# HG changeset patch # User imgteam # Date 1772818308 0 # Node ID e0beec1d4bf18c02a9adfc2844701b6decca2f79 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/image_math commit cddd14dcfe71bb7a7e77aaf09bd2c5535e1dd643 diff -r 000000000000 -r e0beec1d4bf1 creators.xml --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/creators.xml Fri Mar 06 17:31:48 2026 +0000 @@ -0,0 +1,43 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff -r 000000000000 -r e0beec1d4bf1 image_math.py --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/image_math.py Fri Mar 06 17:31:48 2026 +0000 @@ -0,0 +1,103 @@ +import argparse +import ast +import operator + +import giatools +import numpy as np + + +supported_operators = { + ast.Add: operator.add, + ast.Sub: operator.sub, + ast.Mult: operator.mul, + ast.Div: operator.truediv, + ast.FloorDiv: operator.floordiv, + ast.Pow: operator.pow, + ast.USub: operator.neg, +} + + +supported_functions = { + 'sqrt': np.sqrt, + 'abs': abs, +} + + +def eval_ast_node(node, inputs): + """ + Evaluates a node of the syntax tree. + """ + + # Numeric constants evaluate to numeric values. + if isinstance(node, ast.Constant): + assert type(node.value) in (int, float) + return node.value + + # Variables are looked up from the inputs and resolved. + if isinstance(node, ast.Name): + assert node.id in inputs.keys() + return inputs[node.id] + + # Binary operators are evaluated based on the `supported_operators` dictionary. + if isinstance(node, ast.BinOp): + assert type(node.op) in supported_operators.keys(), node.op + op = supported_operators[type(node.op)] + return op(eval_ast_node(node.left, inputs), eval_ast_node(node.right, inputs)) + + # Unary operators are evaluated based on the `supported_operators` dictionary. + if isinstance(node, ast.UnaryOp): + assert type(node.op) in supported_operators.keys(), node.op + op = supported_operators[type(node.op)] + return op(eval_ast_node(node.operand, inputs)) + + # Function calls are evaluated based on the `supported_functions` dictionary. + if isinstance(node, ast.Call): + assert len(node.args) == 1 and len(node.keywords) == 0 + assert node.func.id in supported_functions.keys(), node.func.id + func = supported_functions[node.func.id] + return func(eval_ast_node(node.args[0], inputs)) + + # The node is unsupported and could not be evaluated. + raise TypeError(f'Unsupported node type: "{node}"') + + +def eval_expression(expr, inputs): + return eval_ast_node(ast.parse(expr, mode='eval').body, inputs) + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser() + parser.add_argument('--expression', type=str, required=True) + parser.add_argument('--dtype', type=str, default=None) + parser.add_argument('--output', type=str, required=True) + parser.add_argument('--input', default=list(), action='append', required=True) + args = parser.parse_args() + + inputs = dict() + im_shape = None + for input in args.input: + name, filepath = input.split(':') + im = giatools.Image.read(filepath) + assert name not in inputs, 'Input name "{name}" is ambiguous.' + inputs[name] = im.data + if im_shape is None: + im_shape = im.shape + else: + assert im.shape == im_shape, 'Input images differ in size and/or number of channels.' + + result = eval_expression(args.expression, inputs) + + # Perform explicit `dtype` conversion + if args.dtype: + if args.dtype.startswith('uint'): + result = result.clip(0, np.inf) + result = result.astype(args.dtype) + + # Write result image (preserve metadata from last input image) + im.data = result + im.normalize_axes_like( + im.original_axes, + ).write( + args.output, + ) diff -r 000000000000 -r e0beec1d4bf1 image_math.xml --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/image_math.xml Fri Mar 06 17:31:48 2026 +0000 @@ -0,0 +1,215 @@ + + with NumPy + + creators.xml + tests.xml + 2.3.5 + 0 + + + + + + + operation_3443 + + + numpy + giatools + + + + + + + + + ^[a-zA-Z0-9-_\*\+ \(\)/\.]+$ + + + + + + + + + + + + + + + + + ^[a-zA-Z_][a-zA-Z0-9_]*$ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + **Processes images according to pixel-wise arithmetic expressions.** + + The supported pixel-wise expressions are: + + - Addition, subtraction, multiplication, and division (``+``, ``-``, ``*``, ``/``) + - Integer division (e.g., ``input // 2``) + - Power (e.g., ``input ** 2``) + - Negation (e.g., ``-input``) + - Absolute values (e.g., ``abs(input)``) + - Square root (e.g., ``sqrt(input)``) + - Combinations of the above (also using parentheses) + + Examples: + + - **Negate an image.** + Expression: ``-image`` + where ``image`` is an arbitrary input image. + + - **Mean of two images.** + Expression: ``(image1 + image2) / 2`` + where ``image1`` and `image2` are two arbitrary input images. + + - **Perform division avoiding division-by-zero.** + Expression: ``image1 / (abs(image2) + 1e-8)`` + where ``image1`` and `image2` are two arbitrary input images. + + + + 10.1038/s41586-020-2649-2 + + diff -r 000000000000 -r e0beec1d4bf1 test-data/half_of_input1_plus_one.tiff Binary file test-data/half_of_input1_plus_one.tiff has changed diff -r 000000000000 -r e0beec1d4bf1 test-data/input1.tiff Binary file test-data/input1.tiff has changed diff -r 000000000000 -r e0beec1d4bf1 test-data/input1_abs.tiff Binary file test-data/input1_abs.tiff has changed diff -r 000000000000 -r e0beec1d4bf1 test-data/input1_times_2.tiff Binary file test-data/input1_times_2.tiff has changed diff -r 000000000000 -r e0beec1d4bf1 test-data/input1_times_2_uint8.tiff Binary file test-data/input1_times_2_uint8.tiff has changed diff -r 000000000000 -r e0beec1d4bf1 test-data/minus_input1.tiff Binary file test-data/minus_input1.tiff has changed diff -r 000000000000 -r e0beec1d4bf1 test-data/ones.tiff Binary file test-data/ones.tiff has changed diff -r 000000000000 -r e0beec1d4bf1 tests.xml --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/tests.xml Fri Mar 06 17:31:48 2026 +0000 @@ -0,0 +1,95 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +