onnx--onnx/onnx/backend/test/case/node/gatherelements.py

# Copyright (c) ONNX Project Contributors
#
# SPDX-License-Identifier: Apache-2.0
from __future__ import annotations

import numpy as np

import onnx
from onnx.backend.test.case.base import Base
from onnx.backend.test.case.node import expect


# The below GatherElements' numpy implementation is from https://stackoverflow.com/a/46204790/11767360
def gather_elements(data, indices, axis=0):
    data_swapped = np.swapaxes(data, 0, axis)
    index_swapped = np.swapaxes(indices, 0, axis)
    gathered = np.choose(index_swapped, data_swapped, mode="wrap")
    return np.swapaxes(gathered, 0, axis)


class GatherElements(Base):
    @staticmethod
    def export_gather_elements_0() -> None:
        axis = 1
        node = onnx.helper.make_node(
            "GatherElements",
            inputs=["data", "indices"],
            outputs=["y"],
            axis=axis,
        )
        data = np.array([[1, 2], [3, 4]], dtype=np.float32)
        indices = np.array([[0, 0], [1, 0]], dtype=np.int32)

        y = gather_elements(data, indices, axis)
        # print(y) produces
        # [[1, 1],
        #  [4, 3]]

        expect(
            node,
            inputs=[data, indices.astype(np.int64)],
            outputs=[y],
            name="test_gather_elements_0",
        )

    @staticmethod
    def export_gather_elements_1() -> None:
        axis = 0
        node = onnx.helper.make_node(
            "GatherElements",
            inputs=["data", "indices"],
            outputs=["y"],
            axis=axis,
        )
        data = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]], dtype=np.float32)
        indices = np.array([[1, 2, 0], [2, 0, 0]], dtype=np.int32)

        y = gather_elements(data, indices, axis)
        # print(y) produces
        # [[4, 8, 3],
        #  [7, 2, 3]]

        expect(
            node,
            inputs=[data, indices.astype(np.int64)],
            outputs=[y],
            name="test_gather_elements_1",
        )

    @staticmethod
    def export_gather_elements_negative_indices() -> None:
        axis = 0
        node = onnx.helper.make_node(
            "GatherElements",
            inputs=["data", "indices"],
            outputs=["y"],
            axis=axis,
        )
        data = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]], dtype=np.float32)
        indices = np.array([[-1, -2, 0], [-2, 0, 0]], dtype=np.int32)

        y = gather_elements(data, indices, axis)
        # print(y) produces
        # [[7, 5, 3],
        #  [4, 2, 3]]

        expect(
            node,
            inputs=[data, indices.astype(np.int64)],
            outputs=[y],
            name="test_gather_elements_negative_indices",
        )