chartpipe 0.1.1

Chart visualization toolkit for quantitative trading analysis

ChartPipe

A professional chart visualization toolkit for quantitative trading analysis. Seamlessly integrates with seamflux CLI and quantpipe via Unix pipes.

Pipeline contract (CLI flags, JSON envelope, exit codes, runs/<runId>/ layout) is defined in the repo root rule.md. ChartPipe uses schemaVersion: 1 on stdout when --json is set.

Features overview

Area	What ChartPipe does
OHLCV	Candlestick charts with optional moving averages and volume (mplfinance)
Indicators	RSI, MACD, Bollinger Bands (single or --indicator all)
Backtest	Equity curve, drawdown, trade markers from JSON or runs/<id>/ CSVs
Stats	Returns distribution, price distribution, monthly returns heatmap
Volatility	Historical vol, rolling vol, volatility cone
Compare	Multi-asset price overlay, correlation matrix, relative strength vs benchmark
Volume	VWAP with bands, volume profile, on-balance volume (OBV)
Drawdown	Underwater curve, recovery-time distribution, top-N drawdowns on price
Calendar	Returns by weekday, month, or intraday hour
Regime	Trend (ADX), volatility regime, MA-cross bull/bear
Themes	Dark and light
Pipelines	--json single-line envelope; optional --dry-run; global or per-command -o / --json / --dry-run
Input	Auto-detects Binance-style klines, wrapped JSON (data, result, ohlcv, candles), Polymarket-style price history, generic OHLCV

Installation

From source (development)

cd chartpipe
pip install -e .

Using requirements.txt

pip install -r requirements.txt

Quick start

Integration with seamflux

# OHLCV candlestick
seamflux invoke binance fetchOhlcv --pipe -p symbol=BTC/USDT -p interval=1h -p limit=200 | chartpipe ohlcv --stdin

# RSI
seamflux invoke binance fetchOhlcv --pipe -p symbol=BTC/USDT -p interval=1h -p limit=200 | chartpipe indicators --indicator rsi --stdin

# Returns distribution
seamflux invoke binance fetchOhlcv --pipe -p symbol=BTC/USDT -p interval=1h -p limit=500 | chartpipe stats --type returns --stdin

# JSON output (one line on stdout; parse with jq)
seamflux invoke binance fetchOhlcv --pipe -p symbol=BTC/USDT -p interval=1h -p limit=200 | chartpipe ohlcv --stdin --json

Integration with quantpipe

# Recommended (rule.md): quantpipe writes equity.csv / trades.csv under runs/<id>/
quantpipe backtest --data btc_history.json --strategy ma_cross --run-dir runs/my-run --json
chartpipe backtest --run-dir runs/my-run --json

# Stdin: quantpipe JSON line that includes artifacts.equity (paths from --run-dir/--run-id)
quantpipe backtest --data btc_history.json --strategy ma_cross --run-dir runs/my-run --json | chartpipe backtest --stdin --json

Note: quantpipe --json without --run-dir / --run-id does not emit equity.csv; chartpipe backtest --stdin then fails with a clear error—use --run-dir on quantpipe or chartpipe backtest --run-dir.

Global CLI

Options (group level)

Option	Description
--version	Show version and exit
--json	Machine-readable JSON envelope on stdout (single line); debug on stderr
-o, --output-dir PATH	Directory for charts (default: ./charts). Works as chartpipe -o DIR <cmd> or chartpipe <cmd> -o DIR.
-v, --verbose	Debug logs on stderr
--dry-run	Validate input only; do not write chart files

Most subcommands also accept their own --json, --dry-run, and -o. --json and --dry-run are enabled if either the global or the subcommand flag is set (logical OR). -o on the subcommand wins when provided; otherwise the global --output-dir applies.

Exit codes

Code	Meaning
0	Success
1	General failure (I/O, plot error, bad args)
2	Input / schema mismatch
3	Missing optional dependency (e.g. mplfinance for OHLCV)

Run chartpipe --help for the full epilog.

Headless rendering

charts.py sets matplotlib to the Agg backend by default so charts run without a display. You may set MPLBACKEND=Agg in the environment if needed.

Commands (complete reference)

Common input pattern for OHLCV-based commands:

• --data PATH / -d or --input (alias): JSON file
• --stdin: read JSON from stdin
• If neither file nor --stdin is given, stdin is still read when used in a pipe (same as --stdin behavior in implementations that treat “no path” as stdin)

chartpipe ohlcv — candlestick charts

Professional OHLCV charts with optional moving averages and volume.

Option	Description
--data PATH, -d	OHLCV JSON file
--input PATH	Alias for --data
--stdin	Read from stdin
--title, -t	Title (default: Price Chart)
--volume / --no-volume	Volume subplot (default: on)
--ma INT	Moving average period (repeatable; default periods: 20, 50)
--theme	dark or light
-o, --output-dir	Output directory (overrides global)
--json	JSON line on stdout
--dry-run	Validate only

chartpipe ohlcv --data ohlcv.json --title "BTC/USDT" --ma 20 --ma 50 --volume
seamflux invoke binance fetchOhlcv --pipe ... | chartpipe ohlcv --stdin --theme dark

chartpipe indicators — RSI, MACD, Bollinger Bands

Option	Description
--indicator, -i	rsi, macd, bb, or all
--period, -p	RSI period (default: 14)
--data, --input, --stdin	Same as ohlcv
--title, -t	Title
--theme	dark / light
-o, --output-dir, --json, --dry-run	As above

--indicator all produces three charts; JSON artifacts uses keys rsi, macd, bb.

chartpipe backtest — equity, drawdown, trades

Sources:

• --run-dir: equity.csv, optional trades.csv, optional summary.json (quantpipe layout)
• --data / --stdin: JSON envelope or legacy backtest JSON (parsed by backtest_input.py)

Option	Description
--run-dir PATH	Load CSVs from a run directory
--data, --input, --stdin	JSON file or stdin
--title, -t	Override title (else from summary.json or default)
--theme	dark / light
-o, --output-dir, --json, --dry-run	As above

Requires a valid equity series (equity column after load).

chartpipe stats — statistical charts

Option	Description
--type	returns, distribution, monthly, or all
--data, --input, --stdin	OHLCV JSON
--title, -t, --theme, -o, --json, --dry-run	As above

--type all → artifact keys returns, distribution, monthly.

chartpipe volatility — volatility analysis

Option	Description
--type	history, rolling, cone, or all
--window, -w	Rolling window (default: 20)
--annualize, -a	Annualization factor (default: 252, daily)
--data, --input, --stdin	OHLCV JSON (needs close)
--title, -t, --theme, -o, --json, --dry-run	As above

--type all → artifact keys history, rolling, cone.

chartpipe compare — multi-asset comparison

Input formats:

• Object whose values are OHLCV lists: {"BTCUSDT": [...], "ETHUSDT": [...]}
• Or {"data": { "SYM": [...], ... } }
• Single-asset list or dict is treated as one series (symbol unknown or symbol field if present)

Option	Description
--type	price, correlation, rs, or all
--benchmark, -b	Benchmark symbol for relative strength (for rs, defaults to first asset if omitted)
--normalize, -n	Normalize series to start at 100 (price charts)
--data, --input, --stdin	Multi-asset or single-asset JSON
--title, -t, --theme, -o, --json, --dry-run	As above

Rules: correlation and all require at least two assets. For --type all, correlation is included only if ≥2 assets; rs only if --benchmark is in the asset set (or defaulted and present).

chartpipe volume — VWAP, profile, OBV

Option	Description
--type	vwap, profile, obv, or all
--bands, -b	VWAP standard-deviation bands count (default: 3)
--session, -s	daily, weekly, or none — session reset for VWAP
--data, --input, --stdin	OHLCV JSON
--title, -t, --theme, -o, --json, --dry-run	As above

Columns: close and volume always; high and low also required for vwap and profile.

chartpipe drawdown — drawdown analytics

Option	Description
--type	underwater, recovery, top, or all
--top, -t	Number of top drawdowns for top type (default: 5)
--from-equity	Input is already an equity curve (use equity or close column)
--data, --input, --stdin	OHLCV (default) or equity series with --from-equity
--title, --theme, -o, --json, --dry-run	As above

Without --from-equity, equity is synthesized from close returns (cumulative, starting at 100).

chartpipe calendar — calendar effects

Option	Description
--type	weekday, month, intraday, or all
--agg	mean, sum, or median — aggregation for returns
--data, --input, --stdin	OHLCV with parseable datetime index
--title, -t, --theme, -o, --json, --dry-run	As above

Note: Data must normalize to a datetime index after timestamp parsing. For --type all, intraday is included only if the index has hour components and there are more than 24 rows.

chartpipe regime — market regime

Option	Description
--type	trend, volatility, ma-cross, or all
--period, -p	Period for ADX / related (default: 14)
--fast / --slow	Fast/slow MA for ma-cross (default: 20 / 50)
--data, --input, --stdin	OHLCV JSON
--title, -t, --theme, -o, --json, --dry-run	As above

Columns: close always; high and low required for trend and ma-cross.

Semantics: trend — ADX-style trend strength; volatility — high/low vol classification; ma-cross — bull/bear from MA crossovers.

Data formats

ChartPipe accepts JSON parsed from a string, file, or stdin. parse_input_text loads JSON; nested shapes are unwrapped by json_payload_to_dataframe.

Wrapper objects (single series)

If the root is a dict, the table rows may come from:

Key	Use
data	pd.DataFrame(data["data"])
result	Recurse into result (also used by unwrap_upstream_json in pipeline code)
ohlcv	pd.DataFrame(data["ohlcv"])
candles	Binance-style array rows (first six columns → timestamp, open, high, low, close, volume)
history	Polymarket-style list of points (e.g. {t, p}) → DataFrame

Standard OHLCV list

[
  {"timestamp": "2024-01-01", "open": 42000, "high": 43000, "low": 41000, "close": 42500, "volume": 1000}
]

Binance-style objects

[
  {"t": 1704067200000, "o": "42000.00", "h": "43000.00", "l": "41000.00", "c": "42500.00", "v": "1000.00"}
]

Epoch milliseconds in t / T are detected and converted appropriately for plotting.

Polymarket-style price history

Rows with p / P (price) and no full OHLCV: ChartPipe synthesizes open/high/low/close from price and sets volume to 0 if missing.

Multi-asset JSON (compare)

{
  "BTCUSDT": [{"timestamp": "...", "close": 42000, "open": 41900, "high": 42100, "low": 41800, "volume": 100}],
  "ETHUSDT": [{"timestamp": "...", "close": 2800, "open": 2790, "high": 2810, "low": 2780, "volume": 200}]
}

Backtest JSON (file/stdin)

Legacy or quantpipe-style payloads with equity curve and optional trades—see backtest_input.py. Run directory layout is preferred for quantpipe (equity.csv, trades.csv, summary.json).

Column name mapping (excerpt)

Canonical	Aliases
timestamp	t, T, time, Time
open	o, O, Open
high	h, H, High
low	l, L, Low
close	c, C, Close
volume	v, V, vol, Volume
price (Polymarket)	p, P → synthesized OHLCV

Output

Human-readable

Chart saved: /path/to/charts/ohlcv_20260317_130405.png

JSON (--json)

• One JSON object per invocation on stdout (single line by default).
• Success: schemaVersion, tool, command, ok: true, optional artifacts, meta (startedAt, finishedAt; dryRun: true when applicable), optional data (dry-run diagnostics).
• Chart paths in artifacts are relative to cwd unless absolute.
• Single-chart commands use artifacts.chart unless noted above (indicators all, stats all, etc. use multiple keys).
• Failure: ok: false, error: { "code", "message" } (e.g. INVALID_INPUT, MISSING_FILE, MISSING_DEPENDENCY, PLOT_ERROR).

Migration: older releases used {"img": "..."}; prefer artifacts.chart or the multi-key maps for all modes.

Upstream JSON unwrap

If stdin/file is a seamflux-style {"result": { ... }}, inner result may be unwrapped for pipeline compatibility (unwrap_upstream_json).

Package layout

chartpipe/
├── src/chartpipe/
│   ├── cli.py
│   ├── cli_exit.py
│   ├── core/
│   │   ├── backtest_input.py
│   │   ├── charts.py
│   │   ├── input_data.py
│   │   ├── pipeline_json.py
│   │   └── styles.py
│   └── commands/
│       ├── ohlcv.py
│       ├── indicators.py
│       ├── backtest.py
│       ├── stats.py
│       ├── volatility.py
│       ├── compare.py
│       ├── volume.py
│       ├── drawdown.py
│       ├── calendar.py
│       └── regime.py
├── tests/
├── requirements.txt
├── requirements-dev.txt
├── pytest.ini
├── setup.py
└── README.md

Tests

pip install -r requirements-dev.txt
pytest

Requirements

• Python >= 3.10
• pandas >= 2.0.0
• numpy >= 1.24.0
• matplotlib >= 3.7.0
• mplfinance >= 0.12.10b0
• seaborn >= 0.12.0
• click >= 8.0.0

License

MIT License

Contributing

Contributions are welcome. Please open a Pull Request.

Changelog

Current (0.1.0+)

• Subcommands: ohlcv, indicators, backtest, stats, volatility, compare, volume, drawdown, calendar, regime
• Pipeline JSON, exit codes, dry-run, global/per-command output and JSON flags
• Input normalization: Binance klines, wrappers, Polymarket price history, multi-asset compare

v0.1.0

• Initial release: OHLCV, indicators, backtest, stats, themes, JSON output