{
  "op": "ai.onnx.Pad",
  "tunableSpace": { "WORKGROUP_SIZE": [64, 128, 256] },
  "cases": [
    {
      "name": "rank4_image",
      "attrs": { "pads": [0, 0, 1, 1, 0, 0, 1, 1] },
      "inputs": { "data": { "dtype": "float32", "shape": [1, 16, 128, 128], "dist": "normal", "seed": 1 } },
      "outputs": { "output": { "dtype": "float32", "shape": [1, 16, 130, 130], "dist": "empty" } },
      "bench": {
        "primary": true,
        "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 4" }]
      }
    },
    {
      "name": "rank4_image_inner_aligned",
      "attrs": { "pads": [0, 0, 1, 1, 0, 0, 1, 1] },
      "inputs": { "data": { "dtype": "float32", "shape": [1, 16, 126, 126], "dist": "normal", "seed": 2 } },
      "outputs": { "output": { "dtype": "float32", "shape": [1, 16, 128, 128], "dist": "empty" } },
      "bench": {
        "primary": true,
        "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 4" }]
      },
      "preset": "smoke"
    },
    {
      "name": "rank3_seq_pad_llm",
      "attrs": { "pads": [0, 0, 0, 0, 64, 0] },
      "inputs": { "data": { "dtype": "float32", "shape": [1, 448, 768], "dist": "normal", "seed": 3 } },
      "outputs": { "output": { "dtype": "float32", "shape": [1, 512, 768], "dist": "empty" } },
      "bench": {
        "primary": true,
        "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 4" }]
      }
    },
    {
      "name": "rank4_image_reflect_inner_aligned",
      "attrs": { "pads": [0, 0, 2, 2, 0, 0, 2, 2], "mode": "reflect" },
      "inputs": { "data": { "dtype": "float32", "shape": [1, 16, 128, 128], "dist": "normal", "seed": 4 } },
      "outputs": { "output": { "dtype": "float32", "shape": [1, 16, 132, 132], "dist": "empty" } },
      "bench": {
        "primary": true,
        "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 4" }]
      }
    },
    {
      "name": "rank4_image_f16_inner_aligned",
      "attrs": { "pads": [0, 0, 1, 1, 0, 0, 1, 1] },
      "inputs": { "data": { "dtype": "float16", "shape": [1, 16, 126, 126], "dist": "normal", "seed": 5 } },
      "outputs": { "output": { "dtype": "float16", "shape": [1, 16, 128, 128], "dist": "empty" } },
      "bench": {
        "primary": true,
        "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 2" }]
      }
    },
    {
      "name": "rank4_image_value_input_inner_aligned",
      "attrs": { "pads": [0, 0, 1, 1, 0, 0, 1, 1] },
      "inputs": {
        "data": { "dtype": "float32", "shape": [1, 16, 126, 126], "dist": "normal", "seed": 6 },
        "constant_value": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } }
      },
      "outputs": { "output": { "dtype": "float32", "shape": [1, 16, 128, 128], "dist": "empty" } },
      "bench": { "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 4" }] }
    },
    {
      "name": "rank4_image_edge_inner_aligned",
      "attrs": { "pads": [0, 0, 1, 1, 0, 0, 1, 1], "mode": "edge" },
      "inputs": { "data": { "dtype": "float32", "shape": [1, 16, 126, 126], "dist": "normal", "seed": 7 } },
      "outputs": { "output": { "dtype": "float32", "shape": [1, 16, 128, 128], "dist": "empty" } },
      "bench": { "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 4" }] }
    },
    {
      "name": "rank4_image_f16_reflect_inner_aligned",
      "attrs": { "pads": [0, 0, 2, 2, 0, 0, 2, 2], "mode": "reflect" },
      "inputs": { "data": { "dtype": "float16", "shape": [1, 16, 128, 128], "dist": "normal", "seed": 8 } },
      "outputs": { "output": { "dtype": "float16", "shape": [1, 16, 132, 132], "dist": "empty" } },
      "bench": { "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 2" }] }
    },
    {
      "name": "rank3_value_input_forces_scalar_path_large",
      "preset": "stress",
      "attrs": { "mode": "constant", "pads": [0, 0, 0, 0, 64, 0] },
      "inputs": {
        "data": { "dtype": "float32", "shape": [8, 448, 768], "dist": "normal", "seed": 11, "scale": 2 },
        "constant_value": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } }
      },
      "outputs": { "output": { "dtype": "float32", "shape": [8, 512, 768], "dist": "empty" } },
      "bench": {
        "primary": true,
        "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 4" }]
      }
    },
    {
      "name": "rank4_edge_inner_unaligned_forces_scalar_path",
      "preset": "stress",
      "attrs": { "mode": "edge", "pads": [0, 0, 1, 1, 0, 0, 1, 1] },
      "inputs": { "data": { "dtype": "float32", "shape": [1, 64, 127, 127], "dist": "normal", "seed": 12, "scale": 2 } },
      "outputs": { "output": { "dtype": "float32", "shape": [1, 64, 129, 129], "dist": "empty" } },
      "bench": { "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 4" }] }
    },
    {
      "name": "rank2_constant_inner_unaligned_forces_scalar_path",
      "preset": "stress",
      "attrs": { "mode": "constant", "pads": [1, 1, 1, 0] },
      "inputs": {
        "data": { "dtype": "float32", "shape": [2046, 1024], "dist": "normal", "seed": 13, "scale": 2 },
        "constant_value": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [3.0] } }
      },
      "outputs": { "output": { "dtype": "float32", "shape": [2048, 1025], "dist": "empty" } },
      "bench": { "metrics": [{ "type": "bandwidth", "value": "(numel(shapes.data) + numel(shapes.output)) * 4" }] }
    }
  ]
}