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"q9_1", + "q9_2" + ] + }, + "preProcessors": [ + { + "name": "CropPage", + "options": { + "morphKernel": [ + 15, + 15 + ] + } + }, + { + "name": "CropOnMarkers", + "options": { + "type": "FOUR_MARKERS", + "referenceImage": "omr_marker.jpg", + "tuningOptions": { + "marker_rescale_range": [ + 80, + 120 + ] + }, + "markerDimensions": [ + 35, + 35 + ] + } + }, + { + "name" : "AutoAlign", + "options":{ + "referenceImage": "reference.jpg" + } + } + ], + "fieldBlocks": { + "Medium": { + "bubblesGap": 41, + "fieldType": "CUSTOM", + "bubbleValues": [ + "E", + "H" + ], + "direction": "vertical", + "fieldLabels": [ + "Medium" + ], + "labelsGap": 0, + "origin": [ + 170, + 282 + ] + }, + "Roll": { + "fieldType": "QTYPE_INT", + "fieldLabels": [ + "roll1..9" + ], + "bubblesGap": 46, + "labelsGap": 58, + "origin": [ + 225, + 282 + ] + }, + "Int_Block_Q5": { + "fieldType": "QTYPE_INT", + "fieldLabels": [ + "q5_1", + "q5_2" + ], + "bubblesGap": 46, + "labelsGap": 60, + "origin": [ + 903, + 282 + ] + }, + "Int_Block_Q6": { + "fieldType": "QTYPE_INT", + "fieldLabels": [ + "q6_1", + "q6_2" + ], + "bubblesGap": 46, + "labelsGap": 60, + "origin": [ + 1077, + 282 + ] + }, + "Int_Block_Q7": { + "fieldType": "QTYPE_INT", + "fieldLabels": [ + "q7_1", + "q7_2" + ], + "bubblesGap": 46, + "labelsGap": 60, + "origin": [ + 1240, + 282 + ] + }, + "Int_Block_Q8": { + "fieldType": "QTYPE_INT", + "fieldLabels": [ + "q8_1", + "q8_2" + ], + "bubblesGap": 46, + "labelsGap": 57, + "origin": [ + 1410, + 282 + ] + }, + "Int_Block_Q9": { + "fieldType": "QTYPE_INT", + "fieldLabels": [ + "q9_1", + "q9_2" + ], + "bubblesGap": 46, + "labelsGap": 57, + "origin": [ + 1580, + 282 + ] + }, + "MCQ_Block_Q1": { + "fieldType": "QTYPE_MCQ4", + "fieldLabels": [ + "q1..4" + ], + "bubblesGap": 59, + "labelsGap": 50, + "origin": [ + 121, + 860 + ] + }, + "MCQ_Block_Q10": { + "fieldType": "QTYPE_MCQ4", + "fieldLabels": [ + "q10..13" + ], + "bubblesGap": 59, + "labelsGap": 50, + "origin": [ + 121, + 1195 + ] + }, + "MCQ_Block_Q14": { + "fieldType": "QTYPE_MCQ4", + "fieldLabels": [ + "q14..16" + ], + "bubblesGap": 57, + "labelsGap": 50, + "origin": [ + 905, + 860 + ] + }, + "MCQ_Block_Q17": { + "fieldType": "QTYPE_MCQ4", + "fieldLabels": [ + "q17..20" + ], + "bubblesGap": 57, + "labelsGap": 50, + "origin": [ + 905, + 1195 + ] + } + } +} diff --git a/src/processors/AutoAlign.py b/src/processors/AutoAlign.py new file mode 100644 index 00000000..d7a4e349 --- /dev/null +++ b/src/processors/AutoAlign.py @@ -0,0 +1,52 @@ +from src.processors.interfaces.ImageTemplatePreprocessor import ( + ImageTemplatePreprocessor, +) +from src.utils.interaction import InteractionUtils +from src.utils.logger import logger +import cv2 + + +class AutoAlign(ImageTemplatePreprocessor): + __is_internal_preprocessor__ = False + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + path = self.get_relative_path(self.options["referenceImage"]) + self.reference_image = cv2.imread(path, cv2.IMREAD_GRAYSCALE) + + def apply_filter(self, image, colored_image, _template, file_path): + # for rotation in rotation rotate and match + methods = [ + "cv.TM_CCOEFF", + "cv.TM_CCOEFF_NORMED", + "cv.TM_CCORR", + "cv.TM_CCORR_NORMED", + "cv.TM_SQDIFF", + "cv.TM_SQDIFF_NORMED", + ] + # resized_reference=self.reference_image + res=cv2.matchTemplate(image,self.reference_image,cv2.TM_CCOEFF) + min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res) + best_val,best_rotation=max_val,None + rotations=[cv2.ROTATE_90_CLOCKWISE,cv2.ROTATE_180,cv2.ROTATE_90_COUNTERCLOCKWISE] + values=[best_val] + for rotation in rotations: + rotated_img=cv2.rotate(image,rotation) + res=cv2.matchTemplate(rotated_img,self.reference_image,cv2.TM_CCOEFF) + min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res) + logger.info(rotation,max_val) + values.append(max_val) + if max_val>best_val: + best_val=max_val + best_rotation=rotation + logger.info("AutoRotate Applied with rotation",best_rotation,"having values",values) + if best_rotation is None: + return image,colored_image,_template + + image=cv2.rotate(image,best_rotation) + colored_image=cv2.rotate(colored_image,best_rotation) + return image,colored_image,_template + + def exclude_files(self): + path = self.get_relative_path(self.options["referenceImage"]) + return [path] \ No newline at end of file diff --git a/src/processors/manager.py b/src/processors/manager.py index 60d6e669..c408008d 100644 --- a/src/processors/manager.py +++ b/src/processors/manager.py @@ -6,7 +6,7 @@ from src.processors.GaussianBlur import GaussianBlur from src.processors.Levels import Levels from src.processors.MedianBlur import MedianBlur - +from src.processors.AutoAlign import AutoAlign # Note: we're now hard coding the processors mapping to support working export of PyInstaller PROCESSOR_MANAGER = DotMap( { @@ -18,6 +18,7 @@ "GaussianBlur": GaussianBlur, "Levels": Levels, "MedianBlur": MedianBlur, + "AutoAlign":AutoAlign } }, _dynamic=False, diff --git a/src/schemas/template_schema.py b/src/schemas/template_schema.py index baf9e4fb..85004011 100644 --- a/src/schemas/template_schema.py +++ b/src/schemas/template_schema.py @@ -6,55 +6,51 @@ WarpMethod, WarpMethodFlags, ) -from src.schemas.constants import load_common_defs +from src.schemas.constants import ( + ARRAY_OF_STRINGS, + FIELD_STRING_TYPE, + positive_integer, + positive_number, + two_positive_integers, + two_positive_numbers, + zero_to_one_number, +) from src.utils.constants import BUILTIN_FIELD_TYPES -margins_schema_def = { +margins_schema = { "description": "The margins to use around a box", "type": "object", "required": ["top", "right", "bottom", "left"], "additionalProperties": False, "properties": { - "top": { - "$ref": "#/$def/positive_integer", - }, - "right": { - "$ref": "#/$def/positive_integer", - }, - "bottom": { - "$ref": "#/$def/positive_integer", - }, - "left": { - "$ref": "#/$def/positive_integer", - }, + "top": positive_integer, + "right": positive_integer, + "bottom": positive_integer, + "left": positive_integer, }, } -# TODO: deprecate in favor of _scan_area_description (support barcode as scannerType) -_box_area_description = { +# TODO: deprecate in favor of scan_area_description +box_area_description = { "description": "The description of a box area on the image", "type": "object", "required": ["origin", "dimensions", "margins"], "additionalProperties": False, "properties": { - "origin": { - "$ref": "#/$def/two_positive_integers", - }, - "dimensions": { - "$ref": "#/$def/two_positive_integers", - }, - "margins": {"$ref": "#/$def/margins_schema"}, + "origin": two_positive_integers, + "dimensions": two_positive_integers, + "margins": margins_schema, }, } -_scan_area_template = { +scan_area_template = { "description": "The ready-made template to use to prefill description of a scanArea", "type": "string", "enum": ["CUSTOM", *AreaTemplate.values()], } -_custom_marker_options = { +custom_marker_options = { "markerDimensions": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "The dimensions of the omr marker", }, "referenceImage": { @@ -63,28 +59,28 @@ }, } -_crop_on_marker_custom_options_schema = { +crop_on_marker_custom_options_schema = { "description": "Custom options for the scannerType TEMPLATE_MATCH", "type": "object", "additionalProperties": False, - "properties": {**_custom_marker_options}, + "properties": {**custom_marker_options}, } # TODO: actually this one needs to be specific to processor.type -_common_custom_options_schema = { +common_custom_options_schema = { "description": "Custom options based on the scannerType", "type": "object", # TODO: add conditional properties here like maxPoints and excludeFromCropping here based on scannerType - # expand conditionally: _crop_on_marker_custom_options_schema + # expand conditionally: crop_on_marker_custom_options_schema } -point_selector_patch_area_def = { - **_box_area_description, +point_selector_patch_area_description = { + **box_area_description, "description": "The detailed description of a patch area with an optional point selector", "additionalProperties": False, "properties": { - **_box_area_description["properties"], + **box_area_description["properties"], "selector": { "type": "string", "enum": [*SELECTOR_TYPES_IN_ORDER], @@ -93,35 +89,34 @@ } -marker_area_description_def = { - **point_selector_patch_area_def, - "required": ["origin", "margins"], +marker_area_description = { + **point_selector_patch_area_description, "description": "The detailed description of a patch area for a custom marker", "additionalProperties": False, "properties": { - **point_selector_patch_area_def["properties"], + **point_selector_patch_area_description["properties"], "selector": { "type": "string", "enum": [*SELECTOR_TYPES_IN_ORDER], }, - "customOptions": _crop_on_marker_custom_options_schema, + "customOptions": crop_on_marker_custom_options_schema, }, } -_scan_area_description = { - **point_selector_patch_area_def, +scan_area_description = { + **point_selector_patch_area_description, "description": "The detailed description of a scanArea's coordinates and purpose", # TODO: "required": [...], "additionalProperties": False, "properties": { - **point_selector_patch_area_def["properties"], + **point_selector_patch_area_description["properties"], "label": { "description": "The label to use for the scanArea", "type": "string", }, "selectorMargins": { - "$ref": "#/$def/margins_schema", + **margins_schema, "description": "The margins around the scanArea's box at provided origin", }, "scannerType": { @@ -130,12 +125,12 @@ "enum": SCANNER_TYPES_IN_ORDER, }, "maxPoints": { - "$ref": "#/$def/positive_integer", + **positive_integer, "description": "The maximum points to pick from the given scanArea", }, }, } -scan_areas_array_def = { +scan_areas_object = { "description": "The schema of a scanArea", "type": "array", "items": { @@ -143,9 +138,9 @@ "required": ["areaTemplate"], "additionalProperties": False, "properties": { - "areaTemplate": _scan_area_template, - "areaDescription": _scan_area_description, - "customOptions": _common_custom_options_schema, + "areaTemplate": scan_area_template, + "areaDescription": scan_area_description, + "customOptions": common_custom_options_schema, }, }, } @@ -224,7 +219,7 @@ "tuningOptions": True, } -crop_on_dot_lines_tuning_options_def = { +crop_on_dot_lines_tuning_options = { "description": "Custom tuning options for the CropOnDotLines pre-processor", "type": "object", "additionalProperties": False, @@ -232,28 +227,28 @@ **crop_on_markers_tuning_options_available_keys, **warp_on_points_tuning_options, "dotBlurKernel": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "The size of the kernel to use for blurring in each dot's scanArea", }, "dotKernel": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "The size of the morph kernel to use for smudging each dot", }, "lineKernel": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "The size of the morph kernel to use for smudging each line", }, "dotThreshold": { - "$ref": "#/$def/positive_number", + **positive_number, "description": "The threshold to apply for clearing out the noise near a dot after smudging", }, "lineThreshold": { - "$ref": "#/$def/positive_number", + **positive_number, "description": "The threshold to apply for clearing out the noise near a line after smudging", }, }, } -crop_on_four_markers_tuning_options_def = { +crop_on_four_markers_tuning_options = { "description": "Custom tuning options for the CropOnCustomMarkers pre-processor", "type": "object", "additionalProperties": False, @@ -265,11 +260,11 @@ "type": "boolean", }, "marker_rescale_range": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "The range of rescaling in percentage", }, "marker_rescale_steps": { - "$ref": "#/$def/positive_integer", + **positive_integer, "description": "The number of rescaling steps", }, "min_matching_threshold": { @@ -279,7 +274,7 @@ }, } -_common_field_block_properties = { +common_field_block_properties = { # Common properties here "emptyValue": { "description": "The custom empty bubble value to use in this field block", @@ -288,22 +283,21 @@ "fieldType": { "description": "The field type to use from a list of ready-made types as well as the custom type", "type": "string", - "enum": [*list(BUILTIN_FIELD_TYPES.keys()), "CUSTOM_BUBBLES", "BARCODE", "OCR"], + "enum": [*list(BUILTIN_FIELD_TYPES.keys()), "CUSTOM", "BARCODE"], }, } - -_traditional_field_block_properties = { - **_common_field_block_properties, +traditional_field_block_properties = { + **common_field_block_properties, "bubbleDimensions": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_numbers, "description": "The custom dimensions for the bubbles in the current field block: [width, height]", }, "bubblesGap": { - "$ref": "#/$def/positive_number", + **positive_number, "description": "The gap between two bubbles(top-left to top-left) in the current field block", }, "bubbleValues": { - "$ref": "#/$def/array_of_strings", + **ARRAY_OF_STRINGS, "description": "The ordered array of values to use for given bubbles per field in this field block", }, "direction": { @@ -314,21 +308,19 @@ "fieldLabels": { "description": "The ordered array of labels to use for given fields in this field block", "type": "array", - "items": { - "$ref": "#/$def/field_string_type", - }, + "items": FIELD_STRING_TYPE, }, "labelsGap": { - "$ref": "#/$def/positive_number", + **positive_number, "description": "The gap between two labels(top-left to top-left) in the current field block", }, "origin": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "The top left point of the first bubble in this field block", }, } -many_field_blocks_description_def = { +many_field_blocks_description = { "description": "Each fieldBlock denotes a small group of adjacent fields", "type": "object", "patternProperties": { @@ -341,7 +333,6 @@ "labelsGap", "fieldLabels", ], - "properties": _common_field_block_properties, "allOf": [ { "if": { @@ -352,30 +343,32 @@ ] } }, - "required": ["fieldType"], }, "then": { + "required": ["fieldType"], "additionalProperties": False, - "properties": _traditional_field_block_properties, + "properties": traditional_field_block_properties, }, }, { "if": { - "properties": {"fieldType": {"const": "CUSTOM_BUBBLES"}}, + "properties": {"fieldType": {"const": "CUSTOM"}}, + }, + "then": { "required": [ "bubbleValues", "direction", "fieldType", ], - }, - "then": { "additionalProperties": False, - "properties": _traditional_field_block_properties, + "properties": traditional_field_block_properties, }, }, { "if": { "properties": {"fieldType": {"const": "BARCODE"}}, + }, + "then": { # TODO: move barcode specific properties into this if-else "required": [ "scanArea", @@ -384,18 +377,17 @@ # TODO: "failIfNotFound" # "emptyValue", ], - }, - "then": { "additionalProperties": False, "properties": { - **_common_field_block_properties, - "scanArea": _box_area_description, + **common_field_block_properties, + "scanArea": box_area_description, "fieldLabel": {"type": "string"}, }, }, }, # TODO: support for PHOTO_BLOB, OCR custom fields here ], + "properties": common_field_block_properties, } }, } @@ -404,27 +396,6 @@ TEMPLATE_SCHEMA = { "$schema": "https://json-schema.org/draft/2020-12/schema", "$id": "https://github.com/Udayraj123/OMRChecker/tree/master/src/schemas/template-schema.json", - "$def": { - # The common definitions go here - **load_common_defs( - [ - "array_of_strings", - "field_string_type", - "positive_integer", - "positive_number", - "two_positive_integers", - "two_positive_numbers", - "zero_to_one_number", - ] - ), - "marker_area_description": marker_area_description_def, - "crop_on_four_markers_tuning_options": crop_on_four_markers_tuning_options_def, - "scan_areas_array": scan_areas_array_def, - "margins_schema": margins_schema_def, - "point_selector_patch_area": point_selector_patch_area_def, - "crop_on_dot_lines_tuning_options": crop_on_dot_lines_tuning_options_def, - "many_field_blocks_description": many_field_blocks_description_def, - }, "title": "Template Validation Schema", "description": "OMRChecker input template schema", "type": "object", @@ -437,19 +408,14 @@ "additionalProperties": False, "properties": { "bubbleDimensions": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "The default dimensions for the bubbles in the template overlay: [width, height]", }, "customLabels": { "description": "The customLabels contain fields that need to be joined together before generating the results sheet", "type": "object", "patternProperties": { - "^.*$": { - "type": "array", - "items": { - "$ref": "#/$def/field_string_type", - }, - } + "^.*$": {"type": "array", "items": FIELD_STRING_TYPE} }, }, "emptyValue": { @@ -459,20 +425,18 @@ "outputColumns": { "description": "The ordered list of columns to be contained in the output csv(default order: alphabetical)", "type": "array", - "items": { - "$ref": "#/$def/field_string_type", - }, + "items": FIELD_STRING_TYPE, }, "templateDimensions": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "The dimensions(width, height) to which the page will be resized to before applying template", }, "processingImageShape": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "Shape of the processing image after all the pre-processors are applied: [height, width]", }, "outputImageShape": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "Shape of the final output image: [height, width]", }, "preProcessors": { @@ -495,6 +459,7 @@ "GaussianBlur", "Levels", "MedianBlur", + "AutoAlign" ], }, "options": { @@ -504,7 +469,7 @@ "properties": { # Note: common properties across all preprocessors items can stay here "processingImageShape": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "Shape of the processing image for the current pre-processors: [height, width]", }, }, @@ -527,12 +492,12 @@ # TODO: support DOC_REFINE warpMethod "tuningOptions": True, "morphKernel": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "The size of the morph kernel used for smudging the page", }, # TODO: support for maxPointsPerEdge "maxPointsPerEdge": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "Max number of control points to use in one edge", }, }, @@ -597,7 +562,7 @@ "properties": { **pre_processor_options_available_keys, "kSize": { - "$ref": "#/$def/two_positive_numbers", + **two_positive_integers, "description": "Size of the kernel", }, "sigmaX": { @@ -622,15 +587,15 @@ "properties": { **pre_processor_options_available_keys, "gamma": { - "$ref": "#/$def/zero_to_one_number", + **zero_to_one_number, "description": "The value for gamma parameter", }, "high": { - "$ref": "#/$def/zero_to_one_number", + **zero_to_one_number, "description": "The value for high parameter", }, "low": { - "$ref": "#/$def/zero_to_one_number", + **zero_to_one_number, "description": "The value for low parameter", }, }, @@ -657,6 +622,26 @@ } }, }, + { + "if": { + "properties": {"name": {"const": "AutoAlign"}}, + }, + "then": { + "properties": { + "options": { + "description": "Options for the AutoAlign pre-processor", + "type": "object", + "additionalProperties": False, + "properties":{ + "referenceImage": { + "description": "The relative path to reference image of the omr marker", + "type": "string", + } + } + } + } + }, + }, { "if": { "properties": {"name": {"const": "WarpOnPoints"}}, @@ -692,14 +677,12 @@ "required": [], "additionalProperties": False, "properties": { - **crop_on_dot_lines_tuning_options_def[ + **crop_on_dot_lines_tuning_options[ "properties" ], }, }, - "scanAreas": { - "$ref": "#/$def/scan_areas_array" - }, + "scanAreas": scan_areas_object, }, } } @@ -721,9 +704,7 @@ "properties": { # Note: the keys need to match with crop_on_markers_options_available_keys **crop_on_markers_options_available_keys, - "scanAreas": { - "$ref": "#/$def/scan_areas_array" - }, + "scanAreas": scan_areas_object, "defaultSelector": { "description": "The default points selector for the given scanAreas", "type": "string", @@ -752,16 +733,12 @@ "additionalProperties": False, "properties": { **crop_on_markers_options_available_keys, - **_custom_marker_options, + **custom_marker_options, **{ - area_template: { - "$ref": "#/$def/marker_area_description" - } + area_template: marker_area_description for area_template in MARKER_AREA_TYPES_IN_ORDER }, - "tuningOptions": { - "$ref": "#/$def/crop_on_four_markers_tuning_options" - }, + "tuningOptions": crop_on_four_markers_tuning_options, }, }, }, @@ -784,18 +761,10 @@ "additionalProperties": False, "properties": { **crop_on_markers_options_available_keys, - "tuningOptions": { - "$ref": "#/$def/crop_on_dot_lines_tuning_options" - }, - "leftLine": { - "$ref": "#/$def/point_selector_patch_area" - }, - "topRightDot": { - "$ref": "#/$def/point_selector_patch_area" - }, - "bottomRightDot": { - "$ref": "#/$def/point_selector_patch_area" - }, + "tuningOptions": crop_on_dot_lines_tuning_options, + "leftLine": point_selector_patch_area_description, + "topRightDot": point_selector_patch_area_description, + "bottomRightDot": point_selector_patch_area_description, }, }, }, @@ -817,18 +786,10 @@ "additionalProperties": False, "properties": { **crop_on_markers_options_available_keys, - "tuningOptions": { - "$ref": "#/$def/crop_on_dot_lines_tuning_options" - }, - "rightLine": { - "$ref": "#/$def/point_selector_patch_area" - }, - "topLeftDot": { - "$ref": "#/$def/point_selector_patch_area" - }, - "bottomLeftDot": { - "$ref": "#/$def/point_selector_patch_area" - }, + "tuningOptions": crop_on_dot_lines_tuning_options, + "rightLine": point_selector_patch_area_description, + "topLeftDot": point_selector_patch_area_description, + "bottomLeftDot": point_selector_patch_area_description, }, }, }, @@ -847,15 +808,9 @@ "additionalProperties": False, "properties": { **crop_on_markers_options_available_keys, - "tuningOptions": { - "$ref": "#/$def/crop_on_dot_lines_tuning_options" - }, - "leftLine": { - "$ref": "#/$def/point_selector_patch_area" - }, - "rightLine": { - "$ref": "#/$def/point_selector_patch_area" - }, + "tuningOptions": crop_on_dot_lines_tuning_options, + "leftLine": point_selector_patch_area_description, + "rightLine": point_selector_patch_area_description, }, }, }, @@ -876,21 +831,11 @@ "additionalProperties": False, "properties": { **crop_on_markers_options_available_keys, - "tuningOptions": { - "$ref": "#/$def/crop_on_dot_lines_tuning_options" - }, - "topRightDot": { - "$ref": "#/$def/point_selector_patch_area" - }, - "bottomRightDot": { - "$ref": "#/$def/point_selector_patch_area" - }, - "topLeftDot": { - "$ref": "#/$def/point_selector_patch_area" - }, - "bottomLeftDot": { - "$ref": "#/$def/point_selector_patch_area" - }, + "tuningOptions": crop_on_dot_lines_tuning_options, + "topRightDot": point_selector_patch_area_description, + "bottomRightDot": point_selector_patch_area_description, + "topLeftDot": point_selector_patch_area_description, + "bottomLeftDot": point_selector_patch_area_description, }, }, }, @@ -903,7 +848,7 @@ }, }, "fieldBlocks": { - "$ref": "#/$def/many_field_blocks_description", + **many_field_blocks_description, "description": "The default field block to apply and read before applying any matcher on the fields response.", }, "conditionalSets": { @@ -922,15 +867,12 @@ "required": ["formatString", "matchRegex"], "additionalProperties": False, "properties": { - # Example: "SET_{booklet_No}", "{filename}" + # Example: "SET_{booklet_No}" "formatString": { "description": "Format string composed of the response variables to apply the regex on e.g. '{roll}-{barcode}'", "type": "string", }, - # Examples: - # Direct string: "SET_A", "B" - # Match last four characters: ".*-SET1" - # For multi-page: "*_1.(jpg|png)" + # Example: match last four characters ".*-SET1", "SET_A", "B", "matchRegex": { "description": "Mapping to use on the composed field string", "type": "string", @@ -939,7 +881,7 @@ }, }, "fieldBlocks": { - "$ref": "#/$def/many_field_blocks_description", + **many_field_blocks_description, "description": "The custom field blocks layout to apply if given matcher is satisfied", }, }, From d6ccdf68114b698f793008513d28b97fb07c0071 Mon Sep 17 00:00:00 2001 From: palash018 Date: Wed, 5 Jun 2024 18:53:04 +0530 Subject: [PATCH 02/14] auto-rotation experiment --- samples/2-omr-marker/reference.jpg | Bin 0 -> 7782 bytes samples/2-omr-marker/template.json | 6 + src/processors/AutoAlign.py | 80 ++++- src/schemas/template_schema.py | 303 +++++++++++------- .../IMG_20201116_143512.jpg | Bin 192699 -> 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51ce8d3d..834c553e 100644 --- a/samples/2-omr-marker/template.json +++ b/samples/2-omr-marker/template.json @@ -8,6 +8,12 @@ 40 ], "preProcessors": [ + { + "name":"AutoAlign", + "options":{ + "referenceImage":"reference.jpg" + } + }, { "name": "CropOnMarkers", "options": { diff --git a/src/processors/AutoAlign.py b/src/processors/AutoAlign.py index d7a4e349..dbb680a7 100644 --- a/src/processors/AutoAlign.py +++ b/src/processors/AutoAlign.py @@ -4,8 +4,8 @@ from src.utils.interaction import InteractionUtils from src.utils.logger import logger import cv2 - - +from src.utils.image import ImageUtils +import numpy as np class AutoAlign(ImageTemplatePreprocessor): __is_internal_preprocessor__ = False @@ -30,16 +30,22 @@ def apply_filter(self, image, colored_image, _template, file_path): best_val,best_rotation=max_val,None rotations=[cv2.ROTATE_90_CLOCKWISE,cv2.ROTATE_180,cv2.ROTATE_90_COUNTERCLOCKWISE] values=[best_val] - for rotation in rotations: - rotated_img=cv2.rotate(image,rotation) - res=cv2.matchTemplate(rotated_img,self.reference_image,cv2.TM_CCOEFF) - min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res) - logger.info(rotation,max_val) - values.append(max_val) - if max_val>best_val: - best_val=max_val - best_rotation=rotation - logger.info("AutoRotate Applied with rotation",best_rotation,"having values",values) + for angle in range(0,20,5): + logger.info(angle) + logger.info("SHOW SOMETHING HERE") + reference_image=self.rotate_image(self.reference_image,angle) + InteractionUtils.show("reference",reference_image,pause=True) + for rotation in rotations: + rotated_img=cv2.rotate(image,rotation) + res=cv2.matchTemplate(rotated_img,reference_image,cv2.TM_CCOEFF) + min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res) + logger.info(rotation,max_val) + if max_val>best_val: + best_val=max_val + best_rotation=rotation + values.append(max_val) + logger.info("AutoRotate Applied with rotation",best_rotation,"best value",best_val,"having values",values) + # best_rotation=self.get_best_match(image) if best_rotation is None: return image,colored_image,_template @@ -49,4 +55,52 @@ def apply_filter(self, image, colored_image, _template, file_path): def exclude_files(self): path = self.get_relative_path(self.options["referenceImage"]) - return [path] \ No newline at end of file + return [path] + + def rotate_image(self,image, angle): + image_center = tuple(np.array(image.shape[1::-1]) / 2) + rot_mat = cv2.getRotationMatrix2D(image_center, angle, 1.0) + result = cv2.warpAffine(image, rot_mat, image.shape[1::-1], flags=cv2.INTER_LINEAR) + return result + + def get_best_match(self,image): + res=cv2.matchTemplate(image,self.reference_image,cv2.TM_CCOEFF) + min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res) + best_val,best_rotation=max_val,None + rotations=[None,cv2.ROTATE_90_CLOCKWISE,cv2.ROTATE_180,cv2.ROTATE_90_COUNTERCLOCKWISE] + values=[best_val] + scale=2 + + for applied_scale in np.arange( + -scale, + scale, + 0.5, + ): + if applied_scale<=0: + continue + if applied_scale>0: + rescaled_marker = ImageUtils.resize_util( + self.reference_image, + u_width=int(min(self.reference_image.shape[0] * applied_scale,image.shape[0])), + u_height=int(min(self.reference_image.shape[1] * applied_scale,image.shape[1])), + ) + else: + applied_scale=-1/applied_scale + rescaled_marker = ImageUtils.resize_util( + self.reference_image, + u_width=int(self.reference_image.shape[0] * applied_scale), + u_height=int(self.reference_image.shape[1] * applied_scale), + ) + for rotation in rotations: + rotated_img=image + if rotation is not None: + rotated_img=cv2.rotate(image,rotation) + res=cv2.matchTemplate(rotated_img,rescaled_marker,cv2.TM_CCOEFF) + min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res) + if max_val>best_val: + best_val=max_val + best_rotation=rotation + values.append(max_val) + logger.info("AutoRotate Applied with rotation",best_rotation,"having value",best_val,"having values",values) + return best_rotation + \ No newline at end of file diff --git a/src/schemas/template_schema.py b/src/schemas/template_schema.py index 85004011..cb7fadf3 100644 --- a/src/schemas/template_schema.py +++ b/src/schemas/template_schema.py @@ -6,51 +6,55 @@ WarpMethod, WarpMethodFlags, ) -from src.schemas.constants import ( - ARRAY_OF_STRINGS, - FIELD_STRING_TYPE, - positive_integer, - positive_number, - two_positive_integers, - two_positive_numbers, - zero_to_one_number, -) +from src.schemas.constants import load_common_defs from src.utils.constants import BUILTIN_FIELD_TYPES -margins_schema = { +margins_schema_def = { "description": "The margins to use around a box", "type": "object", "required": ["top", "right", "bottom", "left"], "additionalProperties": False, "properties": { - "top": positive_integer, - "right": positive_integer, - "bottom": positive_integer, - "left": positive_integer, + "top": { + "$ref": "#/$def/positive_integer", + }, + "right": { + "$ref": "#/$def/positive_integer", + }, + "bottom": { + "$ref": "#/$def/positive_integer", + }, + "left": { + "$ref": "#/$def/positive_integer", + }, }, } -# TODO: deprecate in favor of scan_area_description -box_area_description = { +# TODO: deprecate in favor of _scan_area_description (support barcode as scannerType) +_box_area_description = { "description": "The description of a box area on the image", "type": "object", "required": ["origin", "dimensions", "margins"], "additionalProperties": False, "properties": { - "origin": two_positive_integers, - "dimensions": two_positive_integers, - "margins": margins_schema, + "origin": { + "$ref": "#/$def/two_positive_integers", + }, + "dimensions": { + "$ref": "#/$def/two_positive_integers", + }, + "margins": {"$ref": "#/$def/margins_schema"}, }, } -scan_area_template = { +_scan_area_template = { "description": "The ready-made template to use to prefill description of a scanArea", "type": "string", "enum": ["CUSTOM", *AreaTemplate.values()], } -custom_marker_options = { +_custom_marker_options = { "markerDimensions": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "The dimensions of the omr marker", }, "referenceImage": { @@ -59,28 +63,28 @@ }, } -crop_on_marker_custom_options_schema = { +_crop_on_marker_custom_options_schema = { "description": "Custom options for the scannerType TEMPLATE_MATCH", "type": "object", "additionalProperties": False, - "properties": {**custom_marker_options}, + "properties": {**_custom_marker_options}, } # TODO: actually this one needs to be specific to processor.type -common_custom_options_schema = { +_common_custom_options_schema = { "description": "Custom options based on the scannerType", "type": "object", # TODO: add conditional properties here like maxPoints and excludeFromCropping here based on scannerType - # expand conditionally: crop_on_marker_custom_options_schema + # expand conditionally: _crop_on_marker_custom_options_schema } -point_selector_patch_area_description = { - **box_area_description, +point_selector_patch_area_def = { + **_box_area_description, "description": "The detailed description of a patch area with an optional point selector", "additionalProperties": False, "properties": { - **box_area_description["properties"], + **_box_area_description["properties"], "selector": { "type": "string", "enum": [*SELECTOR_TYPES_IN_ORDER], @@ -89,34 +93,35 @@ } -marker_area_description = { - **point_selector_patch_area_description, +marker_area_description_def = { + **point_selector_patch_area_def, + "required": ["origin", "margins"], "description": "The detailed description of a patch area for a custom marker", "additionalProperties": False, "properties": { - **point_selector_patch_area_description["properties"], + **point_selector_patch_area_def["properties"], "selector": { "type": "string", "enum": [*SELECTOR_TYPES_IN_ORDER], }, - "customOptions": crop_on_marker_custom_options_schema, + "customOptions": _crop_on_marker_custom_options_schema, }, } -scan_area_description = { - **point_selector_patch_area_description, +_scan_area_description = { + **point_selector_patch_area_def, "description": "The detailed description of a scanArea's coordinates and purpose", # TODO: "required": [...], "additionalProperties": False, "properties": { - **point_selector_patch_area_description["properties"], + **point_selector_patch_area_def["properties"], "label": { "description": "The label to use for the scanArea", "type": "string", }, "selectorMargins": { - **margins_schema, + "$ref": "#/$def/margins_schema", "description": "The margins around the scanArea's box at provided origin", }, "scannerType": { @@ -125,12 +130,12 @@ "enum": SCANNER_TYPES_IN_ORDER, }, "maxPoints": { - **positive_integer, + "$ref": "#/$def/positive_integer", "description": "The maximum points to pick from the given scanArea", }, }, } -scan_areas_object = { +scan_areas_array_def = { "description": "The schema of a scanArea", "type": "array", "items": { @@ -138,9 +143,9 @@ "required": ["areaTemplate"], "additionalProperties": False, "properties": { - "areaTemplate": scan_area_template, - "areaDescription": scan_area_description, - "customOptions": common_custom_options_schema, + "areaTemplate": _scan_area_template, + "areaDescription": _scan_area_description, + "customOptions": _common_custom_options_schema, }, }, } @@ -219,7 +224,7 @@ "tuningOptions": True, } -crop_on_dot_lines_tuning_options = { +crop_on_dot_lines_tuning_options_def = { "description": "Custom tuning options for the CropOnDotLines pre-processor", "type": "object", "additionalProperties": False, @@ -227,28 +232,28 @@ **crop_on_markers_tuning_options_available_keys, **warp_on_points_tuning_options, "dotBlurKernel": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "The size of the kernel to use for blurring in each dot's scanArea", }, "dotKernel": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "The size of the morph kernel to use for smudging each dot", }, "lineKernel": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "The size of the morph kernel to use for smudging each line", }, "dotThreshold": { - **positive_number, + "$ref": "#/$def/positive_number", "description": "The threshold to apply for clearing out the noise near a dot after smudging", }, "lineThreshold": { - **positive_number, + "$ref": "#/$def/positive_number", "description": "The threshold to apply for clearing out the noise near a line after smudging", }, }, } -crop_on_four_markers_tuning_options = { +crop_on_four_markers_tuning_options_def = { "description": "Custom tuning options for the CropOnCustomMarkers pre-processor", "type": "object", "additionalProperties": False, @@ -260,11 +265,11 @@ "type": "boolean", }, "marker_rescale_range": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "The range of rescaling in percentage", }, "marker_rescale_steps": { - **positive_integer, + "$ref": "#/$def/positive_integer", "description": "The number of rescaling steps", }, "min_matching_threshold": { @@ -274,7 +279,7 @@ }, } -common_field_block_properties = { +_common_field_block_properties = { # Common properties here "emptyValue": { "description": "The custom empty bubble value to use in this field block", @@ -283,21 +288,22 @@ "fieldType": { "description": "The field type to use from a list of ready-made types as well as the custom type", "type": "string", - "enum": [*list(BUILTIN_FIELD_TYPES.keys()), "CUSTOM", "BARCODE"], + "enum": [*list(BUILTIN_FIELD_TYPES.keys()), "CUSTOM_BUBBLES", "BARCODE", "OCR"], }, } -traditional_field_block_properties = { - **common_field_block_properties, + +_traditional_field_block_properties = { + **_common_field_block_properties, "bubbleDimensions": { - **two_positive_numbers, + "$ref": "#/$def/two_positive_numbers", "description": "The custom dimensions for the bubbles in the current field block: [width, height]", }, "bubblesGap": { - **positive_number, + "$ref": "#/$def/positive_number", "description": "The gap between two bubbles(top-left to top-left) in the current field block", }, "bubbleValues": { - **ARRAY_OF_STRINGS, + "$ref": "#/$def/array_of_strings", "description": "The ordered array of values to use for given bubbles per field in this field block", }, "direction": { @@ -308,19 +314,21 @@ "fieldLabels": { "description": "The ordered array of labels to use for given fields in this field block", "type": "array", - "items": FIELD_STRING_TYPE, + "items": { + "$ref": "#/$def/field_string_type", + }, }, "labelsGap": { - **positive_number, + "$ref": "#/$def/positive_number", "description": "The gap between two labels(top-left to top-left) in the current field block", }, "origin": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "The top left point of the first bubble in this field block", }, } -many_field_blocks_description = { +many_field_blocks_description_def = { "description": "Each fieldBlock denotes a small group of adjacent fields", "type": "object", "patternProperties": { @@ -333,6 +341,7 @@ "labelsGap", "fieldLabels", ], + "properties": _common_field_block_properties, "allOf": [ { "if": { @@ -343,32 +352,30 @@ ] } }, + "required": ["fieldType"], }, "then": { - "required": ["fieldType"], "additionalProperties": False, - "properties": traditional_field_block_properties, + "properties": _traditional_field_block_properties, }, }, { "if": { - "properties": {"fieldType": {"const": "CUSTOM"}}, - }, - "then": { + "properties": {"fieldType": {"const": "CUSTOM_BUBBLES"}}, "required": [ "bubbleValues", "direction", "fieldType", ], + }, + "then": { "additionalProperties": False, - "properties": traditional_field_block_properties, + "properties": _traditional_field_block_properties, }, }, { "if": { "properties": {"fieldType": {"const": "BARCODE"}}, - }, - "then": { # TODO: move barcode specific properties into this if-else "required": [ "scanArea", @@ -377,17 +384,18 @@ # TODO: "failIfNotFound" # "emptyValue", ], + }, + "then": { "additionalProperties": False, "properties": { - **common_field_block_properties, - "scanArea": box_area_description, + **_common_field_block_properties, + "scanArea": _box_area_description, "fieldLabel": {"type": "string"}, }, }, }, # TODO: support for PHOTO_BLOB, OCR custom fields here ], - "properties": common_field_block_properties, } }, } @@ -396,6 +404,27 @@ TEMPLATE_SCHEMA = { "$schema": "https://json-schema.org/draft/2020-12/schema", "$id": "https://github.com/Udayraj123/OMRChecker/tree/master/src/schemas/template-schema.json", + "$def": { + # The common definitions go here + **load_common_defs( + [ + "array_of_strings", + "field_string_type", + "positive_integer", + "positive_number", + "two_positive_integers", + "two_positive_numbers", + "zero_to_one_number", + ] + ), + "marker_area_description": marker_area_description_def, + "crop_on_four_markers_tuning_options": crop_on_four_markers_tuning_options_def, + "scan_areas_array": scan_areas_array_def, + "margins_schema": margins_schema_def, + "point_selector_patch_area": point_selector_patch_area_def, + "crop_on_dot_lines_tuning_options": crop_on_dot_lines_tuning_options_def, + "many_field_blocks_description": many_field_blocks_description_def, + }, "title": "Template Validation Schema", "description": "OMRChecker input template schema", "type": "object", @@ -408,14 +437,19 @@ "additionalProperties": False, "properties": { "bubbleDimensions": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "The default dimensions for the bubbles in the template overlay: [width, height]", }, "customLabels": { "description": "The customLabels contain fields that need to be joined together before generating the results sheet", "type": "object", "patternProperties": { - "^.*$": {"type": "array", "items": FIELD_STRING_TYPE} + "^.*$": { + "type": "array", + "items": { + "$ref": "#/$def/field_string_type", + }, + } }, }, "emptyValue": { @@ -425,18 +459,20 @@ "outputColumns": { "description": "The ordered list of columns to be contained in the output csv(default order: alphabetical)", "type": "array", - "items": FIELD_STRING_TYPE, + "items": { + "$ref": "#/$def/field_string_type", + }, }, "templateDimensions": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "The dimensions(width, height) to which the page will be resized to before applying template", }, "processingImageShape": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "Shape of the processing image after all the pre-processors are applied: [height, width]", }, "outputImageShape": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "Shape of the final output image: [height, width]", }, "preProcessors": { @@ -469,7 +505,7 @@ "properties": { # Note: common properties across all preprocessors items can stay here "processingImageShape": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "Shape of the processing image for the current pre-processors: [height, width]", }, }, @@ -492,12 +528,12 @@ # TODO: support DOC_REFINE warpMethod "tuningOptions": True, "morphKernel": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "The size of the morph kernel used for smudging the page", }, # TODO: support for maxPointsPerEdge "maxPointsPerEdge": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "Max number of control points to use in one edge", }, }, @@ -562,7 +598,7 @@ "properties": { **pre_processor_options_available_keys, "kSize": { - **two_positive_integers, + "$ref": "#/$def/two_positive_numbers", "description": "Size of the kernel", }, "sigmaX": { @@ -587,15 +623,15 @@ "properties": { **pre_processor_options_available_keys, "gamma": { - **zero_to_one_number, + "$ref": "#/$def/zero_to_one_number", "description": "The value for gamma parameter", }, "high": { - **zero_to_one_number, + "$ref": "#/$def/zero_to_one_number", "description": "The value for high parameter", }, "low": { - **zero_to_one_number, + "$ref": "#/$def/zero_to_one_number", "description": "The value for low parameter", }, }, @@ -677,12 +713,14 @@ "required": [], "additionalProperties": False, "properties": { - **crop_on_dot_lines_tuning_options[ + **crop_on_dot_lines_tuning_options_def[ "properties" ], }, }, - "scanAreas": scan_areas_object, + "scanAreas": { + "$ref": "#/$def/scan_areas_array" + }, }, } } @@ -704,7 +742,9 @@ "properties": { # Note: the keys need to match with crop_on_markers_options_available_keys **crop_on_markers_options_available_keys, - "scanAreas": scan_areas_object, + "scanAreas": { + "$ref": "#/$def/scan_areas_array" + }, "defaultSelector": { "description": "The default points selector for the given scanAreas", "type": "string", @@ -733,12 +773,16 @@ "additionalProperties": False, "properties": { **crop_on_markers_options_available_keys, - **custom_marker_options, + **_custom_marker_options, **{ - area_template: marker_area_description + area_template: { + "$ref": "#/$def/marker_area_description" + } for area_template in MARKER_AREA_TYPES_IN_ORDER }, - "tuningOptions": crop_on_four_markers_tuning_options, + "tuningOptions": { + "$ref": "#/$def/crop_on_four_markers_tuning_options" + }, }, }, }, @@ -761,10 +805,18 @@ "additionalProperties": False, "properties": { **crop_on_markers_options_available_keys, - "tuningOptions": crop_on_dot_lines_tuning_options, - "leftLine": point_selector_patch_area_description, - "topRightDot": point_selector_patch_area_description, - "bottomRightDot": point_selector_patch_area_description, + "tuningOptions": { + "$ref": "#/$def/crop_on_dot_lines_tuning_options" + }, + "leftLine": { + "$ref": "#/$def/point_selector_patch_area" + }, + "topRightDot": { + "$ref": "#/$def/point_selector_patch_area" + }, + "bottomRightDot": { + "$ref": "#/$def/point_selector_patch_area" + }, }, }, }, @@ -786,10 +838,18 @@ "additionalProperties": False, "properties": { **crop_on_markers_options_available_keys, - "tuningOptions": crop_on_dot_lines_tuning_options, - "rightLine": point_selector_patch_area_description, - "topLeftDot": point_selector_patch_area_description, - "bottomLeftDot": point_selector_patch_area_description, + "tuningOptions": { + "$ref": "#/$def/crop_on_dot_lines_tuning_options" + }, + "rightLine": { + "$ref": "#/$def/point_selector_patch_area" + }, + "topLeftDot": { + "$ref": "#/$def/point_selector_patch_area" + }, + "bottomLeftDot": { + "$ref": "#/$def/point_selector_patch_area" + }, }, }, }, @@ -808,9 +868,15 @@ "additionalProperties": False, "properties": { **crop_on_markers_options_available_keys, - "tuningOptions": crop_on_dot_lines_tuning_options, - "leftLine": point_selector_patch_area_description, - "rightLine": point_selector_patch_area_description, + "tuningOptions": { + "$ref": "#/$def/crop_on_dot_lines_tuning_options" + }, + "leftLine": { + "$ref": "#/$def/point_selector_patch_area" + }, + "rightLine": { + "$ref": "#/$def/point_selector_patch_area" + }, }, }, }, @@ -831,11 +897,21 @@ "additionalProperties": False, "properties": { **crop_on_markers_options_available_keys, - "tuningOptions": crop_on_dot_lines_tuning_options, - "topRightDot": point_selector_patch_area_description, - "bottomRightDot": point_selector_patch_area_description, - "topLeftDot": point_selector_patch_area_description, - "bottomLeftDot": point_selector_patch_area_description, + "tuningOptions": { + "$ref": "#/$def/crop_on_dot_lines_tuning_options" + }, + "topRightDot": { + "$ref": "#/$def/point_selector_patch_area" + }, + "bottomRightDot": { + "$ref": "#/$def/point_selector_patch_area" + }, + "topLeftDot": { + "$ref": "#/$def/point_selector_patch_area" + }, + "bottomLeftDot": { + "$ref": "#/$def/point_selector_patch_area" + }, }, }, }, @@ -848,7 +924,7 @@ }, }, "fieldBlocks": { - **many_field_blocks_description, + "$ref": "#/$def/many_field_blocks_description", "description": "The default field block to apply and read before applying any matcher on the fields response.", }, "conditionalSets": { @@ -867,12 +943,15 @@ "required": ["formatString", "matchRegex"], "additionalProperties": False, "properties": { - # Example: "SET_{booklet_No}" + # Example: "SET_{booklet_No}", "{filename}" "formatString": { "description": "Format string composed of the response variables to apply the regex on e.g. '{roll}-{barcode}'", "type": "string", }, - # Example: match last four characters ".*-SET1", "SET_A", "B", + # Examples: + # Direct string: "SET_A", "B" + # Match last four characters: ".*-SET1" + # For multi-page: "*_1.(jpg|png)" "matchRegex": { "description": "Mapping to use on the composed field string", "type": "string", @@ -881,7 +960,7 @@ }, }, "fieldBlocks": { - **many_field_blocks_description, + "$ref": "#/$def/many_field_blocks_description", "description": "The 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