### Description
This PR introduces support for registering external data inside WebNN
EP.
### Motivation and Context
- The WebNN EP needs to register the initializers at graph compilation
stage, for initializers from external data, it can't leverage the
general external data loader framework because the graph compilation of
WebNN EP is executed before external data loader called.
- Exposes the `utils::GetExternalDataInfo`, it is useful for WebNN EP to
read the external tensor's infomation.
- Define a new `registerMLConstant` in JSEP to create WebNN constants
from external data in WebNN backend, with the info of tensor as
parameters, as well as the `Module.MountedFiles`, which holds all
preloaded external files.
### Description
This change enables caching `MLTensor`s between inferences runs. This is
done by keeping a reference to `MLTensor`s alive after they have been
released. `MLTensor`s are only destroyed once the sessions goes out of
scope.
### Motivation and Context
Creating and destroying `MTensor`s on every run has a non-trivial
performance penalty. This performance penalty materializes when using
`ort.Tensors`[location=cpu] for inputs/outputs or when using the CPU EP
as a fallback EP for unsupported operators. The former could be
mitigated by developer using `ort.Tensors`[location=ml-tensor]. The
latter cannot be mitigated by developers.
### Description
For no, CoreML only support run mlmodels on CPU/ALL, However, sometimes
CPU_GPU would be faster a lot.
We support the option to select different hardware to boost performance
in this PR.
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
---------
Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
### Description
<!-- Describe your changes. -->
This PR further optimizes matmulnbits specially for iGPUs. The phi3 demo
becomes ~12 tokens/second from ~8 tokens on iGPUs.
Some todos:
1. Make the optimization more general, Remove the blockSize = 32
limitation.
2. Tune the parameter, such as workgroupSize, components size (currently
only support components = 1), to see the performance change.
Bumps [cookie](https://github.com/jshttp/cookie) and
[socket.io](https://github.com/socketio/socket.io). These dependencies
needed to be updated together.
Updates `cookie` from 0.4.2 to 0.7.2
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/jshttp/cookie/releases">cookie's
releases</a>.</em></p>
<blockquote>
<h2>v0.7.2</h2>
<p><strong>Fixed</strong></p>
<ul>
<li>Fix object assignment of <code>hasOwnProperty</code> (<a
href="https://redirect.github.com/jshttp/cookie/issues/177">#177</a>)
bc38ffd</li>
</ul>
<p><a
href="https://github.com/jshttp/cookie/compare/v0.7.1...v0.7.2">https://github.com/jshttp/cookie/compare/v0.7.1...v0.7.2</a></p>
<h2>0.7.1</h2>
<p><strong>Fixed</strong></p>
<ul>
<li>Allow leading dot for domain (<a
href="https://redirect.github.com/jshttp/cookie/issues/174">#174</a>)
<ul>
<li>Although not permitted in the spec, some users expect this to work
and user agents ignore the leading dot according to spec</li>
</ul>
</li>
<li>Add fast path for <code>serialize</code> without options, use
<code>obj.hasOwnProperty</code> when parsing (<a
href="https://redirect.github.com/jshttp/cookie/issues/172">#172</a>)</li>
</ul>
<p><a
href="https://github.com/jshttp/cookie/compare/v0.7.0...v0.7.1">https://github.com/jshttp/cookie/compare/v0.7.0...v0.7.1</a></p>
<h2>0.7.0</h2>
<ul>
<li>perf: parse cookies ~10% faster (<a
href="https://redirect.github.com/jshttp/cookie/issues/144">#144</a> by
<a href="https://github.com/kurtextrem"><code>@kurtextrem</code></a>
and <a
href="https://redirect.github.com/jshttp/cookie/issues/170">#170</a>)</li>
<li>fix: narrow the validation of cookies to match RFC6265 (<a
href="https://redirect.github.com/jshttp/cookie/issues/167">#167</a> by
<a href="https://github.com/bewinsnw"><code>@bewinsnw</code></a>)</li>
<li>fix: add <code>main</code> to <code>package.json</code> for rspack
(<a href="https://redirect.github.com/jshttp/cookie/issues/166">#166</a>
by <a
href="https://github.com/proudparrot2"><code>@proudparrot2</code></a>)</li>
</ul>
<p><a
href="https://github.com/jshttp/cookie/compare/v0.6.0...v0.7.0">https://github.com/jshttp/cookie/compare/v0.6.0...v0.7.0</a></p>
<h2>0.6.0</h2>
<ul>
<li>Add <code>partitioned</code> option</li>
</ul>
<h2>0.5.0</h2>
<ul>
<li>Add <code>priority</code> option</li>
<li>Fix <code>expires</code> option to reject invalid dates</li>
<li>pref: improve default decode speed</li>
<li>pref: remove slow string split in parse</li>
</ul>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="d19eaa1a2b"><code>d19eaa1</code></a>
0.7.2</li>
<li><a
href="bc38ffd0ea"><code>bc38ffd</code></a>
Fix object assignment of <code>hasOwnProperty</code> (<a
href="https://redirect.github.com/jshttp/cookie/issues/177">#177</a>)</li>
<li><a
href="cf4658f492"><code>cf4658f</code></a>
0.7.1</li>
<li><a
href="6a8b8f5a49"><code>6a8b8f5</code></a>
Allow leading dot for domain (<a
href="https://redirect.github.com/jshttp/cookie/issues/174">#174</a>)</li>
<li><a
href="58015c0b93"><code>58015c0</code></a>
Remove more code and perf wins (<a
href="https://redirect.github.com/jshttp/cookie/issues/172">#172</a>)</li>
<li><a
href="ab057d6c06"><code>ab057d6</code></a>
0.7.0</li>
<li><a
href="5f02ca8768"><code>5f02ca8</code></a>
Migrate history to GitHub releases</li>
<li><a
href="a5d591ce84"><code>a5d591c</code></a>
Migrate history to GitHub releases</li>
<li><a
href="51968f94b5"><code>51968f9</code></a>
Skip isNaN</li>
<li><a
href="9e7ca51ade"><code>9e7ca51</code></a>
perf(parse): cache length, return early (<a
href="https://redirect.github.com/jshttp/cookie/issues/144">#144</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/jshttp/cookie/compare/v0.4.2...v0.7.2">compare
view</a></li>
</ul>
</details>
<details>
<summary>Maintainer changes</summary>
<p>This version was pushed to npm by <a
href="https://www.npmjs.com/~blakeembrey">blakeembrey</a>, a new
releaser for cookie since your current version.</p>
</details>
<br />
Updates `socket.io` from 4.7.5 to 4.8.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/socketio/socket.io/releases">socket.io's
releases</a>.</em></p>
<blockquote>
<h2>socket.io-client@4.8.0</h2>
<h3>Features</h3>
<h4>Custom transport implementations</h4>
<p>The <code>transports</code> option now accepts an array of transport
implementations:</p>
<pre lang="js"><code>import { io } from "socket.io-client";
import { XHR, WebSocket } from "engine.io-client";
<p>const socket = io({
transports: [XHR, WebSocket]
});
</code></pre></p>
<p>Here is the list of provided implementations:</p>
<table>
<thead>
<tr>
<th>Transport</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>Fetch</code></td>
<td>HTTP long-polling based on the built-in <code>fetch()</code>
method.</td>
</tr>
<tr>
<td><code>NodeXHR</code></td>
<td>HTTP long-polling based on the <code>XMLHttpRequest</code> object
provided by the <code>xmlhttprequest-ssl</code> package.</td>
</tr>
<tr>
<td><code>XHR</code></td>
<td>HTTP long-polling based on the built-in <code>XMLHttpRequest</code>
object.</td>
</tr>
<tr>
<td><code>NodeWebSocket</code></td>
<td>WebSocket transport based on the <code>WebSocket</code> object
provided by the <code>ws</code> package.</td>
</tr>
<tr>
<td><code>WebSocket</code></td>
<td>WebSocket transport based on the built-in <code>WebSocket</code>
object.</td>
</tr>
<tr>
<td><code>WebTransport</code></td>
<td>WebTransport transport based on the built-in
<code>WebTransport</code> object.</td>
</tr>
</tbody>
</table>
<p>Usage:</p>
<table>
<thead>
<tr>
<th>Transport</th>
<th>browser</th>
<th>Node.js</th>
<th>Deno</th>
<th>Bun</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>Fetch</code></td>
<td>✅</td>
<td>✅ (1)</td>
<td>✅</td>
<td>✅</td>
</tr>
<tr>
<td><code>NodeXHR</code></td>
<td></td>
<td>✅</td>
<td>✅</td>
<td>✅</td>
</tr>
<tr>
<td><code>XHR</code></td>
<td>✅</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr>
<td><code>NodeWebSocket</code></td>
<td></td>
<td>✅</td>
<td>✅</td>
<td>✅</td>
</tr>
<tr>
<td><code>WebSocket</code></td>
<td>✅</td>
<td>✅ (2)</td>
<td>✅</td>
<td>✅</td>
</tr>
<tr>
<td><code>WebTransport</code></td>
<td>✅</td>
<td>✅</td>
<td></td>
<td></td>
</tr>
</tbody>
</table>
<p>(1) since <a
href="https://nodejs.org/api/globals.html#fetch">v18.0.0</a>
(2) since <a
href="https://nodejs.org/api/globals.html#websocket">v21.0.0</a></p>
<p>Added in <a
href="f4d898ee96">f4d898e</a>
and <a
href="b11763beec">b11763b</a>.</p>
<h4>Test each low-level transports</h4>
<p>When setting the <code>tryAllTransports</code> option to
<code>true</code>, if the first transport (usually, HTTP long-polling)
fails, then the other transports will be tested too:</p>
<pre lang="js"><code>import { io } from "socket.io-client";
</tr></table>
</code></pre>
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="d0fc720420"><code>d0fc720</code></a>
chore(release): socket.io@4.8.0</li>
<li><a
href="4a0555c671"><code>4a0555c</code></a>
chore(release): socket.io-client@4.8.0</li>
<li><a
href="2b60df18a8"><code>2b60df1</code></a>
chore(release): engine.io@6.6.1</li>
<li><a
href="d4cb375856"><code>d4cb375</code></a>
ci: ignore tests when publishing to npm</li>
<li><a
href="c251ae7ba7"><code>c251ae7</code></a>
chore(release): engine.io-client@6.6.1</li>
<li><a
href="8a2f5a3da0"><code>8a2f5a3</code></a>
fix(eio-client): move 'offline' event listener at the top</li>
<li><a
href="b04fa64365"><code>b04fa64</code></a>
fix(sio): allow to join a room in a middleware (uws)</li>
<li><a
href="7085f0e3e4"><code>7085f0e</code></a>
refactor(sio-client): mangle private attributes</li>
<li><a
href="4f66708210"><code>4f66708</code></a>
chore(sio-client): use babel loose mode when transpiling classes</li>
<li><a
href="1a95db2145"><code>1a95db2</code></a>
chore(sio-client): add a script to compute the bundle size</li>
<li>Additional commits viewable in <a
href="https://github.com/socketio/socket.io/compare/socket.io@4.7.5...socket.io@4.8.0">compare
view</a></li>
</ul>
</details>
<br />
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### Description
<!-- Describe your changes. -->
With this optimization, 96 MultiHeadAttention|Transpose ops in phi3
disappear. Phi3 becomes 113 tokens from 107 tokens on my dGPUs.
The optimization mainly skips the transpose op if one of the transposed
dims is 1. Reshape is enough.
Currently in debug mode, unit test will always download models to local
file system, which is a bit annoying. This PR fixes this by adding a
specific option to enable model download.
In current implementation, axis in softmax has to be the last, which is
an obvious limitation. This PR removes this limitation and will fix
issues #20710 and #22176.
### Description
Enables using the MLTensor to pass data between models.
### Motivation and Context
Using MLTensor instead of ArrayBuffers reduces the number of copies
between the CPU and devices as well as the renderer and GPU process in
Chromium.
<!-- Describe your changes. -->
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
### Description
<!-- Describe your changes. -->
Increase the detox setup timeout to 4 minutes.
The iOS RN E2E tests are taking slightly around 2 mins to setup causing
flakiness.
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
Improve RN CI pass rate
This fixes#22152
### Description
Tensor.fromImage fails in a webworker context, because HTMLCanvasElement
does not exist:
> HTMLCanvasElement is not defined
### Motivation and Context
This fixes#22152
---------
Co-authored-by: Yulong Wang <7679871+fs-eire@users.noreply.github.com>
### Description
<!-- Describe your changes. -->
For InstanceNormalization, it has `y = scale * (x - mean) /
sqrt(variance + epsilon) + B` , where mean and variance are computed per
instance per channel. Calculating mean and variance per channel is a
reduce processing, which is NCHW layout friendly since it makes the
adjacent threads can access contiguous data in gpu memory.
This PR optimizes both NHWC and NCHW InstanceNormalization. To
efficiently calculate the mean and variance, we need to make sure the
input is NCHW instead of NHWC. Then use shared memory to do the reduce
operation to get `channel_scale` and `channel_shift`.
With this PR, getting `channel_scale` and `channel_shift` are same for
NHWC and NCHW InstanceNormalization. And the overall performance becomes
very close now.
Below data comes from SD Turbo profiling results.
Before (InstanceNormalization overall time: 140.84 ms)
InstanceNormalization\|InstanceNormComputeMean | 129.70
-- | --
InstanceNormalization\|InstanceNormalizationNHWC | 10.55
InstanceNormalization\|InstanceNormComputeChannelScaleShift | 0.59
After (InstanceNormalization overall time: 59.44 ms)
InstanceNormalization\|InstanceNormComputeChannelScaleShift | 28.57
-- | --
InstanceNormalization\|TransposeShared | 20.19
InstanceNormalization\|InstanceNormalizationNHWC | 10.68
### Description
See https://github.com/microsoft/onnxruntime-extensions/pull/476
and https://github.com/actions/runner-images/issues/7671
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
### Current issue
- [ ] For default xcode 15.2, that come with the MacOS-13, We Need to
update the boost container header boost/container_hash/hash.hpp version
to pass the build
- [x] For xcode 14.2 The Build passed but the `Run React Native Detox
Android e2e Test` Failed.
Possible flaky test, https://github.com/microsoft/onnxruntime/pull/21969
- [x] For xcode 14.3.1 We encountered following issue in `Build React
Native Detox iOS e2e Tests`
```
ld: file not found: /Applications/Xcode_14.3.1.app/Contents/Developer/Toolchains/XcodeDefault.xctoolchain/usr/lib/arc/libarclite_iphonesimulator.a
clang: error: linker command failed with exit code 1 (use -v to see invocation)
```
Applied following code to the eof in both ios/Podfile and fixed the
issue
```
post_install do |installer|
installer.generated_projects.each do |project|
project.targets.each do |target|
target.build_configurations.each do |config|
config.build_settings['IPHONEOS_DEPLOYMENT_TARGET'] = '13.0'
end
end
end
end
```
- [x] https://github.com/facebook/react-native/issues/32483
Applying changes to ios/Pofile
```
pre_install do |installer|
# Custom pre-install script or commands
puts "Running pre-install script..."
# Recommended fix for https://github.com/facebook/react-native/issues/32483
# from https://github.com/facebook/react-native/issues/32483#issuecomment-966784501
system("sed -i '' 's/typedef uint8_t clockid_t;//' \"${SRCROOT}/Pods/RCT-Folly/folly/portability/Time.h\"")
end
```
- [ ] Detox environment setting up exceeded time out of 120000ms during
iso e2e test
### dependent
- [x] https://github.com/microsoft/onnxruntime/pull/21159
---------
Co-authored-by: Changming Sun <chasun@microsoft.com>
Perf test data(100000 times)
Array: 12.599999997764826ms
String: 1.6000000014901161ms
Perf test case:
```
const permFunctionBodyArray = (rank: number, input: string): string => {
const reverseFunc = [];
reverseFunc.push(`fn perm(i: int) -> int {
var a: int};`);
for (let i = 0; i < rank; ++i) {
reverseFunc.push(input);
}
reverseFunc.push('return a;}');
return reverseFunc.join('\n');
};
const permFunctionBodyString = (rank: number, input: string): string => {
let reverseFunc= `fn perm(i: int}) -> int {
var a: int;`;
for (let i = 0; i < rank; ++i) {
reverseFunc+=input;
}
reverseFunc+='return a;}';
return reverseFunc;//.join('\n');
};
const count = 100000;
let start, end
console.time('array');
start = performance.now();
for(let i =0 ; i < count; i ++) {
permFunctionBodyArray(3, 'input');
}
end = performance.now();
console.timeEnd('array');
console.log("Array: "+ (end-start));
console.time('string');
start = performance.now();
for(let i =0 ; i < count; i ++) {
permFunctionBodyString(3, 'input');
}
end = performance.now();
console.log("String: " +(end-start));
console.timeEnd('string');
```
### Description
<!-- Describe your changes. -->
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
This is to fix issue #22031 to run model demucs.
For conv-transpose, outputPadding.length could be 1, while spatialRank
is 2. The fix is to append enough 0s to outputPadding. For conv, the
issue is similar. kernelShape.length sometimes could be 1, while
inputs[1].dims.length is 4. The fix is also to append enough 0s to
kernelShape.
### Description
<!-- Describe your changes. -->
#21618
This PR optimizes grouped conv by 1) more sequential memory access in
gpu 2) reusing input's data to reduce global memory access times.
See `Conv|GroupedConv` op in
[Wav2Vec2](https://huggingface.co/facebook/wav2vec2-base-960h) becomes
92 ms from 1058 ms on iGPUs with 32 EU.
For the whole model on my iGPUs with 32 EU,
wav2vec2 model becomes 982ms from 1942 ms.
squeezebert-uncased model becomes 71.86ms from 431.77ms.
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
### Description
<!-- Describe your changes. -->
Fix bugs in previous implementation and add more situations to go the
optimized path.
Below situations will go to the optimized path.
1. 2d inputs or squeezed 2d inputs
2. channels last or channels first transpose. For example, channel last
transpose: [1, 256, 512, 512] -> [1, 512, 512, 256]
For this case, the transpose becomes [256, 512x512] -> [512x512, 256]
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
For SD Turbo demo, the total transpose time becomes 39.98ms from
122.09ms. And the correspnding percents becomes 3.89% from 11.05% in
this demo.
This PR will also help #21618, the total transpose time in that demo
becomes 17.32 ms from 70.25 ms on my iGPUs.
- Remove redundant `OnnxruntimeModuleExampleE2ETest CheckOutputComponentExists` test
- Attempt to close any Application Not Responding (ANR) dialog prior to running Android test
- Add `--take-screenshots failing` option to detox test commands to save screenshots on failure
### Description
<!-- Describe your changes. -->
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
### Description
<!-- Describe your changes. -->
#21618
With this PR, the cross device copying (`MemcpyToHost`) can totally be
removed for model `wav2vec2`. And the overall time becomes 48ms from
604ms.
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
### Description
Add the big data file `web/test/data/ops/pad-big.jsonc` to formatter
ignore list. This file slows down the formatter quite a lot at local.
### Description
<!-- Describe your changes. -->
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
---------
Co-authored-by: Yulong Wang <7679871+fs-eire@users.noreply.github.com>
### Description
<!-- Describe your changes. -->
See 2x speedup for phi3 on the integrated intel gpu with this
optimization.
The optimization is mainly to store input A's data into local variable
instead of loading them from global memory each time when calculate them
with B data.
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
Avoid producing presentKey/presentValue outputs if pastKey/pastValue
don't exists.
### Description
<!-- Describe your changes. -->
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
### Description
<!-- Describe your changes. -->
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
### Description
<!-- Describe your changes. -->
This PR fixes the `AttentionProbsSoftmax` recompilation issue when
executing the phi3 model. With this fix, it will further improve the
phi3 performance.
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
### Description
Previously, MultiHeadAttention supports relative position bias of shape
[1, N, S, T] or [B, N, S, T], and DecoderMaskedMultiHeadAttention
supports [1, N, S, T]. This will extend the support to allow [1, N, S,
T], [B, N, S, T], [B, 1, S, T] and [1, 1, S, T] for CUDA and CPU EPs.
- [x] Rename the input of "relative position bias" to "attention bias"
because it can also be used for other types of bias, like ALiBi
(Attention with Linear Biases) or attention mask.
- [x] Update unfused kernel to support broadcasting 2nd dimension of
attention bias.
- [x] Update efficient attention to support broadcasting 2nd dimension
of attention bias.
- [x] Update operators (MultiHeadAttention,
DecoderMaskedMultiHeadAttention, Attention, PackedAttention,
PackedMultiHeadAttention) to support broadcast attention bias on CUDA
and CPU EPs.
- [x] Update ROCm, DML and WebGPU naming to be consistent. (Note that
those EPs do not support broadcasting attention_bias for now).
- [x] Add attention bias tests for MultiHeadAttention.
- [x] Update operator documents
- [x] Update benchmark script
Other changes:
* Fix some checks in multihead-attention.ts
* Add helper functions to dump tensors given dimensions.
