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datagrok-logging
Guide for logging errors, warnings, and info messages in Datagrok packages
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
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Guide for logging errors, warnings, and info messages in Datagrok packages
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Use whenever you need the Datagrok browser to actually execute JavaScript — adding viewers, filtering, modifying the view, or returning a result widget to the chat. Open this skill before calling the datagrok_exec tool.
Filter rows of a Datagrok DataFrame inside a datagrok-exec block through the Filters panel — by range, equals/contains/in-set, multi-value, boolean, free-text row expressions, or substructure (SMILES / SMARTS / molblock). Also covers clearing, inverting, the show-only-filtered vs destructive-drop split, and the filter event lifecycle (onRowsFiltering / onFilterChanged / onRowsFiltered). Use whenever the user says "filter", "show only", "hide rows where", "narrow to subset", "find rows that", "contains", "substructure search", "categorical filter", "range filter", "invert", "clear the filter", "clear filters", "drop rows", or asks for the filtered subset as a new table. Does NOT cover selection (separate skill) or generic DataFrame cloning (datagrok-df-and-columns).
Add a calculated, formula-based column to a dataframe inside a datagrok-exec block. Use whenever the user asks to compute, derive, add, or create a new column from existing columns — LipE, ratios, log/round, heavy atom count, any expression in the Datagrok formula DSL. Replaces hand-written addNewFloat/addNewInt + for-loop with a single formula-attached column that recomputes when source columns change.
Find, describe, add, remove, rename, clone, or set metadata on columns of a Datagrok DataFrame inside a datagrok-exec block. Use whenever the user asks to locate "the X column", summarize a column, add a typed/empty/values-filled/virtual column, set semantic type / units / format / friendly name, apply linear or categorical or conditional color coding, drop or rename columns, or copy a DataFrame. Covers everything in DataFrame.columns and Column.meta — but not row filtering/selection (datagrok-filtering, datagrok-selection) and not formula-only columns (datagrok-calc-column).
Sort, hide, show, reorder, resize, pin, format, and color-code columns in a Datagrok TableView grid from a datagrok-exec block. Use whenever the user asks to sort by a column (any direction), multi-sort, hide / show / reorder / pin / resize columns, freeze the first N columns, change number-format display, color-code cells (defaults and grid-only tint here; full per-type reference in datagrok-df-and-columns), set row height, or reset the grid back to defaults. Distinct from datagrok-df-and-columns (which owns column-level data metadata like semType, units, friendlyName, and is also where canonical color-coding lives) and from datagrok-viewers (which owns scatter plot / histogram / etc.). Does NOT cover filtering (`datagrok-filtering`), selection (`datagrok-selection`), custom cell renderer authoring (`create-cell-renderer`), saving / restoring layouts, or grid event handlers.
Add a viewer, configure a viewer, change viewer options, find viewer, close viewer, view a scatter plot, bar chart, histogram, line chart, box plot, pie chart, heat map, correlation plot, 3D scatter, trellis, density plot, statistics, on a Datagrok TableView inside a datagrok-exec block. Use whenever the user asks to plot, chart, visualize, show a graph, draw a distribution, color by a column, swap a viewer's axis, toggle a legend / regression line / log scale, replace one viewer with another, close every chart, reset the view to just the grid, or find an existing viewer by type. Plugin viewers like "Chem space", "sequence space", "activity cliffs" are NOT viewer types — they're registered functions — route those to `grok.functions.call`. Does NOT cover filtering (separate skill `datagrok-filtering`), selection (`datagrok-selection`), grid cell rendering (`datagrok-grid-customization`), layout save/restore, or custom-viewer authoring.
| name | datagrok-logging |
| description | Guide for logging errors, warnings, and info messages in Datagrok packages |
| when-to-use | When user asks about logging, error handling, notifications, or progress indicators |
| effort | low |
Help the user choose and implement the correct logging/notification approach in Datagrok packages.
/datagrok-logging
Toast notifications shown to the user. Primary methods for communicating from package code.
import * as grok from 'datagrok-api/grok';
// Green balloon — success or informational
grok.shell.info('Operation completed');
// Red balloon — error
grok.shell.error('Something went wrong');
// Yellow balloon — warning
grok.shell.warning('Check your settings');
All three accept string | HTMLElement and an optional BalloonOptions:
interface BalloonOptions {
oneTimeKey?: string; // Show only once per key (prevents repeated identical messages)
copyText?: string; // Text copied to clipboard on click
autoHide?: boolean; // Auto-hide after timeout (default: true)
timeout?: number; // Timeout in seconds (default: 5)
}
grok.shell.error('Failed to connect', { timeout: 10 });
grok.shell.info('Copied!', { oneTimeKey: 'copy-hint', autoHide: true });
For audit trails, usage tracking, and debug logging recorded on the Datagrok server. These do NOT show UI notifications.
import * as DG from 'datagrok-api/dg';
// Create a logger (optionally with default params attached to every entry)
const logger = DG.Logger.create({ params: { source: 'MyPackage' } });
// Log levels
logger.debug('Detailed diagnostic info', { step: 'init' });
logger.info('Normal operation', { action: 'loaded' });
logger.warning('Potential issue', { config: 'missing' });
logger.error('Something failed', { context: 'upload' }, stackTrace);
logger.audit('User did something', { item: 'report' });
logger.usage('Feature used', { feature: 'export' });
Automatically tags log entries with the package name:
const logger = new DG.PackageLogger(_package);
logger.error('Connection failed'); // tagged with package name
DG.LOG_LEVEL.DEBUG // 'debug'
DG.LOG_LEVEL.INFO // 'info'
DG.LOG_LEVEL.WARNING // 'warning'
DG.LOG_LEVEL.ERROR // 'error'
DG.LOG_LEVEL.AUDIT // 'audit'
DG.LOG_LEVEL.USAGE // 'usage'
For long-running operations with status updates shown in the task bar:
const pi = DG.TaskBarProgressIndicator.create('Processing...', { cancelable: true });
pi.update(50, 'Half done');
pi.log('Step 1 finished'); // Append to progress log
pi.close();
Subscribe to all log events in real time:
grok.events.onLog.subscribe((msg) => {
console.log(`[${msg.level}] ${msg.message}`, msg.params);
});
| Scenario | Method |
|---|---|
| Tell the user something succeeded | grok.shell.info() |
| Show a user-facing error | grok.shell.error() |
| Show a user-facing warning | grok.shell.warning() |
| Log for debugging (server-side) | logger.debug() / logger.info() |
| Record errors for diagnostics | logger.error(message, params, stackTrace) |
| Track feature usage | logger.usage() |
| Audit user actions | logger.audit() |
| Show progress for long ops | DG.TaskBarProgressIndicator |
| Internal dev logging (not recorded) | console.log() / console.warn() |
console.log for production logging — use DG.Logger for server-side or grok.shell.* for user-facing.console.warn / console.error are acceptable for development diagnostics but won't be recorded on the server.grok.shell.warning() over grok.shell.error() for non-critical issues (e.g., missing optional config).grok.shell.error() for failures that block the user's workflow.oneTimeKey when a notification could fire repeatedly (e.g., in a loop or event handler).