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⚡ Lightning fast API for Singapore LTA's bus data arrival timings with emphasis on low memory overhead, low latency and high throughput

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justbus-rs

justbus-rs is a lightweight backend that serves LTA Datamall bus arrival timings with a strong emphasis on low memory usage, high throughput and low latency. This project uses lta-rs internally.

Usage

Bus Arrival Timings

GET http://localhost:8080/api/v1/timings/<bus_stop_no>
Click to show API response
[
    {
        "service_no": "15",
        "operator": "GAS",
        "next_bus": [
            {
                "origin_code": 77009,
                "dest_code": 77009,
                "est_arrival": "2020-01-04T15:12:31+08:00",
                "lat": 1.3254953333333335,
                "long": 103.90585966666667,
                "visit_no": 1,
                "load": "SeatsAvailable",
                "feature": "WheelChairAccessible",
                "bus_type": "SingleDecker"
            },
            {
                "origin_code": 77009,
                "dest_code": 77009,
                "est_arrival": "2020-01-04T15:19:03+08:00",
                "lat": 1.3351438333333334,
                "long": 103.9091055,
                "visit_no": 1,
                "load": "SeatsAvailable",
                "feature": "WheelChairAccessible",
                "bus_type": "SingleDecker"
            },
            {
                "origin_code": 77009,
                "dest_code": 77009,
                "est_arrival": "2020-01-04T15:33:05+08:00",
                "lat": 1.3459406666666667,
                "long": 103.9426515,
                "visit_no": 1,
                "load": "SeatsAvailable",
                "feature": "WheelChairAccessible",
                "bus_type": "SingleDecker"
            }
        ]
    },
    {
        "service_no": "150",
        "operator": "SBST",
        "next_bus": [
            {
                "origin_code": 82009,
                "dest_code": 82009,
                "est_arrival": "2020-01-04T15:07:50+08:00",
                "lat": 1.3147168333333332,
                "long": 103.90623166666667,
                "visit_no": 1,
                "load": "SeatsAvailable",
                "feature": "WheelChairAccessible",
                "bus_type": "SingleDecker"
            },
            {
                "origin_code": 82009,
                "dest_code": 82009,
                "est_arrival": "2020-01-04T15:20:54+08:00",
                "lat": 0.0,
                "long": 0.0,
                "visit_no": 1,
                "load": "SeatsAvailable",
                "feature": "WheelChairAccessible",
                "bus_type": "SingleDecker"
            },
            {
                "origin_code": 82009,
                "dest_code": 82009,
                "est_arrival": "2020-01-04T15:32:54+08:00",
                "lat": 0.0,
                "long": 0.0,
                "visit_no": 1,
                "load": "SeatsAvailable",
                "feature": "WheelChairAccessible",
                "bus_type": "SingleDecker"
            }
        ]
    },
    {
        "service_no": "155",
        "operator": "SBST",
        "next_bus": [
            {
                "origin_code": 52009,
                "dest_code": 84009,
                "est_arrival": "2020-01-04T15:07:39+08:00",
                "lat": 1.31445,
                "long": 103.90634883333334,
                "visit_no": 1,
                "load": "StandingAvailable",
                "feature": "WheelChairAccessible",
                "bus_type": "SingleDecker"
            },
            {
                "origin_code": 52009,
                "dest_code": 84009,
                "est_arrival": "2020-01-04T15:24:52+08:00",
                "lat": 1.3201654999999999,
                "long": 103.88181566666667,
                "visit_no": 1,
                "load": "SeatsAvailable",
                "feature": "WheelChairAccessible",
                "bus_type": "SingleDecker"
            },
            {
                "origin_code": 52009,
                "dest_code": 84009,
                "est_arrival": "2020-01-04T15:42:38+08:00",
                "lat": 1.3347515,
                "long": 103.8782805,
                "visit_no": 1,
                "load": "StandingAvailable",
                "feature": "WheelChairAccessible",
                "bus_type": "SingleDecker"
            }
        ]
    }
]

Feature flags

The following features can be activated during compile time. Multiple caching strategies are implemented as different machines perform differently with each of them. A machine with lesser physical cores may benefit more from cht and dashmap whereas a higher core machine may not see any difference between any of the caching strategies. Like always, you should benchmark them yourself if performance is a concern!

  • swisstable (recommended/default)
  • dashmap
  • cht
  • tls (using Rustls)
  • logging
  • nightly (To be paired with swisstable, enables hardware lock elision for RwLock)

Optimisations (in order of impact)

  • Caching response with a hashmap
  • Amortised serialisation of data structures
  • jemalloc

Performance

Disclaimer: benchmarks are naive and YMMV

AMD Ryzen 3600 @ 4.3Ghz (stock) 16G ram @ 3600Mhz, ubuntu 20.04 LTS

wrk -c100 -d15s -t6 http://localhost:8080/api/v1/timings/83139 

Swisstable (Recommended)

Running 15s test @ http://localhost:8080/api/v1/timings/83139
  6 threads and 100 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     1.40ms    4.49ms 109.89ms   92.99%
    Req/Sec   126.60k    33.29k  172.64k    74.11%
  11357888 requests in 15.05s, 23.48GB read
  Non-2xx or 3xx responses: 59
Requests/sec:   754475.17
Transfer/sec:      1.56GB

Memory Usage @ Peak: 21MB

How to build

Requirements: jemalloc and libssl. Rust 1.51.0 is required at minimum.

Binary will be at /target/release folder.

# Vanilla build
cargo build

# Lets say we want to use dashmap, logging and tls
cargo build --release --features tls,logging,dashmap

# How about default and nightly
cargo build --release --features nightly

How to run

cd ./target/release
./justbus-rs --ip-addr IP_ADDR_YOU_WANT_WITH_PORT --api-key YOUR_API_KEY

# Do note that ip-addr is optional and will default to 127.0.0.1:8080 if nothing is provided
# api-key is a must

TLS Guide

We put the self-signed certificate in this directory as an example but your browser would complain that it isn't secure. So we recommend to use mkcert to trust it. To use local CA, you should run:

mkcert -install

If you want to generate your own cert/private key file, then run:

mkcert localhost
openssl rsa -in localhost-key.pem -out key-rsa.pem

# Then run the program normally

Docker

By default, docker image uses swisstable feature. If you need the other features, you will need to modify Dockerfile and build your own image.

docker pull inverse/justbus_rs
docker run -d -p 8080:8080 inverse/justbus_rs --api-key YOUR_API_KEY --ip-addr 0.0.0.0:8080

Contributors

Do send a PR if you think you have improvements to make whether to the actual codebase or any of the documentation!

License

justbus-rs is licensed under MIT license (LICENSE-MIT or http://opensource.org/licenses/MIT)

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⚡ Lightning fast API for Singapore LTA's bus data arrival timings with emphasis on low memory overhead, low latency and high throughput

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