{ "metadata": { "suite": "streaming", "runtime": { "generated_at_utc": "2026-03-24T09:13:04.351797+00:00", "python_version": "3.13.5", "python_implementation": "CPython", "python_executable": "/Users/pratikbhadane/Work/Projects/ferro-ta/.venv/bin/python3", "platform": "macOS-26.3.1-arm64-arm-64bit-Mach-O", "system": "Darwin", "release": "25.3.0", "machine": "arm64", "processor": "arm", "cpu_model": "Apple M3 Max", "cpu_count_logical": 14, "total_memory_bytes": 38654705664 }, "git": { "commit": "53566b9d82898fa4f95c5190156c969a0bd8e8e3", "dirty": true, "branch": "main" }, "build": { "rustc": "rustc 1.93.1 (01f6ddf75 2026-02-11)\nbinary: rustc\ncommit-hash: 01f6ddf7588f42ae2d7eb0a2f21d44e8e96674cf\ncommit-date: 2026-02-11\nhost: aarch64-apple-darwin\nrelease: 1.93.1\nLLVM version: 21.1.8", "cargo": "cargo 1.93.1 (083ac5135 2025-12-15)", "cargo_release_profile": { "lto": true, "codegen-units": 1 }, "rustflags": null, "cargo_build_rustflags": null, "maturin_flags": null }, "packages": { "numpy": "2.2.6", "ferro-ta": "1.0.4" }, "dataset": { "n_bars": 20000, "seed": 2026 } }, "results": [ { "indicator": "StreamingSMA", "inputs": "close", "stream_total_ms": 0.9927, "batch_total_ms": 0.0166, "stream_ns_per_update": 49.63, "batch_ns_per_bar": 0.83, "updates_per_second": 20147763.43, "stream_over_batch_ratio": 59.7092 }, { "indicator": "StreamingEMA", "inputs": "close", "stream_total_ms": 0.9459, "batch_total_ms": 0.0435, "stream_ns_per_update": 47.3, "batch_ns_per_bar": 2.18, "updates_per_second": 21143503.9, "stream_over_batch_ratio": 21.7247 }, { "indicator": "StreamingRSI", "inputs": "close", "stream_total_ms": 1.0059, "batch_total_ms": 0.0991, "stream_ns_per_update": 50.3, "batch_ns_per_bar": 4.95, "updates_per_second": 19882356.06, "stream_over_batch_ratio": 10.1523 }, { "indicator": "StreamingATR", "inputs": "hlc", "stream_total_ms": 2.1574, "batch_total_ms": 0.0992, "stream_ns_per_update": 107.87, "batch_ns_per_bar": 4.96, "updates_per_second": 9270525.53, "stream_over_batch_ratio": 21.746 }, { "indicator": "StreamingVWAP", "inputs": "hlcv", "stream_total_ms": 2.6935, "batch_total_ms": 0.0252, "stream_ns_per_update": 134.68, "batch_ns_per_bar": 1.26, "updates_per_second": 7425170.07, "stream_over_batch_ratio": 106.8484 } ] }