https://github.com/ktimam/SoccerTrainer

https://github.com/ktimam/SoccerTrainer

Last synced: 7 days ago
JSON representation

• Host: GitHub
• URL: https://github.com/ktimam/SoccerTrainer
• Owner: ktimam
• Created: 2024-05-06T22:02:30.000Z (6 months ago)
• Default Branch: master
• Last Pushed: 2024-10-22T17:51:50.000Z (16 days ago)
• Last Synced: 2024-10-23T20:37:37.026Z (15 days ago)
• Language: Assembly
• Size: 49.3 MB
• Stars: 1
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

• awesome-internet-computer - ICSoccerWorld Trainer - Flashlight multilayer perceptron deep learning used for training soccer agents on ICP. (Decentralized AI / Solana)

README

        
# ICSoccerWorld Server

Backend for a soccer simulation built for ICP using ICPP. Based on code sample from book "AI Game Programming by Example".

Demo is built in C++ and uses Jolt physics Engine. Flashlight Multilayer Perceptron Deep Learning used for training Soccer Agents on ICP blockchain.

### Prerequisites

dfx

icpp

## Installation

ICP Build Steps (Workaround to ICP exports Limit):

```bash

1. clear && icpp build-wasm --config=icpp_libraries.toml && wasm2wat build/SimSoccerServer.wasm --output=build/SimSoccerServer.wasm.wat

2. edit .wat file with editor to remove all lines having export except:

  (export "canister_update start_match" (func 2489))

  (export "canister_update play_match" (func 352))

  (export "canister_update delete_file" (func 1370))

  (export "canister_update train" (func 117))

  (export "canister_query file_download_chunk" (func 148))

  (export "canister_query health" (func 1753))

  (export "canister_update file_upload_chunk" (func 194))  

3. wat2wasm build/SimSoccerServer.wasm.wat --output=build/SimSoccerServer_noexports.wasm && ../binaryen/bin/wasm-opt build/SimSoccerServer_noexports.wasm -o build/SimSoccerServer.wasm -Oz --enable-bulk-memory && dfx deploy

```

## Usage

### Local

Usage examples for local query:

Frontend:

https://gb4ri-5yaaa-aaaal-ac3hq-cai.raw.icp0.io/

```bash

$ dfx canister --network local call SimSoccerServer start

$ dfx canister --network local call SimSoccerServer play_match '(1674211940: nat64, 60: nat64)'

```

Usage examples for uploading training data and training:

```bash

$ dfx canister --network local call SimSoccerServer delete_file '("Models/latest_model": text)'

$ python -m scripts.upload Models/observations.txt --network local --canister SimSoccerServer

$ python -m scripts.upload Models/actions.txt --network local --canister SimSoccerServer

$ dfx canister --network local call SimSoccerServer train '("Models/latest_model": text, "Models/observations.txt": text, "Models/actions.txt": text, 20: nat64, 0.009: float32)'

```

## License

This project is licensed under the MIT license.