sync 6fdf6301e2bb
Browse files- README.md +15 -8
- build/webgpu/bench.json +115 -21
- build/webgpu/manifest.json +39 -39
- build/webgpu/metadata.json +9 -8
- build/webgpu/mrotary-embedding-vector.wgsl.jinja +75 -0
- build/webgpu/mrotary-embedding.wgsl.jinja +41 -58
- build/webgpu/test.json +1055 -17
README.md
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## Description
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Multimodal rotary position embedding (M-RoPE) for Qwen models. Each token has temporal, height, and width position streams; `mrope_section` partitions the half-rotary axis and `mrope_layout` assigns them. Text-only tokens set all streams equal, reducing the op to `RotaryEmbedding`. The effective rotary dimension must be positive and even; an odd head size is supported with a smaller even `rotary_embedding_dim`. This package supports float16/float32 and non-packed mode; bfloat16 and packed batching are not implemented.
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See the [ONNX Runtime `MRotaryEmbedding` contrib-operator spec](https://github.com/microsoft/onnxruntime/blob/main/docs/ContribOperators.md#com.microsoft.MRotaryEmbedding) for the reference semantics.
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| Name | Upstream name | Logical dtype | WebGPU storage | Rank | Shape | Description | Presence |
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| --- | --- | --- | --- | --- | --- | --- | --- |
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| `x` | `input` | `T` | same as logical dtype | — | — | Input token embeddings. Shape is `(batch_size, sequence_length, hidden_size)` for rank 3 or `(batch_size, num_heads, sequence_length, head_size)` for rank 4. The effective rotary dimension must be even, and `num_heads` is required for rank-3 input. | required |
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| `positionIds` | `position_ids` | `M` | `
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| `cos` | `cos_cache` | `T` | same as logical dtype | `2` | — | Precomputed cosine values of shape `(max_sequence_length, rotary_dim/2)`, shared by all three position streams. | required |
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| `sin` | `sin_cache` | `T` | same as logical dtype | `2` | — | Precomputed sine values with the same shape and type as `cos_cache`. | required |
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| `T` | `float32`, `float16` |
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| `M` | `int64` |
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## Files
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- [`metadata.json`](build/webgpu/metadata.json) — kernel metadata (id, digests, per-variant templates, provenance)
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- [`manifest.json`](build/webgpu/manifest.json) — the op contract (source of truth)
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- [`test.json`](build/webgpu/test.json) — correctness cases
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- [`bench.json`](build/webgpu/bench.json) — benchmark
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- [`mrotary-embedding.wgsl.jinja`](build/webgpu/mrotary-embedding.wgsl.jinja)
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## Use with `@huggingface/kernels`
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```sh
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npm install --save-exact @huggingface/kernels@0.0.1-preview.
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```
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Required output shapes and logical data types are inferred from the supplied inputs and attributes; result tensors are allocated automatically.
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const kernel = await getKernel("webgpu-kernels/com.microsoft.MRotaryEmbedding", { version: 1 });
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const { y } = await kernel({
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x: { data: xData, shape: [
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positionIds: { data: positionIdsData, shape: [3,
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cos: { data: cosData, shape: [
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sin: { data: sinData, shape: [
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}, {
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attrs: { num_heads: 2, mrope_section: [2, 1, 1] },
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});
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## Description
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Multimodal rotary position embedding (M-RoPE) for Qwen models. Each token has temporal, height, and width position streams; `mrope_section` partitions the half-rotary axis and `mrope_layout` assigns them. Text-only tokens set all streams equal, reducing the op to `RotaryEmbedding`. The effective rotary dimension must be positive and even; an odd head size is supported with a smaller even `rotary_embedding_dim`. This package supports float16/float32 and non-packed mode; bfloat16 and packed batching are not implemented. An out-of-range position id copies its rotation pair through unchanged.
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See the [ONNX Runtime `MRotaryEmbedding` contrib-operator spec](https://github.com/microsoft/onnxruntime/blob/main/docs/ContribOperators.md#com.microsoft.MRotaryEmbedding) for the reference semantics.
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| Name | Upstream name | Logical dtype | WebGPU storage | Rank | Shape | Description | Presence |
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| --- | --- | --- | --- | --- | --- | --- | --- |
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| `x` | `input` | `T` | same as logical dtype | — | — | Input token embeddings. Shape is `(batch_size, sequence_length, hidden_size)` for rank 3 or `(batch_size, num_heads, sequence_length, head_size)` for rank 4. The effective rotary dimension must be even, and `num_heads` is required for rank-3 input. | required |
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| `positionIds` | `position_ids` | `M` | `int32` | `3` | — | Logical int64 position indices of shape `(3, batch_size, sequence_length)` for temporal, height and width streams. Signed int32 storage saturates larger values; negative or out-of-cache indices copy the corresponding pair unchanged. | required |
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| `cos` | `cos_cache` | `T` | same as logical dtype | `2` | — | Precomputed cosine values of shape `(max_sequence_length, rotary_dim/2)`, shared by all three position streams. | required |
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| `sin` | `sin_cache` | `T` | same as logical dtype | `2` | — | Precomputed sine values with the same shape and type as `cos_cache`. | required |
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| `T` | `float32`, `float16` |
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| `M` | `int64` |
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## Implementation variants
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One implementation is selected per call from the device capabilities, the request shapes and the dtypes; these notes say what each one covers.
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- `pairs4` — Four contiguous split-half pairs share vector activation loads and stores. Each component gathers its own position stream and preserves scaled-coefficient rounding to the storage type.
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## Files
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- [`metadata.json`](build/webgpu/metadata.json) — kernel metadata (id, digests, per-variant templates, provenance)
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- [`manifest.json`](build/webgpu/manifest.json) — the op contract (source of truth)
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- [`test.json`](build/webgpu/test.json) — correctness cases
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- [`bench.json`](build/webgpu/bench.json) — benchmark cases
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- [`mrotary-embedding-vector.wgsl.jinja`](build/webgpu/mrotary-embedding-vector.wgsl.jinja)
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- [`mrotary-embedding.wgsl.jinja`](build/webgpu/mrotary-embedding.wgsl.jinja)
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## Use with `@huggingface/kernels`
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```sh
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npm install --save-exact @huggingface/kernels@0.0.1-preview.3
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```
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Required output shapes and logical data types are inferred from the supplied inputs and attributes; result tensors are allocated automatically.
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const kernel = await getKernel("webgpu-kernels/com.microsoft.MRotaryEmbedding", { version: 1 });
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const { y } = await kernel({
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x: { data: xData, shape: [2, 2, 16] },
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positionIds: { data: positionIdsData, shape: [3, 2, 2] },
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cos: { data: cosData, shape: [2, 4] },
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sin: { data: sinData, shape: [2, 4] },
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}, {
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attrs: { num_heads: 2, mrope_section: [2, 1, 1] },
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});
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build/webgpu/bench.json
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"vars": { "elems": 16384, "rotPairs": 8192 },
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"inputs": {
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"x": { "shape": [1, 4, 64, 64], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": { "shape": [3, 1, 64], "dtype": "
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"cos": { "shape": [128, 32], "dtype": "float32", "dist": "uniform", "seed": 1002, "scale": 0.1, "offset": 0.9 },
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"sin": { "shape": [128, 32], "dtype": "float32", "dist": "uniform", "seed": 1003, "scale": 0.1 }
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},
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},
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"inputs": {
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"x": { "shape": [1, 16, 1, 128], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": {
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"shape": [3, 1, 1],
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"dtype": "uint32",
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"dist": "uniform",
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"seed": 1001,
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"min": 0,
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"max": 32767
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},
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"cos": {
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"shape": [32768, 64],
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"dtype": "float32",
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"x": { "shape": [1, 16, 512, 128], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": {
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"shape": [3, 1, 512],
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"dtype": "
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"dist": "uniform",
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"seed": 1001,
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"min": 0,
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},
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"inputs": {
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"x": { "shape": [1, 8, 1, 128], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": {
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"shape": [3, 1, 1],
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"dtype": "uint32",
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"dist": "uniform",
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"seed": 1001,
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"min": 0,
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"max": 32767
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},
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"cos": {
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"shape": [32768, 64],
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"dtype": "float32",
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"x": { "shape": [1, 16, 512, 128], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": {
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"shape": [3, 1, 512],
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"dtype": "
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"dist": "uniform",
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"seed": 1001,
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"min": 0,
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"x": { "shape": [1, 16, 512, 128], "dtype": "float16", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": {
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"shape": [3, 1, 512],
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"dtype": "
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"dist": "uniform",
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"seed": 1001,
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"min": 0,
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"x": { "shape": [4, 32, 2048, 128], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": {
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"shape": [3, 4, 2048],
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"dtype": "
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"dist": "uniform",
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"seed": 1001,
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"min": 0,
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"primary": false,
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"metrics": [{ "type": "bandwidth", "value": "args.elems * 4 * 2 + args.rotPairs * 4 * 2" }]
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}
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}
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]
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}
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"vars": { "elems": 16384, "rotPairs": 8192 },
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"inputs": {
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"x": { "shape": [1, 4, 64, 64], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": { "shape": [3, 1, 64], "dtype": "int32", "dist": "uniform", "seed": 1001, "min": 0, "max": 127 },
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"cos": { "shape": [128, 32], "dtype": "float32", "dist": "uniform", "seed": 1002, "scale": 0.1, "offset": 0.9 },
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"sin": { "shape": [128, 32], "dtype": "float32", "dist": "uniform", "seed": 1003, "scale": 0.1 }
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},
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},
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"inputs": {
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"x": { "shape": [1, 16, 1, 128], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": { "shape": [3, 1, 1], "dtype": "int32", "dist": "uniform", "seed": 1001, "min": 0, "max": 32767 },
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"cos": {
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"shape": [32768, 64],
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"dtype": "float32",
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"x": { "shape": [1, 16, 512, 128], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": {
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"shape": [3, 1, 512],
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"dtype": "int32",
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"dist": "uniform",
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"seed": 1001,
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"min": 0,
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},
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"inputs": {
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"x": { "shape": [1, 8, 1, 128], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": { "shape": [3, 1, 1], "dtype": "int32", "dist": "uniform", "seed": 1001, "min": 0, "max": 32767 },
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"cos": {
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"shape": [32768, 64],
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"dtype": "float32",
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"x": { "shape": [1, 16, 512, 128], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": {
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"shape": [3, 1, 512],
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"dtype": "int32",
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"dist": "uniform",
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"seed": 1001,
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"min": 0,
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"x": { "shape": [1, 16, 512, 128], "dtype": "float16", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": {
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"shape": [3, 1, 512],
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"dtype": "int32",
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"dist": "uniform",
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"seed": 1001,
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"min": 0,
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"x": { "shape": [4, 32, 2048, 128], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": {
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"shape": [3, 4, 2048],
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"dtype": "int32",
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"dist": "uniform",
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"seed": 1001,
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"min": 0,
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"primary": false,
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"metrics": [{ "type": "bandwidth", "value": "args.elems * 4 * 2 + args.rotPairs * 4 * 2" }]
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}
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},
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{
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"name": "mrope-vector-neighbor-rank3-d136-float32",
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"preset": "model",
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"attrs": {
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"mrope_layout": 0,
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"interleaved": 0,
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"mrope_section": [1, 7, 60],
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"rotary_embedding_dim": 136,
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"scale": 0.5,
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"num_heads": 5
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},
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"vars": { "elems": 349520, "rotPairs": 174760, "dtype": "float32" },
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"provenance": {
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"notes": "Aligned non-power-of-two head width, multiple batches, odd sequence, section-crossing vectors and non-unit cache scale. Counts logical input/output plus coefficient loads, excluding position indices and cache reuse."
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},
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"inputs": {
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"x": { "shape": [2, 257, 680], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
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"positionIds": { "shape": [3, 2, 257], "dtype": "int32", "dist": "uniform", "seed": 1001, "min": 0, "max": 512 },
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"cos": { "shape": [513, 68], "dtype": "float32", "dist": "uniform", "seed": 1002, "scale": 0.1, "offset": 0.9 },
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"sin": { "shape": [513, 68], "dtype": "float32", "dist": "uniform", "seed": 1003, "scale": 0.1 }
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},
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"outputs": { "y": { "shape": [2, 257, 680], "dtype": "float32" } },
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"bench": {
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"primary": false,
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"metrics": [{ "type": "bandwidth", "value": "(args.elems * 2 + args.rotPairs * 2) * dtypeBytes(args.dtype)" }]
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}
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},
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{
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"name": "mrope-vector-neighbor-rank4-d136-float32",
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"preset": "model",
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"attrs": {
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"mrope_layout": 1,
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| 287 |
+
"interleaved": 0,
|
| 288 |
+
"mrope_section": [1, 7, 60],
|
| 289 |
+
"rotary_embedding_dim": 136,
|
| 290 |
+
"scale": 0.5,
|
| 291 |
+
"num_heads": 5
|
| 292 |
+
},
|
| 293 |
+
"vars": { "elems": 349520, "rotPairs": 174760, "dtype": "float32" },
|
| 294 |
+
"provenance": {
|
| 295 |
+
"notes": "Aligned non-power-of-two head width, multiple batches, odd sequence, section-crossing vectors and non-unit cache scale. Counts logical input/output plus coefficient loads, excluding position indices and cache reuse."
|
| 296 |
+
},
|
| 297 |
+
"inputs": {
|
| 298 |
+
"x": { "shape": [2, 5, 257, 136], "dtype": "float32", "dist": "normal", "seed": 1000, "scale": 0.2 },
|
| 299 |
+
"positionIds": { "shape": [3, 2, 257], "dtype": "int32", "dist": "uniform", "seed": 1001, "min": 0, "max": 512 },
|
| 300 |
+
"cos": { "shape": [513, 68], "dtype": "float32", "dist": "uniform", "seed": 1002, "scale": 0.1, "offset": 0.9 },
|
| 301 |
+
"sin": { "shape": [513, 68], "dtype": "float32", "dist": "uniform", "seed": 1003, "scale": 0.1 }
|
| 302 |
+
},
|
| 303 |
+
"outputs": { "y": { "shape": [2, 5, 257, 136], "dtype": "float32" } },
|
| 304 |
+
"bench": {
|
| 305 |
+
"primary": false,
|
| 306 |
+
"metrics": [{ "type": "bandwidth", "value": "(args.elems * 2 + args.rotPairs * 2) * dtypeBytes(args.dtype)" }]
|
| 307 |
+
}
|
| 308 |
+
},
|
| 309 |
+
{
|
| 310 |
+
"name": "mrope-vector-neighbor-rank3-d136-float16",
|
| 311 |
+
"preset": "model",
|
| 312 |
+
"attrs": {
|
| 313 |
+
"mrope_layout": 0,
|
| 314 |
+
"interleaved": 0,
|
| 315 |
+
"mrope_section": [1, 7, 60],
|
| 316 |
+
"rotary_embedding_dim": 136,
|
| 317 |
+
"scale": 0.5,
|
| 318 |
+
"num_heads": 5
|
| 319 |
+
},
|
| 320 |
+
"vars": { "elems": 349520, "rotPairs": 174760, "dtype": "float16" },
|
| 321 |
+
"provenance": {
|
| 322 |
+
"notes": "Aligned non-power-of-two head width, multiple batches, odd sequence, section-crossing vectors and non-unit cache scale. Counts logical input/output plus coefficient loads, excluding position indices and cache reuse."
|
| 323 |
+
},
|
| 324 |
+
"inputs": {
|
| 325 |
+
"x": { "shape": [2, 257, 680], "dtype": "float16", "dist": "normal", "seed": 1000, "scale": 0.2 },
|
| 326 |
+
"positionIds": { "shape": [3, 2, 257], "dtype": "int32", "dist": "uniform", "seed": 1001, "min": 0, "max": 512 },
|
| 327 |
+
"cos": { "shape": [513, 68], "dtype": "float16", "dist": "uniform", "seed": 1002, "scale": 0.1, "offset": 0.9 },
|
| 328 |
+
"sin": { "shape": [513, 68], "dtype": "float16", "dist": "uniform", "seed": 1003, "scale": 0.1 }
|
| 329 |
+
},
|
| 330 |
+
"outputs": { "y": { "shape": [2, 257, 680], "dtype": "float16" } },
|
| 331 |
+
"bench": {
|
| 332 |
+
"primary": false,
|
| 333 |
+
"metrics": [{ "type": "bandwidth", "value": "(args.elems * 2 + args.rotPairs * 2) * dtypeBytes(args.dtype)" }]
|
| 334 |
+
}
|
| 335 |
+
},
|
| 336 |
+
{
|
| 337 |
+
"name": "mrope-vector-neighbor-rank4-d136-float16",
|
| 338 |
+
"preset": "model",
|
| 339 |
+
"attrs": {
|
| 340 |
+
"mrope_layout": 1,
|
| 341 |
+
"interleaved": 0,
|
| 342 |
+
"mrope_section": [1, 7, 60],
|
| 343 |
+
"rotary_embedding_dim": 136,
|
| 344 |
+
"scale": 0.5,
|
| 345 |
+
"num_heads": 5
|
| 346 |
+
},
|
| 347 |
+
"vars": { "elems": 349520, "rotPairs": 174760, "dtype": "float16" },
|
| 348 |
+
"provenance": {
|
| 349 |
+
"notes": "Aligned non-power-of-two head width, multiple batches, odd sequence, section-crossing vectors and non-unit cache scale. Counts logical input/output plus coefficient loads, excluding position indices and cache reuse."
|
| 350 |
+
},
|
| 351 |
+
"inputs": {
|
| 352 |
+
"x": { "shape": [2, 5, 257, 136], "dtype": "float16", "dist": "normal", "seed": 1000, "scale": 0.2 },
|
| 353 |
+
"positionIds": { "shape": [3, 2, 257], "dtype": "int32", "dist": "uniform", "seed": 1001, "min": 0, "max": 512 },
|
| 354 |
+
"cos": { "shape": [513, 68], "dtype": "float16", "dist": "uniform", "seed": 1002, "scale": 0.1, "offset": 0.9 },
|
| 355 |
+
"sin": { "shape": [513, 68], "dtype": "float16", "dist": "uniform", "seed": 1003, "scale": 0.1 }
|
| 356 |
+
},
|
| 357 |
+
"outputs": { "y": { "shape": [2, 5, 257, 136], "dtype": "float16" } },
|
| 358 |
+
"bench": {
|
| 359 |
+
"primary": false,
|
| 360 |
+
"metrics": [{ "type": "bandwidth", "value": "(args.elems * 2 + args.rotPairs * 2) * dtypeBytes(args.dtype)" }]
|
| 361 |
+
}
|
| 362 |
}
|
| 363 |
]
|
| 364 |
}
|
build/webgpu/manifest.json
CHANGED
|
@@ -4,7 +4,7 @@
|
|
| 4 |
"sinceVersion": 1,
|
| 5 |
"inputs": {
|
| 6 |
"x": { "onnx": "input", "dtype": "T" },
|
| 7 |
-
"positionIds": { "onnx": "position_ids", "dtype": "M", "rank": 3, "storage": "
|
| 8 |
"cos": { "onnx": "cos_cache", "dtype": "T", "rank": 2 },
|
| 9 |
"sin": { "onnx": "sin_cache", "dtype": "T", "rank": 2 }
|
| 10 |
},
|
|
@@ -37,91 +37,91 @@
|
|
| 37 |
"sectionsDefined": "attrs.mrope_section is defined and (attrs.mrope_section | length) == 3",
|
| 38 |
"sectionsValid": "sectionsDefined and attrs.mrope_section[0] >= 0 and attrs.mrope_section[1] >= 0 and attrs.mrope_section[2] >= 0 and attrs.mrope_section[0] + attrs.mrope_section[1] + attrs.mrope_section[2] == halfRotaryDim",
|
| 39 |
"commonContract": "f16Ok(dtypes.T) and sameShape(shapes.x, shapes.y) and (attrs.interleaved == 0 or attrs.interleaved == 1) and (attrs.mrope_layout == 0 or attrs.mrope_layout == 1) and attrs.num_heads >= 0 and attrs.rotary_embedding_dim >= 0 and (attrs.rotary_embedding_dim == 0 or attrs.num_heads > 0) and sameShape(shapes.cos, shapes.sin) and ranks.cos == 2 and ranks.sin == 2 and sectionsValid and ranks.positionIds == 3 and dim(shapes.positionIds, 0) == 3 and dim(shapes.positionIds, 1) == dim(shapes.x, 0) and dim(shapes.positionIds, 2) == dim(shapes.x, 1 if ranks.x == 3 else 2)",
|
| 40 |
-
"rank3Contract": "commonContract and ranks.x == 3 and ranks.y == 3 and attrs.num_heads is defined and attrs.num_heads >= 1 and dim(shapes.x, 2) % attrs.num_heads == 0 and rank3HeadSize > 0 and effectiveRotaryDim % 2 == 0 and (attrs.rotary_embedding_dim == 0 or attrs.rotary_embedding_dim <= rank3HeadSize) and halfRotaryDim * 2 == effectiveRotaryDim",
|
| 41 |
"rank4Contract": "commonContract and ranks.x == 4 and ranks.y == 4 and dim(shapes.x, 3) > 0 and effectiveRotaryDim % 2 == 0 and (attrs.rotary_embedding_dim == 0 or attrs.rotary_embedding_dim <= dim(shapes.x, 3)) and halfRotaryDim * 2 == effectiveRotaryDim"
|
| 42 |
},
|
| 43 |
-
"when": ["pairDispatchOk"],
|
| 44 |
"bindings": {
|
| 45 |
-
"x": { "
|
| 46 |
-
"position_ids": { "arg": "positionIds", "
|
| 47 |
-
"cos_cache": { "arg": "cos", "
|
| 48 |
-
"sin_cache": { "arg": "sin", "
|
| 49 |
-
"y": { "
|
| 50 |
"params": {
|
| 51 |
-
"buffer": "uniform",
|
| 52 |
"struct": [
|
| 53 |
{ "name": "pairCount", "type": "u32", "value": "pairCount" },
|
| 54 |
{ "name": "batchSize", "type": "u32", "value": "dim(shapes.x, 0)" },
|
| 55 |
-
{ "name": "sequenceLength", "type": "u32", "value": "dim(shapes.x, 1)" },
|
| 56 |
-
{ "name": "numHeads", "type": "u32", "value": "attrs.num_heads" },
|
| 57 |
-
{ "name": "headSize", "type": "u32", "value": "
|
| 58 |
{ "name": "rotaryDim", "type": "u32", "value": "halfRotaryDim * 2" },
|
| 59 |
{ "name": "halfRotaryDim", "type": "u32", "value": "halfRotaryDim" },
|
| 60 |
{ "name": "section0", "type": "u32", "value": "attrs.mrope_section[0]" },
|
| 61 |
{ "name": "section1", "type": "u32", "value": "attrs.mrope_section[1]" },
|
| 62 |
{ "name": "section2", "type": "u32", "value": "attrs.mrope_section[2]" },
|
| 63 |
-
{ "name": "scale", "type": "f32", "value": "attrs.scale" }
|
|
|
|
| 64 |
]
|
| 65 |
},
|
| 66 |
-
"
|
| 67 |
-
|
| 68 |
-
|
| 69 |
"struct": [
|
| 70 |
{ "name": "pairCount", "type": "u32", "value": "pairCount" },
|
| 71 |
{ "name": "batchSize", "type": "u32", "value": "dim(shapes.x, 0)" },
|
| 72 |
-
{ "name": "sequenceLength", "type": "u32", "value": "dim(shapes.x, 2)" },
|
| 73 |
-
{ "name": "numHeads", "type": "u32", "value": "dim(shapes.x, 1)" },
|
| 74 |
-
{ "name": "headSize", "type": "u32", "value": "
|
| 75 |
-
{ "name": "rotaryDim", "type": "u32", "value": "halfRotaryDim * 2" },
|
| 76 |
{ "name": "halfRotaryDim", "type": "u32", "value": "halfRotaryDim" },
|
| 77 |
{ "name": "section0", "type": "u32", "value": "attrs.mrope_section[0]" },
|
| 78 |
{ "name": "section1", "type": "u32", "value": "attrs.mrope_section[1]" },
|
| 79 |
{ "name": "section2", "type": "u32", "value": "attrs.mrope_section[2]" },
|
| 80 |
-
{ "name": "scale", "type": "f32", "value": "attrs.scale" }
|
| 81 |
-
|
|
|
|
|
|
|
| 82 |
}
|
| 83 |
},
|
| 84 |
"variants": [
|
| 85 |
{
|
| 86 |
-
"id": "
|
| 87 |
-
"when": ["
|
| 88 |
"derive": {
|
| 89 |
-
"interleaved": "attrs.interleaved != 0",
|
| 90 |
"mropeSectioned": "attrs.mrope_layout == 0",
|
| 91 |
-
"
|
|
|
|
| 92 |
"scalar": "dtypes.T"
|
| 93 |
},
|
| 94 |
"passes": [
|
| 95 |
{
|
| 96 |
"id": "main",
|
| 97 |
-
"name": "
|
| 98 |
-
"shader": "mrotary-embedding.wgsl.jinja",
|
| 99 |
-
"derive": { "rank":
|
| 100 |
-
"bindings": ["
|
| 101 |
"dispatch": {
|
| 102 |
-
"x": "min(ceilDiv((pairCount), (tunables.WORKGROUP_SIZE)), 65535)",
|
| 103 |
-
"y": "ceilDiv(ceilDiv((pairCount), (tunables.WORKGROUP_SIZE)), 65535)",
|
| 104 |
"z": 1
|
| 105 |
}
|
| 106 |
}
|
| 107 |
-
]
|
|
|
|
| 108 |
},
|
| 109 |
{
|
| 110 |
-
"id": "
|
| 111 |
-
"when": ["rank4Contract"],
|
| 112 |
"derive": {
|
| 113 |
"interleaved": "attrs.interleaved != 0",
|
| 114 |
"mropeSectioned": "attrs.mrope_layout == 0",
|
| 115 |
-
"usesF16": "dtypes.T == \"f16\"",
|
| 116 |
"scalar": "dtypes.T"
|
| 117 |
},
|
| 118 |
"passes": [
|
| 119 |
{
|
| 120 |
"id": "main",
|
| 121 |
-
"name": "
|
| 122 |
"shader": "mrotary-embedding.wgsl.jinja",
|
| 123 |
-
"derive": { "rank":
|
| 124 |
-
"bindings": ["x", "position_ids", "cos_cache", "sin_cache", "y", "
|
| 125 |
"dispatch": {
|
| 126 |
"x": "min(ceilDiv((pairCount), (tunables.WORKGROUP_SIZE)), 65535)",
|
| 127 |
"y": "ceilDiv(ceilDiv((pairCount), (tunables.WORKGROUP_SIZE)), 65535)",
|
|
|
|
| 4 |
"sinceVersion": 1,
|
| 5 |
"inputs": {
|
| 6 |
"x": { "onnx": "input", "dtype": "T" },
|
| 7 |
+
"positionIds": { "onnx": "position_ids", "dtype": "M", "rank": 3, "storage": "int32", "narrowing": "saturating" },
|
| 8 |
"cos": { "onnx": "cos_cache", "dtype": "T", "rank": 2 },
|
| 9 |
"sin": { "onnx": "sin_cache", "dtype": "T", "rank": 2 }
|
| 10 |
},
|
|
|
|
| 37 |
"sectionsDefined": "attrs.mrope_section is defined and (attrs.mrope_section | length) == 3",
|
| 38 |
"sectionsValid": "sectionsDefined and attrs.mrope_section[0] >= 0 and attrs.mrope_section[1] >= 0 and attrs.mrope_section[2] >= 0 and attrs.mrope_section[0] + attrs.mrope_section[1] + attrs.mrope_section[2] == halfRotaryDim",
|
| 39 |
"commonContract": "f16Ok(dtypes.T) and sameShape(shapes.x, shapes.y) and (attrs.interleaved == 0 or attrs.interleaved == 1) and (attrs.mrope_layout == 0 or attrs.mrope_layout == 1) and attrs.num_heads >= 0 and attrs.rotary_embedding_dim >= 0 and (attrs.rotary_embedding_dim == 0 or attrs.num_heads > 0) and sameShape(shapes.cos, shapes.sin) and ranks.cos == 2 and ranks.sin == 2 and sectionsValid and ranks.positionIds == 3 and dim(shapes.positionIds, 0) == 3 and dim(shapes.positionIds, 1) == dim(shapes.x, 0) and dim(shapes.positionIds, 2) == dim(shapes.x, 1 if ranks.x == 3 else 2)",
|
| 40 |
+
"rank3Contract": "commonContract and ranks.x == 3 and ranks.y == 3 and attrs.num_heads is defined and attrs.num_heads >= 1 and dim(shapes.x, 2) % attrs.num_heads == 0 and (rank3HeadSize > 0 or numel(shapes.x) == 0) and effectiveRotaryDim % 2 == 0 and (attrs.rotary_embedding_dim == 0 or attrs.rotary_embedding_dim <= rank3HeadSize) and halfRotaryDim * 2 == effectiveRotaryDim",
|
| 41 |
"rank4Contract": "commonContract and ranks.x == 4 and ranks.y == 4 and dim(shapes.x, 3) > 0 and effectiveRotaryDim % 2 == 0 and (attrs.rotary_embedding_dim == 0 or attrs.rotary_embedding_dim <= dim(shapes.x, 3)) and halfRotaryDim * 2 == effectiveRotaryDim"
|
| 42 |
},
|
| 43 |
+
"when": ["pairDispatchOk", "rank3Contract or rank4Contract"],
|
| 44 |
"bindings": {
|
| 45 |
+
"x": { "elementType": "$T" },
|
| 46 |
+
"position_ids": { "arg": "positionIds", "elementType": "i32" },
|
| 47 |
+
"cos_cache": { "arg": "cos", "elementType": "$T" },
|
| 48 |
+
"sin_cache": { "arg": "sin", "elementType": "$T" },
|
| 49 |
+
"y": { "elementType": "$T" },
|
| 50 |
"params": {
|
|
|
|
| 51 |
"struct": [
|
| 52 |
{ "name": "pairCount", "type": "u32", "value": "pairCount" },
|
| 53 |
{ "name": "batchSize", "type": "u32", "value": "dim(shapes.x, 0)" },
|
| 54 |
+
{ "name": "sequenceLength", "type": "u32", "value": "dim(shapes.x, 1 if ranks.x == 3 else 2)" },
|
| 55 |
+
{ "name": "numHeads", "type": "u32", "value": "attrs.num_heads if ranks.x == 3 else dim(shapes.x, 1)" },
|
| 56 |
+
{ "name": "headSize", "type": "u32", "value": "headSize" },
|
| 57 |
{ "name": "rotaryDim", "type": "u32", "value": "halfRotaryDim * 2" },
|
| 58 |
{ "name": "halfRotaryDim", "type": "u32", "value": "halfRotaryDim" },
|
| 59 |
{ "name": "section0", "type": "u32", "value": "attrs.mrope_section[0]" },
|
| 60 |
{ "name": "section1", "type": "u32", "value": "attrs.mrope_section[1]" },
|
| 61 |
{ "name": "section2", "type": "u32", "value": "attrs.mrope_section[2]" },
|
| 62 |
+
{ "name": "scale", "type": "f32", "value": "attrs.scale" },
|
| 63 |
+
{ "name": "maxSequenceLength", "type": "u32", "value": "dim(shapes.cos, 0)" }
|
| 64 |
]
|
| 65 |
},
|
| 66 |
+
"x_vector": { "arg": "x", "name": "x", "elementType": "$vectorScalar" },
|
| 67 |
+
"y_vector": { "arg": "y", "name": "y", "elementType": "$vectorScalar" },
|
| 68 |
+
"params_vector": {
|
| 69 |
"struct": [
|
| 70 |
{ "name": "pairCount", "type": "u32", "value": "pairCount" },
|
| 71 |
{ "name": "batchSize", "type": "u32", "value": "dim(shapes.x, 0)" },
|
| 72 |
+
{ "name": "sequenceLength", "type": "u32", "value": "dim(shapes.x, 1 if ranks.x == 3 else 2)" },
|
| 73 |
+
{ "name": "numHeads", "type": "u32", "value": "attrs.num_heads if ranks.x == 3 else dim(shapes.x, 1)" },
|
| 74 |
+
{ "name": "headSize", "type": "u32", "value": "headSize" },
|
|
|
|
| 75 |
{ "name": "halfRotaryDim", "type": "u32", "value": "halfRotaryDim" },
|
| 76 |
{ "name": "section0", "type": "u32", "value": "attrs.mrope_section[0]" },
|
| 77 |
{ "name": "section1", "type": "u32", "value": "attrs.mrope_section[1]" },
|
| 78 |
{ "name": "section2", "type": "u32", "value": "attrs.mrope_section[2]" },
|
| 79 |
+
{ "name": "scale", "type": "f32", "value": "attrs.scale" },
|
| 80 |
+
{ "name": "maxSequenceLength", "type": "u32", "value": "dim(shapes.cos, 0)" }
|
| 81 |
+
],
|
| 82 |
+
"name": "params"
|
| 83 |
}
|
| 84 |
},
|
| 85 |
"variants": [
|
| 86 |
{
|
| 87 |
+
"id": "pairs4",
|
| 88 |
+
"when": ["headSize % 8 == 0", "effectiveRotaryDim == headSize", "attrs.interleaved == 0"],
|
| 89 |
"derive": {
|
|
|
|
| 90 |
"mropeSectioned": "attrs.mrope_layout == 0",
|
| 91 |
+
"pairWidth": "4",
|
| 92 |
+
"vectorScalar": "\"vec4<\" ~ dtypes.T ~ \">\"",
|
| 93 |
"scalar": "dtypes.T"
|
| 94 |
},
|
| 95 |
"passes": [
|
| 96 |
{
|
| 97 |
"id": "main",
|
| 98 |
+
"name": "MRotaryEmbedding.Vector",
|
| 99 |
+
"shader": "mrotary-embedding-vector.wgsl.jinja",
|
| 100 |
+
"derive": { "rank": "ranks.x" },
|
| 101 |
+
"bindings": ["x_vector", "position_ids", "cos_cache", "sin_cache", "y_vector", "params_vector"],
|
| 102 |
"dispatch": {
|
| 103 |
+
"x": "min(ceilDiv((pairCount / 4), (tunables.WORKGROUP_SIZE)), 65535)",
|
| 104 |
+
"y": "ceilDiv(ceilDiv((pairCount / 4), (tunables.WORKGROUP_SIZE)), 65535)",
|
| 105 |
"z": 1
|
| 106 |
}
|
| 107 |
}
|
| 108 |
+
],
|
| 109 |
+
"priority": 10
|
| 110 |
},
|
| 111 |
{
|
| 112 |
+
"id": "pairs",
|
|
|
|
| 113 |
"derive": {
|
| 114 |
"interleaved": "attrs.interleaved != 0",
|
| 115 |
"mropeSectioned": "attrs.mrope_layout == 0",
|
|
|
|
| 116 |
"scalar": "dtypes.T"
|
| 117 |
},
|
| 118 |
"passes": [
|
| 119 |
{
|
| 120 |
"id": "main",
|
| 121 |
+
"name": "MRotaryEmbedding",
|
| 122 |
"shader": "mrotary-embedding.wgsl.jinja",
|
| 123 |
+
"derive": { "rank": "ranks.x" },
|
| 124 |
+
"bindings": ["x", "position_ids", "cos_cache", "sin_cache", "y", "params"],
|
| 125 |
"dispatch": {
|
| 126 |
"x": "min(ceilDiv((pairCount), (tunables.WORKGROUP_SIZE)), 65535)",
|
| 127 |
"y": "ceilDiv(ceilDiv((pairCount), (tunables.WORKGROUP_SIZE)), 65535)",
|
build/webgpu/metadata.json
CHANGED
|
@@ -1,21 +1,22 @@
|
|
| 1 |
{
|
| 2 |
"name": "com.microsoft.MRotaryEmbedding",
|
| 3 |
-
"id": "
|
| 4 |
"version": 1,
|
| 5 |
"license": "Apache-2.0",
|
| 6 |
"backend": { "type": "webgpu" },
|
| 7 |
"digest": {
|
| 8 |
"algorithm": "sha256",
|
| 9 |
"files": {
|
| 10 |
-
"bench.json": "
|
| 11 |
-
"manifest.json": "
|
| 12 |
-
"mrotary-embedding.wgsl.jinja": "
|
| 13 |
-
"
|
|
|
|
| 14 |
}
|
| 15 |
},
|
| 16 |
-
"provenance": { "kernel": { "sha": "
|
| 17 |
"webgpu": {
|
| 18 |
-
"manifestSpec": "2.
|
| 19 |
-
"variants": { "
|
| 20 |
}
|
| 21 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"name": "com.microsoft.MRotaryEmbedding",
|
| 3 |
+
"id": "_com_microsoft_mrotaryembedding_webgpu_9f14b3e",
|
| 4 |
"version": 1,
|
| 5 |
"license": "Apache-2.0",
|
| 6 |
"backend": { "type": "webgpu" },
|
| 7 |
"digest": {
|
| 8 |
"algorithm": "sha256",
|
| 9 |
"files": {
|
| 10 |
+
"bench.json": "O2zNl+WongpRuCa+0uG2J/53uKtH0dOeHjs0V/SP5NQ=",
|
| 11 |
+
"manifest.json": "m6PieJLI+fSwIhyAV5llQg4PcQyE9OtvRC0w/Z3jOy0=",
|
| 12 |
+
"mrotary-embedding-vector.wgsl.jinja": "MZwbSQREHhZKFMGn1YC7CJATkbgtimGoPwdnzafMOn8=",
|
| 13 |
+
"mrotary-embedding.wgsl.jinja": "bMGNQWBiANeYtK1oQO0dRJjn/JwkB8ZTu/Zw/uKW2M4=",
|
| 14 |
+
"test.json": "TLcimbROUuwC6I8+3L/QcPyKX9brKS3g2eH68BRDfqI="
|
| 15 |
}
|
| 16 |
},
|
| 17 |
+
"provenance": { "kernel": { "sha": "6fdf6301e2bbcc2f03bf1eaf493b7ad55ef33afc", "dirty": false } },
|
| 18 |
"webgpu": {
|
| 19 |
+
"manifestSpec": "2.1",
|
| 20 |
+
"variants": { "pairs4": ["mrotary-embedding-vector.wgsl.jinja"], "pairs": ["mrotary-embedding.wgsl.jinja"] }
|
| 21 |
}
|
| 22 |
}
|
build/webgpu/mrotary-embedding-vector.wgsl.jinja
ADDED
|
@@ -0,0 +1,75 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{% macro mrope_cache_index(pair, suffix="") %}
|
| 2 |
+
// Which of the three position streams owns this cache column.
|
| 3 |
+
var stream{{ suffix }} = 0u;
|
| 4 |
+
{% if mropeSectioned %}
|
| 5 |
+
// Sectioned (Qwen2-VL, Qwen2.5-VL): three contiguous chunks [T | H | W].
|
| 6 |
+
if ({{ pair }} >= params.section0 && {{ pair }} < params.section0 + params.section1) {
|
| 7 |
+
stream{{ suffix }} = 1u;
|
| 8 |
+
} else if ({{ pair }} >= params.section0 + params.section1) {
|
| 9 |
+
stream{{ suffix }} = 2u;
|
| 10 |
+
}
|
| 11 |
+
{% else %}
|
| 12 |
+
// Interleaved (Qwen3-VL, Qwen3.5): T everywhere, then H over every third column
|
| 13 |
+
// from offset 1 and W over every third column from offset 2, each bounded by its
|
| 14 |
+
// own section length.
|
| 15 |
+
if ({{ pair }} % 3u == 1u && {{ pair }} / 3u < params.section1) {
|
| 16 |
+
stream{{ suffix }} = 1u;
|
| 17 |
+
} else if ({{ pair }} % 3u == 2u && {{ pair }} / 3u < params.section2) {
|
| 18 |
+
stream{{ suffix }} = 2u;
|
| 19 |
+
}
|
| 20 |
+
{% endif %}
|
| 21 |
+
|
| 22 |
+
let pos{{ suffix }} = position_ids[(stream{{ suffix }} * params.batchSize + batch) * params.sequenceLength + token];
|
| 23 |
+
let valid{{ suffix }} = pos{{ suffix }} >= 0 && u32(pos{{ suffix }}) < params.maxSequenceLength;
|
| 24 |
+
let cache{{ suffix }} = u32(pos{{ suffix }}) * params.halfRotaryDim + {{ pair }};
|
| 25 |
+
{% endmacro %}
|
| 26 |
+
{% macro flat_index_2d(workgroupSize, name="i", bound="params.count", guardInline=false) %}
|
| 27 |
+
{% set wgTerm = workgroupSize ~ "u" if workgroupSize is number else workgroupSize %}
|
| 28 |
+
// 2D-folded flat index: gid.y carries the high bits past the dispatch's
|
| 29 |
+
// per-axis workgroup fold width.
|
| 30 |
+
{% if bound == "" %}
|
| 31 |
+
let {{ name }} = gid.x + gid.y * {{ DISPATCH_FOLD_WIDTH }}u * {{ wgTerm }};{% elif guardInline %}
|
| 32 |
+
let {{ name }} = gid.x + gid.y * {{ DISPATCH_FOLD_WIDTH }}u * {{ wgTerm }};
|
| 33 |
+
if ({{ name }} >= {{ bound }}) { return; }{% else %}
|
| 34 |
+
let {{ name }} = gid.x + gid.y * {{ DISPATCH_FOLD_WIDTH }}u * {{ wgTerm }};
|
| 35 |
+
if ({{ name }} >= {{ bound }}) {
|
| 36 |
+
return;
|
| 37 |
+
}{% endif %}{% endmacro %}
|
| 38 |
+
{{ env.wgsl.resourceDeclarations }}
|
| 39 |
+
// A contiguous vector owns several split-half rotation pairs. Each component
|
| 40 |
+
// gathers its own stream position, including vectors crossing section boundaries.
|
| 41 |
+
@compute @workgroup_size({{ tunables.WORKGROUP_SIZE }})
|
| 42 |
+
fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
|
| 43 |
+
{{ flat_index_2d(tunables.WORKGROUP_SIZE, "p", "params.pairCount / " ~ pairWidth ~ "u") }}
|
| 44 |
+
let tasksPerHead = params.headSize / {{ 2 * pairWidth }}u;
|
| 45 |
+
let task = p % tasksPerHead;
|
| 46 |
+
let headFlat = p / tasksPerHead;
|
| 47 |
+
let base = headFlat * (params.headSize / {{ pairWidth }}u);
|
| 48 |
+
{% if rank == 3 %}
|
| 49 |
+
let token = (headFlat / params.numHeads) % params.sequenceLength;
|
| 50 |
+
let batch = headFlat / (params.numHeads * params.sequenceLength);
|
| 51 |
+
{% else %}
|
| 52 |
+
let token = headFlat % params.sequenceLength;
|
| 53 |
+
let batch = (headFlat / params.sequenceLength) / params.numHeads;
|
| 54 |
+
{% endif %}
|
| 55 |
+
{% for i in range(pairWidth) %}
|
| 56 |
+
let pair{{ i }} = task * {{ pairWidth }}u + {{ i }}u;
|
| 57 |
+
{{ mrope_cache_index("pair" ~ i, i) }}
|
| 58 |
+
{% endfor %}
|
| 59 |
+
let a = vec{{ pairWidth }}<f32>(x[base + task]);
|
| 60 |
+
let bIndex = base + params.halfRotaryDim / {{ pairWidth }}u + task;
|
| 61 |
+
let b = vec{{ pairWidth }}<f32>(x[bIndex]);
|
| 62 |
+
var outA = x[base + task];
|
| 63 |
+
var outB = x[bIndex];
|
| 64 |
+
{% for i in range(pairWidth) %}
|
| 65 |
+
if (valid{{ i }}) {
|
| 66 |
+
// Round scaled coefficients to storage T before evaluating the rotation.
|
| 67 |
+
let cf = f32({{ scalar }}(f32(cos_cache[cache{{ i }}]) * params.scale));
|
| 68 |
+
let sf = f32({{ scalar }}(f32(sin_cache[cache{{ i }}]) * params.scale));
|
| 69 |
+
outA[{{ i }}] = {{ scalar }}(a[{{ i }}] * cf - b[{{ i }}] * sf);
|
| 70 |
+
outB[{{ i }}] = {{ scalar }}(a[{{ i }}] * sf + b[{{ i }}] * cf);
|
| 71 |
+
}
|
| 72 |
+
{% endfor %}
|
| 73 |
+
y[base + task] = outA;
|
| 74 |
+
y[bIndex] = outB;
|
| 75 |
+
}
|
build/webgpu/mrotary-embedding.wgsl.jinja
CHANGED
|
@@ -1,38 +1,37 @@
|
|
| 1 |
-
{% macro
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
{
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
{%
|
| 12 |
-
//
|
| 13 |
-
//
|
| 14 |
-
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
{
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 18 |
// 2D-folded flat index: gid.y carries the high bits past the dispatch's
|
| 19 |
// per-axis workgroup fold width.
|
| 20 |
-
{
|
| 21 |
-
{% if bound == "" %}
|
| 22 |
-
let {{ name }} = gid.x + gid.y * {{ DISPATCH_FOLD_WIDTH }}u * {{ tunables.WORKGROUP_SIZE }}u;
|
| 23 |
-
{%- elif guardInline %}
|
| 24 |
-
let {{ name }} = gid.x + gid.y * {{ DISPATCH_FOLD_WIDTH }}u * {{ tunables.WORKGROUP_SIZE }}u;
|
| 25 |
-
if ({{ name }} >= {{ bound }}) { return; }
|
| 26 |
-
{%- else %}
|
| 27 |
-
let {{ name }} = gid.x + gid.y * {{ DISPATCH_FOLD_WIDTH }}u * {{ tunables.WORKGROUP_SIZE }}u;
|
| 28 |
if ({{ name }} >= {{ bound }}) {
|
| 29 |
return;
|
| 30 |
-
}
|
| 31 |
-
{
|
| 32 |
-
{% endmacro %}
|
| 33 |
-
|
| 34 |
-
{% if usesF16 %}enable f16;
|
| 35 |
-
{% endif %}{{ env.wgsl.resourceDeclarations }}
|
| 36 |
// M-RoPE: three position streams (temporal, height, width) index one cos/sin cache.
|
| 37 |
// The half-rotary axis is partitioned among the streams, so each rotated pair picks
|
| 38 |
// its own stream and gathers that stream's position for this token. One invocation
|
|
@@ -40,7 +39,7 @@
|
|
| 40 |
// use the remaining pair lanes to copy two unchanged tail values.
|
| 41 |
@compute @workgroup_size({{ tunables.WORKGROUP_SIZE }})
|
| 42 |
fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
|
| 43 |
-
{{ flat_index_2d("p", "params.pairCount"
|
| 44 |
|
| 45 |
let tasksPerHead = (params.headSize + 1u) / 2u;
|
| 46 |
let task = p % tasksPerHead;
|
|
@@ -68,32 +67,7 @@ fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
|
|
| 68 |
let batch = (headFlat / params.sequenceLength) / params.numHeads;
|
| 69 |
{% endif %}
|
| 70 |
|
| 71 |
-
|
| 72 |
-
var stream = 0u;
|
| 73 |
-
{% if mropeSectioned %}
|
| 74 |
-
// Sectioned (Qwen2-VL, Qwen2.5-VL): three contiguous chunks [T | H | W].
|
| 75 |
-
if (pair >= params.section0 && pair < params.section0 + params.section1) {
|
| 76 |
-
stream = 1u;
|
| 77 |
-
} else if (pair >= params.section0 + params.section1) {
|
| 78 |
-
stream = 2u;
|
| 79 |
-
}
|
| 80 |
-
{% else %}
|
| 81 |
-
// Interleaved (Qwen3-VL, Qwen3.5): T everywhere, then H over every third column
|
| 82 |
-
// from offset 1 and W over every third column from offset 2, each bounded by its
|
| 83 |
-
// own section length.
|
| 84 |
-
if (pair % 3u == 1u && pair / 3u < params.section1) {
|
| 85 |
-
stream = 1u;
|
| 86 |
-
} else if (pair % 3u == 2u && pair / 3u < params.section2) {
|
| 87 |
-
stream = 2u;
|
| 88 |
-
}
|
| 89 |
-
{% endif %}
|
| 90 |
-
|
| 91 |
-
let pos = position_ids[(stream * params.batchSize + batch) * params.sequenceLength + token];
|
| 92 |
-
let cache = pos * params.halfRotaryDim + pair;
|
| 93 |
-
// Round scaled cache values to T before rotation. This intermediate cast is
|
| 94 |
-
// observable for f16 and must not be deferred to the output store.
|
| 95 |
-
let cf = f32({{ scalar }}(f32(cos_cache[cache]) * params.scale));
|
| 96 |
-
let sf = f32({{ scalar }}(f32(sin_cache[cache]) * params.scale));
|
| 97 |
{% if interleaved %}
|
| 98 |
let aOffset = pair * 2u;
|
| 99 |
let bOffset = aOffset + 1u;
|
|
@@ -101,6 +75,15 @@ fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
|
|
| 101 |
let aOffset = pair;
|
| 102 |
let bOffset = pair + params.halfRotaryDim;
|
| 103 |
{% endif %}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 104 |
let a = f32(x[base + aOffset]);
|
| 105 |
let b = f32(x[base + bOffset]);
|
| 106 |
y[base + aOffset] = {{ scalar }}(a * cf - b * sf);
|
|
|
|
| 1 |
+
{% macro mrope_cache_index(pair, suffix="") %}
|
| 2 |
+
// Which of the three position streams owns this cache column.
|
| 3 |
+
var stream{{ suffix }} = 0u;
|
| 4 |
+
{% if mropeSectioned %}
|
| 5 |
+
// Sectioned (Qwen2-VL, Qwen2.5-VL): three contiguous chunks [T | H | W].
|
| 6 |
+
if ({{ pair }} >= params.section0 && {{ pair }} < params.section0 + params.section1) {
|
| 7 |
+
stream{{ suffix }} = 1u;
|
| 8 |
+
} else if ({{ pair }} >= params.section0 + params.section1) {
|
| 9 |
+
stream{{ suffix }} = 2u;
|
| 10 |
+
}
|
| 11 |
+
{% else %}
|
| 12 |
+
// Interleaved (Qwen3-VL, Qwen3.5): T everywhere, then H over every third column
|
| 13 |
+
// from offset 1 and W over every third column from offset 2, each bounded by its
|
| 14 |
+
// own section length.
|
| 15 |
+
if ({{ pair }} % 3u == 1u && {{ pair }} / 3u < params.section1) {
|
| 16 |
+
stream{{ suffix }} = 1u;
|
| 17 |
+
} else if ({{ pair }} % 3u == 2u && {{ pair }} / 3u < params.section2) {
|
| 18 |
+
stream{{ suffix }} = 2u;
|
| 19 |
+
}
|
| 20 |
+
{% endif %}
|
| 21 |
+
|
| 22 |
+
let pos{{ suffix }} = position_ids[(stream{{ suffix }} * params.batchSize + batch) * params.sequenceLength + token];
|
| 23 |
+
let valid{{ suffix }} = pos{{ suffix }} >= 0 && u32(pos{{ suffix }}) < params.maxSequenceLength;
|
| 24 |
+
let cache{{ suffix }} = u32(pos{{ suffix }}) * params.halfRotaryDim + {{ pair }};
|
| 25 |
+
{% endmacro %}
|
| 26 |
+
{% macro flat_index_2d(workgroupSize, name="i", bound="params.count", guardInline=false) %}
|
| 27 |
+
{% set wgTerm = workgroupSize ~ "u" if workgroupSize is number else workgroupSize %}
|
| 28 |
// 2D-folded flat index: gid.y carries the high bits past the dispatch's
|
| 29 |
// per-axis workgroup fold width.
|
| 30 |
+
let {{ name }} = gid.x + gid.y * {{ DISPATCH_FOLD_WIDTH }}u * {{ wgTerm }};
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 31 |
if ({{ name }} >= {{ bound }}) {
|
| 32 |
return;
|
| 33 |
+
}{% endmacro %}
|
| 34 |
+
{{ env.wgsl.resourceDeclarations }}
|
|
|
|
|
|
|
|
|
|
|
|
|
| 35 |
// M-RoPE: three position streams (temporal, height, width) index one cos/sin cache.
|
| 36 |
// The half-rotary axis is partitioned among the streams, so each rotated pair picks
|
| 37 |
// its own stream and gathers that stream's position for this token. One invocation
|
|
|
|
| 39 |
// use the remaining pair lanes to copy two unchanged tail values.
|
| 40 |
@compute @workgroup_size({{ tunables.WORKGROUP_SIZE }})
|
| 41 |
fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
|
| 42 |
+
{{ flat_index_2d(tunables.WORKGROUP_SIZE, "p", "params.pairCount") }}
|
| 43 |
|
| 44 |
let tasksPerHead = (params.headSize + 1u) / 2u;
|
| 45 |
let task = p % tasksPerHead;
|
|
|
|
| 67 |
let batch = (headFlat / params.sequenceLength) / params.numHeads;
|
| 68 |
{% endif %}
|
| 69 |
|
| 70 |
+
{{ mrope_cache_index("pair") }}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 71 |
{% if interleaved %}
|
| 72 |
let aOffset = pair * 2u;
|
| 73 |
let bOffset = aOffset + 1u;
|
|
|
|
| 75 |
let aOffset = pair;
|
| 76 |
let bOffset = pair + params.halfRotaryDim;
|
| 77 |
{% endif %}
|
| 78 |
+
if (!valid) {
|
| 79 |
+
y[base + aOffset] = x[base + aOffset];
|
| 80 |
+
y[base + bOffset] = x[base + bOffset];
|
| 81 |
+
return;
|
| 82 |
+
}
|
| 83 |
+
// Round scaled cache values to T before rotation. This intermediate cast is
|
| 84 |
+
// observable for f16 and must not be deferred to the output store.
|
| 85 |
+
let cf = f32({{ scalar }}(f32(cos_cache[cache]) * params.scale));
|
| 86 |
+
let sf = f32({{ scalar }}(f32(sin_cache[cache]) * params.scale));
|
| 87 |
let a = f32(x[base + aOffset]);
|
| 88 |
let b = f32(x[base + bOffset]);
|
| 89 |
y[base + aOffset] = {{ scalar }}(a * cf - b * sf);
|
build/webgpu/test.json
CHANGED
|
@@ -1,6 +1,8 @@
|
|
| 1 |
{
|
| 2 |
"fixtureArrays": {
|
| 3 |
-
"ort_sectioned_rank3_input_x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]
|
|
|
|
|
|
|
| 4 |
},
|
| 5 |
"cases": [
|
| 6 |
{
|
|
@@ -19,7 +21,7 @@
|
|
| 19 |
"inputs": {
|
| 20 |
"x": { "dtype": "float32", "shape": [1, 1, 2, 5], "data": { "kind": "linspace", "start": -1.25, "end": 1.5 } },
|
| 21 |
"positionIds": {
|
| 22 |
-
"dtype": "
|
| 23 |
"shape": [3, 1, 2],
|
| 24 |
"data": { "kind": "values", "values": [0, 1, 1, 2, 2, 0] }
|
| 25 |
},
|
|
@@ -50,7 +52,7 @@
|
|
| 50 |
"data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/ort_sectioned_rank3_input_x" } }
|
| 51 |
},
|
| 52 |
"positionIds": {
|
| 53 |
-
"dtype": "
|
| 54 |
"shape": [3, 1, 2],
|
| 55 |
"data": { "kind": "values", "values": [0, 1, 1, 2, 2, 3] }
|
| 56 |
},
|
|
@@ -70,10 +72,7 @@
|
|
| 70 |
"dtype": "float32",
|
| 71 |
"shape": [1, 2, 12],
|
| 72 |
"tolerance": 0.00001,
|
| 73 |
-
"data": {
|
| 74 |
-
"kind": "values",
|
| 75 |
-
"values": [0.6, 1.42, 2.34, 4.1, 5.87, 7.98, 6.0, 7.12, 8.34, 10.7, 13.49, 16.62, 11.9, 13.37, 14.94, 19.55, 23.51, 27.81, 17.6, 19.37, 21.24, 27.05, 32.03, 37.35]
|
| 76 |
-
}
|
| 77 |
}
|
| 78 |
}
|
| 79 |
},
|
|
@@ -99,7 +98,7 @@
|
|
| 99 |
"data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/ort_sectioned_rank3_input_x" } }
|
| 100 |
},
|
| 101 |
"positionIds": {
|
| 102 |
-
"dtype": "
|
| 103 |
"shape": [3, 1, 2],
|
| 104 |
"data": { "kind": "values", "values": [0, 1, 1, 2, 2, 3] }
|
| 105 |
},
|
|
@@ -119,10 +118,7 @@
|
|
| 119 |
"dtype": "float32",
|
| 120 |
"shape": [1, 2, 2, 6],
|
| 121 |
"tolerance": 0.00001,
|
| 122 |
-
"data": {
|
| 123 |
-
"kind": "values",
|
| 124 |
-
"values": [0.4, 1.05, 1.345, 2.46, 2.39, 4.21, 3.25, 4.925, 4.395, 6.995, 5.64, 9.405, 5.8, 7.65, 7.045, 10.08, 8.39, 12.85, 8.95, 12.425, 10.395, 15.515, 11.94, 18.945]
|
| 125 |
-
}
|
| 126 |
}
|
| 127 |
}
|
| 128 |
},
|
|
@@ -142,7 +138,7 @@
|
|
| 142 |
"inputs": {
|
| 143 |
"x": { "dtype": "float32", "shape": [2, 3, 32], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 144 |
"positionIds": {
|
| 145 |
-
"dtype": "
|
| 146 |
"shape": [3, 2, 3],
|
| 147 |
"data": { "kind": "values", "values": [0, 1, 2, 1, 2, 3, 2, 3, 4, 3, 4, 5, 4, 5, 6, 5, 6, 7] }
|
| 148 |
},
|
|
@@ -167,7 +163,7 @@
|
|
| 167 |
"inputs": {
|
| 168 |
"x": { "dtype": "float32", "shape": [1, 2, 4, 12], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 169 |
"positionIds": {
|
| 170 |
-
"dtype": "
|
| 171 |
"shape": [3, 1, 4],
|
| 172 |
"data": { "kind": "values", "values": [0, 1, 2, 3, 1, 2, 3, 4, 2, 3, 4, 5] }
|
| 173 |
},
|
|
@@ -185,7 +181,7 @@
|
|
| 185 |
"inputs": {
|
| 186 |
"x": { "dtype": "float32", "shape": [1, 4, 16], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 187 |
"positionIds": {
|
| 188 |
-
"dtype": "
|
| 189 |
"shape": [3, 1, 4],
|
| 190 |
"data": { "kind": "values", "values": [0, 1, 2, 3, 0, 1, 2, 3, 0, 1, 2, 3] }
|
| 191 |
},
|
|
@@ -209,7 +205,7 @@
|
|
| 209 |
"inputs": {
|
| 210 |
"x": { "dtype": "float16", "shape": [1, 2, 3, 12], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 211 |
"positionIds": {
|
| 212 |
-
"dtype": "
|
| 213 |
"shape": [3, 1, 3],
|
| 214 |
"data": { "kind": "values", "values": [0, 1, 2, 1, 2, 3, 2, 3, 4] }
|
| 215 |
},
|
|
@@ -232,7 +228,7 @@
|
|
| 232 |
"inputs": {
|
| 233 |
"x": { "dtype": "float32", "shape": [2, 2, 16], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 234 |
"positionIds": {
|
| 235 |
-
"dtype": "
|
| 236 |
"shape": [3, 2, 2],
|
| 237 |
"data": { "kind": "values", "values": [0, 1, 1, 2, 2, 3, 3, 4, 4, 0, 0, 1] }
|
| 238 |
},
|
|
@@ -240,6 +236,1048 @@
|
|
| 240 |
"sin": { "dtype": "float32", "shape": [5, 4], "data": { "kind": "linspace", "start": 1.0, "end": -1.0 } }
|
| 241 |
},
|
| 242 |
"outputs": { "y": { "dtype": "float32", "shape": [2, 2, 16], "tolerance": 0.00001, "relTolerance": 0.00001 } }
|
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|
| 243 |
}
|
| 244 |
]
|
| 245 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"fixtureArrays": {
|
| 3 |
+
"ort_sectioned_rank3_input_x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24],
|
| 4 |
+
"ort_sectioned_rank3_output_y": [0.6, 1.42, 2.34, 4.1, 5.87, 7.98, 6, 7.12, 8.34, 10.7, 13.49, 16.62, 11.9, 13.37, 14.94, 19.55, 23.51, 27.81, 17.6, 19.37, 21.24, 27.05, 32.03, 37.35],
|
| 5 |
+
"ort_interleaved_rank4_output_y": [0.4, 1.05, 1.345, 2.46, 2.39, 4.21, 3.25, 4.925, 4.395, 6.995, 5.64, 9.405, 5.8, 7.65, 7.045, 10.08, 8.39, 12.85, 8.95, 12.425, 10.395, 15.515, 11.94, 18.945]
|
| 6 |
},
|
| 7 |
"cases": [
|
| 8 |
{
|
|
|
|
| 21 |
"inputs": {
|
| 22 |
"x": { "dtype": "float32", "shape": [1, 1, 2, 5], "data": { "kind": "linspace", "start": -1.25, "end": 1.5 } },
|
| 23 |
"positionIds": {
|
| 24 |
+
"dtype": "int32",
|
| 25 |
"shape": [3, 1, 2],
|
| 26 |
"data": { "kind": "values", "values": [0, 1, 1, 2, 2, 0] }
|
| 27 |
},
|
|
|
|
| 52 |
"data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/ort_sectioned_rank3_input_x" } }
|
| 53 |
},
|
| 54 |
"positionIds": {
|
| 55 |
+
"dtype": "int32",
|
| 56 |
"shape": [3, 1, 2],
|
| 57 |
"data": { "kind": "values", "values": [0, 1, 1, 2, 2, 3] }
|
| 58 |
},
|
|
|
|
| 72 |
"dtype": "float32",
|
| 73 |
"shape": [1, 2, 12],
|
| 74 |
"tolerance": 0.00001,
|
| 75 |
+
"data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/ort_sectioned_rank3_output_y" } }
|
|
|
|
|
|
|
|
|
|
| 76 |
}
|
| 77 |
}
|
| 78 |
},
|
|
|
|
| 98 |
"data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/ort_sectioned_rank3_input_x" } }
|
| 99 |
},
|
| 100 |
"positionIds": {
|
| 101 |
+
"dtype": "int32",
|
| 102 |
"shape": [3, 1, 2],
|
| 103 |
"data": { "kind": "values", "values": [0, 1, 1, 2, 2, 3] }
|
| 104 |
},
|
|
|
|
| 118 |
"dtype": "float32",
|
| 119 |
"shape": [1, 2, 2, 6],
|
| 120 |
"tolerance": 0.00001,
|
| 121 |
+
"data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/ort_interleaved_rank4_output_y" } }
|
|
|
|
|
|
|
|
|
|
| 122 |
}
|
| 123 |
}
|
| 124 |
},
|
|
|
|
| 138 |
"inputs": {
|
| 139 |
"x": { "dtype": "float32", "shape": [2, 3, 32], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 140 |
"positionIds": {
|
| 141 |
+
"dtype": "int32",
|
| 142 |
"shape": [3, 2, 3],
|
| 143 |
"data": { "kind": "values", "values": [0, 1, 2, 1, 2, 3, 2, 3, 4, 3, 4, 5, 4, 5, 6, 5, 6, 7] }
|
| 144 |
},
|
|
|
|
| 163 |
"inputs": {
|
| 164 |
"x": { "dtype": "float32", "shape": [1, 2, 4, 12], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 165 |
"positionIds": {
|
| 166 |
+
"dtype": "int32",
|
| 167 |
"shape": [3, 1, 4],
|
| 168 |
"data": { "kind": "values", "values": [0, 1, 2, 3, 1, 2, 3, 4, 2, 3, 4, 5] }
|
| 169 |
},
|
|
|
|
| 181 |
"inputs": {
|
| 182 |
"x": { "dtype": "float32", "shape": [1, 4, 16], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 183 |
"positionIds": {
|
| 184 |
+
"dtype": "int32",
|
| 185 |
"shape": [3, 1, 4],
|
| 186 |
"data": { "kind": "values", "values": [0, 1, 2, 3, 0, 1, 2, 3, 0, 1, 2, 3] }
|
| 187 |
},
|
|
|
|
| 205 |
"inputs": {
|
| 206 |
"x": { "dtype": "float16", "shape": [1, 2, 3, 12], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 207 |
"positionIds": {
|
| 208 |
+
"dtype": "int32",
|
| 209 |
"shape": [3, 1, 3],
|
| 210 |
"data": { "kind": "values", "values": [0, 1, 2, 1, 2, 3, 2, 3, 4] }
|
| 211 |
},
|
|
|
|
| 228 |
"inputs": {
|
| 229 |
"x": { "dtype": "float32", "shape": [2, 2, 16], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 230 |
"positionIds": {
|
| 231 |
+
"dtype": "int32",
|
| 232 |
"shape": [3, 2, 2],
|
| 233 |
"data": { "kind": "values", "values": [0, 1, 1, 2, 2, 3, 3, 4, 4, 0, 0, 1] }
|
| 234 |
},
|
|
|
|
| 236 |
"sin": { "dtype": "float32", "shape": [5, 4], "data": { "kind": "linspace", "start": 1.0, "end": -1.0 } }
|
| 237 |
},
|
| 238 |
"outputs": { "y": { "dtype": "float32", "shape": [2, 2, 16], "tolerance": 0.00001, "relTolerance": 0.00001 } }
|
| 239 |
+
},
|
| 240 |
+
{
|
| 241 |
+
"name": "vector_boundary_float32_rank3_d8_layout0_zero1",
|
| 242 |
+
"attrs": {
|
| 243 |
+
"num_heads": 3,
|
| 244 |
+
"rotary_embedding_dim": 8,
|
| 245 |
+
"interleaved": 0,
|
| 246 |
+
"mrope_layout": 0,
|
| 247 |
+
"mrope_section": [0, 3, 1],
|
| 248 |
+
"scale": 0.3
|
| 249 |
+
},
|
| 250 |
+
"inputs": {
|
| 251 |
+
"x": {
|
| 252 |
+
"dtype": "float32",
|
| 253 |
+
"shape": [2, 5, 24],
|
| 254 |
+
"data": { "kind": "fillFloat32", "sinStep": 0.113, "cosStep": 0.317, "scale": 3.0 }
|
| 255 |
+
},
|
| 256 |
+
"positionIds": {
|
| 257 |
+
"dtype": "int32",
|
| 258 |
+
"shape": [3, 2, 5],
|
| 259 |
+
"data": { "kind": "cycle", "values": [0, 4, 2, 1, 3, 4, 0] }
|
| 260 |
+
},
|
| 261 |
+
"cos": {
|
| 262 |
+
"dtype": "float32",
|
| 263 |
+
"shape": [5, 4],
|
| 264 |
+
"data": { "kind": "fillFloat32", "sinStep": 0.213, "cosStep": 0.437, "scale": 0.71 }
|
| 265 |
+
},
|
| 266 |
+
"sin": {
|
| 267 |
+
"dtype": "float32",
|
| 268 |
+
"shape": [5, 4],
|
| 269 |
+
"data": { "kind": "fillFloat32", "sinStep": 0.619, "cosStep": 0.137, "scale": 0.83 }
|
| 270 |
+
}
|
| 271 |
+
},
|
| 272 |
+
"outputs": { "y": { "dtype": "float32", "shape": [2, 5, 24], "tolerance": 0.00001, "relTolerance": 0.00001 } },
|
| 273 |
+
"provenance": {
|
| 274 |
+
"notes": "Aligned vector pairs with a partial final workgroup, section-crossing cache columns, multiple batches, non-unit scale and both tensor ranks. Zero temporal section is covered at the smallest head width."
|
| 275 |
+
}
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"name": "vector_boundary_float32_rank3_d16_layout0_zero0",
|
| 279 |
+
"attrs": {
|
| 280 |
+
"num_heads": 3,
|
| 281 |
+
"rotary_embedding_dim": 16,
|
| 282 |
+
"interleaved": 0,
|
| 283 |
+
"mrope_layout": 0,
|
| 284 |
+
"mrope_section": [1, 2, 5],
|
| 285 |
+
"scale": 0.3
|
| 286 |
+
},
|
| 287 |
+
"inputs": {
|
| 288 |
+
"x": {
|
| 289 |
+
"dtype": "float32",
|
| 290 |
+
"shape": [2, 5, 48],
|
| 291 |
+
"data": { "kind": "fillFloat32", "sinStep": 0.113, "cosStep": 0.317, "scale": 3.0 }
|
| 292 |
+
},
|
| 293 |
+
"positionIds": {
|
| 294 |
+
"dtype": "int32",
|
| 295 |
+
"shape": [3, 2, 5],
|
| 296 |
+
"data": { "kind": "cycle", "values": [0, 4, 2, 1, 3, 4, 0] }
|
| 297 |
+
},
|
| 298 |
+
"cos": {
|
| 299 |
+
"dtype": "float32",
|
| 300 |
+
"shape": [5, 8],
|
| 301 |
+
"data": { "kind": "fillFloat32", "sinStep": 0.213, "cosStep": 0.437, "scale": 0.71 }
|
| 302 |
+
},
|
| 303 |
+
"sin": {
|
| 304 |
+
"dtype": "float32",
|
| 305 |
+
"shape": [5, 8],
|
| 306 |
+
"data": { "kind": "fillFloat32", "sinStep": 0.619, "cosStep": 0.137, "scale": 0.83 }
|
| 307 |
+
}
|
| 308 |
+
},
|
| 309 |
+
"outputs": { "y": { "dtype": "float32", "shape": [2, 5, 48], "tolerance": 0.00001, "relTolerance": 0.00001 } },
|
| 310 |
+
"provenance": {
|
| 311 |
+
"notes": "Aligned vector pairs with a partial final workgroup, section-crossing cache columns, multiple batches, non-unit scale and both tensor ranks. Zero temporal section is covered at the smallest head width."
|
| 312 |
+
}
|
| 313 |
+
},
|
| 314 |
+
{
|
| 315 |
+
"name": "vector_boundary_float32_rank3_d24_layout0_zero0",
|
| 316 |
+
"attrs": {
|
| 317 |
+
"num_heads": 3,
|
| 318 |
+
"rotary_embedding_dim": 24,
|
| 319 |
+
"interleaved": 0,
|
| 320 |
+
"mrope_layout": 0,
|
| 321 |
+
"mrope_section": [1, 2, 9],
|
| 322 |
+
"scale": 0.3
|
| 323 |
+
},
|
| 324 |
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"data": { "kind": "fillFloat32", "sinStep": 0.113, "cosStep": 0.317, "scale": 3.0 }
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| 662 |
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},
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| 663 |
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"positionIds": {
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| 664 |
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"dtype": "int32",
|
| 665 |
+
"shape": [3, 2, 5],
|
| 666 |
+
"data": { "kind": "cycle", "values": [0, 4, 2, 1, 3, 4, 0] }
|
| 667 |
+
},
|
| 668 |
+
"cos": {
|
| 669 |
+
"dtype": "float16",
|
| 670 |
+
"shape": [5, 12],
|
| 671 |
+
"data": { "kind": "fillFloat32", "sinStep": 0.213, "cosStep": 0.437, "scale": 0.71 }
|
| 672 |
+
},
|
| 673 |
+
"sin": {
|
| 674 |
+
"dtype": "float16",
|
| 675 |
+
"shape": [5, 12],
|
| 676 |
+
"data": { "kind": "fillFloat32", "sinStep": 0.619, "cosStep": 0.137, "scale": 0.83 }
|
| 677 |
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}
|
| 678 |
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},
|
| 679 |
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"outputs": { "y": { "dtype": "float16", "shape": [2, 3, 5, 24], "tolerance": 0.01, "relTolerance": 0.01 } },
|
| 680 |
+
"provenance": {
|
| 681 |
+
"notes": "Aligned vector pairs with a partial final workgroup, section-crossing cache columns, multiple batches, non-unit scale and both tensor ranks. Zero temporal section is covered at the smallest head width."
|
| 682 |
+
}
|
| 683 |
+
},
|
| 684 |
+
{
|
| 685 |
+
"name": "ort_partial_rotary_dim_copies_tail_rank3",
|
| 686 |
+
"attrs": {
|
| 687 |
+
"num_heads": 1,
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| 688 |
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|
| 692 |
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| 693 |
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| 694 |
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| 695 |
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| 696 |
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},
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| 701 |
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"data": { "kind": "values", "values": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] }
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| 706 |
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| 710 |
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}
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| 711 |
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},
|
| 712 |
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"outputs": { "y": { "dtype": "float32", "shape": [1, 1, 8], "tolerance": 0.000001, "relTolerance": 0.000001 } }
|
| 713 |
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},
|
| 714 |
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{
|
| 715 |
+
"name": "ort_empty_rank3_input",
|
| 716 |
+
"attrs": { "num_heads": 1, "mrope_layout": 0, "interleaved": 0, "mrope_section": [0, 0, 0] },
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},
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"outputs": { "y": { "dtype": "float32", "shape": [1, 1, 0], "tolerance": 0.000001, "relTolerance": 0.000001 } }
|
| 724 |
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},
|
| 725 |
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{
|
| 726 |
+
"name": "ort_empty_rank4_input",
|
| 727 |
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|
| 728 |
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| 729 |
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},
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| 740 |
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"outputs": { "y": { "dtype": "float32", "shape": [1, 2, 0, 6], "tolerance": 0.000001, "relTolerance": 0.000001 } }
|
| 741 |
+
},
|
| 742 |
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{
|
| 743 |
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"name": "ort_sectioned_rank3_f16",
|
| 744 |
+
"attrs": {
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| 745 |
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"num_heads": 2,
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| 746 |
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| 747 |
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|
| 749 |
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| 750 |
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|
| 751 |
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},
|
| 752 |
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| 753 |
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"x": {
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| 754 |
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"dtype": "float16",
|
| 755 |
+
"shape": [1, 2, 12],
|
| 756 |
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"data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/ort_sectioned_rank3_input_x" } }
|
| 757 |
+
},
|
| 758 |
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"positionIds": {
|
| 759 |
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"dtype": "int32",
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| 760 |
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"shape": [3, 1, 2],
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| 761 |
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"data": { "kind": "values", "values": [0, 1, 1, 2, 2, 3] }
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| 762 |
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},
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| 763 |
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| 764 |
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| 765 |
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"shape": [4, 3],
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| 766 |
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"data": { "kind": "values", "values": [1.0, 1.01, 1.02, 1.1, 1.11, 1.12, 1.2, 1.21, 1.22, 1.3, 1.31, 1.32] }
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| 767 |
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},
|
| 768 |
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|
| 769 |
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| 770 |
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"shape": [4, 3],
|
| 771 |
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"data": { "kind": "values", "values": [0.1, 0.11, 0.12, 0.15, 0.16, 0.17, 0.2, 0.21, 0.22, 0.25, 0.26, 0.27] }
|
| 772 |
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}
|
| 773 |
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},
|
| 774 |
+
"outputs": {
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| 775 |
+
"y": {
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| 776 |
+
"dtype": "float16",
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| 777 |
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"shape": [1, 2, 12],
|
| 778 |
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|
| 779 |
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| 780 |
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| 781 |
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}
|
| 782 |
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}
|
| 783 |
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},
|
| 784 |
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{
|
| 785 |
+
"name": "ort_interleaved_rank4_f16",
|
| 786 |
+
"attrs": {
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| 787 |
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"num_heads": 2,
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| 788 |
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| 789 |
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| 790 |
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| 791 |
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| 792 |
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| 793 |
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},
|
| 794 |
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"inputs": {
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| 795 |
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| 796 |
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"dtype": "float16",
|
| 797 |
+
"shape": [1, 2, 2, 6],
|
| 798 |
+
"data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/ort_sectioned_rank3_input_x" } }
|
| 799 |
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},
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| 800 |
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"positionIds": {
|
| 801 |
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"dtype": "int32",
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| 802 |
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"shape": [3, 1, 2],
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| 803 |
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"data": { "kind": "values", "values": [0, 1, 1, 2, 2, 3] }
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| 804 |
+
},
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| 805 |
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| 806 |
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| 807 |
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| 808 |
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| 809 |
+
},
|
| 810 |
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| 811 |
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"dtype": "float16",
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| 812 |
+
"shape": [4, 3],
|
| 813 |
+
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| 814 |
+
}
|
| 815 |
+
},
|
| 816 |
+
"outputs": {
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| 817 |
+
"y": {
|
| 818 |
+
"dtype": "float16",
|
| 819 |
+
"shape": [1, 2, 2, 6],
|
| 820 |
+
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|
| 821 |
+
"data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/ort_interleaved_rank4_output_y" } },
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| 822 |
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"relTolerance": 0.01
|
| 823 |
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}
|
| 824 |
+
}
|
| 825 |
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},
|
| 826 |
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{
|
| 827 |
+
"name": "ort_oob_negative_stream0",
|
| 828 |
+
"provenance": {
|
| 829 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 830 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 831 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 832 |
+
},
|
| 833 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 834 |
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| 835 |
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"x": {
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| 836 |
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"dtype": "float32",
|
| 837 |
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"shape": [1, 1, 1, 6],
|
| 838 |
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"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
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| 839 |
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},
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| 840 |
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"positionIds": { "dtype": "int32", "shape": [3, 1, 1], "data": { "kind": "values", "values": [-1, 0, 0] } },
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| 841 |
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| 842 |
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"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 843 |
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},
|
| 844 |
+
"outputs": {
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| 845 |
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"y": {
|
| 846 |
+
"dtype": "float32",
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| 847 |
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"shape": [1, 1, 1, 6],
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| 848 |
+
"data": { "kind": "values", "values": [1.0, -5.0, -6.0, 4.0, 2.0, 3.0] }
|
| 849 |
+
}
|
| 850 |
+
}
|
| 851 |
+
},
|
| 852 |
+
{
|
| 853 |
+
"name": "ort_oob_upper_bound_stream0",
|
| 854 |
+
"provenance": {
|
| 855 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 856 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 857 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 858 |
+
},
|
| 859 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 860 |
+
"inputs": {
|
| 861 |
+
"x": {
|
| 862 |
+
"dtype": "float32",
|
| 863 |
+
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|
| 864 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 865 |
+
},
|
| 866 |
+
"positionIds": { "dtype": "int32", "shape": [3, 1, 1], "data": { "kind": "values", "values": [2, 0, 0] } },
|
| 867 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 868 |
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"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 869 |
+
},
|
| 870 |
+
"outputs": {
|
| 871 |
+
"y": {
|
| 872 |
+
"dtype": "float32",
|
| 873 |
+
"shape": [1, 1, 1, 6],
|
| 874 |
+
"data": { "kind": "values", "values": [1.0, -5.0, -6.0, 4.0, 2.0, 3.0] }
|
| 875 |
+
}
|
| 876 |
+
}
|
| 877 |
+
},
|
| 878 |
+
{
|
| 879 |
+
"name": "ort_oob_saturated_high_stream0",
|
| 880 |
+
"provenance": {
|
| 881 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 882 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 883 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 884 |
+
},
|
| 885 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 886 |
+
"inputs": {
|
| 887 |
+
"x": {
|
| 888 |
+
"dtype": "float32",
|
| 889 |
+
"shape": [1, 1, 1, 6],
|
| 890 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 891 |
+
},
|
| 892 |
+
"positionIds": {
|
| 893 |
+
"dtype": "int32",
|
| 894 |
+
"shape": [3, 1, 1],
|
| 895 |
+
"data": { "kind": "values", "values": [2147483647, 0, 0] }
|
| 896 |
+
},
|
| 897 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 898 |
+
"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 899 |
+
},
|
| 900 |
+
"outputs": {
|
| 901 |
+
"y": {
|
| 902 |
+
"dtype": "float32",
|
| 903 |
+
"shape": [1, 1, 1, 6],
|
| 904 |
+
"data": { "kind": "values", "values": [1.0, -5.0, -6.0, 4.0, 2.0, 3.0] }
|
| 905 |
+
}
|
| 906 |
+
}
|
| 907 |
+
},
|
| 908 |
+
{
|
| 909 |
+
"name": "ort_oob_saturated_low_stream0",
|
| 910 |
+
"provenance": {
|
| 911 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 912 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 913 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 914 |
+
},
|
| 915 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 916 |
+
"inputs": {
|
| 917 |
+
"x": {
|
| 918 |
+
"dtype": "float32",
|
| 919 |
+
"shape": [1, 1, 1, 6],
|
| 920 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 921 |
+
},
|
| 922 |
+
"positionIds": {
|
| 923 |
+
"dtype": "int32",
|
| 924 |
+
"shape": [3, 1, 1],
|
| 925 |
+
"data": { "kind": "values", "values": [-2147483648, 0, 0] }
|
| 926 |
+
},
|
| 927 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 928 |
+
"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 929 |
+
},
|
| 930 |
+
"outputs": {
|
| 931 |
+
"y": {
|
| 932 |
+
"dtype": "float32",
|
| 933 |
+
"shape": [1, 1, 1, 6],
|
| 934 |
+
"data": { "kind": "values", "values": [1.0, -5.0, -6.0, 4.0, 2.0, 3.0] }
|
| 935 |
+
}
|
| 936 |
+
}
|
| 937 |
+
},
|
| 938 |
+
{
|
| 939 |
+
"name": "ort_oob_negative_stream1",
|
| 940 |
+
"provenance": {
|
| 941 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 942 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 943 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 944 |
+
},
|
| 945 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 946 |
+
"inputs": {
|
| 947 |
+
"x": {
|
| 948 |
+
"dtype": "float32",
|
| 949 |
+
"shape": [1, 1, 1, 6],
|
| 950 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 951 |
+
},
|
| 952 |
+
"positionIds": { "dtype": "int32", "shape": [3, 1, 1], "data": { "kind": "values", "values": [0, -1, 0] } },
|
| 953 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 954 |
+
"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 955 |
+
},
|
| 956 |
+
"outputs": {
|
| 957 |
+
"y": {
|
| 958 |
+
"dtype": "float32",
|
| 959 |
+
"shape": [1, 1, 1, 6],
|
| 960 |
+
"data": { "kind": "values", "values": [-4.0, 2.0, -6.0, 1.0, 5.0, 3.0] }
|
| 961 |
+
}
|
| 962 |
+
}
|
| 963 |
+
},
|
| 964 |
+
{
|
| 965 |
+
"name": "ort_oob_upper_bound_stream1",
|
| 966 |
+
"provenance": {
|
| 967 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 968 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 969 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 970 |
+
},
|
| 971 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 972 |
+
"inputs": {
|
| 973 |
+
"x": {
|
| 974 |
+
"dtype": "float32",
|
| 975 |
+
"shape": [1, 1, 1, 6],
|
| 976 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 977 |
+
},
|
| 978 |
+
"positionIds": { "dtype": "int32", "shape": [3, 1, 1], "data": { "kind": "values", "values": [0, 2, 0] } },
|
| 979 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 980 |
+
"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 981 |
+
},
|
| 982 |
+
"outputs": {
|
| 983 |
+
"y": {
|
| 984 |
+
"dtype": "float32",
|
| 985 |
+
"shape": [1, 1, 1, 6],
|
| 986 |
+
"data": { "kind": "values", "values": [-4.0, 2.0, -6.0, 1.0, 5.0, 3.0] }
|
| 987 |
+
}
|
| 988 |
+
}
|
| 989 |
+
},
|
| 990 |
+
{
|
| 991 |
+
"name": "ort_oob_saturated_high_stream1",
|
| 992 |
+
"provenance": {
|
| 993 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 994 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 995 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 996 |
+
},
|
| 997 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 998 |
+
"inputs": {
|
| 999 |
+
"x": {
|
| 1000 |
+
"dtype": "float32",
|
| 1001 |
+
"shape": [1, 1, 1, 6],
|
| 1002 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 1003 |
+
},
|
| 1004 |
+
"positionIds": {
|
| 1005 |
+
"dtype": "int32",
|
| 1006 |
+
"shape": [3, 1, 1],
|
| 1007 |
+
"data": { "kind": "values", "values": [0, 2147483647, 0] }
|
| 1008 |
+
},
|
| 1009 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 1010 |
+
"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 1011 |
+
},
|
| 1012 |
+
"outputs": {
|
| 1013 |
+
"y": {
|
| 1014 |
+
"dtype": "float32",
|
| 1015 |
+
"shape": [1, 1, 1, 6],
|
| 1016 |
+
"data": { "kind": "values", "values": [-4.0, 2.0, -6.0, 1.0, 5.0, 3.0] }
|
| 1017 |
+
}
|
| 1018 |
+
}
|
| 1019 |
+
},
|
| 1020 |
+
{
|
| 1021 |
+
"name": "ort_oob_saturated_low_stream1",
|
| 1022 |
+
"provenance": {
|
| 1023 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 1024 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 1025 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 1026 |
+
},
|
| 1027 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 1028 |
+
"inputs": {
|
| 1029 |
+
"x": {
|
| 1030 |
+
"dtype": "float32",
|
| 1031 |
+
"shape": [1, 1, 1, 6],
|
| 1032 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 1033 |
+
},
|
| 1034 |
+
"positionIds": {
|
| 1035 |
+
"dtype": "int32",
|
| 1036 |
+
"shape": [3, 1, 1],
|
| 1037 |
+
"data": { "kind": "values", "values": [0, -2147483648, 0] }
|
| 1038 |
+
},
|
| 1039 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 1040 |
+
"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 1041 |
+
},
|
| 1042 |
+
"outputs": {
|
| 1043 |
+
"y": {
|
| 1044 |
+
"dtype": "float32",
|
| 1045 |
+
"shape": [1, 1, 1, 6],
|
| 1046 |
+
"data": { "kind": "values", "values": [-4.0, 2.0, -6.0, 1.0, 5.0, 3.0] }
|
| 1047 |
+
}
|
| 1048 |
+
}
|
| 1049 |
+
},
|
| 1050 |
+
{
|
| 1051 |
+
"name": "ort_oob_negative_stream2",
|
| 1052 |
+
"provenance": {
|
| 1053 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 1054 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 1055 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 1056 |
+
},
|
| 1057 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 1058 |
+
"inputs": {
|
| 1059 |
+
"x": {
|
| 1060 |
+
"dtype": "float32",
|
| 1061 |
+
"shape": [1, 1, 1, 6],
|
| 1062 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 1063 |
+
},
|
| 1064 |
+
"positionIds": { "dtype": "int32", "shape": [3, 1, 1], "data": { "kind": "values", "values": [0, 0, -1] } },
|
| 1065 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 1066 |
+
"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 1067 |
+
},
|
| 1068 |
+
"outputs": {
|
| 1069 |
+
"y": {
|
| 1070 |
+
"dtype": "float32",
|
| 1071 |
+
"shape": [1, 1, 1, 6],
|
| 1072 |
+
"data": { "kind": "values", "values": [-4.0, -5.0, 3.0, 1.0, 2.0, 6.0] }
|
| 1073 |
+
}
|
| 1074 |
+
}
|
| 1075 |
+
},
|
| 1076 |
+
{
|
| 1077 |
+
"name": "ort_oob_upper_bound_stream2",
|
| 1078 |
+
"provenance": {
|
| 1079 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 1080 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 1081 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 1082 |
+
},
|
| 1083 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 1084 |
+
"inputs": {
|
| 1085 |
+
"x": {
|
| 1086 |
+
"dtype": "float32",
|
| 1087 |
+
"shape": [1, 1, 1, 6],
|
| 1088 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 1089 |
+
},
|
| 1090 |
+
"positionIds": { "dtype": "int32", "shape": [3, 1, 1], "data": { "kind": "values", "values": [0, 0, 2] } },
|
| 1091 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 1092 |
+
"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 1093 |
+
},
|
| 1094 |
+
"outputs": {
|
| 1095 |
+
"y": {
|
| 1096 |
+
"dtype": "float32",
|
| 1097 |
+
"shape": [1, 1, 1, 6],
|
| 1098 |
+
"data": { "kind": "values", "values": [-4.0, -5.0, 3.0, 1.0, 2.0, 6.0] }
|
| 1099 |
+
}
|
| 1100 |
+
}
|
| 1101 |
+
},
|
| 1102 |
+
{
|
| 1103 |
+
"name": "ort_oob_saturated_high_stream2",
|
| 1104 |
+
"provenance": {
|
| 1105 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 1106 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 1107 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 1108 |
+
},
|
| 1109 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 1110 |
+
"inputs": {
|
| 1111 |
+
"x": {
|
| 1112 |
+
"dtype": "float32",
|
| 1113 |
+
"shape": [1, 1, 1, 6],
|
| 1114 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 1115 |
+
},
|
| 1116 |
+
"positionIds": {
|
| 1117 |
+
"dtype": "int32",
|
| 1118 |
+
"shape": [3, 1, 1],
|
| 1119 |
+
"data": { "kind": "values", "values": [0, 0, 2147483647] }
|
| 1120 |
+
},
|
| 1121 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 1122 |
+
"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 1123 |
+
},
|
| 1124 |
+
"outputs": {
|
| 1125 |
+
"y": {
|
| 1126 |
+
"dtype": "float32",
|
| 1127 |
+
"shape": [1, 1, 1, 6],
|
| 1128 |
+
"data": { "kind": "values", "values": [-4.0, -5.0, 3.0, 1.0, 2.0, 6.0] }
|
| 1129 |
+
}
|
| 1130 |
+
}
|
| 1131 |
+
},
|
| 1132 |
+
{
|
| 1133 |
+
"name": "ort_oob_saturated_low_stream2",
|
| 1134 |
+
"provenance": {
|
| 1135 |
+
"source": "onnxruntime/test/contrib_ops/mrotary_embedding_op_test.cc",
|
| 1136 |
+
"test": "PositionIdsOOBPassthroughAllStreams",
|
| 1137 |
+
"notes": "Each invalid stream copies only its own rotation pair. Values outside int32 are saturated by the host projection."
|
| 1138 |
+
},
|
| 1139 |
+
"attrs": { "num_heads": 1, "rotary_embedding_dim": 6, "mrope_section": [1, 1, 1] },
|
| 1140 |
+
"inputs": {
|
| 1141 |
+
"x": {
|
| 1142 |
+
"dtype": "float32",
|
| 1143 |
+
"shape": [1, 1, 1, 6],
|
| 1144 |
+
"data": { "kind": "values", "values": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] }
|
| 1145 |
+
},
|
| 1146 |
+
"positionIds": {
|
| 1147 |
+
"dtype": "int32",
|
| 1148 |
+
"shape": [3, 1, 1],
|
| 1149 |
+
"data": { "kind": "values", "values": [0, 0, -2147483648] }
|
| 1150 |
+
},
|
| 1151 |
+
"cos": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 0.0 } },
|
| 1152 |
+
"sin": { "dtype": "float32", "shape": [2, 3], "data": { "kind": "constant", "value": 1.0 } }
|
| 1153 |
+
},
|
| 1154 |
+
"outputs": {
|
| 1155 |
+
"y": {
|
| 1156 |
+
"dtype": "float32",
|
| 1157 |
+
"shape": [1, 1, 1, 6],
|
| 1158 |
+
"data": { "kind": "values", "values": [-4.0, -5.0, 3.0, 1.0, 2.0, 6.0] }
|
| 1159 |
+
}
|
| 1160 |
+
}
|
| 1161 |
+
},
|
| 1162 |
+
{
|
| 1163 |
+
"name": "oob_mixed_rank3_float32_interleaved0",
|
| 1164 |
+
"attrs": { "num_heads": 2, "mrope_section": [2, 1, 1], "mrope_layout": 0, "interleaved": 0 },
|
| 1165 |
+
"inputs": {
|
| 1166 |
+
"x": { "dtype": "float32", "shape": [2, 2, 16], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 1167 |
+
"positionIds": {
|
| 1168 |
+
"dtype": "int32",
|
| 1169 |
+
"shape": [3, 2, 2],
|
| 1170 |
+
"data": { "kind": "values", "values": [-1, 0, 1, 2, 0, -1, 2, 1, 2, 1, 0, -1] }
|
| 1171 |
+
},
|
| 1172 |
+
"cos": { "dtype": "float32", "shape": [2, 4], "data": { "kind": "linspace", "start": 0.1, "end": 0.8 } },
|
| 1173 |
+
"sin": { "dtype": "float32", "shape": [2, 4], "data": { "kind": "linspace", "start": -0.8, "end": -0.1 } }
|
| 1174 |
+
},
|
| 1175 |
+
"outputs": { "y": { "dtype": "float32", "shape": [2, 2, 16], "tolerance": 0.00001, "relTolerance": 0.00001 } }
|
| 1176 |
+
},
|
| 1177 |
+
{
|
| 1178 |
+
"name": "oob_mixed_rank3_float32_interleaved1",
|
| 1179 |
+
"attrs": { "num_heads": 2, "mrope_section": [2, 1, 1], "mrope_layout": 1, "interleaved": 1 },
|
| 1180 |
+
"inputs": {
|
| 1181 |
+
"x": { "dtype": "float32", "shape": [2, 2, 16], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 1182 |
+
"positionIds": {
|
| 1183 |
+
"dtype": "int32",
|
| 1184 |
+
"shape": [3, 2, 2],
|
| 1185 |
+
"data": { "kind": "values", "values": [-1, 0, 1, 2, 0, -1, 2, 1, 2, 1, 0, -1] }
|
| 1186 |
+
},
|
| 1187 |
+
"cos": { "dtype": "float32", "shape": [2, 4], "data": { "kind": "linspace", "start": 0.1, "end": 0.8 } },
|
| 1188 |
+
"sin": { "dtype": "float32", "shape": [2, 4], "data": { "kind": "linspace", "start": -0.8, "end": -0.1 } }
|
| 1189 |
+
},
|
| 1190 |
+
"outputs": { "y": { "dtype": "float32", "shape": [2, 2, 16], "tolerance": 0.00001, "relTolerance": 0.00001 } }
|
| 1191 |
+
},
|
| 1192 |
+
{
|
| 1193 |
+
"name": "oob_mixed_rank3_float16_interleaved0",
|
| 1194 |
+
"attrs": { "num_heads": 2, "mrope_section": [2, 1, 1], "mrope_layout": 0, "interleaved": 0 },
|
| 1195 |
+
"inputs": {
|
| 1196 |
+
"x": { "dtype": "float16", "shape": [2, 2, 16], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 1197 |
+
"positionIds": {
|
| 1198 |
+
"dtype": "int32",
|
| 1199 |
+
"shape": [3, 2, 2],
|
| 1200 |
+
"data": { "kind": "values", "values": [-1, 0, 1, 2, 0, -1, 2, 1, 2, 1, 0, -1] }
|
| 1201 |
+
},
|
| 1202 |
+
"cos": { "dtype": "float16", "shape": [2, 4], "data": { "kind": "linspace", "start": 0.1, "end": 0.8 } },
|
| 1203 |
+
"sin": { "dtype": "float16", "shape": [2, 4], "data": { "kind": "linspace", "start": -0.8, "end": -0.1 } }
|
| 1204 |
+
},
|
| 1205 |
+
"outputs": { "y": { "dtype": "float16", "shape": [2, 2, 16], "tolerance": 0.002, "relTolerance": 0.001 } }
|
| 1206 |
+
},
|
| 1207 |
+
{
|
| 1208 |
+
"name": "oob_mixed_rank3_float16_interleaved1",
|
| 1209 |
+
"attrs": { "num_heads": 2, "mrope_section": [2, 1, 1], "mrope_layout": 1, "interleaved": 1 },
|
| 1210 |
+
"inputs": {
|
| 1211 |
+
"x": { "dtype": "float16", "shape": [2, 2, 16], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 1212 |
+
"positionIds": {
|
| 1213 |
+
"dtype": "int32",
|
| 1214 |
+
"shape": [3, 2, 2],
|
| 1215 |
+
"data": { "kind": "values", "values": [-1, 0, 1, 2, 0, -1, 2, 1, 2, 1, 0, -1] }
|
| 1216 |
+
},
|
| 1217 |
+
"cos": { "dtype": "float16", "shape": [2, 4], "data": { "kind": "linspace", "start": 0.1, "end": 0.8 } },
|
| 1218 |
+
"sin": { "dtype": "float16", "shape": [2, 4], "data": { "kind": "linspace", "start": -0.8, "end": -0.1 } }
|
| 1219 |
+
},
|
| 1220 |
+
"outputs": { "y": { "dtype": "float16", "shape": [2, 2, 16], "tolerance": 0.002, "relTolerance": 0.001 } }
|
| 1221 |
+
},
|
| 1222 |
+
{
|
| 1223 |
+
"name": "oob_mixed_rank4_float32_interleaved0",
|
| 1224 |
+
"attrs": { "num_heads": 2, "mrope_section": [2, 1, 1], "mrope_layout": 0, "interleaved": 0 },
|
| 1225 |
+
"inputs": {
|
| 1226 |
+
"x": { "dtype": "float32", "shape": [2, 2, 2, 8], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 1227 |
+
"positionIds": {
|
| 1228 |
+
"dtype": "int32",
|
| 1229 |
+
"shape": [3, 2, 2],
|
| 1230 |
+
"data": { "kind": "values", "values": [-1, 0, 1, 2, 0, -1, 2, 1, 2, 1, 0, -1] }
|
| 1231 |
+
},
|
| 1232 |
+
"cos": { "dtype": "float32", "shape": [2, 4], "data": { "kind": "linspace", "start": 0.1, "end": 0.8 } },
|
| 1233 |
+
"sin": { "dtype": "float32", "shape": [2, 4], "data": { "kind": "linspace", "start": -0.8, "end": -0.1 } }
|
| 1234 |
+
},
|
| 1235 |
+
"outputs": { "y": { "dtype": "float32", "shape": [2, 2, 2, 8], "tolerance": 0.00001, "relTolerance": 0.00001 } }
|
| 1236 |
+
},
|
| 1237 |
+
{
|
| 1238 |
+
"name": "oob_mixed_rank4_float32_interleaved1",
|
| 1239 |
+
"attrs": { "num_heads": 2, "mrope_section": [2, 1, 1], "mrope_layout": 1, "interleaved": 1 },
|
| 1240 |
+
"inputs": {
|
| 1241 |
+
"x": { "dtype": "float32", "shape": [2, 2, 2, 8], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 1242 |
+
"positionIds": {
|
| 1243 |
+
"dtype": "int32",
|
| 1244 |
+
"shape": [3, 2, 2],
|
| 1245 |
+
"data": { "kind": "values", "values": [-1, 0, 1, 2, 0, -1, 2, 1, 2, 1, 0, -1] }
|
| 1246 |
+
},
|
| 1247 |
+
"cos": { "dtype": "float32", "shape": [2, 4], "data": { "kind": "linspace", "start": 0.1, "end": 0.8 } },
|
| 1248 |
+
"sin": { "dtype": "float32", "shape": [2, 4], "data": { "kind": "linspace", "start": -0.8, "end": -0.1 } }
|
| 1249 |
+
},
|
| 1250 |
+
"outputs": { "y": { "dtype": "float32", "shape": [2, 2, 2, 8], "tolerance": 0.00001, "relTolerance": 0.00001 } }
|
| 1251 |
+
},
|
| 1252 |
+
{
|
| 1253 |
+
"name": "oob_mixed_rank4_float16_interleaved0",
|
| 1254 |
+
"attrs": { "num_heads": 2, "mrope_section": [2, 1, 1], "mrope_layout": 0, "interleaved": 0 },
|
| 1255 |
+
"inputs": {
|
| 1256 |
+
"x": { "dtype": "float16", "shape": [2, 2, 2, 8], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 1257 |
+
"positionIds": {
|
| 1258 |
+
"dtype": "int32",
|
| 1259 |
+
"shape": [3, 2, 2],
|
| 1260 |
+
"data": { "kind": "values", "values": [-1, 0, 1, 2, 0, -1, 2, 1, 2, 1, 0, -1] }
|
| 1261 |
+
},
|
| 1262 |
+
"cos": { "dtype": "float16", "shape": [2, 4], "data": { "kind": "linspace", "start": 0.1, "end": 0.8 } },
|
| 1263 |
+
"sin": { "dtype": "float16", "shape": [2, 4], "data": { "kind": "linspace", "start": -0.8, "end": -0.1 } }
|
| 1264 |
+
},
|
| 1265 |
+
"outputs": { "y": { "dtype": "float16", "shape": [2, 2, 2, 8], "tolerance": 0.002, "relTolerance": 0.001 } }
|
| 1266 |
+
},
|
| 1267 |
+
{
|
| 1268 |
+
"name": "oob_mixed_rank4_float16_interleaved1",
|
| 1269 |
+
"attrs": { "num_heads": 2, "mrope_section": [2, 1, 1], "mrope_layout": 1, "interleaved": 1 },
|
| 1270 |
+
"inputs": {
|
| 1271 |
+
"x": { "dtype": "float16", "shape": [2, 2, 2, 8], "data": { "kind": "linspace", "start": -2.0, "end": 2.0 } },
|
| 1272 |
+
"positionIds": {
|
| 1273 |
+
"dtype": "int32",
|
| 1274 |
+
"shape": [3, 2, 2],
|
| 1275 |
+
"data": { "kind": "values", "values": [-1, 0, 1, 2, 0, -1, 2, 1, 2, 1, 0, -1] }
|
| 1276 |
+
},
|
| 1277 |
+
"cos": { "dtype": "float16", "shape": [2, 4], "data": { "kind": "linspace", "start": 0.1, "end": 0.8 } },
|
| 1278 |
+
"sin": { "dtype": "float16", "shape": [2, 4], "data": { "kind": "linspace", "start": -0.8, "end": -0.1 } }
|
| 1279 |
+
},
|
| 1280 |
+
"outputs": { "y": { "dtype": "float16", "shape": [2, 2, 2, 8], "tolerance": 0.002, "relTolerance": 0.001 } }
|
| 1281 |
}
|
| 1282 |
]
|
| 1283 |
}
|