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QuaScript

Market Efficiency Field

Admin's Choice NewFree

Runs tests on 24 horizons: trending glows green, mean reversion magenta

HFT MicrostructureOwn pane WebGPU CanvasHybridDashboardHeatmapSignalsAlerts
quascripthftwebgpuruns-testefficiencyvariance-ratio

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Language
QuaScript
Engine
Native C++, incremental on live ticks
Rendering
WebGPU + Canvas
Placement
Own pane
Settings
4
Plots
50
Lines of code
57
Source
presets/analysis/hft/market_efficiency_field.qs
Market Efficiency Fieldengine result
Loading the engine result…
quatick-charts · QuaScript engine on synthetic 1-minute bars · drag to pan · scroll to zoom · Run executes the script on the engine (⌘/Ctrl+Enter while editing)

About

Is price trending or mean-reverting, and on which time scale? Each of twenty-four rows is a Wald-Wolfowitz runs test on the signs of the last N price changes (N from 16 to ~370): green cells have fewer direction changes than chance (moves cluster, momentum works), magenta cells have more (moves alternate, fading works), dark cells are a random walk. Reading up the field shows the horizon at which the market stops being efficient, which is the horizon to trade. The line is the Lo-MacKinlay variance ratio (1 = random walk) as a cross-check.

50
Plotted series
2
Signal marks
1
Drawings
2
Alert rules
4
Settings
48
Lines of code

What it draws

Own pane · counted from the engine's plot table and the script's draw calls

Series

  • Line1 visible · 49 helper
    Variance ratio
  • Band fills (render.band calls)1
Legend
Variance ratio

Signal marks

Momentum regimeMean-reversion regime

Drawings and chart effects

  • Dashboard tables1 created

How it runs

From source to the live chart, for this script

  1. 1
    Compile

    The QuaScript compiler checks the 57-line script (48 lines of code) and lowers it for the native C++ engine. Compile errors point at the exact line and column.

  2. 2
    Place

    The header sets pane = hpane with height = 0.26 (26% of the chart), so the output gets its own pane under the price with its own scale.

  3. 3
    Compute

    The script runs once per bar, oldest to newest. Each bar also runs one loop (1 for). 1 persist variable keeps state (objects, counters) across bars. Helper function: heat().

  4. 4
    Stay live

    On the terminal the script keeps one live engine session: a tick rolls the forming bar back to its checkpoint and re-executes only that bar, and new bars are appended, so history is never rerun while the market moves. The live result is identical to a full run.

  5. 5
    Render

    The results are handed to the chart: series on WebGPU, drawings on the Canvas 2D QuaScript layer.

  6. 6
    Tune

    4 settings in 3 groups appear in the chart's settings dialog. Changing one reruns the engine with the new value.

Rendering

Hybrid: this script draws on 2 surfaces at once

WebGPUSeries renderer

The browser's modern GPU API. The chart uploads every line, band and mark of the script as GPU buffers and draws them in one pass, so dense heatmaps and dozens of series stay smooth while you pan and zoom. Without WebGPU support the chart's GPU layer falls back to WebGL 2, then Canvas 2D.

In this script
  • • 50 plotted series
  • • 1 band fill call
  • • 2 signal mark types

Chosen by render = webgpu in the header.

WebGLNot used

GPU drawing through WebGL 2, available in every current browser. Used for chart-native profiles and for series that ask for it with backend = "webgl". Fast for large numbers of bars and wide fills.

CanvasUsed

The browser's 2D drawing API. Text-heavy and object-style output (dashboard tables, zones, tags, segments), candle colors and backgrounds are painted by the QuaScript layer, a Canvas 2D surface over the chart. Series use Canvas when the script's header does not ask for a GPU.

In this script
  • • 1 dashboard tables (QuaScript layer)

Alerts

2 alert rules declared with alert.rule

Momentum regime

Half of the horizons show clustered (trending) moves

Mean-reversion regime

Half of the horizons show alternating (mean-reverting) moves

Settings

4 settings, grouped as in the chart's settings dialog

General
SettingTypeDefaultRange / optionsId
SourcePrice sourceclose—source
Field
SettingTypeDefaultRange / optionsId
Shortest windowInteger168 – 200shortest_window
Window ratioNumber1.151.03 – 1.5, step 0.01window_ratio
Cross-check
SettingTypeDefaultRange / optionsId
Variance ratio windowInteger10020 – 2000variance_ratio_window

Script

packages/quascript/presets/analysis/hft/market_efficiency_field.qs

Header

analysis "Market Efficiency Field" {
    pane = hpane
    height = 0.26
    render = webgpu
}
Total lines
57
Code lines
48
Comment lines
6
Helper functions
1
Loops
1
Persistent variables
1
Higher-interval feeds
0
Engine plots
50

Built with

Microstructure kernels (hft.*)
hft.runs_testhft.variance_ratio
Math (math.*)
math.absmath.clampmath.is_namath.maxmath.powmath.round

Discussion

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