AISTOCK CONTROL PANEL

AiStockCN

Systematic Equity Research Platform

From raw data to live trades. A full-stack quant research and execution system with feature pipelines, model training, walk-forward backtests, signal ranking, and broker-connected deployment.

Tech Stack: Python, TypeScript, Next.js, React, FastAPI, Uvicorn, Pandas, PyArrow, LightGBM, scikit-learn, BaoStock, AKShare, parquet-based data pipelines, workflow orchestration, paper-trading automation, Docker, and Docker Compose.

Live System Surface

Quant Engine Snapshot

Research Data Snapshot

Stocks in universe5,204
Kline files5,212
Valuation files5,212
Latest inference dateMay 19, 2026
Top saved features20

Pipeline State

Idle

aistockcn-full-market-3y-20260519T100825Z

Universe Progress

100%

5,204/5,204 done

Data Coverage

5,212

3.41 GB local store

Active Signals

5,167

Latest date May 19, 2026

Model Health

0.596

Latest saved training metadata

Pipeline Telemetry

Idle
Last state update: May 19, 2026, 20:36Last code: 688981Remaining: 0Log source: docker
688981 completed, note: reference_cache_stale_until:2026-05-13
Pass 1 finished, completed 5204/5204, remaining for retry: 0
Starting pass 2/5, pending stocks: 0
{
  "finished": true,
  "total_codes": 5204,
  "done_codes": 5204,
  "remaining_codes": 0,
  "state_file": "quant_data/batch_state/all_a_3y_state.json",
  "last_code": "688981"
}
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Latest Kline Preview · 000001

Visitor Preview
Rows: 87Latest: May 19, 2026Date range: Jan 5, 2026 to May 19, 2026
datecodeexchangeopenhighlowclosevolume
May 19, 2026, 08:00000001sz10.8310.9210.8310.8679,352,913
May 18, 2026, 08:00000001sz10.9610.9710.8210.8685,638,157
May 15, 2026, 08:00000001sz11.0511.1110.9610.9997,474,176
May 14, 2026, 08:00000001sz11.1411.1511.0511.0579,436,841
May 13, 2026, 08:00000001sz11.2511.2811.1111.14101,797,392
May 12, 2026, 08:00000001sz11.2811.3611.2111.25102,903,842
May 11, 2026, 08:00000001sz11.2911.3111.1611.2893,186,521
May 8, 2026, 08:00000001sz11.3411.4211.311.379,881,986