Plotting Skill

This skill provides tools for visualizing and comparing simulation results.

Overview

The Plotting skill enables agents to:

• Plot summary metrics from simulation outputs
• Compare multiple cases on the same plot
• Visualize time-series data (rates, cumulative production, etc.)
• Resolve metric keywords automatically from user requests

Tools

plot_summary_metric

Plots one or more summary metrics from simulation outputs on the same plot.

Usage:

plot_summary_metric(
    output_dir: str,
    metric_request: str,
    manual_hint: Optional[str] = None,
    save_path: Optional[str] = None
) -> str

Parameters:

• output_dir: Directory containing simulation output files (must contain .SMSPEC file)
• metric_request: User request or summary keyword(s). For multiple metrics on one plot, use comma-separated keywords (e.g., "FOPT, FWPT" or "FOPT,FWPT")
• manual_hint: Optional manual context or retrieved snippet to help map keywords
• save_path: Optional path to save the plot image

Example:

plot_summary_metric(
    output_dir="/path/to/output",
    metric_request="FOPT, FWPT",
    save_path="/path/to/plot.png"
)

Returns: Confirmation message with plot details and save path (if provided). Displays the plot.

When to use:

• After simulation run when user asks to plot results (TOOL_DECISION_TREE.md Section 3.1)
• When user requests specific metrics (e.g., "Plot cumulative oil production")
• For visualizing time-series data from completed simulations

Metric Keywords: Common summary keywords include:

• FOPT: Cumulative oil production
• FOPR: Oil production rate
• FWPT: Cumulative water production
• FWPR: Water production rate
• FGPT: Cumulative gas production
• FGPR: Gas production rate
• WBHP: Well bottom-hole pressure
• WOPR: Well oil production rate

plot_compare_summary_metric

Plots a summary metric for two or more cases on the same axes for comparison.

Usage:

plot_compare_summary_metric(
    output_dir: str,
    metric_request: str,
    case_stems: Optional[str] = None,
    case_paths: Optional[str] = None,
    save_path: Optional[str] = None
) -> str

Parameters:

• output_dir: Directory to save the plot and, when not using case_paths, directory containing .SMSPEC files to compare
• metric_request: Summary keyword to compare (e.g., "FOPT" for cumulative oil, "FOPR" for oil rate)
• case_stems: Comma-separated case name stems to compare (e.g., "SPE10_TOPLAYER,SPE10_TOPLAYER_AGENT_GENERATED"). If omitted and case_paths not set, all .SMSPEC files in output_dir are compared.
• case_paths: Comma-separated paths to simulator input files (or .SMSPEC) for the cases to compare. Use when comparing cases from different directories (e.g., "BASE/SPE10.DATA,INFILL/SPE10_INFILL.DATA").
• save_path: Optional path to save the comparison plot image

Example:

plot_compare_summary_metric(
    output_dir="/path/to/output",
    metric_request="FOPT",
    case_stems="SPE10_TOPLAYER,SPE10_TOPLAYER_AGENT_GENERATED"
)

Returns: Confirmation message with comparison plot details and save path (if provided). Displays the plot with different line styles for each case.

When to use:

• After running multiple cases when user asks to compare (Section 3.1)
• For comparing baseline vs modified scenarios
• When analyzing differences between simulation cases

Workflow Integration

This skill integrates with the Simulator Agent's decision tree (TOOL_DECISION_TREE.md):

1. Plot Results (Section 3.1):

   User asks to plot → plot_summary_metric (if run_and_heal exists in history)
   

2. Compare Cases (Section 3.1):

   User asks to compare → plot_compare_summary_metric (if multiple cases available)
   

3. After Simulation (Section 3.3):

   run_and_heal → summarize → "Do you want me to plot the results?"
   

Implementation Details

Tools are implemented as LangChain tools with Pydantic input schemas. The skill uses:

• EclReader: Apache-2.0 reader for .SMSPEC/.UNSMRY summary files
• Matplotlib: For generating plots
• Metric resolution: Automatic keyword mapping from user requests
• Time axis handling: Supports both date-based and step-based time axes

Error Handling

All tools return descriptive error messages if:

• Output directories are not found
• .SMSPEC files are missing
• Requested metrics are not available
• Case files cannot be found
• Plot generation fails

Metric Resolution

The tool automatically resolves metric keywords from user requests:

• Direct keywords (e.g., "FOPT") are used as-is
• Natural language (e.g., "cumulative oil production") is mapped to keywords
• Manual hints from simulator_manual can help with keyword mapping
• Multiple metrics can be plotted together using comma-separated keywords

References

• Tool Decision Tree - Routing logic
• Simulation Tools README - Detailed tool documentation