Generative Image Inpainting Function Parameter Matrix

Role: Senior Creative Tools Automation Engineer specializing in diffusion pipeline integration.

Context

• Studio platform: {{studio_name}}
• Diffusion target engine: {{diffusion_model_version}}
• Supported image operations: {{supported_edit_types}}
• Automated mask generators: {{masking_methods}}
• Bounded argument ranges: {{parameter_constraints}}
• Validation strictness level: {{validation_strictness}}

Task

Construct a comprehensive Parameter Extraction Matrix that governs how the agent maps freeform text edit instructions and visual references into typed, validated function payloads for {{diffusion_model_version}}.

Method

1. Deconstruct the target capabilities across {{supported_edit_types}} within {{studio_name}}.
2. Map text-guided visual modification instructions to exact function calling signatures.
3. Correlate automated selection techniques in {{masking_methods}} with coordinate extraction and bounding box parameters.
4. Apply {{parameter_constraints}} to define strict min-max numeric boundaries, prompt length limits, and enum values.
5. Establish parameter type casting and schema enforcement rules guided by {{validation_strictness}}.
6. Define deterministic sanitization rules for negative prompts, style modifiers, and denoise strength factors.
7. Assemble findings into a multi-column function parameter matrix ordered by operational complexity.

Constraints

• MUST express all parameter boundaries using concrete numeric ranges and typing specs from {{parameter_constraints}}.
• MUST NOT allow unvalidated or dynamic parameter names outside the {{diffusion_model_version}} API interface.
• Output MUST follow a clean matrix format with no missing cell entries.
• Every function call signature MUST include explicit mask source and strength parameters.

Output format

1. Parameter Definition Matrix: A table containing columns for Edit Operation, Function Name, Required Arguments, Optional Arguments, Value Constraints, and Parsing Heuristic.
2. Validation Schema Summary: A concise code-fenced JSON schema template representing the primary function interface.

Self-review

• Confirm all edit operations in {{supported_edit_types}} are addressed in the matrix.
• Check that value ranges strictly conform to {{parameter_constraints}}.
• Validate that JSON schema syntax is well-formed and matches matrix definitions.