/onnx/backend/test/case/node/splittosequence.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


class SplitToSequence(Base):
    @staticmethod
    def export_with_split_1() -> None:
        data = np.arange(18).reshape((3, 6)).astype(np.float32)
        split = np.array(2, dtype=np.int64)

        node = onnx.helper.make_node(
            "SplitToSequence", ["data", "split"], ["seq"], axis=1
        )

        expected_outputs = [
            [
                np.array([[0.0, 1.0], [6.0, 7.0], [12.0, 13.0]], dtype=np.float32),
                np.array([[2.0, 3.0], [8.0, 9.0], [14.0, 15.0]], dtype=np.float32),
                np.array([[4.0, 5.0], [10.0, 11.0], [16.0, 17.0]], dtype=np.float32),
            ]
        ]

        expect(
            node,
            inputs=[data, split],
            outputs=expected_outputs,
            name="test_split_to_sequence_1",
        )

    @staticmethod
    def export_with_split_2() -> None:
        data = np.arange(18).reshape((3, 6)).astype(np.float32)
        split = np.array([1, 2], dtype=np.int64)

        node = onnx.helper.make_node(
            "SplitToSequence", ["data", "split"], ["seq"], axis=0
        )

        expected_outputs = [
            [
                data[:1],
                data[1:],
            ]
        ]

        expect(
            node,
            inputs=[data, split],
            outputs=expected_outputs,
            name="test_split_to_sequence_2",
        )

    @staticmethod
    def export_nokeepdims() -> None:
        data = np.arange(18).reshape((3, 6)).astype(np.float32)

        node = onnx.helper.make_node(
            "SplitToSequence",
            ["data"],
            ["seq"],
            axis=1,
            keepdims=0,
        )

        expected_outputs = [[data[:, i] for i in range(data.shape[1])]]

        expect(
            node,
            inputs=[data],
            outputs=expected_outputs,
            name="test_split_to_sequence_nokeepdims",
        )