halcon-skill

name	halcon-skill
description	Generate, refactor, run, and review HALCON HDevelop (`.hdev`) and HDevelopEVO (`.hscript`) programs with accurate operator usage, parameter defaults, value ranges, and practical vision pipelines. Use when the user asks for HDevelop or HScript code, operator selection, debugging logic, converting requirements into vision scripts, or building reusable procedures.

HALCON Vision Script Authoring Skill

Use this skill to produce production-grade HALCON vision scripts in either format:

• HDevelop (.hdev) — XML-based, run with hrun
• HDevelopEVO (.hscript) — plain-text, run with hscriptengine

Both share the same HALCON operators, data model, and control flow. The differences are in file format, procedure syntax, and import mechanism.

Target format

Ask the user which format they need if unclear. Default to .hdev unless the user mentions HDevelopEVO, HScript, .hscript, or hscriptengine.

Required scope

• Generate and edit only HALCON script artifacts unless the user explicitly asks otherwise:
  • HDevelop: .hdev (scripts), .hdvp (single procedure), .hdpl (procedure library)
  • HDevelopEVO: .hscript (scripts, procedures, and libraries — all use the same extension)
• Prefer deterministic, testable logic with explicit parameters and clear pass/fail outputs.

Testing

Check if an images folder is provided. This folder should contain images for testing/implemention and might be sorted into different classes (ok/nok, io/nio, training/test/validation). The images might further be annotated by a json or yaml file. If so, use the included content appropriately. Output images from test or implementations runs should be written in the result folder by default. Keep a text file with the output of hrun or hscriptengine for each image here as well.

Reference files

Local references in references/:

1. references/hdev_format_reference.md — .hdev XML schema (all tags, attributes, <interface> declarations, <docu> blocks), .hdvp/.hdpl procedure formats.
2. references/hscript_format_reference.md — .hscript plain-text format, procedure syntax (proc/endproc, public), from ... import * mechanism, and differences from .hdev.
3. references/hrun_reference.md — hrun CLI help, usage patterns, and authoring guidelines for headless .hdev execution.
4. references/hscriptengine_reference.md — hscriptengine CLI help, usage patterns, authoring guidelines, and comparison with hrun.

HALCONROOT documentation (available at HALCONROOT/doc/):

• Operator reference: doc/html/reference/operators/ — 2,637 HTML pages with full operator signatures, parameter descriptions, and examples. Use for operator-level details when the local references are insufficient.
• PDF manuals: doc/pdf/manuals/ — hdevelop_users_guide.pdf, programmers_guide.pdf, quick_guide.pdf, parallel_programming.pdf, etc.
• Solution guides: doc/pdf/solution_guide/ — application-focused guides for matching, measuring, 3D vision, classification, data codes, and image acquisition.

Authoring workflow

1. Convert user requirements into a pipeline with explicit phases:
   • input/acquisition
   • ROI/domain restriction
   • preprocessing
   • core detection/measurement/matching
   • decision and reporting
2. Choose operators from the detailed operator reference and keep parameters valid by construction.
3. Always investigate at least three different implementation approaches and compare their pros and cons before settling on a final solution. If you are unsure which one is the absolute best and most stable solution, ask the user for clarification or preferences.
4. Tunable parameters should always be procedure parameters with sensible defaults and a clear parameter range. In main() put all tunable parameters in a single block at the top for easy access and documentation.
5. Encapsulate repeated logic into local or external procedures.
6. Use dev_ operators for visualization and debugging. Use multiple windows if multiple different visualizations are required. Prefer dev_set_part() over cropping for visualization. Only write annotated images in main(). Follow the visualization color scheme below.
7. Add robust error handling (try/catch or return-code handling) when runtime failures are plausible.
8. Add parallelization (par_start/par_join) only for independent tasks and isolated outputs.
9. Keep output semantics explicit (ok/nok, scores, measured values, reasons).
10. main() is to be treated as a unit test. All parameters and input images set here should be global variables so they can be easily overridden when running with hrun (-D) or hscriptengine (--input).
11. The core image processing logic that should be used in production needs to be a separate procedure with at least an iconic Image input parameter and boolean JobPass output parameter.
12. There should not be any code accessing input sources (cameras) or external communication (network, industrial communication, file I/O) unless the user explicitly asks for it.
13. Ensure the code can run headless via hrun (for .hdev) or hscriptengine (for .hscript). This means: no stop() anywhere, no dev_open_dialog, no interactive operators. Use try/catch around visualization code so it degrades gracefully when no display is available.

Visualization color scheme

Use the following palette for all HALCON overlays, annotations, and result displays. Use the exact hexadecimal HALCON color codes instead of named colors such as 'green', 'red', or 'blue' when a palette color exists.

At the top of each procedure that performs visualization, declare only the colors that procedure actually uses. Name each variable by its meaning in the procedure, not by its hue or position. Prefer names such as ColorGoodDetection, ColorFailure, ColorCalculatedValue, ColorWarningLow, ColorWarningHigh, or ColorDismissedFeature; avoid names such as Green, Red, Color1, or OverlayColor.

Meaning	Source color	RGB	HALCON code
Good or accepted detection, JobPass = true	OK / green	133, 164, 7	#85A407
Error, failure, rejected detection, JobPass = false	Alarm / red	202, 51, 51	#CA3333
Calculated or measured value	Accent / blue	0, 95, 135	#005F87
Low warning or special attention	WarningLow / yellow	234, 206, 33	#EACE21
High warning or special attention	WarningHigh / orange	231, 121, 16	#E77910
Dismissed, suppressed, or otherwise excluded feature	yellow or orange according to severity	234, 206, 33 or 231, 121, 16	#EACE21 or #E77910

Use the neutral colors only when a visualization needs a background, panel, inactive element, or neutral annotation:

Source color	RGB	HALCON code
Light	218, 220, 224	#DADCE0
DarkGrey	39, 51, 56	#273338
Grey	64, 77, 83	#404D53
LightGrey	196, 199, 204	#C4C7CC
White	249, 247, 248	#F9F7F8

Use RGBA codes (#rrggbbaa) only when translucency is useful, for example when a filled region would otherwise hide the image. Keep thin contours and text opaque unless there is a specific reason not to. The standard translucent aliases use alpha 128 (80 hexadecimal):

Meaning	HALCON code
Transparent failure/red	#CA333380
Transparent good detection/green	#85A40780
Transparent calculated value/blue	#005F8780
Transparent white	#F9F7F880
Transparent low warning/yellow	#EACE2180
Transparent high warning/orange	#E7791080

When matching the predefined Qt constant AlarmTranslucent exactly, use alpha 127 (#CA33337F). When matching the generic transparentRed alias, use alpha 128 (#CA333380).

Example procedure-local declarations and use:

* Declare only colors used by this procedure.
ColorGoodDetection := '#85A407'
ColorFailure := '#CA3333'
ColorCalculatedValue := '#005F87'
ColorDismissedFeature := '#E7791080'

dev_set_color (ColorGoodDetection)
dev_display (AcceptedDetections)
dev_set_color (ColorFailure)
dev_display (FailedDetections)
dev_set_color (ColorCalculatedValue)
disp_message (WindowHandle, 'Width: ' + Width$'.2f' + ' mm', 'window', 12, 12, ColorCalculatedValue, 'false')
dev_set_color (ColorDismissedFeature)
dev_display (DismissedFeatures)

Use the same variables with set_color(WindowHandle, Color) when rendering through an explicit window handle instead of HDevelop's active graphics window.

Coding rules

• Use idiomatic HDevelop syntax (:=, tuples, vectors, dictionaries, if/for/while/switch).
• Keep procedure names, procedure parameters and variable names task-specific and stable.
• Avoid hidden global state unless required for interoperability.
• Reuse expensive handles/models (measure, metrology, matching, data code) when processing many images.
• For metric output, use calibrated transforms instead of pixel approximations.
• Never use stop() anywhere in the script. stop() halts execution and waits for user input in HDevelop, which makes the script hang indefinitely when run headless via hrun or hscriptengine. For error cases, use return () to exit a procedure or throw to propagate an error — never stop().
• Region clipping: By default (set_system('clip_region', 'true')), regions are clipped to the last-read image dimensions. If no image has been read, gen_rectangle1 and similar operators produce empty regions silently (no error). Always call read_image before generating ROIs with absolute pixel coordinates, or disable clipping with set_system('clip_region', 'false') beforehand.
• Document every procedure — including main() — and all procedure parameters. These descriptions are visible in the HDevelop/HDevelopEVO GUI and are essential for usability. Specifically:
  • For .hdev: every <procedure> (including main) must include a <docu> block. The <docu> block must contain:
    • <abstract> — detailed description of what the procedure does
    • <short> — one-line summary
    • <parameters> — a <parameter> for each interface parameter (empty <parameters/> for main if it has no interface)
    • <example> — a usage example showing how to call the procedure with realistic parameters
    • Where appropriate, also include:
      • <attention> — important notes the user must be aware of (e.g., required preprocessing, dependency on other procedures, constraints on input data)
      • <warning> — things that can go wrong or produce unexpected results (e.g., deprecated features, performance pitfalls, precision limits)
      • <references> — academic papers, documentation links, or standards that the algorithm is based on
      • <complexity> — computational complexity or performance characteristics
    • Multi-language rule: HDevelop only displays text matching the active GUI language. Every text element (<abstract>, <short>, <description>, <attention>, <warning>, <example>, <references>, <complexity>) must be provided in three variants:
      1. Without lang attribute — language-independent fallback, shown when no matching language copy exists
      2. With lang="en_US" — English copy
      3. With lang="de_DE" — German copy
    • If the user's locale is known and differs from en_US/de_DE, add a fourth copy with the user's lang tag (e.g., lang="ja_JP", lang="zh_CN").
    • This three-copy pattern is how HALCON's own built-in procedures work (see HALCONROOT/procedures/general/). Without the fallback and German copies, descriptions appear empty when the GUI is set to German.
    • Also include <keywords> (with lang="en_US" and lang="de_DE"), <chapters> (with lang="en_US" and lang="de_DE"), <see_also>, <alternatives>, <predecessor>, <successor> where applicable.
    • Parameter metadata must match the actual interface behavior. For every input and output parameter, explicitly set <sem_type> and <multivalue> (false = exactly one value, true = a tuple is required, optional = either is accepted).
    • For every input and output control parameter, also set a non-empty <type_list>, <default_type>, and <mixed_type>. Set <mixed_type>false</mixed_type> unless a multivalue tuple may actually mix types listed in <type_list>.
    • For input control parameters, add a sensible <default_value> whenever one exists; tunable and test parameters must always have one. Add <values>, <value_min>, and <value_max> when they describe real choices or enforced numeric limits.
    • For iconic parameters, use the precise semantic type (object, image, region, xld, etc.), set <multivalue> explicitly, and add image type or multichannel metadata only when it is meaningful. Do not add control-only <default_type>, <default_value>, or <mixed_type> metadata to iconic parameters.
  • For .hscript: document each procedure (including the main program section) and each parameter with // comments above or next to the proc signature. For every parameter state its direction, iconic/control type, semantic type, accepted value types, single/tuple behavior, mixed-type behavior for control tuples, purpose, range, units, and default where applicable. Provide documentation in both English and German where practical.
• Document and explain all code.

Response contract

When delivering .hdev or .hscript solutions:

• Provide complete executable snippets, not partial pseudocode.
• State critical assumptions (image type, calibration availability, expected object polarity, lighting stability).
• Name the key operators chosen and why.
• Surface parameter ranges that are likely to need tuning.
• When generating .hscript: use from ... import * for external procedures, proc/endproc for procedure definitions, and // or * for comments.

Environment variables

HALCONROOT

Points to the HALCON installation directory. Contains the core runtime, libraries, documentation, and built-in procedures.

Key subdirectories:

Path	Contents
bin/	HALCON binaries including hrun, hscriptengine, hdevelop, and runtime DLLs
HDevelopEVO/	HDevelopEVO IDE application (hdevelopevo.exe)
procedures/general/	~52 built-in reusable procedures (.hdvp/.hdpl) — display helpers (disp_message, dev_open_window_fit_image), camera utilities, deep learning helpers, etc.
procedures/dl/	Deep learning procedures — dataset handling, preprocessing, training, evaluation, visualization
procedures/templates/	Procedure templates for custom extensions
doc/pdf/manuals/	PDF manuals — hdevelop_users_guide.pdf, programmers_guide.pdf, quick_guide.pdf, parallel_programming.pdf, etc.
doc/pdf/reference/	reference_hdevelop.pdf — full operator reference
doc/pdf/solution_guide/	Solution guides for matching, measuring, 3D vision, classification, data codes, image acquisition
doc/html/	HTML documentation with searchable operator docs
help/	Operator index files (.idx, .key, .ref) used by HDevelop help system
examples/hdevelop/	Same as HALCONEXAMPLES/hdevelop/ (may be symlinked or duplicated)
images/	Sample images used by examples and documentation
calib/	Calibration data files
ocr/	Pre-trained OCR font files
dl/	Pre-trained deep learning models
lut/	Look-up tables for visualization

HALCONEXAMPLES

Points to the HALCON examples directory. Contains runnable sample scripts across all HALCON domains in both formats.

Key subdirectories:

Path	Contents
hdevelop/	941 HDevelop .hdev example scripts organized by topic
hdevelopevo/	800 HDevelopEVO .hscript example scripts — same topics plus DeepCounting/ and Runtime/ categories, with a bundled procedures/ directory
solution_guide/	Examples accompanying the solution guide PDFs, organized by topic (basics/, matching/, 3d_vision/, classification/, 1d_measuring/, 2d_measuring/, image_acquisition/)
images/	~108 image files and ~107 image subdirectories used by the example scripts
python/, c/, cpp/, c#/, vb.net/	Language-specific integration examples
hdevengine/, hscriptengine/	Engine integration examples (C++ and HScript)

Example categories (shared across hdevelop/ and hdevelopevo/): 1D-Measuring, 2D-Metrology, 3D-Matching, 3D-Object-Model, 3D-Reconstruction, Applications, Calibration, Classification, Control, Deep-Learning, Develop, File, Filters, Graphics, Identification, Image, ImageSource, Inspection, Manuals, Matching, Matrix, Morphology, OCR, Object, Regions, Segmentation, System, Tools, Transformations, Tuple, XLD

HDevelopEVO-only categories: DeepCounting/, Runtime/ (performance benchmarks)

Notable top-level scripts:

• hdevelop/explore_halcon.hdev — showcase of HALCON capabilities across many domains
• hdevelop/halcon_basic_concepts.hdev / hdevelopevo/halcon_basic_concepts.hscript — introduction to fundamental HALCON concepts
• hdevelopevo/code_snippets.hscript — IDE snippet templates for HDevelopEVO

Output style

• Prefer one clear main procedure plus small helpers.
• Group parameter block at top.
• Keep visualization optional and non-blocking for runtime mode.
• Keep decision logic explicit and auditable.
• For .hscript: use public proc for procedures intended to be imported, proc for file-local helpers. Use from './path' import * for external procedure imports.
• For .hdev: procedures are embedded as XML <procedure> elements with typed <interface> declarations.