--- library_name: kernels license: apache-2.0 tags: - kernel - webgpu - wgsl --- # ai.onnx.ConstantOfShape `ai.onnx` · standard ONNX operator · ONNX opset ≥ 9 ## Description Generates a tensor filled with a constant value and a caller-specified shape. The shape is provided as a 1-D integer tensor; if empty, the output is a scalar. The fill value and its dtype are taken from the `value` attribute, defaulting to `0` of type float32. See the [ONNX `ConstantOfShape` spec](https://onnx.ai/onnx/operators/onnx__ConstantOfShape.html) for the reference semantics. ## Inputs | Name | Bind key | Logical dtype | WebGPU storage | Rank | Shape | Description | Presence | | --- | --- | --- | --- | --- | --- | --- | --- | | `input` | `input` | `S` | `uint32` | `1` | — | Logical int64 1-D tensor whose elements define the output shape; all values must be non-negative and use uint32 WebGPU storage. | required | ## Outputs | Name | Bind key | Logical dtype | Rank | Shape | Description | Presence | | --- | --- | --- | --- | --- | --- | --- | | `output` | `output` | `T` | derived | — | Output tensor of the shape given by `input`, filled with the constant `value`. | required | ## Attributes Attributes and default values (overridable per request): | Attribute | Default | Description | | --- | --- | --- | | `value` | — | Optional single-element tensor specifying the fill value and output dtype; defaults to 0 of type float32 if omitted. | ## Type constraints | Variable | Allowed dtypes | | --- | --- | | `S` | `int64` | | `T` | `float32`, `float16`, `int32`, `int16`, `uint32`, `int8`, `uint8`, `bool` | ## Files - [`metadata.json`](build/webgpu/metadata.json) — kernel metadata (id, digests, provenance) - [`manifest.json`](build/webgpu/manifest.json) — the op contract (source of truth) - [`test.json`](build/webgpu/test.json) — correctness cases - [`bench.json`](build/webgpu/bench.json) — benchmark + tuning cases - [`constant-of-shape.wgsl.jinja`](build/webgpu/constant-of-shape.wgsl.jinja) ## Use with `@huggingface/kernels` The loader automatically allocates outputs whose metadata it can derive from the manifest contract and this call. The explicit `outputs` entries provide shape and logical dtype metadata for the results listed below: - `output` Each entry either requests an optional result or supplies metadata that cannot be inferred from the inputs. The `version: 1` option selects the published kernel contract; it is independent of any operator opset, contrib `since_version`, or model version. Replace each `*Data` placeholder with a typed array containing the corresponding input data. ```js import { getKernel } from "@huggingface/kernels"; const kernel = await getKernel("webgpu-kernels/ai.onnx.ConstantOfShape", { version: 1 }); // Explicit destinations request optional results or supply metadata that cannot be inferred. const { output } = await kernel({ input: { data: inputData, shape: [2] } }, { outputs: { output: { shape: [2, 3], dtype: "float32" } }, }); ```