Signal Predictor

Stage A

Choose what to predict, which market data to use, and how the model is searched.

Stage A nichei

Niche assetsbase

Market data providerPublish benchmarki

Signal Model predictors7 selected

Data window & universe11 fieldsDates, lookback, validation windows, and asset filters

Start dateEnd dateLookback yearsTrain monthsValidation monthsStep monthsPurge daysHoldout monthsEquities onlytrueExclude ETFstrueExclude India ETFstrue

Labels & horizon4 fieldsTarget horizon, label threshold, timeframe, and entry threshold

Lookahead horizonLabel min up pct

Feature timeframe1d

Stage A threshold

Stage A2 refinement5 fieldsOptional second predictor pass

Stage A2 modeStage A to A2 thresholdStage A2 horizon barsStage A2 label min up pctStage A2 predictor features CSV

Model search space13 fieldsLearning rate, regularisation, epochs, class weight, and trial budget

Stage A trial budgetStage A2 trial budgetStage A LR minStage A LR maxStage A L2 minStage A L2 maxStage A epochs minStage A epochs maxPositive weight minPositive weight maxWorkers

Stage A run budget100

Stage A seed base

Optimisation objective8 fieldsBalanced return, stability, tail-risk, and drawdown weights

Objective presetReturn weightStability weightTail-risk weightDrawdown weightConcentration weightTurnover weightNegative risk penalty

Workflow routing11 fieldsStage components, data feed, and execution path

Run modeStage A componentiStage A component keyStage B componentiStage B component keyStage A data feedStage A source run

Canvaswired

Experimenttp_sl_two_stage

Templatetp_sl_two_stage_nsga2_v1

Clusterdev

Debug Log

Notebook and run diagnostics

Local shell terminal is disabled in this build; this panel shows copyable notebook, run, and sync diagnostics.

weavers:eureka debug > diagnostics
preflight=checking Checking whether this configuration can launch.

weavers:eureka debug >