#
# SPDX-FileCopyrightText: Copyright (c) 2023-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
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---
name: ModulatedDeformConv2d
versions:
  "1":
    interface: "IPluginV2DynamicExt"
    inputs:
      - x
      - offset
      - mask
      - weight
      - bias
    outputs:
      - output
    input_dims:
      x: 4
      offset: 4
      mask: 4
      weight: 4
      bias: 1
    input_dim_constraints:
      - "offset_0 == x_0"
      - "mask_0 == x_0"
      - "bias_0 == weight_0"
      - "mask_2 == offset_2"
      - "mask_3 == offset_3"
    input_dim_range:
      x:
        min: "=1, =1, =1, =1"
        max: "=pinf, =pinf, =pinf, =pinf"
      offset:
        min: "=1, =2, =1, =1"
        max: "=pinf, =pinf, =pinf, =pinf"
      mask:
        min: "=1, =1, =1, =1"
        max: "=pinf, =pinf, =pinf, =pinf"
      weight:
        min: "=1, =1, =1, =1"
        max: "=pinf, =pinf, =pinf, =pinf"
      bias:
        min: "=1"
        max: "=pinf"
    supported_input_types:
      combination1:
        x: float32
        offset: float32
        mask: float32
        weight: float32
        bias: float32
      combination2:
        x: float16
        offset: float16
        mask: float16
        weight: float16
        bias: float16
    output_dims:
      output: "mask_0, weight_0, mask_2, mask_3"
    attributes:
      - stride
      - padding
      - dilation
      - group
      - deformable_group
    attribute_types:
      stride: int32
      padding: int32
      dilation: int32
      group: int32
      deformable_group: int32
    attribute_dims:
      stride: 2
      padding: 2
      dilation: 2
      group: 1
      deformable_group: 1
    attribute_length:
      stride: 2
      padding: 2
      dilation: 2
      group: 1
      deformable_group: 1
    attribute_options:
      stride:
        min: "=1, =1"
        max: "=pinf, =pinf"
      padding:
        min: "=0, =0"
        max: "=pinf, =pinf"
      dilation:
        min: "=1, =1"
        max: "=pinf, =pinf"
      group:
        min: "=1"
        max: "=pinf"
      deformable_group:
        min: "=1"
        max: "=pinf"
    attribute_dim_range:
      stride:
        min: "=2"
        max: "=2"
      padding:
        min: "=2"
        max: "=2"
      dilation:
        min: "=2"
        max: "=2"
      group:
        min: "=1"
        max: "=1"
      deformable_group:
        min: "=1"
        max: "=1"
    attributes_required:
      - stride
      - padding
      - dilation
      - group
      - deformable_group
    golden_io_path: "plugin/CustomModulatedDeformConv2d_PluginGoldenIO.json"
    abs_tol: 1e-5
    rel_tol: 1e-5
    configs:
      config1:
        input_types:
          x: float32
          offset: float32
          mask: float32
          weight: float32
          bias: float32
        attribute_options: []
        output_types:
          output: float32
  "2":
    interface: "IPluginV3"
    inputs:
      - x
      - offset
      - mask
      - weight
      - bias
    outputs:
      - output
    input_dims:
      x: 4
      offset: 4
      mask: 4
      weight: 4
      bias: 1
    input_dim_constraints:
      - "offset_0 == x_0"
      - "mask_0 == x_0"
      - "bias_0 == weight_0"
      - "mask_2 == offset_2"
      - "mask_3 == offset_3"
    input_dim_range:
      x:
        min: "=1, =1, =1, =1"
        max: "=pinf, =pinf, =pinf, =pinf"
      offset:
        min: "=1, =2, =1, =1"
        max: "=pinf, =pinf, =pinf, =pinf"
      mask:
        min: "=1, =1, =1, =1"
        max: "=pinf, =pinf, =pinf, =pinf"
      weight:
        min: "=1, =1, =1, =1"
        max: "=pinf, =pinf, =pinf, =pinf"
      bias:
        min: "=1"
        max: "=pinf"
    supported_input_types:
      combination1:
        x: float32
        offset: float32
        mask: float32
        weight: float32
        bias: float32
      combination2:
        x: float16
        offset: float16
        mask: float16
        weight: float16
        bias: float16
    output_dims:
      output: "mask_0, weight_0, mask_2, mask_3"
    attributes:
      - stride
      - padding
      - dilation
      - group
      - deformable_group
    attribute_types:
      stride: int32
      padding: int32
      dilation: int32
      group: int32
      deformable_group: int32
    attribute_dims:
      stride: 2
      padding: 2
      dilation: 2
      group: 1
      deformable_group: 1
    attribute_length:
      stride: 2
      padding: 2
      dilation: 2
      group: 1
      deformable_group: 1
    attribute_options:
      stride:
        min: "=1, =1"
        max: "=pinf, =pinf"
      padding:
        min: "=0, =0"
        max: "=pinf, =pinf"
      dilation:
        min: "=1, =1"
        max: "=pinf, =pinf"
      group:
        min: "=1"
        max: "=pinf"
      deformable_group:
        min: "=1"
        max: "=pinf"
    attribute_dim_range:
      stride:
        min: "=2"
        max: "=2"
      padding:
        min: "=2"
        max: "=2"
      dilation:
        min: "=2"
        max: "=2"
      group:
        min: "=1"
        max: "=1"
      deformable_group:
        min: "=1"
        max: "=1"
    attributes_required:
      - stride
      - padding
      - dilation
      - group
      - deformable_group
    golden_io_path: "plugin/CustomModulatedDeformConv2d_PluginGoldenIO.json"
    abs_tol: 1e-5
    rel_tol: 1e-5
    configs:
      config1:
        input_types:
          x: float32
          offset: float32
          mask: float32
          weight: float32
          bias: float32
        attribute_options: []
        output_types:
          output: float32
...