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			2 Commits
		
	
	
		
			v0.4.0
			...
			feat/depth
		
	
	| Author | SHA1 | Date | |
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| 32eb2f618f | |||
| 2c9c7d9078 | 
@@ -1,6 +1,2 @@
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venv
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					venv
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dist/*
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build-docker.sh
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Dockerfile
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								.gitignore
									
									
									
									
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								.gitignore
									
									
									
									
										vendored
									
									
								
							@@ -3,6 +3,3 @@
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*.egg-info
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					*.egg-info
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.idea
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					.idea
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*/__pycache__/
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					*/__pycache__/
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/dist/
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build
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__pycache__
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								.pylintrc
									
									
									
									
									
								
							
							
						
						
									
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								.pylintrc
									
									
									
									
									
								
							@@ -1,618 +0,0 @@
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[MAIN]
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# Analyse import fallback blocks. This can be used to support both Python 2 and
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# 3 compatible code, which means that the block might have code that exists
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# only in one or another interpreter, leading to false positives when analysed.
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analyse-fallback-blocks=no
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# Load and enable all available extensions. Use --list-extensions to see a list
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# all available extensions.
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			||||||
#enable-all-extensions=
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					 | 
				
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# In error mode, messages with a category besides ERROR or FATAL are
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# suppressed, and no reports are done by default. Error mode is compatible with
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# disabling specific errors.
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#errors-only=
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					 | 
				
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# Always return a 0 (non-error) status code, even if lint errors are found.
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# This is primarily useful in continuous integration scripts.
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#exit-zero=
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# A comma-separated list of package or module names from where C extensions may
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# be loaded. Extensions are loading into the active Python interpreter and may
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# run arbitrary code.
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extension-pkg-allow-list=depthai,node,cv2,events.*
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# A comma-separated list of package or module names from where C extensions may
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# be loaded. Extensions are loading into the active Python interpreter and may
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# run arbitrary code. (This is an alternative name to extension-pkg-allow-list
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# for backward compatibility.)
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extension-pkg-whitelist=
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# Return non-zero exit code if any of these messages/categories are detected,
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# even if score is above --fail-under value. Syntax same as enable. Messages
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# specified are enabled, while categories only check already-enabled messages.
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fail-on=
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# Specify a score threshold under which the program will exit with error.
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fail-under=10
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# Interpret the stdin as a python script, whose filename needs to be passed as
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# the module_or_package argument.
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#from-stdin=
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# Files or directories to be skipped. They should be base names, not paths.
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ignore=CVS
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# Add files or directories matching the regular expressions patterns to the
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# ignore-list. The regex matches against paths and can be in Posix or Windows
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# format. Because '\' represents the directory delimiter on Windows systems, it
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# can't be used as an escape character.
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ignore-paths=
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					 | 
				
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# Files or directories matching the regular expression patterns are skipped.
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					 | 
				
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# The regex matches against base names, not paths. The default value ignores
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					 | 
				
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# Emacs file locks
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ignore-patterns=^\.#,test_.*?py
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# List of module names for which member attributes should not be checked
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# (useful for modules/projects where namespaces are manipulated during runtime
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# and thus existing member attributes cannot be deduced by static analysis). It
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# supports qualified module names, as well as Unix pattern matching.
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ignored-modules=
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# Python code to execute, usually for sys.path manipulation such as
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					 | 
				
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# pygtk.require().
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#init-hook=
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# Use multiple processes to speed up Pylint. Specifying 0 will auto-detect the
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# number of processors available to use, and will cap the count on Windows to
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# avoid hangs.
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jobs=1
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# Control the amount of potential inferred values when inferring a single
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# object. This can help the performance when dealing with large functions or
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# complex, nested conditions.
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limit-inference-results=100
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# List of plugins (as comma separated values of python module names) to load,
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# usually to register additional checkers.
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load-plugins=
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# Pickle collected data for later comparisons.
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persistent=yes
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# Minimum Python version to use for version dependent checks. Will default to
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# the version used to run pylint.
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py-version=3.10
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# Discover python modules and packages in the file system subtree.
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recursive=yes
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# When enabled, pylint would attempt to guess common misconfiguration and emit
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# user-friendly hints instead of false-positive error messages.
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suggestion-mode=yes
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# Allow loading of arbitrary C extensions. Extensions are imported into the
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# active Python interpreter and may run arbitrary code.
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unsafe-load-any-extension=no
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# In verbose mode, extra non-checker-related info will be displayed.
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#verbose=
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[REPORTS]
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# Python expression which should return a score less than or equal to 10. You
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# have access to the variables 'fatal', 'error', 'warning', 'refactor',
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# 'convention', and 'info' which contain the number of messages in each
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# category, as well as 'statement' which is the total number of statements
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# analyzed. This score is used by the global evaluation report (RP0004).
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evaluation=max(0, 0 if fatal else 10.0 - ((float(5 * error + warning + refactor + convention) / statement) * 10))
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# Template used to display messages. This is a python new-style format string
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# used to format the message information. See doc for all details.
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msg-template=
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# Set the output format. Available formats are text, parseable, colorized, json
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# and msvs (visual studio). You can also give a reporter class, e.g.
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# mypackage.mymodule.MyReporterClass.
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#output-format=
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# Tells whether to display a full report or only the messages.
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reports=no
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# Activate the evaluation score.
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score=yes
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[MESSAGES CONTROL]
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# Only show warnings with the listed confidence levels. Leave empty to show
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# all. Valid levels: HIGH, CONTROL_FLOW, INFERENCE, INFERENCE_FAILURE,
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# UNDEFINED.
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confidence=HIGH,
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           CONTROL_FLOW,
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           INFERENCE,
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           INFERENCE_FAILURE,
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           UNDEFINED
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# Disable the message, report, category or checker with the given id(s). You
 | 
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			||||||
# can either give multiple identifiers separated by comma (,) or put this
 | 
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# option multiple times (only on the command line, not in the configuration
 | 
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			||||||
# file where it should appear only once). You can also use "--disable=all" to
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# disable everything first and then re-enable specific checks. For example, if
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# you want to run only the similarities checker, you can use "--disable=all
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# --enable=similarities". If you want to run only the classes checker, but have
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# no Warning level messages displayed, use "--disable=all --enable=classes
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# --disable=W".
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disable=raw-checker-failed,
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        bad-inline-option,
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        locally-disabled,
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			||||||
        file-ignored,
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        suppressed-message,
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					 | 
				
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        useless-suppression,
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					 | 
				
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        deprecated-pragma,
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					 | 
				
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        use-symbolic-message-instead
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# Enable the message, report, category or checker with the given id(s). You can
 | 
					 | 
				
			||||||
# either give multiple identifier separated by comma (,) or put this option
 | 
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			||||||
# multiple time (only on the command line, not in the configuration file where
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			||||||
# it should appear only once). See also the "--disable" option for examples.
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enable=c-extension-no-member
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[LOGGING]
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# The type of string formatting that logging methods do. `old` means using %
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# formatting, `new` is for `{}` formatting.
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logging-format-style=old
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# Logging modules to check that the string format arguments are in logging
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# function parameter format.
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logging-modules=logging
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[SPELLING]
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# Limits count of emitted suggestions for spelling mistakes.
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max-spelling-suggestions=4
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# Spelling dictionary name. Available dictionaries: none. To make it work,
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# install the 'python-enchant' package.
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spelling-dict=
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# List of comma separated words that should be considered directives if they
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# appear at the beginning of a comment and should not be checked.
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spelling-ignore-comment-directives=fmt: on,fmt: off,noqa:,noqa,nosec,isort:skip,mypy:
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# List of comma separated words that should not be checked.
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spelling-ignore-words=
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# A path to a file that contains the private dictionary; one word per line.
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spelling-private-dict-file=
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# Tells whether to store unknown words to the private dictionary (see the
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			||||||
# --spelling-private-dict-file option) instead of raising a message.
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spelling-store-unknown-words=no
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[MISCELLANEOUS]
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# List of note tags to take in consideration, separated by a comma.
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			||||||
notes=FIXME,
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      XXX,
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      TODO
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# Regular expression of note tags to take in consideration.
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			||||||
notes-rgx=
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					 | 
				
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[TYPECHECK]
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# List of decorators that produce context managers, such as
 | 
					 | 
				
			||||||
# contextlib.contextmanager. Add to this list to register other decorators that
 | 
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			||||||
# produce valid context managers.
 | 
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			||||||
contextmanager-decorators=contextlib.contextmanager
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			||||||
# List of members which are set dynamically and missed by pylint inference
 | 
					 | 
				
			||||||
# system, and so shouldn't trigger E1101 when accessed. Python regular
 | 
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			||||||
# expressions are accepted.
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			||||||
generated-members=cv2,events.events_pb2,depthai.*,dai.*
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			||||||
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					 | 
				
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# Tells whether to warn about missing members when the owner of the attribute
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			||||||
# is inferred to be None.
 | 
					 | 
				
			||||||
ignore-none=yes
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			||||||
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					 | 
				
			||||||
# This flag controls whether pylint should warn about no-member and similar
 | 
					 | 
				
			||||||
# checks whenever an opaque object is returned when inferring. The inference
 | 
					 | 
				
			||||||
# can return multiple potential results while evaluating a Python object, but
 | 
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			||||||
# some branches might not be evaluated, which results in partial inference. In
 | 
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			||||||
# that case, it might be useful to still emit no-member and other checks for
 | 
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			||||||
# the rest of the inferred objects.
 | 
					 | 
				
			||||||
ignore-on-opaque-inference=yes
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			||||||
 | 
					 | 
				
			||||||
# List of symbolic message names to ignore for Mixin members.
 | 
					 | 
				
			||||||
ignored-checks-for-mixins=no-member,
 | 
					 | 
				
			||||||
                          not-async-context-manager,
 | 
					 | 
				
			||||||
                          not-context-manager,
 | 
					 | 
				
			||||||
                          attribute-defined-outside-init
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of class names for which member attributes should not be checked (useful
 | 
					 | 
				
			||||||
# for classes with dynamically set attributes). This supports the use of
 | 
					 | 
				
			||||||
# qualified names.
 | 
					 | 
				
			||||||
ignored-classes=optparse.Values,thread._local,_thread._local,argparse.Namespace
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Show a hint with possible names when a member name was not found. The aspect
 | 
					 | 
				
			||||||
# of finding the hint is based on edit distance.
 | 
					 | 
				
			||||||
missing-member-hint=yes
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# The minimum edit distance a name should have in order to be considered a
 | 
					 | 
				
			||||||
# similar match for a missing member name.
 | 
					 | 
				
			||||||
missing-member-hint-distance=1
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# The total number of similar names that should be taken in consideration when
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
missing-member-max-choices=1
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regex pattern to define which classes are considered mixins.
 | 
					 | 
				
			||||||
mixin-class-rgx=.*[Mm]ixin
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of decorators that change the signature of a decorated function.
 | 
					 | 
				
			||||||
signature-mutators=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[CLASSES]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Warn about protected attribute access inside special methods
 | 
					 | 
				
			||||||
check-protected-access-in-special-methods=no
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of method names used to declare (i.e. assign) instance attributes.
 | 
					 | 
				
			||||||
defining-attr-methods=__init__,
 | 
					 | 
				
			||||||
                      __new__,
 | 
					 | 
				
			||||||
                      setUp,
 | 
					 | 
				
			||||||
                      __post_init__
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of member names, which should be excluded from the protected access
 | 
					 | 
				
			||||||
# warning.
 | 
					 | 
				
			||||||
exclude-protected=_asdict,
 | 
					 | 
				
			||||||
                  _fields,
 | 
					 | 
				
			||||||
                  _replace,
 | 
					 | 
				
			||||||
                  _source,
 | 
					 | 
				
			||||||
                  _make
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of valid names for the first argument in a class method.
 | 
					 | 
				
			||||||
valid-classmethod-first-arg=cls
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of valid names for the first argument in a metaclass class method.
 | 
					 | 
				
			||||||
valid-metaclass-classmethod-first-arg=cls
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[VARIABLES]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of additional names supposed to be defined in builtins. Remember that
 | 
					 | 
				
			||||||
# you should avoid defining new builtins when possible.
 | 
					 | 
				
			||||||
additional-builtins=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Tells whether unused global variables should be treated as a violation.
 | 
					 | 
				
			||||||
allow-global-unused-variables=yes
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of names allowed to shadow builtins
 | 
					 | 
				
			||||||
allowed-redefined-builtins=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of strings which can identify a callback function by name. A callback
 | 
					 | 
				
			||||||
# name must start or end with one of those strings.
 | 
					 | 
				
			||||||
callbacks=cb_,
 | 
					 | 
				
			||||||
          _cb
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# A regular expression matching the name of dummy variables (i.e. expected to
 | 
					 | 
				
			||||||
# not be used).
 | 
					 | 
				
			||||||
dummy-variables-rgx=_+$|(_[a-zA-Z0-9_]*[a-zA-Z0-9]+?$)|dummy|^ignored_|^unused_
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Argument names that match this expression will be ignored.
 | 
					 | 
				
			||||||
ignored-argument-names=_.*|^ignored_|^unused_
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Tells whether we should check for unused import in __init__ files.
 | 
					 | 
				
			||||||
init-import=no
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of qualified module names which can have objects that can redefine
 | 
					 | 
				
			||||||
# builtins.
 | 
					 | 
				
			||||||
redefining-builtins-modules=six.moves,past.builtins,future.builtins,builtins,io
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[FORMAT]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Expected format of line ending, e.g. empty (any line ending), LF or CRLF.
 | 
					 | 
				
			||||||
expected-line-ending-format=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regexp for a line that is allowed to be longer than the limit.
 | 
					 | 
				
			||||||
ignore-long-lines=^\s*(# )?<?https?://\S+>?$
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Number of spaces of indent required inside a hanging or continued line.
 | 
					 | 
				
			||||||
indent-after-paren=4
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# String used as indentation unit. This is usually "    " (4 spaces) or "\t" (1
 | 
					 | 
				
			||||||
# tab).
 | 
					 | 
				
			||||||
indent-string='    '
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of characters on a single line.
 | 
					 | 
				
			||||||
max-line-length=120
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of lines in a module.
 | 
					 | 
				
			||||||
max-module-lines=1000
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Allow the body of a class to be on the same line as the declaration if body
 | 
					 | 
				
			||||||
# contains single statement.
 | 
					 | 
				
			||||||
single-line-class-stmt=no
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Allow the body of an if to be on the same line as the test if there is no
 | 
					 | 
				
			||||||
# else.
 | 
					 | 
				
			||||||
single-line-if-stmt=no
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[IMPORTS]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of modules that can be imported at any level, not just the top level
 | 
					 | 
				
			||||||
# one.
 | 
					 | 
				
			||||||
allow-any-import-level=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Allow wildcard imports from modules that define __all__.
 | 
					 | 
				
			||||||
allow-wildcard-with-all=no
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Deprecated modules which should not be used, separated by a comma.
 | 
					 | 
				
			||||||
deprecated-modules=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Output a graph (.gv or any supported image format) of external dependencies
 | 
					 | 
				
			||||||
# to the given file (report RP0402 must not be disabled).
 | 
					 | 
				
			||||||
ext-import-graph=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Output a graph (.gv or any supported image format) of all (i.e. internal and
 | 
					 | 
				
			||||||
# external) dependencies to the given file (report RP0402 must not be
 | 
					 | 
				
			||||||
# disabled).
 | 
					 | 
				
			||||||
import-graph=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Output a graph (.gv or any supported image format) of internal dependencies
 | 
					 | 
				
			||||||
# to the given file (report RP0402 must not be disabled).
 | 
					 | 
				
			||||||
int-import-graph=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Force import order to recognize a module as part of the standard
 | 
					 | 
				
			||||||
# compatibility libraries.
 | 
					 | 
				
			||||||
known-standard-library=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Force import order to recognize a module as part of a third party library.
 | 
					 | 
				
			||||||
known-third-party=enchant
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Couples of modules and preferred modules, separated by a comma.
 | 
					 | 
				
			||||||
preferred-modules=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[METHOD_ARGS]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of qualified names (i.e., library.method) which require a timeout
 | 
					 | 
				
			||||||
# parameter e.g. 'requests.api.get,requests.api.post'
 | 
					 | 
				
			||||||
timeout-methods=requests.api.delete,requests.api.get,requests.api.head,requests.api.options,requests.api.patch,requests.api.post,requests.api.put,requests.api.request
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[EXCEPTIONS]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Exceptions that will emit a warning when caught.
 | 
					 | 
				
			||||||
overgeneral-exceptions=BaseException,
 | 
					 | 
				
			||||||
                       Exception
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[REFACTORING]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of nested blocks for function / method body
 | 
					 | 
				
			||||||
max-nested-blocks=5
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Complete name of functions that never returns. When checking for
 | 
					 | 
				
			||||||
# inconsistent-return-statements if a never returning function is called then
 | 
					 | 
				
			||||||
# it will be considered as an explicit return statement and no message will be
 | 
					 | 
				
			||||||
# printed.
 | 
					 | 
				
			||||||
never-returning-functions=sys.exit,argparse.parse_error
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[SIMILARITIES]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Comments are removed from the similarity computation
 | 
					 | 
				
			||||||
ignore-comments=yes
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Docstrings are removed from the similarity computation
 | 
					 | 
				
			||||||
ignore-docstrings=yes
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Imports are removed from the similarity computation
 | 
					 | 
				
			||||||
ignore-imports=yes
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Signatures are removed from the similarity computation
 | 
					 | 
				
			||||||
ignore-signatures=yes
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Minimum lines number of a similarity.
 | 
					 | 
				
			||||||
min-similarity-lines=4
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[DESIGN]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of regular expressions of class ancestor names to ignore when counting
 | 
					 | 
				
			||||||
# public methods (see R0903)
 | 
					 | 
				
			||||||
exclude-too-few-public-methods=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of qualified class names to ignore when counting class parents (see
 | 
					 | 
				
			||||||
# R0901)
 | 
					 | 
				
			||||||
ignored-parents=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of arguments for function / method.
 | 
					 | 
				
			||||||
max-args=5
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of attributes for a class (see R0902).
 | 
					 | 
				
			||||||
max-attributes=7
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of boolean expressions in an if statement (see R0916).
 | 
					 | 
				
			||||||
max-bool-expr=5
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of branch for function / method body.
 | 
					 | 
				
			||||||
max-branches=12
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of locals for function / method body.
 | 
					 | 
				
			||||||
max-locals=15
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of parents for a class (see R0901).
 | 
					 | 
				
			||||||
max-parents=7
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of public methods for a class (see R0904).
 | 
					 | 
				
			||||||
max-public-methods=20
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of return / yield for function / method body.
 | 
					 | 
				
			||||||
max-returns=6
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Maximum number of statements in function / method body.
 | 
					 | 
				
			||||||
max-statements=50
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Minimum number of public methods for a class (see R0903).
 | 
					 | 
				
			||||||
min-public-methods=1
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[STRING]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# This flag controls whether inconsistent-quotes generates a warning when the
 | 
					 | 
				
			||||||
# character used as a quote delimiter is used inconsistently within a module.
 | 
					 | 
				
			||||||
check-quote-consistency=no
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# This flag controls whether the implicit-str-concat should generate a warning
 | 
					 | 
				
			||||||
# on implicit string concatenation in sequences defined over several lines.
 | 
					 | 
				
			||||||
check-str-concat-over-line-jumps=no
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[BASIC]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct argument names.
 | 
					 | 
				
			||||||
argument-naming-style=snake_case
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct argument names. Overrides argument-
 | 
					 | 
				
			||||||
# naming-style. If left empty, argument names will be checked with the set
 | 
					 | 
				
			||||||
# naming style.
 | 
					 | 
				
			||||||
#argument-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct attribute names.
 | 
					 | 
				
			||||||
attr-naming-style=snake_case
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct attribute names. Overrides attr-naming-
 | 
					 | 
				
			||||||
# style. If left empty, attribute names will be checked with the set naming
 | 
					 | 
				
			||||||
# style.
 | 
					 | 
				
			||||||
#attr-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Bad variable names which should always be refused, separated by a comma.
 | 
					 | 
				
			||||||
bad-names=foo,
 | 
					 | 
				
			||||||
          bar,
 | 
					 | 
				
			||||||
          baz,
 | 
					 | 
				
			||||||
          toto,
 | 
					 | 
				
			||||||
          tutu,
 | 
					 | 
				
			||||||
          tata
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Bad variable names regexes, separated by a comma. If names match any regex,
 | 
					 | 
				
			||||||
# they will always be refused
 | 
					 | 
				
			||||||
bad-names-rgxs=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct class attribute names.
 | 
					 | 
				
			||||||
class-attribute-naming-style=any
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct class attribute names. Overrides class-
 | 
					 | 
				
			||||||
# attribute-naming-style. If left empty, class attribute names will be checked
 | 
					 | 
				
			||||||
# with the set naming style.
 | 
					 | 
				
			||||||
#class-attribute-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct class constant names.
 | 
					 | 
				
			||||||
class-const-naming-style=UPPER_CASE
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct class constant names. Overrides class-
 | 
					 | 
				
			||||||
# const-naming-style. If left empty, class constant names will be checked with
 | 
					 | 
				
			||||||
# the set naming style.
 | 
					 | 
				
			||||||
#class-const-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct class names.
 | 
					 | 
				
			||||||
class-naming-style=PascalCase
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct class names. Overrides class-naming-
 | 
					 | 
				
			||||||
# style. If left empty, class names will be checked with the set naming style.
 | 
					 | 
				
			||||||
#class-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct constant names.
 | 
					 | 
				
			||||||
const-naming-style=UPPER_CASE
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct constant names. Overrides const-naming-
 | 
					 | 
				
			||||||
# style. If left empty, constant names will be checked with the set naming
 | 
					 | 
				
			||||||
# style.
 | 
					 | 
				
			||||||
#const-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Minimum line length for functions/classes that require docstrings, shorter
 | 
					 | 
				
			||||||
# ones are exempt.
 | 
					 | 
				
			||||||
docstring-min-length=-1
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct function names.
 | 
					 | 
				
			||||||
function-naming-style=snake_case
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct function names. Overrides function-
 | 
					 | 
				
			||||||
# naming-style. If left empty, function names will be checked with the set
 | 
					 | 
				
			||||||
# naming style.
 | 
					 | 
				
			||||||
#function-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Good variable names which should always be accepted, separated by a comma.
 | 
					 | 
				
			||||||
good-names=i,
 | 
					 | 
				
			||||||
           j,
 | 
					 | 
				
			||||||
           k,
 | 
					 | 
				
			||||||
           ex,
 | 
					 | 
				
			||||||
           Run,
 | 
					 | 
				
			||||||
           _
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Good variable names regexes, separated by a comma. If names match any regex,
 | 
					 | 
				
			||||||
# they will always be accepted
 | 
					 | 
				
			||||||
good-names-rgxs=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Include a hint for the correct naming format with invalid-name.
 | 
					 | 
				
			||||||
include-naming-hint=no
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct inline iteration names.
 | 
					 | 
				
			||||||
inlinevar-naming-style=any
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct inline iteration names. Overrides
 | 
					 | 
				
			||||||
# inlinevar-naming-style. If left empty, inline iteration names will be checked
 | 
					 | 
				
			||||||
# with the set naming style.
 | 
					 | 
				
			||||||
#inlinevar-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct method names.
 | 
					 | 
				
			||||||
method-naming-style=snake_case
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct method names. Overrides method-naming-
 | 
					 | 
				
			||||||
# style. If left empty, method names will be checked with the set naming style.
 | 
					 | 
				
			||||||
#method-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct module names.
 | 
					 | 
				
			||||||
module-naming-style=snake_case
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct module names. Overrides module-naming-
 | 
					 | 
				
			||||||
# style. If left empty, module names will be checked with the set naming style.
 | 
					 | 
				
			||||||
#module-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Colon-delimited sets of names that determine each other's naming style when
 | 
					 | 
				
			||||||
# the name regexes allow several styles.
 | 
					 | 
				
			||||||
name-group=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression which should only match function or class names that do
 | 
					 | 
				
			||||||
# not require a docstring.
 | 
					 | 
				
			||||||
no-docstring-rgx=^_
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# List of decorators that produce properties, such as abc.abstractproperty. Add
 | 
					 | 
				
			||||||
# to this list to register other decorators that produce valid properties.
 | 
					 | 
				
			||||||
# These decorators are taken in consideration only for invalid-name.
 | 
					 | 
				
			||||||
property-classes=abc.abstractproperty
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct type variable names. If left empty, type
 | 
					 | 
				
			||||||
# variable names will be checked with the set naming style.
 | 
					 | 
				
			||||||
#typevar-rgx=
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Naming style matching correct variable names.
 | 
					 | 
				
			||||||
variable-naming-style=snake_case
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
# Regular expression matching correct variable names. Overrides variable-
 | 
					 | 
				
			||||||
# naming-style. If left empty, variable names will be checked with the set
 | 
					 | 
				
			||||||
# naming style.
 | 
					 | 
				
			||||||
#variable-rgx=
 | 
					 | 
				
			||||||
							
								
								
									
										42
									
								
								Dockerfile
									
									
									
									
									
								
							
							
						
						
									
										42
									
								
								Dockerfile
									
									
									
									
									
								
							@@ -1,45 +1,23 @@
 | 
				
			|||||||
FROM docker.io/library/python:3.11-slim as base
 | 
					FROM docker.io/library/python:3.9-slim
 | 
				
			||||||
 | 
					
 | 
				
			||||||
# Configure piwheels repo to use pre-compiled numpy wheels for arm
 | 
					# Configure piwheels repo to use pre-compiled numpy wheels for arm
 | 
				
			||||||
RUN echo -n "[global]\n" > /etc/pip.conf &&\
 | 
					RUN echo -n "[global]\nextra-index-url=https://www.piwheels.org/simple\n" >> /etc/pip.conf
 | 
				
			||||||
    echo -n "extra-index-url = https://www.piwheels.org/simple https://git.cyrilix.bzh/api/packages/robocars/pypi/simple \n" >> /etc/pip.conf
 | 
					 | 
				
			||||||
 | 
					
 | 
				
			||||||
RUN apt-get update && apt-get install -y libgl1 libglib2.0-0
 | 
					RUN apt-get update && apt-get install -y libgl1 libglib2.0-0
 | 
				
			||||||
 | 
					
 | 
				
			||||||
#################
 | 
					RUN pip3 install numpy
 | 
				
			||||||
FROM base as model-builder
 | 
					 | 
				
			||||||
 | 
					
 | 
				
			||||||
RUN python3 -m pip install blobconverter
 | 
					ADD requirements.txt requirements.txt
 | 
				
			||||||
 | 
					
 | 
				
			||||||
RUN mkdir -p /models
 | 
					RUN pip3 install -r requirements.txt
 | 
				
			||||||
 | 
					
 | 
				
			||||||
RUN blobconverter --zoo-name mobile_object_localizer_192x192 --zoo-type depthai --shaves 6 --version 2021.4 --output-dir /models || echo ""
 | 
					ADD events events
 | 
				
			||||||
 | 
					 | 
				
			||||||
#################
 | 
					 | 
				
			||||||
FROM base as builder
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
RUN apt-get install -y git && \
 | 
					 | 
				
			||||||
    pip3 install poetry && \
 | 
					 | 
				
			||||||
    poetry self add "poetry-dynamic-versioning[plugin]"
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
ADD poetry.lock .
 | 
					 | 
				
			||||||
ADD pyproject.toml .
 | 
					 | 
				
			||||||
ADD camera camera
 | 
					ADD camera camera
 | 
				
			||||||
ADD README.md .
 | 
					ADD setup.cfg setup.cfg
 | 
				
			||||||
 | 
					ADD setup.py setup.py
 | 
				
			||||||
 | 
					
 | 
				
			||||||
# Poetry expect to found a git project
 | 
					ENV PYTHON_EGG_CACHE=/tmp/cache
 | 
				
			||||||
ADD .git .git
 | 
					RUN python3 setup.py install
 | 
				
			||||||
 | 
					 | 
				
			||||||
RUN poetry build
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
#################
 | 
					 | 
				
			||||||
FROM base
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
RUN mkdir /models
 | 
					 | 
				
			||||||
COPY --from=model-builder /models/mobile_object_localizer_192x192_openvino_2021.4_6shave.blob /models/mobile_object_localizer_192x192_openvino_2021.4_6shave.blob
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
COPY --from=builder dist/*.whl /tmp/
 | 
					 | 
				
			||||||
RUN pip3 install /tmp/*.whl
 | 
					 | 
				
			||||||
 | 
					
 | 
				
			||||||
WORKDIR /tmp
 | 
					WORKDIR /tmp
 | 
				
			||||||
USER 1234
 | 
					USER 1234
 | 
				
			||||||
 
 | 
				
			|||||||
@@ -2,11 +2,11 @@
 | 
				
			|||||||
 | 
					
 | 
				
			||||||
IMAGE_NAME=robocar-oak-camera
 | 
					IMAGE_NAME=robocar-oak-camera
 | 
				
			||||||
TAG=$(git describe)
 | 
					TAG=$(git describe)
 | 
				
			||||||
FULL_IMAGE_NAME=git.cyrilix.bzh/robocars/${IMAGE_NAME}:${TAG}
 | 
					FULL_IMAGE_NAME=docker.io/cyrilix/${IMAGE_NAME}:${TAG}
 | 
				
			||||||
PLATFORM="linux/amd64,linux/arm64"
 | 
					PLATFORM="linux/amd64,linux/arm64"
 | 
				
			||||||
#PLATFORM="linux/amd64,linux/arm64,linux/arm/v7"
 | 
					#PLATFORM="linux/amd64,linux/arm64,linux/arm/v7"
 | 
				
			||||||
 | 
					
 | 
				
			||||||
podman build . --platform "${PLATFORM}" --manifest "${IMAGE_NAME}:${TAG}"
 | 
					podman build . --platform "${PLATFORM}" --manifest "${IMAGE_NAME}:${TAG}"
 | 
				
			||||||
podman manifest push --all "localhost/${IMAGE_NAME}:${TAG}" "docker://${FULL_IMAGE_NAME}"
 | 
					podman manifest push --format v2s2 "localhost/${IMAGE_NAME}:${TAG}" "docker://${FULL_IMAGE_NAME}"
 | 
				
			||||||
 | 
					
 | 
				
			||||||
printf "\nImage %s published" "docker://${FULL_IMAGE_NAME}"
 | 
					printf "\nImage %s published" "docker://${FULL_IMAGE_NAME}"
 | 
				
			||||||
 
 | 
				
			|||||||
							
								
								
									
										147
									
								
								camera/cli.py
									
									
									
									
									
								
							
							
						
						
									
										147
									
								
								camera/cli.py
									
									
									
									
									
								
							@@ -1,133 +1,66 @@
 | 
				
			|||||||
"""
 | 
					"""
 | 
				
			||||||
Mqtt gateway for oak-lite device
 | 
					Publish data from oak-lite device
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					Usage: rc-oak-camera [-u USERNAME | --mqtt-username=USERNAME] [--mqtt-password=PASSWORD] [--mqtt-broker=HOSTNAME] \
 | 
				
			||||||
 | 
					    [--mqtt-topic-robocar-oak-camera="TOPIC_CAMERA"] [--mqtt-client-id=CLIENT_ID] \
 | 
				
			||||||
 | 
					    [-H IMG_HEIGHT | --image-height=IMG_HEIGHT] [-W IMG_WIDTH | --image-width=IMG_width]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					Options:
 | 
				
			||||||
 | 
					-h --help                                               Show this screen.
 | 
				
			||||||
 | 
					-u USERID --mqtt-username=USERNAME                      MQTT user
 | 
				
			||||||
 | 
					-p PASSWORD --mqtt-password=PASSWORD                    MQTT password
 | 
				
			||||||
 | 
					-b HOSTNAME --mqtt-broker=HOSTNAME                      MQTT broker host
 | 
				
			||||||
 | 
					-C CLIENT_ID --mqtt-client-id=CLIENT_ID                 MQTT client id
 | 
				
			||||||
 | 
					-c TOPIC_CAMERA --mqtt-topic-robocar-oak-camera=TOPIC_CAMERA        MQTT topic where to publish robocar-oak-camera frames
 | 
				
			||||||
 | 
					-H IMG_HEIGHT --image-height=IMG_HEIGHT                 IMG_HEIGHT image height
 | 
				
			||||||
 | 
					-W IMG_WIDTH --image-width=IMG_width                    IMG_WIDTH image width
 | 
				
			||||||
"""
 | 
					"""
 | 
				
			||||||
import argparse
 | 
					 | 
				
			||||||
import logging
 | 
					import logging
 | 
				
			||||||
import os
 | 
					import os
 | 
				
			||||||
import signal
 | 
					from . import depthai as cam
 | 
				
			||||||
import typing, types
 | 
					from docopt import docopt
 | 
				
			||||||
 | 
					 | 
				
			||||||
import depthai as dai
 | 
					 | 
				
			||||||
import paho.mqtt.client as mqtt
 | 
					import paho.mqtt.client as mqtt
 | 
				
			||||||
 | 
					
 | 
				
			||||||
from camera import oak_pipeline as cam
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
logger = logging.getLogger(__name__)
 | 
					logger = logging.getLogger(__name__)
 | 
				
			||||||
 | 
					logging.basicConfig(level=logging.INFO)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
_DEFAULT_CLIENT_ID = "robocar-depthai"
 | 
					default_client_id = "robocar-depthai"
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
def _parse_args_cli() -> argparse.Namespace:
 | 
					def init_mqtt_client(broker_host: str, user: str, password: str, client_id: str) -> mqtt.Client:
 | 
				
			||||||
    parser = argparse.ArgumentParser()
 | 
					 | 
				
			||||||
    parser.add_argument("-u", "--mqtt-username",
 | 
					 | 
				
			||||||
                        help="MQTT user",
 | 
					 | 
				
			||||||
                        default=_get_env_value("MQTT_USERNAME", ""))
 | 
					 | 
				
			||||||
    parser.add_argument("-p", "--mqtt-password",
 | 
					 | 
				
			||||||
                        help="MQTT password",
 | 
					 | 
				
			||||||
                        default=_get_env_value("MQTT_PASSWORD", ""))
 | 
					 | 
				
			||||||
    parser.add_argument("-b", "--mqtt-broker-host",
 | 
					 | 
				
			||||||
                        help="MQTT broker host",
 | 
					 | 
				
			||||||
                        default=_get_env_value("MQTT_BROKER_HOST", "localhost"))
 | 
					 | 
				
			||||||
    parser.add_argument("-P", "--mqtt-broker-port",
 | 
					 | 
				
			||||||
                        help="MQTT broker port",
 | 
					 | 
				
			||||||
                        type=int,
 | 
					 | 
				
			||||||
                        default=_get_env_int_value("MQTT_BROKER_PORT", 1883))
 | 
					 | 
				
			||||||
    parser.add_argument("-C", "--mqtt-client-id",
 | 
					 | 
				
			||||||
                        help="MQTT client id",
 | 
					 | 
				
			||||||
                        default=_get_env_value("MQTT_CLIENT_ID", _DEFAULT_CLIENT_ID))
 | 
					 | 
				
			||||||
    parser.add_argument("-c", "--mqtt-topic-robocar-oak-camera",
 | 
					 | 
				
			||||||
                        help="MQTT topic where to publish robocar-oak-camera frames",
 | 
					 | 
				
			||||||
                        default=_get_env_value("MQTT_TOPIC_CAMERA", "/oak/camera_rgb"))
 | 
					 | 
				
			||||||
    parser.add_argument("-o", "---mqtt-topic-robocar-objects",
 | 
					 | 
				
			||||||
                        help="MQTT topic where to publish objects detection results",
 | 
					 | 
				
			||||||
                        default=_get_env_value("MQTT_TOPIC_OBJECTS", "/objects"))
 | 
					 | 
				
			||||||
    parser.add_argument("-t", "--objects-threshold",
 | 
					 | 
				
			||||||
                        help="threshold to filter detected objects",
 | 
					 | 
				
			||||||
                        type=float,
 | 
					 | 
				
			||||||
                        default=_get_env_float_value("OBJECTS_THRESHOLD", 0.2))
 | 
					 | 
				
			||||||
    parser.add_argument("-f", "--camera-fps",
 | 
					 | 
				
			||||||
                        help="set rate at which camera should produce frames",
 | 
					 | 
				
			||||||
                        type=int,
 | 
					 | 
				
			||||||
                        default=30)
 | 
					 | 
				
			||||||
    parser.add_argument("-H", "--image-height", help="image height",
 | 
					 | 
				
			||||||
                        type=int,
 | 
					 | 
				
			||||||
                        default=_get_env_int_value("IMAGE_HEIGHT", 120))
 | 
					 | 
				
			||||||
    parser.add_argument("-W", "--image-width", help="image width",
 | 
					 | 
				
			||||||
                        type=int,
 | 
					 | 
				
			||||||
                        default=_get_env_int_value("IMAGE_WIDTH", 126))
 | 
					 | 
				
			||||||
    parser.add_argument("--log", help="Log level",
 | 
					 | 
				
			||||||
                        type=str,
 | 
					 | 
				
			||||||
                        default="info",
 | 
					 | 
				
			||||||
                        choices=["info", "debug"])
 | 
					 | 
				
			||||||
    args = parser.parse_args()
 | 
					 | 
				
			||||||
    return args
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
def _init_mqtt_client(broker_host: str, broker_port: int, user: str, password: str, client_id: str) -> mqtt.Client:
 | 
					 | 
				
			||||||
    logger.info("Start part.py-robocar-oak-camera")
 | 
					    logger.info("Start part.py-robocar-oak-camera")
 | 
				
			||||||
    client = mqtt.Client(client_id=client_id, clean_session=True, userdata=None, protocol=mqtt.MQTTv311)
 | 
					    client = mqtt.Client(client_id=client_id, clean_session=True, userdata=None, protocol=mqtt.MQTTv311)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
    client.username_pw_set(user, password)
 | 
					    client.username_pw_set(user, password)
 | 
				
			||||||
    logger.info("Connect to mqtt broker %s", broker_host)
 | 
					    logger.info("Connect to mqtt broker "+ broker_host)
 | 
				
			||||||
    client.connect(host=broker_host, port=broker_port, keepalive=60)
 | 
					    client.connect(host=broker_host, port=1883, keepalive=60)
 | 
				
			||||||
    logger.info("Connected to mqtt broker")
 | 
					    logger.info("Connected to mqtt broker")
 | 
				
			||||||
    return client
 | 
					    return client
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
def execute_from_command_line() -> None:
 | 
					def execute_from_command_line():
 | 
				
			||||||
    """
 | 
					    logging.basicConfig(level=logging.INFO)
 | 
				
			||||||
    Cli entrypoint
 | 
					 | 
				
			||||||
    :return:
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
 | 
					
 | 
				
			||||||
    args = _parse_args_cli()
 | 
					    args = docopt(__doc__)
 | 
				
			||||||
    if args.log == "info":
 | 
					 | 
				
			||||||
        logging.basicConfig(level=logging.INFO)
 | 
					 | 
				
			||||||
    elif args.log == "debug":
 | 
					 | 
				
			||||||
        logging.basicConfig(level=logging.DEBUG)
 | 
					 | 
				
			||||||
 | 
					
 | 
				
			||||||
    client = _init_mqtt_client(broker_host=args.mqtt_broker_host,
 | 
					    client = init_mqtt_client(broker_host=get_default_value(args["--mqtt-broker"], "MQTT_BROKER", "localhost"),
 | 
				
			||||||
                               broker_port=args.mqtt_broker_port,
 | 
					                              user=get_default_value(args["--mqtt-username"], "MQTT_USERNAME", ""),
 | 
				
			||||||
                               user=args.mqtt_username,
 | 
					                              password=get_default_value(args["--mqtt-password"], "MQTT_PASSWORD", ""),
 | 
				
			||||||
                               password=args.mqtt_password,
 | 
					                              client_id=get_default_value(args["--mqtt-client-id"], "MQTT_CLIENT_ID",
 | 
				
			||||||
                               client_id=args.mqtt_client_id,
 | 
					                                                          default_client_id),
 | 
				
			||||||
                               )
 | 
					                              )
 | 
				
			||||||
    frame_processor = cam.FrameProcessor(mqtt_client=client, frame_topic=args.mqtt_topic_robocar_oak_camera)
 | 
					    frame_topic = get_default_value(args["--mqtt-topic-robocar-oak-camera"], "MQTT_TOPIC_CAMERA", "/oak/camera_rgb")
 | 
				
			||||||
    object_processor = cam.ObjectProcessor(mqtt_client=client,
 | 
					 | 
				
			||||||
                                           objects_topic=args.mqtt_topic_robocar_objects,
 | 
					 | 
				
			||||||
                                           objects_threshold=args.objects_threshold)
 | 
					 | 
				
			||||||
 | 
					
 | 
				
			||||||
    pipeline = dai.Pipeline()
 | 
					    frame_processor = cam.FramePublisher(mqtt_client=client,
 | 
				
			||||||
    pipeline_controller = cam.PipelineController(pipeline=pipeline,
 | 
					                                         frame_topic=frame_topic,
 | 
				
			||||||
                                                 frame_processor=frame_processor,
 | 
					                                         img_width=int(get_default_value(args["--image-width"], "IMAGE_WIDTH", 160)),
 | 
				
			||||||
                                                 object_processor=object_processor,
 | 
					                                         img_height=int(get_default_value(args["--image-height"], "IMAGE_HEIGHT", 120)))
 | 
				
			||||||
                                                 object_node=cam.ObjectDetectionNN(pipeline=pipeline),
 | 
					    frame_processor.run()
 | 
				
			||||||
                                                 camera=cam.CameraSource(pipeline=pipeline,
 | 
					 | 
				
			||||||
                                                                         img_width=args.image_width,
 | 
					 | 
				
			||||||
                                                                         img_height=args.image_height,
 | 
					 | 
				
			||||||
                                                                         fps=args.camera_fps,
 | 
					 | 
				
			||||||
                                                                         ))
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def sigterm_handler(signum: int, frame: typing.Optional[
 | 
					 | 
				
			||||||
        types.FrameType]) -> None:  # pylint: disable=unused-argument  # need to implement handler signature
 | 
					 | 
				
			||||||
        logger.info("exit on SIGTERM")
 | 
					 | 
				
			||||||
        pipeline_controller.stop()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    signal.signal(signal.SIGTERM, sigterm_handler)
 | 
					 | 
				
			||||||
    pipeline_controller.run()
 | 
					 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
def _get_env_value(env_var: str, default_value: str) -> str:
 | 
					def get_default_value(value, env_var: str, default_value) -> str:
 | 
				
			||||||
 | 
					    if value:
 | 
				
			||||||
 | 
					        return value
 | 
				
			||||||
    if env_var in os.environ:
 | 
					    if env_var in os.environ:
 | 
				
			||||||
        return os.environ[env_var]
 | 
					        return os.environ[env_var]
 | 
				
			||||||
    return default_value
 | 
					    return default_value
 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
def _get_env_int_value(env_var: str, default_value: int) -> int:
 | 
					 | 
				
			||||||
    value = _get_env_value(env_var, str(default_value))
 | 
					 | 
				
			||||||
    return int(value)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
def _get_env_float_value(env_var: str, default_value: float) -> float:
 | 
					 | 
				
			||||||
    value = _get_env_value(env_var, str(default_value))
 | 
					 | 
				
			||||||
    return float(value)
 | 
					 | 
				
			||||||
 
 | 
				
			|||||||
							
								
								
									
										137
									
								
								camera/depthai.py
									
									
									
									
									
										Normal file
									
								
							
							
						
						
									
										137
									
								
								camera/depthai.py
									
									
									
									
									
										Normal file
									
								
							@@ -0,0 +1,137 @@
 | 
				
			|||||||
 | 
					import datetime
 | 
				
			||||||
 | 
					import logging
 | 
				
			||||||
 | 
					import paho.mqtt.client as mqtt
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					import events.events_pb2
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					import depthai as dai
 | 
				
			||||||
 | 
					import cv2
 | 
				
			||||||
 | 
					import numpy as np
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					logger = logging.getLogger(__name__)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					# Closer-in minimum depth, disparity range is doubled (from 95 to 190):
 | 
				
			||||||
 | 
					extended_disparity = False
 | 
				
			||||||
 | 
					# Better accuracy for longer distance, fractional disparity 32-levels:
 | 
				
			||||||
 | 
					subpixel = True
 | 
				
			||||||
 | 
					# Better handling for occlusions:
 | 
				
			||||||
 | 
					lr_check = True
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					class FramePublisher:
 | 
				
			||||||
 | 
					    def __init__(self, mqtt_client: mqtt.Client, frame_topic: str, img_width: int, img_height: int):
 | 
				
			||||||
 | 
					        self._mqtt_client = mqtt_client
 | 
				
			||||||
 | 
					        self._frame_topic = frame_topic
 | 
				
			||||||
 | 
					        self._img_width = img_width
 | 
				
			||||||
 | 
					        self._img_height = img_height
 | 
				
			||||||
 | 
					        self._depth = None
 | 
				
			||||||
 | 
					        self._pipeline = self._configure_pipeline()
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					    def _configure_pipeline(self) -> dai.Pipeline:
 | 
				
			||||||
 | 
					        logger.info("configure pipeline")
 | 
				
			||||||
 | 
					        pipeline = dai.Pipeline()
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					        cam_rgb = pipeline.create(dai.node.ColorCamera)
 | 
				
			||||||
 | 
					        xout_rgb = pipeline.create(dai.node.XLinkOut)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					        xout_rgb.setStreamName("rgb")
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					        monoLeft = pipeline.create(dai.node.MonoCamera)
 | 
				
			||||||
 | 
					        monoRight = pipeline.create(dai.node.MonoCamera)
 | 
				
			||||||
 | 
					        depth = pipeline.create(dai.node.StereoDepth)
 | 
				
			||||||
 | 
					        xout = pipeline.create(dai.node.XLinkOut)
 | 
				
			||||||
 | 
					        self._depth = depth
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					        xout.setStreamName("disparity")
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					        # Properties
 | 
				
			||||||
 | 
					        monoLeft.setResolution(dai.MonoCameraProperties.SensorResolution.THE_400_P)
 | 
				
			||||||
 | 
					        monoLeft.setBoardSocket(dai.CameraBoardSocket.LEFT)
 | 
				
			||||||
 | 
					        monoRight.setResolution(dai.MonoCameraProperties.SensorResolution.THE_400_P)
 | 
				
			||||||
 | 
					        monoRight.setBoardSocket(dai.CameraBoardSocket.RIGHT)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					        # Create a node that will produce the depth map (using disparity output as it's easier to visualize depth this way)
 | 
				
			||||||
 | 
					        depth.setDefaultProfilePreset(dai.node.StereoDepth.PresetMode.HIGH_DENSITY)
 | 
				
			||||||
 | 
					        # Options: MEDIAN_OFF, KERNEL_3x3, KERNEL_5x5, KERNEL_7x7 (default)
 | 
				
			||||||
 | 
					        depth.initialConfig.setMedianFilter(dai.MedianFilter.KERNEL_7x7)
 | 
				
			||||||
 | 
					        depth.setLeftRightCheck(lr_check)
 | 
				
			||||||
 | 
					        depth.setExtendedDisparity(extended_disparity)
 | 
				
			||||||
 | 
					        depth.setSubpixel(subpixel)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					        config = depth.initialConfig.get()
 | 
				
			||||||
 | 
					        config.postProcessing.speckleFilter.enable = True
 | 
				
			||||||
 | 
					        config.postProcessing.speckleFilter.speckleRange = 50
 | 
				
			||||||
 | 
					        config.postProcessing.temporalFilter.enable = False
 | 
				
			||||||
 | 
					        config.postProcessing.spatialFilter.enable = False
 | 
				
			||||||
 | 
					        config.postProcessing.spatialFilter.holeFillingRadius = 2
 | 
				
			||||||
 | 
					        config.postProcessing.spatialFilter.numIterations = 1
 | 
				
			||||||
 | 
					        #config.postProcessing.thresholdFilter.minRange = 400
 | 
				
			||||||
 | 
					        #config.postProcessing.thresholdFilter.maxRange = 15000
 | 
				
			||||||
 | 
					        config.postProcessing.decimationFilter.decimationFactor = 2
 | 
				
			||||||
 | 
					        depth.initialConfig.set(config)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					        # Linking
 | 
				
			||||||
 | 
					        monoLeft.out.link(depth.left)
 | 
				
			||||||
 | 
					        monoRight.out.link(depth.right)
 | 
				
			||||||
 | 
					        depth.disparity.link(xout.input)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					        # Properties
 | 
				
			||||||
 | 
					        cam_rgb.setBoardSocket(dai.CameraBoardSocket.RGB)
 | 
				
			||||||
 | 
					        cam_rgb.setPreviewSize(width=self._img_width, height=self._img_height)
 | 
				
			||||||
 | 
					        cam_rgb.setInterleaved(False)
 | 
				
			||||||
 | 
					        cam_rgb.setColorOrder(dai.ColorCameraProperties.ColorOrder.RGB)
 | 
				
			||||||
 | 
					        cam_rgb.setFps(30)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					        # Linking
 | 
				
			||||||
 | 
					        cam_rgb.preview.link(xout_rgb.input)
 | 
				
			||||||
 | 
					        logger.info("pipeline configured")
 | 
				
			||||||
 | 
					        return pipeline
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					    def run(self):
 | 
				
			||||||
 | 
					        # Connect to device and start pipeline
 | 
				
			||||||
 | 
					        with dai.Device(self._pipeline) as device:
 | 
				
			||||||
 | 
					            logger.info('MxId: %s', device.getDeviceInfo().getMxId())
 | 
				
			||||||
 | 
					            logger.info('USB speed: %s', device.getUsbSpeed())
 | 
				
			||||||
 | 
					            logger.info('Connected cameras: %s', device.getConnectedCameras())
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					            logger.info("output queues found: %s", device.getOutputQueueNames())
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					            device.startPipeline()
 | 
				
			||||||
 | 
					            # Queues
 | 
				
			||||||
 | 
					            queue_size = 4
 | 
				
			||||||
 | 
					            q_rgb = device.getOutputQueue("rgb", maxSize=queue_size, blocking=False)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					            # Output queue will be used to get the disparity frames from the outputs defined above
 | 
				
			||||||
 | 
					            q_disparity = device.getOutputQueue(name="disparity", maxSize=4, blocking=False)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					            while True:
 | 
				
			||||||
 | 
					                try:
 | 
				
			||||||
 | 
					                    logger.debug("wait for new frame")
 | 
				
			||||||
 | 
					                    inRgb = q_rgb.get()  # blocking call, will wait until a new data has arrived
 | 
				
			||||||
 | 
					                    inDisparity = q_disparity.get()
 | 
				
			||||||
 | 
					                    # im_resize = inRgb.getCvFrame()
 | 
				
			||||||
 | 
					                    im_resize = inDisparity.getCvFrame()
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					                    # Normalization for better visualization
 | 
				
			||||||
 | 
					                    im_resize = (im_resize * (255 / self._depth.initialConfig.getMaxDisparity())).astype(np.uint8)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					                    # Available color maps: https://docs.opencv.org/3.4/d3/d50/group__imgproc__colormap.html
 | 
				
			||||||
 | 
					                    # im_resize = cv2.applyColorMap(im_resize, cv2.COLORMAP_JET)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					                    is_success, im_buf_arr = cv2.imencode(".jpg", im_resize)
 | 
				
			||||||
 | 
					                    byte_im = im_buf_arr.tobytes()
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					                    now = datetime.datetime.now()
 | 
				
			||||||
 | 
					                    frame_msg = events.events_pb2.FrameMessage()
 | 
				
			||||||
 | 
					                    frame_msg.id.name = "robocar-oak-camera-oak"
 | 
				
			||||||
 | 
					                    frame_msg.id.id = str(int(now.timestamp() * 1000))
 | 
				
			||||||
 | 
					                    frame_msg.id.created_at.FromDatetime(now)
 | 
				
			||||||
 | 
					                    frame_msg.frame = byte_im
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					                    logger.debug("publish frame event to %s", self._frame_topic)
 | 
				
			||||||
 | 
					                    self._mqtt_client.publish(topic=self._frame_topic,
 | 
				
			||||||
 | 
					                                              payload=frame_msg.SerializeToString(),
 | 
				
			||||||
 | 
					                                              qos=0,
 | 
				
			||||||
 | 
					                                              retain=False)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					                except Exception as e:
 | 
				
			||||||
 | 
					                    logger.exception("unexpected error: %s", str(e))
 | 
				
			||||||
@@ -1,380 +0,0 @@
 | 
				
			|||||||
"""
 | 
					 | 
				
			||||||
Camera event loop
 | 
					 | 
				
			||||||
"""
 | 
					 | 
				
			||||||
import abc
 | 
					 | 
				
			||||||
import datetime
 | 
					 | 
				
			||||||
import logging
 | 
					 | 
				
			||||||
import pathlib
 | 
					 | 
				
			||||||
import typing
 | 
					 | 
				
			||||||
from dataclasses import dataclass
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
import cv2
 | 
					 | 
				
			||||||
import depthai as dai
 | 
					 | 
				
			||||||
import events.events_pb2 as evt
 | 
					 | 
				
			||||||
import numpy as np
 | 
					 | 
				
			||||||
import numpy.typing as npt
 | 
					 | 
				
			||||||
import paho.mqtt.client as mqtt
 | 
					 | 
				
			||||||
from depthai import Device
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
logger = logging.getLogger(__name__)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
_NN_PATH = "/models/mobile_object_localizer_192x192_openvino_2021.4_6shave.blob"
 | 
					 | 
				
			||||||
_NN_WIDTH = 192
 | 
					 | 
				
			||||||
_NN_HEIGHT = 192
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
class ObjectProcessor:
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
    Processor for Object detection
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def __init__(self, mqtt_client: mqtt.Client, objects_topic: str, objects_threshold: float):
 | 
					 | 
				
			||||||
        self._mqtt_client = mqtt_client
 | 
					 | 
				
			||||||
        self._objects_topic = objects_topic
 | 
					 | 
				
			||||||
        self._objects_threshold = objects_threshold
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def process(self, in_nn: dai.NNData, frame_ref: evt.FrameRef) -> None:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        Parse and publish result of NeuralNetwork result
 | 
					 | 
				
			||||||
        :param in_nn: NeuralNetwork result read from device
 | 
					 | 
				
			||||||
        :param frame_ref: Id of the frame where objects are been detected
 | 
					 | 
				
			||||||
        :return:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        detection_boxes = np.array(in_nn.getLayerFp16("ExpandDims")).reshape((100, 4))
 | 
					 | 
				
			||||||
        detection_scores = np.array(in_nn.getLayerFp16("ExpandDims_2")).reshape((100,))
 | 
					 | 
				
			||||||
        # keep boxes bigger than threshold
 | 
					 | 
				
			||||||
        mask = detection_scores >= self._objects_threshold
 | 
					 | 
				
			||||||
        boxes = detection_boxes[mask]
 | 
					 | 
				
			||||||
        scores = detection_scores[mask]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        if boxes.shape[0] > 0:
 | 
					 | 
				
			||||||
            self._publish_objects(boxes, frame_ref, scores)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def _publish_objects(self, boxes: npt.NDArray[np.float64], frame_ref: evt.FrameRef, scores: npt.NDArray[np.float64]) -> None:
 | 
					 | 
				
			||||||
        objects_msg = evt.ObjectsMessage()
 | 
					 | 
				
			||||||
        objs = []
 | 
					 | 
				
			||||||
        for i in range(boxes.shape[0]):
 | 
					 | 
				
			||||||
            logger.debug("new object detected: %s", str(boxes[i]))
 | 
					 | 
				
			||||||
            objs.append(_bbox_to_object(boxes[i], scores[i].astype(float)))
 | 
					 | 
				
			||||||
        objects_msg.objects.extend(objs)
 | 
					 | 
				
			||||||
        objects_msg.frame_ref.name = frame_ref.name
 | 
					 | 
				
			||||||
        objects_msg.frame_ref.id = frame_ref.id
 | 
					 | 
				
			||||||
        objects_msg.frame_ref.created_at.FromDatetime(frame_ref.created_at.ToDatetime())
 | 
					 | 
				
			||||||
        logger.debug("publish object event to %s", self._objects_topic)
 | 
					 | 
				
			||||||
        self._mqtt_client.publish(topic=self._objects_topic,
 | 
					 | 
				
			||||||
                                  payload=objects_msg.SerializeToString(),
 | 
					 | 
				
			||||||
                                  qos=0,
 | 
					 | 
				
			||||||
                                  retain=False)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
class FrameProcessError(Exception):
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
    Error base for invalid frame processing
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    Attributes:
 | 
					 | 
				
			||||||
        message -- explanation of the error
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def __init__(self, message: str):
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        :param message: explanation of the error
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        self.message = message
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
class FrameProcessor:
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
    Processor for camera frames
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def __init__(self, mqtt_client: mqtt.Client, frame_topic: str):
 | 
					 | 
				
			||||||
        self._mqtt_client = mqtt_client
 | 
					 | 
				
			||||||
        self._frame_topic = frame_topic
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def process(self, img: dai.ImgFrame) -> typing.Any:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        Publish camera frames
 | 
					 | 
				
			||||||
        :param img: image read from camera
 | 
					 | 
				
			||||||
        :return:
 | 
					 | 
				
			||||||
            id frame reference
 | 
					 | 
				
			||||||
        :raise:
 | 
					 | 
				
			||||||
            FrameProcessError if frame can't be processed
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        im_resize = img.getCvFrame()
 | 
					 | 
				
			||||||
        is_success, im_buf_arr = cv2.imencode(".jpg", im_resize)
 | 
					 | 
				
			||||||
        if not is_success:
 | 
					 | 
				
			||||||
            raise FrameProcessError("unable to process to encode frame to jpg")
 | 
					 | 
				
			||||||
        byte_im = im_buf_arr.tobytes()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        now = datetime.datetime.now()
 | 
					 | 
				
			||||||
        frame_msg = evt.FrameMessage()
 | 
					 | 
				
			||||||
        frame_msg.id.name = "robocar-oak-camera-oak"
 | 
					 | 
				
			||||||
        frame_msg.id.id = str(int(now.timestamp() * 1000))
 | 
					 | 
				
			||||||
        frame_msg.id.created_at.FromDatetime(now)
 | 
					 | 
				
			||||||
        frame_msg.frame = byte_im
 | 
					 | 
				
			||||||
        logger.debug("publish frame event to %s", self._frame_topic)
 | 
					 | 
				
			||||||
        self._mqtt_client.publish(topic=self._frame_topic,
 | 
					 | 
				
			||||||
                                  payload=frame_msg.SerializeToString(),
 | 
					 | 
				
			||||||
                                  qos=0,
 | 
					 | 
				
			||||||
                                  retain=False)
 | 
					 | 
				
			||||||
        return frame_msg.id
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
class Source(abc.ABC):
 | 
					 | 
				
			||||||
    """Base class for image source"""
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    @abc.abstractmethod
 | 
					 | 
				
			||||||
    def get_stream_name(self) -> str:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        Queue/stream name to use to get data
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        :return: steam name
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    @abc.abstractmethod
 | 
					 | 
				
			||||||
    def link(self, input_node: dai.Node.Input) -> None:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        Link this source to the input node
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        :param: input_node:  input node to link
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
class ObjectDetectionNN:
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
    Node to detect objects into image
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    Read image as input and apply resize transformation before to run NN on it
 | 
					 | 
				
			||||||
    Result is available with 'get_stream_name()' stream
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def __init__(self, pipeline: dai.Pipeline):
 | 
					 | 
				
			||||||
        # Define a neural network that will make predictions based on the source frames
 | 
					 | 
				
			||||||
        detection_nn = pipeline.createNeuralNetwork()
 | 
					 | 
				
			||||||
        detection_nn.setBlobPath(pathlib.Path(_NN_PATH))
 | 
					 | 
				
			||||||
        detection_nn.setNumPoolFrames(4)
 | 
					 | 
				
			||||||
        detection_nn.input.setBlocking(False)
 | 
					 | 
				
			||||||
        detection_nn.setNumInferenceThreads(2)
 | 
					 | 
				
			||||||
        self._detection_nn = detection_nn
 | 
					 | 
				
			||||||
        self._xout = self._configure_xout_nn(pipeline)
 | 
					 | 
				
			||||||
        self._detection_nn.out.link(self._xout.input)
 | 
					 | 
				
			||||||
        self._manip_image = self._configure_manip(pipeline)
 | 
					 | 
				
			||||||
        self._manip_image.out.link(self._detection_nn.input)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    @staticmethod
 | 
					 | 
				
			||||||
    def _configure_manip(pipeline: dai.Pipeline) -> dai.node.ImageManip:
 | 
					 | 
				
			||||||
        # Resize image
 | 
					 | 
				
			||||||
        manip = pipeline.createImageManip()
 | 
					 | 
				
			||||||
        manip.initialConfig.setResize(_NN_WIDTH, _NN_HEIGHT)
 | 
					 | 
				
			||||||
        manip.initialConfig.setFrameType(dai.ImgFrame.Type.RGB888p)
 | 
					 | 
				
			||||||
        manip.initialConfig.setKeepAspectRatio(False)
 | 
					 | 
				
			||||||
        return manip
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    @staticmethod
 | 
					 | 
				
			||||||
    def _configure_xout_nn(pipeline: dai.Pipeline) -> dai.node.XLinkOut:
 | 
					 | 
				
			||||||
        xout_nn = pipeline.createXLinkOut()
 | 
					 | 
				
			||||||
        xout_nn.setStreamName("nn")
 | 
					 | 
				
			||||||
        xout_nn.input.setBlocking(False)
 | 
					 | 
				
			||||||
        return xout_nn
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def get_stream_name(self) -> str:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        Queue/stream name to use to get data
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        :return: stream name
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        return self._xout.getStreamName()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def get_input(self) -> dai.Node.Input:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        Get input node to use to link with source node
 | 
					 | 
				
			||||||
        :return: input to link with source output, see Source.link()
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        return self._manip_image.inputImage
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
class CameraSource(Source):
 | 
					 | 
				
			||||||
    """Image source based on camera preview"""
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def __init__(self, pipeline: dai.Pipeline, img_width: int, img_height: int, fps: int):
 | 
					 | 
				
			||||||
        self._cam_rgb = pipeline.createColorCamera()
 | 
					 | 
				
			||||||
        self._xout_rgb = pipeline.createXLinkOut()
 | 
					 | 
				
			||||||
        self._xout_rgb.setStreamName("rgb")
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        # Properties
 | 
					 | 
				
			||||||
        self._cam_rgb.setBoardSocket(dai.CameraBoardSocket.RGB)
 | 
					 | 
				
			||||||
        self._cam_rgb.setPreviewSize(width=img_width, height=img_height)
 | 
					 | 
				
			||||||
        self._cam_rgb.setInterleaved(False)
 | 
					 | 
				
			||||||
        self._cam_rgb.setColorOrder(dai.ColorCameraProperties.ColorOrder.RGB)
 | 
					 | 
				
			||||||
        self._cam_rgb.setFps(fps)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        # link camera preview to output
 | 
					 | 
				
			||||||
        self._cam_rgb.preview.link(self._xout_rgb.input)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def link(self, input_node: dai.Node.Input) -> None:
 | 
					 | 
				
			||||||
        self._cam_rgb.preview.link(input_node)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def get_stream_name(self) -> str:
 | 
					 | 
				
			||||||
        return self._xout_rgb.getStreamName()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
@dataclass
 | 
					 | 
				
			||||||
class MqttConfig:
 | 
					 | 
				
			||||||
    """MQTT configuration"""
 | 
					 | 
				
			||||||
    host: str
 | 
					 | 
				
			||||||
    topic: str
 | 
					 | 
				
			||||||
    port: int = 1883
 | 
					 | 
				
			||||||
    qos: int = 0
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
class MqttSource(Source):
 | 
					 | 
				
			||||||
    """Image source based onto mqtt stream"""
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def __init__(self, device: Device, pipeline: dai.Pipeline, mqtt_config: MqttConfig):
 | 
					 | 
				
			||||||
        self._mqtt_config = mqtt_config
 | 
					 | 
				
			||||||
        self._client = mqtt.Client()
 | 
					 | 
				
			||||||
        self._client.user_data_set(mqtt_config)
 | 
					 | 
				
			||||||
        self._client.on_connect = self._on_connect
 | 
					 | 
				
			||||||
        self._client.on_message = self._on_message
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        self._img_in = pipeline.createXLinkIn()
 | 
					 | 
				
			||||||
        self._img_in.setStreamName("img_input")
 | 
					 | 
				
			||||||
        self._img_out = pipeline.createXLinkOut()
 | 
					 | 
				
			||||||
        self._img_out.setStreamName("img_output")
 | 
					 | 
				
			||||||
        self._img_in.out.link(self._img_out.input)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        self._img_in_queue = device.getInputQueue(self._img_in.getStreamName())
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def run(self) -> None:
 | 
					 | 
				
			||||||
        """ Connect and start mqtt loop """
 | 
					 | 
				
			||||||
        self._client.connect(host=self._mqtt_config.host, port=self._mqtt_config.port)
 | 
					 | 
				
			||||||
        self._client.loop_start()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def stop(self) -> None:
 | 
					 | 
				
			||||||
        """Stop and disconnect mqtt loop"""
 | 
					 | 
				
			||||||
        self._client.loop_stop()
 | 
					 | 
				
			||||||
        self._client.disconnect()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    @staticmethod
 | 
					 | 
				
			||||||
    # pylint: disable=unused-argument
 | 
					 | 
				
			||||||
    def _on_connect(client: mqtt.Client, userdata: MqttConfig, flags: typing.Any,
 | 
					 | 
				
			||||||
                    result_connection: typing.Any) -> None:
 | 
					 | 
				
			||||||
        # if we lose the connection and reconnect then subscriptions will be renewed.
 | 
					 | 
				
			||||||
        client.subscribe(topic=userdata.topic, qos=userdata.qos)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    # pylint: disable=unused-argument
 | 
					 | 
				
			||||||
    def _on_message(self, _: mqtt.Client, user_data: MqttConfig, msg: mqtt.MQTTMessage) -> None:
 | 
					 | 
				
			||||||
        frame_msg = evt.FrameMessage()
 | 
					 | 
				
			||||||
        frame_msg.ParseFromString(msg.payload)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        frame = np.asarray(frame_msg.frame, dtype="uint8")
 | 
					 | 
				
			||||||
        frame = cv2.imdecode(frame, cv2.IMREAD_COLOR)
 | 
					 | 
				
			||||||
        nn_data = dai.NNData()
 | 
					 | 
				
			||||||
        nn_data.setLayer("data", _to_planar(frame, (300, 300)))
 | 
					 | 
				
			||||||
        self._img_in_queue.send(nn_data)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def get_stream_name(self) -> str:
 | 
					 | 
				
			||||||
        return self._img_out.getStreamName()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def link(self, input_node: dai.Node.Input) -> None:
 | 
					 | 
				
			||||||
        self._img_in.out.link(input_node)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
def _to_planar(arr: npt.NDArray[np.uint8], shape: tuple[int, int]) -> list[int]:
 | 
					 | 
				
			||||||
    return [val for channel in cv2.resize(arr, shape).transpose(2, 0, 1) for y_col in channel for val in y_col]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
class PipelineController:
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
    Pipeline controller that drive camera device
 | 
					 | 
				
			||||||
    """
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def __init__(self, frame_processor: FrameProcessor,
 | 
					 | 
				
			||||||
                 object_processor: ObjectProcessor, camera: Source, object_node: ObjectDetectionNN,
 | 
					 | 
				
			||||||
                 pipeline: dai.Pipeline):
 | 
					 | 
				
			||||||
        self._frame_processor = frame_processor
 | 
					 | 
				
			||||||
        self._object_processor = object_processor
 | 
					 | 
				
			||||||
        self._camera = camera
 | 
					 | 
				
			||||||
        self._object_node = object_node
 | 
					 | 
				
			||||||
        self._stop = False
 | 
					 | 
				
			||||||
        self._pipeline = pipeline
 | 
					 | 
				
			||||||
        self._configure_pipeline()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def _configure_pipeline(self) -> None:
 | 
					 | 
				
			||||||
        logger.info("configure pipeline")
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        self._pipeline.setOpenVINOVersion(version=dai.OpenVINO.VERSION_2021_4)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        # Link preview to manip and manip to nn
 | 
					 | 
				
			||||||
        self._camera.link(self._object_node.get_input())
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        logger.info("pipeline configured")
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def run(self) -> None:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        Start event loop
 | 
					 | 
				
			||||||
        :return:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        # Connect to device and start pipeline
 | 
					 | 
				
			||||||
        with Device(pipeline=self._pipeline) as dev:
 | 
					 | 
				
			||||||
            logger.info('MxId: %s', dev.getDeviceInfo().getMxId())
 | 
					 | 
				
			||||||
            logger.info('USB speed: %s', dev.getUsbSpeed())
 | 
					 | 
				
			||||||
            logger.info('Connected cameras: %s', str(dev.getConnectedCameras()))
 | 
					 | 
				
			||||||
            logger.info("output queues found: %s", str(''.join(dev.getOutputQueueNames())))  # type: ignore
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
            dev.startPipeline()
 | 
					 | 
				
			||||||
            # Queues
 | 
					 | 
				
			||||||
            queue_size = 4
 | 
					 | 
				
			||||||
            q_rgb = dev.getOutputQueue(name=self._camera.get_stream_name(), maxSize=queue_size,  # type: ignore
 | 
					 | 
				
			||||||
                                       blocking=False)
 | 
					 | 
				
			||||||
            q_nn = dev.getOutputQueue(name=self._object_node.get_stream_name(), maxSize=queue_size,  # type: ignore
 | 
					 | 
				
			||||||
                                      blocking=False)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
            self._stop = False
 | 
					 | 
				
			||||||
            while True:
 | 
					 | 
				
			||||||
                if self._stop:
 | 
					 | 
				
			||||||
                    logger.info("stop loop event")
 | 
					 | 
				
			||||||
                    return
 | 
					 | 
				
			||||||
                try:
 | 
					 | 
				
			||||||
                    self._loop_on_camera_events(q_nn, q_rgb)
 | 
					 | 
				
			||||||
                # pylint: disable=broad-except # bad frame or event must not stop loop
 | 
					 | 
				
			||||||
                except Exception as ex:
 | 
					 | 
				
			||||||
                    logger.exception("unexpected error: %s", str(ex))
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def _loop_on_camera_events(self, q_nn: dai.DataOutputQueue, q_rgb: dai.DataOutputQueue) -> None:
 | 
					 | 
				
			||||||
        logger.debug("wait for new frame")
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        # Wait for frame
 | 
					 | 
				
			||||||
        in_rgb: dai.ImgFrame = q_rgb.get()  # type: ignore # blocking call, will wait until a new data has arrived
 | 
					 | 
				
			||||||
        try:
 | 
					 | 
				
			||||||
            logger.debug("process frame")
 | 
					 | 
				
			||||||
            frame_ref = self._frame_processor.process(in_rgb)
 | 
					 | 
				
			||||||
        except FrameProcessError as ex:
 | 
					 | 
				
			||||||
            logger.error("unable to process frame: %s", str(ex))
 | 
					 | 
				
			||||||
            return
 | 
					 | 
				
			||||||
        logger.debug("frame processed")
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        logger.debug("wait for nn response")
 | 
					 | 
				
			||||||
        # Read NN result
 | 
					 | 
				
			||||||
        in_nn: dai.NNData = q_nn.get()  # type: ignore
 | 
					 | 
				
			||||||
        logger.debug("process objects")
 | 
					 | 
				
			||||||
        self._object_processor.process(in_nn, frame_ref)
 | 
					 | 
				
			||||||
        logger.debug("objects processed")
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def stop(self) -> None:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        Stop event loop, if loop is not running, do nothing
 | 
					 | 
				
			||||||
        :return:
 | 
					 | 
				
			||||||
        """
 | 
					 | 
				
			||||||
        self._stop = True
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
def _bbox_to_object(bbox: npt.NDArray[np.float64], score: float) -> evt.Object:
 | 
					 | 
				
			||||||
    obj = evt.Object()
 | 
					 | 
				
			||||||
    obj.type = evt.TypeObject.ANY
 | 
					 | 
				
			||||||
    obj.top = bbox[0].astype(float)
 | 
					 | 
				
			||||||
    obj.right = bbox[3].astype(float)
 | 
					 | 
				
			||||||
    obj.bottom = bbox[2].astype(float)
 | 
					 | 
				
			||||||
    obj.left = bbox[1].astype(float)
 | 
					 | 
				
			||||||
    obj.confidence = score
 | 
					 | 
				
			||||||
    return obj
 | 
					 | 
				
			||||||
@@ -1,156 +0,0 @@
 | 
				
			|||||||
import datetime
 | 
					 | 
				
			||||||
import typing
 | 
					 | 
				
			||||||
import unittest.mock
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
import depthai as dai
 | 
					 | 
				
			||||||
import events.events_pb2
 | 
					 | 
				
			||||||
import numpy as np
 | 
					 | 
				
			||||||
import numpy.typing as npt
 | 
					 | 
				
			||||||
import paho.mqtt.client as mqtt
 | 
					 | 
				
			||||||
import pytest
 | 
					 | 
				
			||||||
import pytest_mock
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
import camera.depthai
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
Object = dict[str, float]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
@pytest.fixture
 | 
					 | 
				
			||||||
def mqtt_client(mocker: pytest_mock.MockerFixture) -> mqtt.Client:
 | 
					 | 
				
			||||||
    return mocker.MagicMock()  # type: ignore
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
class TestObjectProcessor:
 | 
					 | 
				
			||||||
    @pytest.fixture
 | 
					 | 
				
			||||||
    def frame_ref(self) -> events.events_pb2.FrameRef:
 | 
					 | 
				
			||||||
        now = datetime.datetime.now()
 | 
					 | 
				
			||||||
        frame_msg = events.events_pb2.FrameMessage()
 | 
					 | 
				
			||||||
        frame_msg.id.name = "robocar-oak-camera-oak"
 | 
					 | 
				
			||||||
        frame_msg.id.id = str(int(now.timestamp() * 1000))
 | 
					 | 
				
			||||||
        frame_msg.id.created_at.FromDatetime(now)
 | 
					 | 
				
			||||||
        return frame_msg.id
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    @pytest.fixture
 | 
					 | 
				
			||||||
    def object1(self) -> Object:
 | 
					 | 
				
			||||||
        return {
 | 
					 | 
				
			||||||
            "left": 0.3,
 | 
					 | 
				
			||||||
            "right": 0.7,
 | 
					 | 
				
			||||||
            "top": 0.1,
 | 
					 | 
				
			||||||
            "bottom": 0.6,
 | 
					 | 
				
			||||||
            "score": 0.8,
 | 
					 | 
				
			||||||
        }
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    @pytest.fixture
 | 
					 | 
				
			||||||
    def raw_objects_empty(self, mocker: pytest_mock.MockerFixture) -> dai.NNData:
 | 
					 | 
				
			||||||
        raw_objects = mocker.MagicMock()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        def mock_return(name: str) -> typing.List[typing.Union[int, typing.List[int]]]:
 | 
					 | 
				
			||||||
            if name == "ExpandDims":
 | 
					 | 
				
			||||||
                return [[0] * 4] * 100
 | 
					 | 
				
			||||||
            elif name == "ExpandDims_2":
 | 
					 | 
				
			||||||
                return [0] * 100
 | 
					 | 
				
			||||||
            else:
 | 
					 | 
				
			||||||
                raise ValueError(f"{name} is not a valid arg")
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        m = mocker.patch(target='depthai.NNData.getLayerFp16', autospec=True)
 | 
					 | 
				
			||||||
        m.getLayerFp16 = mock_return
 | 
					 | 
				
			||||||
        return m
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    @pytest.fixture
 | 
					 | 
				
			||||||
    def raw_objects_one(self, mocker: pytest_mock.MockerFixture, object1: Object) -> dai.NNData:
 | 
					 | 
				
			||||||
        def mock_return(name: str) -> typing.Union[npt.NDArray[np.int64], typing.List[float]]:
 | 
					 | 
				
			||||||
            if name == "ExpandDims":  # Detection boxes
 | 
					 | 
				
			||||||
                boxes: list[list[float]] = [[0.] * 4] * 100
 | 
					 | 
				
			||||||
                boxes[0] = [object1["top"], object1["left"], object1["bottom"], object1["right"]]
 | 
					 | 
				
			||||||
                return np.array(boxes)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
            elif name == "ExpandDims_2":  # Detection scores
 | 
					 | 
				
			||||||
                scores: list[float] = [0.] * 100
 | 
					 | 
				
			||||||
                scores[0] = object1["score"]
 | 
					 | 
				
			||||||
                return scores
 | 
					 | 
				
			||||||
            else:
 | 
					 | 
				
			||||||
                raise ValueError(f"{name} is not a valid arg")
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        m = mocker.patch(target='depthai.NNData.getLayerFp16', autospec=True)
 | 
					 | 
				
			||||||
        m.getLayerFp16 = mock_return
 | 
					 | 
				
			||||||
        return m
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    @pytest.fixture
 | 
					 | 
				
			||||||
    def object_processor(self, mqtt_client: mqtt.Client) -> camera.depthai.ObjectProcessor:
 | 
					 | 
				
			||||||
        return camera.depthai.ObjectProcessor(mqtt_client, "topic/object", 0.2)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def test_process_without_object(self, object_processor: camera.depthai.ObjectProcessor, mqtt_client: mqtt.Client,
 | 
					 | 
				
			||||||
                                    raw_objects_empty: dai.NNData, frame_ref: events.events_pb2.FrameRef) -> None:
 | 
					 | 
				
			||||||
        object_processor.process(raw_objects_empty, frame_ref)
 | 
					 | 
				
			||||||
        publish_mock: unittest.mock.MagicMock = mqtt_client.publish  # type: ignore
 | 
					 | 
				
			||||||
        publish_mock.assert_not_called()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def test_process_with_object_with_low_score(self, object_processor: camera.depthai.ObjectProcessor,
 | 
					 | 
				
			||||||
                                                mqtt_client: mqtt.Client, raw_objects_one: dai.NNData,
 | 
					 | 
				
			||||||
                                                frame_ref: events.events_pb2.FrameRef) -> None:
 | 
					 | 
				
			||||||
        object_processor._objects_threshold = 0.9
 | 
					 | 
				
			||||||
        object_processor.process(raw_objects_one, frame_ref)
 | 
					 | 
				
			||||||
        publish_mock: unittest.mock.MagicMock = mqtt_client.publish  # type: ignore
 | 
					 | 
				
			||||||
        publish_mock.assert_not_called()
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def test_process_with_one_object(self,
 | 
					 | 
				
			||||||
                                     object_processor: camera.depthai.ObjectProcessor, mqtt_client: mqtt.Client,
 | 
					 | 
				
			||||||
                                     raw_objects_one: dai.NNData, frame_ref: events.events_pb2.FrameRef,
 | 
					 | 
				
			||||||
                                     object1: Object) -> None:
 | 
					 | 
				
			||||||
        object_processor.process(raw_objects_one, frame_ref)
 | 
					 | 
				
			||||||
        left = object1["left"]
 | 
					 | 
				
			||||||
        right = object1["right"]
 | 
					 | 
				
			||||||
        top = object1["top"]
 | 
					 | 
				
			||||||
        bottom = object1["bottom"]
 | 
					 | 
				
			||||||
        score = object1["score"]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        pub_mock: unittest.mock.MagicMock = mqtt_client.publish  # type: ignore
 | 
					 | 
				
			||||||
        pub_mock.assert_called_once_with(payload=unittest.mock.ANY, qos=0, retain=False, topic="topic/object")
 | 
					 | 
				
			||||||
        payload = pub_mock.call_args.kwargs['payload']
 | 
					 | 
				
			||||||
        objects_msg = events.events_pb2.ObjectsMessage()
 | 
					 | 
				
			||||||
        objects_msg.ParseFromString(payload)
 | 
					 | 
				
			||||||
        assert len(objects_msg.objects) == 1
 | 
					 | 
				
			||||||
        assert left - 0.0001 < objects_msg.objects[0].left < left + 0.0001
 | 
					 | 
				
			||||||
        assert right - 0.0001 < objects_msg.objects[0].right < right + 0.0001
 | 
					 | 
				
			||||||
        assert top - 0.0001 < objects_msg.objects[0].top < top + 0.0001
 | 
					 | 
				
			||||||
        assert bottom - 0.0001 < objects_msg.objects[0].bottom < bottom + 0.0001
 | 
					 | 
				
			||||||
        assert score - 0.0001 < objects_msg.objects[0].confidence < score + 0.0001
 | 
					 | 
				
			||||||
        assert objects_msg.frame_ref == frame_ref
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
class TestFrameProcessor:
 | 
					 | 
				
			||||||
    @pytest.fixture
 | 
					 | 
				
			||||||
    def frame_processor(self, mqtt_client: mqtt.Client) -> camera.depthai.FrameProcessor:
 | 
					 | 
				
			||||||
        return camera.depthai.FrameProcessor(mqtt_client, "topic/frame")
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def test_process(self, frame_processor: camera.depthai.FrameProcessor, mocker: pytest_mock.MockerFixture,
 | 
					 | 
				
			||||||
                     mqtt_client: mqtt.Client) -> None:
 | 
					 | 
				
			||||||
        img: dai.ImgFrame = mocker.MagicMock()
 | 
					 | 
				
			||||||
        mocker.patch(target="cv2.imencode").return_value = (True, np.array(b"img content"))
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        frame_ref = frame_processor.process(img)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        pub_mock: unittest.mock.MagicMock = mqtt_client.publish  # type: ignore
 | 
					 | 
				
			||||||
        pub_mock.assert_called_once_with(payload=unittest.mock.ANY, qos=0, retain=False, topic="topic/frame")
 | 
					 | 
				
			||||||
        payload = pub_mock.call_args.kwargs['payload']
 | 
					 | 
				
			||||||
        frame_msg = events.events_pb2.FrameMessage()
 | 
					 | 
				
			||||||
        frame_msg.ParseFromString(payload)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        assert frame_msg.id == frame_ref
 | 
					 | 
				
			||||||
        assert frame_msg.frame == b"img content"
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        assert frame_msg.id.name == "robocar-oak-camera-oak"
 | 
					 | 
				
			||||||
        assert len(frame_msg.id.id) is 13
 | 
					 | 
				
			||||||
        now = datetime.datetime.now()
 | 
					 | 
				
			||||||
        assert now - datetime.timedelta(
 | 
					 | 
				
			||||||
            milliseconds=10) < frame_msg.id.created_at.ToDatetime() < now + datetime.timedelta(milliseconds=10)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
    def test_process_error(self, frame_processor: camera.depthai.FrameProcessor, mocker: pytest_mock.MockerFixture,
 | 
					 | 
				
			||||||
                           mqtt_client: mqtt.Client) -> None:
 | 
					 | 
				
			||||||
        img: dai.ImgFrame = mocker.MagicMock()
 | 
					 | 
				
			||||||
        mocker.patch(target="cv2.imencode").return_value = (False, None)
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
        with pytest.raises(camera.depthai.FrameProcessError) as ex:
 | 
					 | 
				
			||||||
            _ = frame_processor.process(img)
 | 
					 | 
				
			||||||
        exception_raised = ex.value
 | 
					 | 
				
			||||||
        assert exception_raised.message == "unable to process to encode frame to jpg"
 | 
					 | 
				
			||||||
										
											
												File diff suppressed because one or more lines are too long
											
										
									
								
							
							
								
								
									
										53
									
								
								events/events_pb2.py
									
									
									
									
									
										Normal file
									
								
							
							
						
						
									
										53
									
								
								events/events_pb2.py
									
									
									
									
									
										Normal file
									
								
							@@ -0,0 +1,53 @@
 | 
				
			|||||||
 | 
					# -*- coding: utf-8 -*-
 | 
				
			||||||
 | 
					# Generated by the protocol buffer compiler.  DO NOT EDIT!
 | 
				
			||||||
 | 
					# source: events/events.proto
 | 
				
			||||||
 | 
					"""Generated protocol buffer code."""
 | 
				
			||||||
 | 
					from google.protobuf.internal import builder as _builder
 | 
				
			||||||
 | 
					from google.protobuf import descriptor as _descriptor
 | 
				
			||||||
 | 
					from google.protobuf import descriptor_pool as _descriptor_pool
 | 
				
			||||||
 | 
					from google.protobuf import symbol_database as _symbol_database
 | 
				
			||||||
 | 
					# @@protoc_insertion_point(imports)
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					_sym_db = _symbol_database.Default()
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					from google.protobuf import timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x13\x65vents/events.proto\x12\x0erobocar.events\x1a\x1fgoogle/protobuf/timestamp.proto\"T\n\x08\x46rameRef\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\n\n\x02id\x18\x02 \x01(\t\x12.\n\ncreated_at\x18\x03 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"C\n\x0c\x46rameMessage\x12$\n\x02id\x18\x01 \x01(\x0b\x32\x18.robocar.events.FrameRef\x12\r\n\x05\x66rame\x18\x02 \x01(\x0c\"d\n\x0fSteeringMessage\x12\x10\n\x08steering\x18\x01 \x01(\x02\x12\x12\n\nconfidence\x18\x02 \x01(\x02\x12+\n\tframe_ref\x18\x03 \x01(\x0b\x32\x18.robocar.events.FrameRef\"d\n\x0fThrottleMessage\x12\x10\n\x08throttle\x18\x01 \x01(\x02\x12\x12\n\nconfidence\x18\x02 \x01(\x02\x12+\n\tframe_ref\x18\x03 \x01(\x0b\x32\x18.robocar.events.FrameRef\"A\n\x10\x44riveModeMessage\x12-\n\ndrive_mode\x18\x01 \x01(\x0e\x32\x19.robocar.events.DriveMode\"f\n\x0eObjectsMessage\x12\'\n\x07objects\x18\x01 \x03(\x0b\x32\x16.robocar.events.Object\x12+\n\tframe_ref\x18\x02 \x01(\x0b\x32\x18.robocar.events.FrameRef\"\x80\x01\n\x06Object\x12(\n\x04type\x18\x01 \x01(\x0e\x32\x1a.robocar.events.TypeObject\x12\x0c\n\x04left\x18\x02 \x01(\x05\x12\x0b\n\x03top\x18\x03 \x01(\x05\x12\r\n\x05right\x18\x04 \x01(\x05\x12\x0e\n\x06\x62ottom\x18\x05 \x01(\x05\x12\x12\n\nconfidence\x18\x06 \x01(\x02\"&\n\x13SwitchRecordMessage\x12\x0f\n\x07\x65nabled\x18\x01 \x01(\x08\"\x8c\x01\n\x0bRoadMessage\x12&\n\x07\x63ontour\x18\x01 \x03(\x0b\x32\x15.robocar.events.Point\x12(\n\x07\x65llipse\x18\x02 \x01(\x0b\x32\x17.robocar.events.Ellipse\x12+\n\tframe_ref\x18\x03 \x01(\x0b\x32\x18.robocar.events.FrameRef\"\x1d\n\x05Point\x12\t\n\x01x\x18\x01 \x01(\x05\x12\t\n\x01y\x18\x02 \x01(\x05\"r\n\x07\x45llipse\x12%\n\x06\x63\x65nter\x18\x01 \x01(\x0b\x32\x15.robocar.events.Point\x12\r\n\x05width\x18\x02 \x01(\x05\x12\x0e\n\x06height\x18\x03 \x01(\x05\x12\r\n\x05\x61ngle\x18\x04 \x01(\x02\x12\x12\n\nconfidence\x18\x05 \x01(\x02\"\x82\x01\n\rRecordMessage\x12+\n\x05\x66rame\x18\x01 \x01(\x0b\x32\x1c.robocar.events.FrameMessage\x12\x31\n\x08steering\x18\x02 \x01(\x0b\x32\x1f.robocar.events.SteeringMessage\x12\x11\n\trecordSet\x18\x03 \x01(\t*-\n\tDriveMode\x12\x0b\n\x07INVALID\x10\x00\x12\x08\n\x04USER\x10\x01\x12\t\n\x05PILOT\x10\x02*2\n\nTypeObject\x12\x07\n\x03\x41NY\x10\x00\x12\x07\n\x03\x43\x41R\x10\x01\x12\x08\n\x04\x42UMP\x10\x02\x12\x08\n\x04PLOT\x10\x03\x42\nZ\x08./eventsb\x06proto3')
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, globals())
 | 
				
			||||||
 | 
					_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'events.events_pb2', globals())
 | 
				
			||||||
 | 
					if _descriptor._USE_C_DESCRIPTORS == False:
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  DESCRIPTOR._options = None
 | 
				
			||||||
 | 
					  DESCRIPTOR._serialized_options = b'Z\010./events'
 | 
				
			||||||
 | 
					  _DRIVEMODE._serialized_start=1196
 | 
				
			||||||
 | 
					  _DRIVEMODE._serialized_end=1241
 | 
				
			||||||
 | 
					  _TYPEOBJECT._serialized_start=1243
 | 
				
			||||||
 | 
					  _TYPEOBJECT._serialized_end=1293
 | 
				
			||||||
 | 
					  _FRAMEREF._serialized_start=72
 | 
				
			||||||
 | 
					  _FRAMEREF._serialized_end=156
 | 
				
			||||||
 | 
					  _FRAMEMESSAGE._serialized_start=158
 | 
				
			||||||
 | 
					  _FRAMEMESSAGE._serialized_end=225
 | 
				
			||||||
 | 
					  _STEERINGMESSAGE._serialized_start=227
 | 
				
			||||||
 | 
					  _STEERINGMESSAGE._serialized_end=327
 | 
				
			||||||
 | 
					  _THROTTLEMESSAGE._serialized_start=329
 | 
				
			||||||
 | 
					  _THROTTLEMESSAGE._serialized_end=429
 | 
				
			||||||
 | 
					  _DRIVEMODEMESSAGE._serialized_start=431
 | 
				
			||||||
 | 
					  _DRIVEMODEMESSAGE._serialized_end=496
 | 
				
			||||||
 | 
					  _OBJECTSMESSAGE._serialized_start=498
 | 
				
			||||||
 | 
					  _OBJECTSMESSAGE._serialized_end=600
 | 
				
			||||||
 | 
					  _OBJECT._serialized_start=603
 | 
				
			||||||
 | 
					  _OBJECT._serialized_end=731
 | 
				
			||||||
 | 
					  _SWITCHRECORDMESSAGE._serialized_start=733
 | 
				
			||||||
 | 
					  _SWITCHRECORDMESSAGE._serialized_end=771
 | 
				
			||||||
 | 
					  _ROADMESSAGE._serialized_start=774
 | 
				
			||||||
 | 
					  _ROADMESSAGE._serialized_end=914
 | 
				
			||||||
 | 
					  _POINT._serialized_start=916
 | 
				
			||||||
 | 
					  _POINT._serialized_end=945
 | 
				
			||||||
 | 
					  _ELLIPSE._serialized_start=947
 | 
				
			||||||
 | 
					  _ELLIPSE._serialized_end=1061
 | 
				
			||||||
 | 
					  _RECORDMESSAGE._serialized_start=1064
 | 
				
			||||||
 | 
					  _RECORDMESSAGE._serialized_end=1194
 | 
				
			||||||
 | 
					# @@protoc_insertion_point(module_scope)
 | 
				
			||||||
							
								
								
									
										1702
									
								
								poetry.lock
									
									
									
										generated
									
									
									
								
							
							
						
						
									
										1702
									
								
								poetry.lock
									
									
									
										generated
									
									
									
								
							
										
											
												File diff suppressed because it is too large
												Load Diff
											
										
									
								
							@@ -1,56 +0,0 @@
 | 
				
			|||||||
[tool.poetry]
 | 
					 | 
				
			||||||
name = "robocar-oak-camera"
 | 
					 | 
				
			||||||
version = "0.0.0"
 | 
					 | 
				
			||||||
description = "Mqtt gateway for oak-lite device"
 | 
					 | 
				
			||||||
authors = ["Cyrille Nofficial <cynoffic@cyrilix.fr>"]
 | 
					 | 
				
			||||||
readme = "README.md"
 | 
					 | 
				
			||||||
packages = [
 | 
					 | 
				
			||||||
    { include = "camera" },
 | 
					 | 
				
			||||||
]
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[tool.poetry.dependencies]
 | 
					 | 
				
			||||||
python = "^3.11"
 | 
					 | 
				
			||||||
paho-mqtt = "^1.6.1"
 | 
					 | 
				
			||||||
depthai = "^2.22.0"
 | 
					 | 
				
			||||||
protobuf3 = "^0.2.1"
 | 
					 | 
				
			||||||
google = "^3.0.0"
 | 
					 | 
				
			||||||
protobuf = "^4.21.8"
 | 
					 | 
				
			||||||
opencv-python-headless = "^4.6.0.66"
 | 
					 | 
				
			||||||
robocar-protobuf = {version = "^1.3.0", source = "robocar"}
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[tool.poetry.group.test.dependencies]
 | 
					 | 
				
			||||||
pytest = "^7.1.3"
 | 
					 | 
				
			||||||
pytest-mock = "^3.10.0"
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[tool.poetry.group.dev.dependencies]
 | 
					 | 
				
			||||||
pylint = "^2.15.4"
 | 
					 | 
				
			||||||
mypy = "^0.982"
 | 
					 | 
				
			||||||
types-paho-mqtt = "^1.6.0.1"
 | 
					 | 
				
			||||||
types-protobuf = "^3.20.4.2"
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[[tool.poetry.source]]
 | 
					 | 
				
			||||||
name = "robocar"
 | 
					 | 
				
			||||||
url = "https://git.cyrilix.bzh/api/packages/robocars/pypi/simple"
 | 
					 | 
				
			||||||
priority = "explicit"
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[build-system]
 | 
					 | 
				
			||||||
requires = ["poetry-core>=1.0.0", "poetry-dynamic-versioning"]
 | 
					 | 
				
			||||||
build-backend = "poetry_dynamic_versioning.backend"
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[tool.poetry.scripts]
 | 
					 | 
				
			||||||
rc-oak-camera = 'camera.cli:execute_from_command_line'
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[tool.poetry-dynamic-versioning]
 | 
					 | 
				
			||||||
enable = true
 | 
					 | 
				
			||||||
style = 'semver'
 | 
					 | 
				
			||||||
vcs = 'git'
 | 
					 | 
				
			||||||
dirty = true
 | 
					 | 
				
			||||||
bump = true
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
[tool.mypy]
 | 
					 | 
				
			||||||
strict = true
 | 
					 | 
				
			||||||
warn_unused_configs = true
 | 
					 | 
				
			||||||
plugins = 'numpy.typing.mypy_plugin'
 | 
					 | 
				
			||||||
							
								
								
									
										8
									
								
								requirements.txt
									
									
									
									
									
										Normal file
									
								
							
							
						
						
									
										8
									
								
								requirements.txt
									
									
									
									
									
										Normal file
									
								
							@@ -0,0 +1,8 @@
 | 
				
			|||||||
 | 
					paho-mqtt~=1.6.1
 | 
				
			||||||
 | 
					docopt~=0.6.2
 | 
				
			||||||
 | 
					depthai==2.14.1.0
 | 
				
			||||||
 | 
					opencv-python~=4.5.5.62
 | 
				
			||||||
 | 
					google~=3.0.0
 | 
				
			||||||
 | 
					google-api-core~=2.4.0
 | 
				
			||||||
 | 
					setuptools==60.5.0
 | 
				
			||||||
 | 
					protobuf3
 | 
				
			||||||
							
								
								
									
										5
									
								
								setup.cfg
									
									
									
									
									
										Normal file
									
								
							
							
						
						
									
										5
									
								
								setup.cfg
									
									
									
									
									
										Normal file
									
								
							@@ -0,0 +1,5 @@
 | 
				
			|||||||
 | 
					[metadata]
 | 
				
			||||||
 | 
					description-file = README.md
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					[aliases]
 | 
				
			||||||
 | 
					test = pytest
 | 
				
			||||||
							
								
								
									
										68
									
								
								setup.py
									
									
									
									
									
										Normal file
									
								
							
							
						
						
									
										68
									
								
								setup.py
									
									
									
									
									
										Normal file
									
								
							@@ -0,0 +1,68 @@
 | 
				
			|||||||
 | 
					import os
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					from setuptools import setup, find_packages
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					# include the non python files
 | 
				
			||||||
 | 
					def package_files(directory, strip_leading):
 | 
				
			||||||
 | 
					    paths = []
 | 
				
			||||||
 | 
					    for (path, directories, filenames) in os.walk(directory):
 | 
				
			||||||
 | 
					        for filename in filenames:
 | 
				
			||||||
 | 
					            package_file = os.path.join(path, filename)
 | 
				
			||||||
 | 
					            paths.append(package_file[len(strip_leading):])
 | 
				
			||||||
 | 
					    return paths
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					tests_require = ['pytest',
 | 
				
			||||||
 | 
					                 ]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					setup(name='robocar-oak-camera',
 | 
				
			||||||
 | 
					      version='0.1',
 | 
				
			||||||
 | 
					      description='Mqtt gateway for oak-lite device.',
 | 
				
			||||||
 | 
					      url='https://github.com/cyrilix/robocar-oak-camera',
 | 
				
			||||||
 | 
					      license='Apache2',
 | 
				
			||||||
 | 
					      entry_points={
 | 
				
			||||||
 | 
					          'console_scripts': [
 | 
				
			||||||
 | 
					              'rc-oak-camera=camera.cli:execute_from_command_line',
 | 
				
			||||||
 | 
					          ],
 | 
				
			||||||
 | 
					      },
 | 
				
			||||||
 | 
					      setup_requires=['pytest-runner'],
 | 
				
			||||||
 | 
					      install_requires=['depthai',
 | 
				
			||||||
 | 
					                        'docopt',
 | 
				
			||||||
 | 
					                        'paho-mqtt',
 | 
				
			||||||
 | 
					                        'protobuf3',
 | 
				
			||||||
 | 
					                        'google',
 | 
				
			||||||
 | 
					                        'numpy',
 | 
				
			||||||
 | 
					                        'opencv-python',
 | 
				
			||||||
 | 
					                        'blobconverter',
 | 
				
			||||||
 | 
					                        ],
 | 
				
			||||||
 | 
					      tests_require=tests_require,
 | 
				
			||||||
 | 
					      extras_require={
 | 
				
			||||||
 | 
					          'tests': tests_require
 | 
				
			||||||
 | 
					      },
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					      include_package_data=True,
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					      classifiers=[
 | 
				
			||||||
 | 
					          # How mature is this project? Common values are
 | 
				
			||||||
 | 
					          #   3 - Alpha
 | 
				
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 | 
					          #   4 - Beta
 | 
				
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 | 
					          #   5 - Production/Stable
 | 
				
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 | 
					          'Development Status :: 3 - Alpha',
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					          # Indicate who your project is intended for
 | 
				
			||||||
 | 
					          'Intended Audience :: Developers',
 | 
				
			||||||
 | 
					          'Topic :: Scientific/Engineering :: Artificial Intelligence',
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					          # Pick your license as you wish (should match "license" above)
 | 
				
			||||||
 | 
					          'License :: OSI Approved :: Apache 2 License',
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					          # Specify the Python versions you support here. In particular, ensure
 | 
				
			||||||
 | 
					          # that you indicate whether you support Python 2, Python 3 or both.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					          'Programming Language :: Python :: 3.7',
 | 
				
			||||||
 | 
					      ],
 | 
				
			||||||
 | 
					      keywords='selfdriving cars drive',
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					      packages=find_packages(exclude=(['tests', 'env'])),
 | 
				
			||||||
 | 
					      )
 | 
				
			||||||
		Reference in New Issue
	
	Block a user