_0_1001_6401.png
  - transformer-future_0_1001_6483969.png
  - transformer-future_0_1001_70401.png
  - transformer-future_0_2000_2029825.png
- - transformer-epoch1 (1).png
  - transformer-epoch1 (2).png
  - transformer-epoch1 (3).png
  - transformer-epoch1 (4).png
  - transformer-epoch1 (5).png
  - transformer-epoch1 (6).png
  - transformer-epoch1 (7).png
  - transformer-epoch1 (8).png
  - transformer-epoch1.png
  - transformer-epoch10 (1).png
  - transformer-epoch10 (10).png
  - transformer-epoch10 (2).png
  - transformer-epoch10 (3).png
  - transformer-epoch10 (4).png
  - transformer-epoch10 (5).png
  - transformer-epoch10 (6).png
  - transformer-epoch10 (7).png
  - transformer-epoch10 (8).png
  - transformer-epoch10 (9).png
  - transformer-epoch10.png
  - transformer-epoch100.png
  - transformer-epoch2 (1).png
  - transformer-epoch2 (2).png
  - transformer-epoch2 (3).png
  - transformer-epoch2 (4).png
  - transformer-epoch2 (5).png
  - transformer-epoch2 (6).png
  - transformer-epoch2 (7).png
  - transformer-epoch2 (8).png
  - transformer-epoch2.png
  - transformer-epoch20 (1).png
  - transformer-epoch20.png
  - transformer-epoch3 (1).png
  - transformer-epoch3 (2).png
  - transformer-epoch3 (3).png
  - transformer-epoch3 (4).png
  - transformer-epoch3 (5).png
  - transformer-epoch3 (6).png
  - transformer-epoch3 (7).png
  - transformer-epoch3 (8).png
  - transformer-epoch3 (9).png
  - transformer-epoch3.png
  - transformer-epoch30.png
  - transformer-epoch4 (1).png
  - transformer-epoch4 (2).png
  - transformer-epoch4 (3).png
  - transformer-epoch4 (4).png
  - transformer-epoch4 (5).png
  - transformer-epoch4 (6).png
  - transformer-epoch4 (7).png
  - transformer-epoch4 (8).png
  - transformer-epoch4 (9).png
  - transformer-epoch4.png
  - transformer-epoch40.png
  - transformer-epoch5 (1).png
  - transformer-epoch5 (2).png
  - transformer-epoch5 (3).png
  - transformer-epoch5 (4).png
  - transformer-epoch5 (5).png
  - transformer-epoch5 (6).png
  - transformer-epoch5 (7).png
  - transformer-epoch5.png
  - transformer-epoch50.png
  - transformer-epoch6 (1).png
  - transformer-epoch6 (2).png
  - transformer-epoch6 (3).png
  - transformer-epoch6 (4).png
  - transformer-epoch6.png
  - transformer-epoch60.png
  - transformer-epoch7 (1).png
  - transformer-epoch7 (2).png
  - transformer-epoch7 (3).png
  - transformer-epoch7 (4).png
  - transformer-epoch7 (5).png
  - transformer-epoch7.png
  - transformer-epoch70.png
  - transformer-epoch8 (1).png
  - transformer-epoch8 (2).png
  - transformer-epoch8 (3).png
  - transformer-epoch8 (4).png
  - transformer-epoch8 (5).png
  - transformer-epoch8.png
  - transformer-epoch80.png
  - transformer-epoch9 (1).png
  - transformer-epoch9 (2).png
  - transformer-epoch9 (3).png
  - transformer-epoch9 (4).png
  - transformer-epoch9 (5).png
  - transformer-epoch9.png
  - transformer-epoch90.png
  - transformer-epoch_100_1_3529217.png
  - transformer-epoch_10_1.png
  - transformer-epoch_1_1.png
  - transformer-epoch_25_1.png
  - transformer-epoch_26_1.png
  - transformer-epoch_5_1.png
  - transformer-epoch_6_1.png
  - transformer-epoch_7_1 (1).png
  - transformer-epoch_7_1.png
  - transformer-epoch_8_1.png
  - transformer-epoch_9_1.png
  - transformer-future200 (1).png
  - transformer-future200 (10).png
  - transformer-future200 (11).png
  - transformer-future200 (12).png
  - transformer-future200 (13).png
  - transformer-future200 (14).png
  - transformer-future200 (15).png
  - transformer-future200 (16).png
  - transformer-future200 (17).png
  - transformer-future200 (18).png
  - transformer-future200 (19).png
  - transformer-future200 (2).png
  - transformer-future200 (20).png
  - transformer-future200 (21).png
  - transformer-future200 (22).png
  - transformer-future200 (23).png
  - transformer-future200 (24).png
  - transformer-future200 (25).png
  - transformer-future200 (26).png
  - transformer-future200 (27).png
  - transformer-future200 (28).png
  - transformer-future200 (29).png
  - transformer-future200 (3).png
  - transformer-future200 (30).png
  - transformer-future200 (31).png
  - transformer-future200 (32).png
  - transformer-future200 (33).png
  - transformer-future200 (34).png
  - transformer-future200 (35).png
  - transformer-future200 (36).png
  - transformer-future200 (37).png
  - transformer-future200 (38).png
  - transformer-future200 (39).png
  - transformer-future200 (4).png
  - transformer-future200 (40).png
  - transformer-future200 (41).png
  - transformer-future200 (5).png
  - transformer-future200 (6).png
  - transformer-future200 (7).png
  - transformer-future200 (8).png
  - transformer-future200 (9).png
  - transformer-future200.png
  - transformer-future_10_200.png
  - transformer-future_25_200.png
  - transformer-future_27_200.png
  - transformer-future_3_200.png
  - transformer-future_4_200.png
  - transformer-future_5_200.png
  - transformer-future_6_200.png
  - transformer-future_8_200.png
- - best_model_multi2 (12).pt
  - best_model_multi5.pt
  - transformer-epoch_0_1.png
  - transformer-epoch_10_1.png
  - transformer-epoch_11_1.png
  - transformer-epoch_12_1.png
  - transformer-epoch_13_1.png
  - transformer-epoch_14_1.png
  - transformer-epoch_15_1.png
  - transformer-epoch_16_1.png
  - transformer-epoch_17_1.png
  - transformer-epoch_18_1.png
  - transformer-epoch_19_1.png
  - transformer-epoch_1_1.png
  - transformer-epoch_20_1.png
  - transformer-epoch_21_1.png
  - transformer-epoch_22_1.png
  - transformer-epoch_23_1.png
  - transformer-epoch_24_1.png
  - transformer-epoch_25_1.png
  - transformer-epoch_26_1.png
  - transformer-epoch_27_1.png
  - transformer-epoch_28_1.png
  - transformer-epoch_29_1.png
  - transformer-epoch_2_1.png
  - transformer-epoch_30_1.png
  - transformer-epoch_31_1.png
  - transformer-epoch_32_1.png
  - transformer-epoch_33_1.png
  - transformer-epoch_34_1.png
  - transformer-epoch_35_1.png
  - transformer-epoch_36_1.png
  - transformer-epoch_37_1.png
  - transformer-epoch_3_1.png
  - transformer-epoch_4_1.png
  - transformer-epoch_5_1.png
  - transformer-epoch_6_1.png
  - transformer-epoch_7_1.png
  - transformer-epoch_8_1.png
  - transformer-epoch_9_1.png
  - transformer-future_10_200.png
  - transformer-future_11_200.png
  - transformer-future_12_200.png
  - transformer-future_13_200.png
  - transformer-future_14_200.png
  - transformer-future_15_200.png
  - transformer-future_16_200.png
  - transformer-future_17_200.png
  - transformer-future_18_200.png
  - transformer-future_19_200.png
  - transformer-future_1_200.png
  - transformer-future_20_200.png
  - transformer-future_21_200.png
  - transformer-future_22_200.png
  - transformer-future_23_200.png
  - transformer-future_24_200.png
  - transformer-future_25_200.png
  - transformer-future_26_200.png
  - transformer-future_27_200.png
  - transformer-future_28_200.png
  - transformer-future_29_200.png
  - transformer-future_2_200.png
  - transformer-future_30_200.png
  - transformer-future_31_200.png
  - transformer-future_32_200.png
  - transformer-future_33_200.png
  - transformer-future_34_200.png
  - transformer-future_35_200.png
  - transformer-future_36_200.png
  - transformer-future_37_200.png
  - transformer-future_38_200.png
  - transformer-future_3_200.png
  - transformer-future_4_200.png
  - transformer-future_5_200.png
  - transformer-future_6_200.png
  - transformer-future_7_200.png
  - transformer-future_8_200.png
- - valid_loss_map_df_1x (1).xlsx
  - valid_loss_map_df_1x (10).xlsx
  - valid_loss_map_df_1x (11).xlsx
  - valid_loss_map_df_1x (12).xlsx
  - valid_loss_map_df_1x (13).xlsx
  - valid_loss_map_df_1x (14).xlsx
  - valid_loss_map_df_1x (15).xlsx
  - valid_loss_map_df_1x (16).xlsx
  - valid_loss_map_df_1x (17).xlsx
  - valid_loss_map_df_1x (2).xlsx
  - valid_loss_map_df_1x (3).xlsx
  - valid_loss_map_df_1x (4).xlsx
  - valid_loss_map_df_1x (5).xlsx
  - valid_loss_map_df_1x (6).xlsx
  - valid_loss_map_df_1x (7).xlsx
  - valid_loss_map_df_1x (8).xlsx
  - valid_loss_map_df_1x (9).xlsx
  - valid_loss_map_df_1x.xlsx
  - valid_loss_map_df_5x (1).xlsx
  - valid_loss_map_df_5x (10).xlsx
  - valid_loss_map_df_5x (11).xlsx
  - valid_loss_map_df_5x (12).xlsx
  - valid_loss_map_df_5x (13).xlsx
  - valid_loss_map_df_5x (14).xlsx
  - valid_loss_map_df_5x (15).xlsx
  - valid_loss_map_df_5x (16).xlsx
  - valid_loss_map_df_5x (17).xlsx
  - valid_loss_map_df_5x (2).xlsx
  - valid_loss_map_df_5x (3).xlsx
  - valid_loss_map_df_5x (4).xlsx
  - valid_loss_map_df_5x (5).xlsx
  - valid_loss_map_df_5x (6).xlsx
  - valid_loss_map_df_5x (7).xlsx
  - valid_loss_map_df_5x (8).xlsx
  - valid_loss_map_df_5x (9).xlsx
  - valid_loss_map_df_5x.xlsx
- 4774913.pt
- all_inst.xlsx
- best_model.pt
- best_model_multi1.pt
- best_model_multi10.pt
- best_model_multi11.pt
- best_model_multi12.pt
- best_model_multi13.pt
- best_model_multi14.pt
- best_model_multi15.pt
- best_model_multi16.pt
- best_model_multi17.pt
- best_model_multi18.pt
- best_model_multi19.pt
- best_model_multi2.pt
- best_model_multi20.pt
- best_model_multi21.pt
- best_model_multi22.pt
- best_model_multi3.pt
- best_model_multi4.pt
- best_model_multi5.pt
- best_model_multi6.pt
- best_model_multi7.pt
- best_model_multi8.pt
- best_model_multi9.pt
- df3.xlsx
- inference_notebook-Copy1.ipynb
- inference_notebook.ipynb
- inference_notebook_Angel.ipynb
- login_haj.py
- multi_kaggle.ipynb
- multi_scaler.p
- multistep.ipynb
- notebook62326ade97 (1).ipynb
- single.ipynb
- - 108033.p
  - 112129.p
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- - 112129.pt
  - 119553.pt
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- - 112129.pt
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  - 359937.pt
  - 3677697.pt
  - 4576001.pt
  - 4774913.pt
  - 633601.pt
  - 837889.pt
  - 857857.pt
- - transformer-epoch_100_1_2800641.png
  - transformer-epoch_100_1_3529217.png
  - transformer-epoch_101_1_3529217.png
  - transformer-epoch_101_1_3677697.png
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  - transformer-epoch_10_1.png
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  - transformer-epoch_11_1.png
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- - transformer-epoch_100_1.png
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  - transformer-epoch_11_1.png
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  - transformer-epoch_12_1.png
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  - transformer-epoch_13_1.png
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  - transformer-epoch_14_1.png
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  - transformer-epoch_150_1_3675137.png
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  - transformer-epoch_15_1.png
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  - transformer-epoch_160_1_3039233.png
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  - transformer-epoch_16_1.png
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  - transformer-epoch_17_1.png
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  - transformer-epoch_18_1.png
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  - transformer-epoch_190_1_2863105.png
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- best_model_multi10.pt
- best_model_multi10_best.pt
- best_model_multi11.pt
- best_model_multi11_best.pt
- best_model_multi2.pt
- best_model_multi2_1.pt
- best_model_multi6.pt
- best_model_multi7_old.pt
- best_model_multi8.pt
- best_model_multi9.pt
- notebook62326ade97_1X.ipynb
- notebook62326ade97_5X.ipynb
- TrendMaster_1X.ipynb
- TrendMaster_5X.ipynb
- valid_loss_map_df_1x.xlsx
- valid_loss_map_df_5x.xlsx
- zip_folder.ipynb
- __init__.py
- trendmaster.py
- - favicon.ico
  - index.html
  - logo192.png
  - logo512.png
  - manifest.json
  - robots.txt
- - App.css
  - App.test.tsx
  - App.tsx
  - BacktestChart.tsx
  - BacktestLab.css
  - BacktestLab.tsx
  - ChaosChart.tsx
  - ChaosSandbox.css
  - ChaosSandbox.tsx
  - EquityCurve.tsx
  - ErrorBoundary.tsx
  - Footer.tsx
  - index.css
  - index.tsx
  - LandingPage.css
  - LandingPage.tsx
  - LineChart.tsx
  - logo.svg
  - MultiverseChart.tsx
  - MultiversePage.tsx
  - NewsTerminal.css
  - NewsTerminal.tsx
  - PaperTrading.css
  - PaperTrading.tsx
  - Portfolio.css
  - Portfolio.tsx
  - PortfolioAnalytics.tsx
  - ProDashboard.tsx
  - react-app-env.d.ts
  - reportWebVitals.ts
  - SectorHeatmap.css
  - SectorHeatmap.tsx
  - setupTests.ts
  - SimpleDashboard.tsx
  - terminal_bg.png
  - TopNav.css
  - TopNav.tsx
  - WealthArchitect.css
  - WealthArchitect.tsx
- .gitignore
- package-lock.json
- package.json
- README.md
- tsconfig.json
.gitignore
agenda.md
app.py
CODE_OF_CONDUCT.md
CONTRIBUTING.md
debug_prices.py
error.txt
LICENSE
log.txt
MANIFEST.in
new_agenda.md
README.md
requirements.txt
setup.py
test.py
test_api.py
test_models.py
test_monkeypatch.py
test_predict.py
test_simulation_api.py
trace.json
trace.txt

# Installation Guide

1. Get the code

git clone https://github.com/hemangjoshi37a/TrendMaster

Downloads the entire project code from GitHub to your computer.

cd TrendMaster

Moves into the project folder you just downloaded.

2. Official Install Script

Easy Recommended

Prerequisites

Python 3 Python is required to use pip.

pip install TrendMaster

Installs the package published on PyPI directly — no need to clone the source.

✅ After installing, open a new terminal and run the program's version command (e.g. --version) to confirm it worked.

Pulled directly from this repo's README.

3. Node.js

Easy

Prerequisites

Git Needed to download the project code from GitHub.
Node.js Node.js must be installed to use npm. The LTS version is recommended.

cd ui

This project's files live in a subfolder, so move into it first.

npm install

Downloads and installs the libraries listed in package.json.

npm start

Starts the development/run server.

✅ After running the command, open the address shown in the terminal (usually something like http://localhost:3000) in your browser.

4. Python

Easy

Prerequisites

Git Needed to download the project code from GitHub.
Python 3 On Windows, be sure to check 'Add Python to PATH' during installation.

pip install TrendMaster

Installs the package published on PyPI directly — no need to clone the source.

✅ If it runs without errors and prints output in the terminal, it worked.

Pulled directly from this repo's README.

// repository documentation

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TrendMaster

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# Installation Guide

2. Official Install Script

3. Node.js

4. Python

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TrendMaster

File Explorer

# Installation Guide

2. Official Install Script

3. Node.js

4. Python

Today's picks

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Recent Feedback

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