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# Pathfinding pt. 3 ## Description: This PR introduces final change to the pathfinding - path refinement. It optimizes Line of Sight refinement by searching with for the best tile with a binary search instead of linearly. And then spends the recovered budget on better refinement of the first and last 50 tiles of the journey - the place where user is most likely to look at. Additionally this PR re-introduces magnitude check and makes the ships prefer sailing close to the coast, but not too close. ## Please complete the following: - [x] I have added screenshots for all UI updates - [x] I process any text displayed to the user through translateText() and I've added it to the en.json file - [x] I have added relevant tests to the test directory - [x] I confirm I have thoroughly tested these changes and take full responsibility for any bugs introduced ## What? | Before | After | | :--- | :--- | | <img width="1097" height="1117" alt="image" src="https://github.com/user-attachments/assets/4a0b300d-10ef-4151-b6dc-33acfb49f992" /> | <img width="1093" height="1119" alt="image" src="https://github.com/user-attachments/assets/cf81c515-c145-40f4-91e5-a4353986907b" /> | | <img width="1096" height="1129" alt="image" src="https://github.com/user-attachments/assets/21b46bce-f961-4259-88f6-fe4a66180270" /> | <img width="1098" height="1126" alt="image" src="https://github.com/user-attachments/assets/d92587d1-e6b6-4353-b4a4-1efe71bca43d" /> | ## Performance There is actually a severe performance impact of these changes. The path initial path takes almost 2x as long to generate - this is because pre processing can only do so much if the initial path is ugly. Luckily in real gameplay we only need to do this calculation once per edge, so the actual observed performance impact should be much smaller. Cache FTW. | | No Cache | Cache | | :--- | :--- | :--- | | Before | 277.04ms | 208.58ms | | After | 498.34ms | 264.27ms | ## DebugSpan Small utility, it allows any code to be easily instrumented for performance. The idea is the same as with [OTEL Spans](https://opentelemetry.io/docs/concepts/signals/traces/). Produce a span, create sub-spans, measure whatever you need. Works only when `globalThis.__DEBUG_SPAN_ENABLED__ === true`, otherwise no-op. Cool stuff, try it out: ```ts // Convenient wrapper, small performance impact return DebugSpan.wrap('add', () => a + b) // Synchronous API, basically free DebugSpan.start('work') work() DebugSpan.end() // Create sub spans DebugSpan.wrap('complex', () => { const aPlusB = DebugSpan.wrap('add', () => a + b) DebugSpan.set('additionResult', () => aPlusB) // Store data return aPlusB * c }) // Access spans, data and timing const span = DebugSpan.getLast() const compelxSpan = DebugSpan.getLast('complex') console.log(complexSpan.duration, complexSpan.data['additionResult']) ``` These are virtually free and can be enabled on-demand **in production** and available in the devtools. Under the hood devtools integration is just a wrapper around [Performance API](https://developer.mozilla.org/en-US/docs/Web/API/Performance_API). For clarity data keys not prefixed by `$` are omitted from the integration. Every key prefixed with `$` must be fully JSON serializable. <img width="977" height="799" alt="image" src="https://github.com/user-attachments/assets/b4d43506-1639-4f78-a611-30e61de12a07" />
Pathfinding Playground
Interactive web-based visualization tool for exploring and comparing pathfinding algorithms.
Usage
Start the server from the project root:
# With path caching (default)
npx tsx tests/pathfinding/playground/server.ts
# Without path caching
npx tsx tests/pathfinding/playground/server.ts --no-cache
Then open http://localhost:5555 in your browser.
Options
--no-cache- Disable path caching in NavMesh to measure uncached performance
Clanker Disclosure
The source code of both the UI and the backend is mostly generated by a robot and therefore probably unmaintainable by humans. Since this is meant to be one-off playground project the author has not put additional thought into the inner workings. The UI however is very highly opinionated, if you believe a clanker could do this first pass, you live in the (possibly not far off) future.