examples: migrate to the native data layer (drop ws/coder-websocket/jackson/jsonlite) (#316)
Stacked on #315 (the native Binance REST fetcher). Retarget to `main` once #315 merges. Migrates the runnable examples off third-party data-I/O packages onto Wickra's native data layer (`CandleReader`, `Resampler`, `BinanceFeed`, `fetch_*klines`). ## Third-party packages removed (the zero-dep selling point) - **Node**: `ws` (live feed → BinanceFeed) — dropped from package.json + lockfile - **Go**: `github.com/coder/websocket` — dropped from go.mod / go.sum (`go mod tidy`) - **Java**: `jackson-databind` (live feed + REST fetch) — dropped from pom.xml - **R**: `jsonlite` + `websocket` + `later` — dropped from the README notes Each language's CSV loading now goes through `CandleReader`, manual resampling through `Resampler`, the live feed through `BinanceFeed`, and (Java/R) the REST download through the native fetcher. ## Verification Ran the offline examples per language against the bundled data — backtest and multi_timeframe produce identical output across Python / Node / Go / Java / R (e.g. ATR(14) last 345.1010; 1h→5m resamples to 240 bars, →15m to 80 bars). C# / C / WASM (stdlib-only, no third-party deps to remove) follow in this branch. Note: the streaming `strategy_*` examples have pre-existing candle-indicator runtime bugs (CI only syntax-smokes them); the CSV migration preserves their shape and leaves those bugs for a separate fix.
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@@ -25,20 +25,26 @@ static Bar[] Resample(Bar[] source, int factor)
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return source;
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}
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// Native Resampler: bucket by an absolute timeframe (the synthetic bars step
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// 60_000 ms, so factor minutes == factor*60_000 ms). No hand-written bucketing.
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using var r = new Resampler((long)factor * 60_000);
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var output = new List<Bar>();
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for (var i = 0; i < source.Length; i += factor)
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foreach (var b in source)
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{
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var end = Math.Min(i + factor, source.Length);
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double high = double.MinValue, low = double.MaxValue, volume = 0;
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for (var j = i; j < end; j++)
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var c = r.Update(b.Open, b.High, b.Low, b.Close, b.Volume, b.Timestamp);
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if (c is not null)
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{
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high = Math.Max(high, source[j].High);
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low = Math.Min(low, source[j].Low);
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volume += source[j].Volume;
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output.Add(ToBar(c.Value));
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}
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}
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output.Add(new Bar(source[i].Open, high, low, source[end - 1].Close, volume, source[i].Timestamp));
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var last = r.Flush();
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if (last is not null)
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{
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output.Add(ToBar(last.Value));
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}
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return output.ToArray();
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}
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static Bar ToBar(Candle c) => new(c.Open, c.High, c.Low, c.Close, c.Volume, (long)c.Timestamp);
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