Commit graph

12 commits

Author SHA1 Message Date
Prathik Rao
5cc7fb4a74
[JSEP] Upgrade to ONNX Opset 21 (#22595)
### JSEP Ops that need updating

- [x] Cast
- [x] ReduceMax
- [x] ReduceMin
- [x] Squeeze
- [x] Unsqueeze
- [x] Transpose
- [x] AveragePool
- [x] Flatten
- [x] Pad
- [x] If
2024-10-29 17:44:38 -07:00
jzm-intel
374022e988
JSEP: Use global-agent in scripts to enable using network proxy (#22537)
This PR add dependency to the global-agent package, and use it in JSEP
scripts that download files from network (i.e. `js/scripts/utils.ts` and
`js/web/script/pull-prebuilt-wasm-artifacts.ts`), so that user can make
these script use network proxy by setting environment variable
GLOBAL_AGENT_HTTPS_PROXY.
2024-10-24 16:27:11 -07:00
Yulong Wang
abdc31de40
[js] change default formatter for JavaScript/TypeScript from clang-format to Prettier (#21728)
### Description

See
454996d496
for manual changes (excluded auto-generated formatting changes)

### Why

Because the toolsets for old clang-format is out-of-date. This reduces
the development efficiency.

- The NPM package `clang-format` is already in maintenance mode. not
updated since 2 years ago.
- The VSCode extension for clang-format is not maintained for a while,
and a recent Node.js security update made it not working at all in
Windows.

No one in community seems interested in fixing those.

Choose Prettier as it is the most popular TS/JS formatter.

### How to merge

It's easy to break the build:
- Be careful of any new commits on main not included in this PR.
- Be careful that after this PR is merged, other PRs that already passed
CI can merge.

So, make sure there is no new commits before merging this one, and
invalidate js PRs that already passed CI, force them to merge to latest.
2024-08-14 16:51:22 -07:00
Yulong Wang
036fcd93d4
[js/web] optimize module export and deployment (#20165)
### Description

This PR make numbers of optimizations to onnxruntime-web's module export
and deployment.

See each section below for more details.

#### Preview

>
[onnxruntime-web@1.19.0-esmtest.20240513-a16cd2bd21](https://www.npmjs.com/package/onnxruntime-web/v/1.19.0-esmtest.20240513-a16cd2bd21)

> ~~onnxruntime-web@1.19.0-esmtest.20240430-c7edbcc63d~~

> ~~onnxruntime-web@1.18.0-esmtest.20240428-624c681c83~~

> ~~onnxruntime-web@1.18.0-esmtest.20240411-1abb64e894~~

<details>
<summary><h4>Breaking changes</h4></summary>

There is no code change required, but there are a few differences
regarding **code import**, **flags**, **bundler config** and
**deployment steps**.

#### Importing:

Import table is changed. See following for details.

<details>
<summary><h5>Current import table:</h5></summary>

| Target Name | Path for "import" or "require" | WebGL | JSEP | wasm |
Proxy | Training |
  |------|-----|-----|-----|-----|-----|-----|
  | `ort` (default) | `onnxruntime-web` | ✔️ |  | ✔️ | ✔️ |  |
  | `ort.all` | `onnxruntime-web/experimental` | ✔️ | ✔️ | ✔️ | ✔️ |  |
  | `ort.node` | `onnxruntime-web` |  |  | ✔️ |  |  |
| `ort.training` | `onnxruntime-web/training` |  |  | ✔️ |
✔️<sup>\[1]</sup> | ✔️ |
  | `ort.wasm` | `onnxruntime-web/wasm` |  |  | ✔️ | ✔️ |  |
  | `ort.wasm-core` | `onnxruntime-web/wasm-core` |  |  | ✔️ |  |  |
| `ort.webgl` | `onnxruntime-web/webgl` | ✔️ |  |  | ✔️<sup>\[2]</sup>
|  |
  | `ort.webgpu` | `onnxruntime-web/webgpu` |  | ✔️ | ✔️ | ✔️ |  |

* [1] didn't test. may not actually work.
* [2] not working. this is a mistake in build config.

</details>

<details>
<summary><h5>Proposed update:</h5></summary>

| Target Name | Path for "import" or "require" | WebGL | JSEP | wasm |
Proxy | Training |
  |------|-----|-----|-----|-----|-----|-----|
  | `ort` (default) | `onnxruntime-web` | ✔️ |  | ✔️ | ✔️ |  |
| `ort.all` |
~~`onnxruntime-web/experimental`~~<br/>`onnxruntime-web/all` | ✔️ | ✔️ |
✔️ | ✔️ |  |
  | `ort.node` | `onnxruntime-web` |  |  | ✔️ |  |  |
  | `ort.training` | `onnxruntime-web/training` |  |  | ✔️ | ✔️ | ✔️ |
  | `ort.wasm` | `onnxruntime-web/wasm` |  |  | ✔️ | ✔️ |  |
| ~~`ort.wasm-core`~~ | ~~`onnxruntime-web/wasm-core`~~ | ~~~~ | ~~~~
| ~~✔️~~ | ~~~~ | ~~~~ |
  | `ort.webgl` | `onnxruntime-web/webgl` | ✔️ |  |  | ~~✔️~~  |  |
  | `ort.webgpu` | `onnxruntime-web/webgpu` |  | ✔️ | ✔️ | ✔️ |  |

</details>

#### Flags:

The following flags are deprecated:
- `env.wasm.simd` (boolean): will be ignored. SIMD is always enabled in
build.

The following flags changed their type:
- `env.wasm.wasmPaths`: When using this flag as a string ( for the URL
prefix ), nothing is changed. When using this flag as an object ( for
per-file path override ), the type changed:
  ```diff
  -  export interface Old_WasmFilePaths{
  -    'ort-wasm.wasm'?: string;
  -    'ort-wasm-threaded.wasm'?: string;
  -    'ort-wasm-simd.wasm'?: string;
  -    'ort-training-wasm-simd.wasm'?: string;
  -    'ort-wasm-simd-threaded.wasm'?: string;
  -  };
  +  export interface New_WasmFilePaths {
  +    /**
  +     * Specify the override path for the main .wasm file.
  +     *
  +     * This path should be an absolute path.
  +     *
  +     * If not modified, the filename of the .wasm file is:
  +     * - `ort-wasm-simd-threaded.wasm` for default build
+ * - `ort-wasm-simd-threaded.jsep.wasm` for JSEP build (with WebGPU and
WebNN)
  +     * - `ort-training-wasm-simd-threaded.wasm` for training build
  +     */
  +    wasm?: URL|string;
  +    /**
  +     * Specify the override path for the main .mjs file.
  +     *
  +     * This path should be an absolute path.
  +     *
  +     * If not modified, the filename of the .mjs file is:
  +     * - `ort-wasm-simd-threaded.mjs` for default build
+ * - `ort-wasm-simd-threaded.jsep.mjs` for JSEP build (with WebGPU and
WebNN)
  +     * - `ort-training-wasm-simd-threaded.mjs` for training build
  +     */
  +    mjs?: URL|string;
  +  }
  ```

#### Bundler compatibility:

Config changes are need for bundlers. See usage example in
/js/web/test/e2e/ for Webpack, parcel and rollup.

#### Deployment:

- if consuming from a CDN, there is no breaking change.
- if consuming from a local server, need to copy all `ort-*.wasm` and
`ort-*.mjs` files (totally 6 files) in the dist folder. (previously only
need to copy `ort-*.wasm` files.)

</details>
<details>
<summary><h4>Problems</h4></summary>

There are a few problems with the current module export and deployment:

- Script URL cannot be correctly inferred when imported as ESM.
- Workers are forcefully encoded using Blob URL, which makes
onnxruntime-web not working in CSP environment and Node.js, when using
proxy or multi-threading feature.
- Generated JS code (by Emscripten) is encoded using
`function.toString()`, which is unstable and error-prone.
- When running with a different Emscripten build, always need the build
step. Making it difficult to swap artifacts in deveopment/debug.
</details>
<details>
<summary><h4>Goals</h4></summary>

- Full ESM support
- Support variances of ways to import. Including:
- import from HTML's `<script>` tag (IIFE format, exporting to global
variable `ort`)
    ```html
<script
src="https://example.com/cdn-path-to-onnxruntime-web/dist/ort.min.js"></script>
    ```
  - import from source code inside `<script type="module">` tag (ESM)
    ```html
    <script type="module">
import * as ort from
"https://example.com/cdn-path-to-onnxruntime-web/dist/ort.min.mjs";

      // using 'ort'
    </script>
    ```
- import in a CommonJS project (CJS format, resolve from package.json
"exports" field)
    ```js
    // myProject/main.js
    const ort = require('onnxruntime-web');
    ```
- import in an ESM project (ESM format, resolve from package.json
"exports" field)
    ```js
    // myProject/main.js (or main.mjs)
    import * as ort from 'onnxruntime-web';
    ```
- Support popular bundlers when importing onnxruntime-web into a CJS/ESM
project.
  - webpack (esm requires extra post-process step)
  - rollup
  - parcel (esm requires extra post-process step)
  - More bundlers **TBD**
- Multi-threading support for Node.js

NOTE: keeping single JavaScript file (the all-in-one bundle) is no
longer a goal. This is because technically there is a conflict with the
other requirements.
</details>

<details>
<summary><h4>Important Design Decisions</h4></summary>

- Drop support of single JavaScript output.
- The current onnxruntime-web distribution uses a single JavaScript file
to include all code. While there are a few benefits, it also creates
problems as mentioned above. Since ESM is being used more and more
widely, and browsers are making more restricted security checks and
requirement, the old Blob based solution is going to be replaced.
- To achieve the requirement, specifically, the CSP environment support,
we have to offer a non Blob based solution. Therefore, we have to
distribute multiple files and drop the single file solution.

- Do not run parser/postprocess on Emscripten generated JavaScript.
- Emscripten is evolving quickly so we should only depends on what's in
its documentation instead of a certain implementation details. (for
example, currently we patch on its code to deal with a special variable
`_scriptDir`)
  - Keep the generated files as-is also helps to:
    - reduce the size of ort.min.js
- make it easier to replace build artifacts when in development/debug

- Drop support for non-SIMD and non-MultiThread. This helps to reduce
the number of artifacts in distribution.
  - (fixed-sized) SIMD is supported in any mainstream JS environment.
- Multi-thread as WebAssembly feature is supported in any mainstream JS
environment. In some environment the feature is guarded with cross
origin policy, but it can still work if not trying to create any worker.

- Use ESM output for Emscripten generated JavaScript.
- There are 2 ways to dynamically import classic (umd) modules and
neither of them are recommended:
- dynamically creating a <script> tag. This changes the HTML structure
and have quite a lot of compatibility issue
- use `fetch()` and `eval()`. However `eval` is strongly suggested to be
avoid because there is a great perf hit.
- importing ESM is super easy - just use the `import()` call.
Considering ESM is widely supported in modern browsers and Node.js this
is the better option.

- Add Blob based solution as a fallback for cross-origin workers.
- There are still wide use case of importing onnxruntime-web from CDN.
In this usage, make it able create worker by using `fetch()`+`Blob` to
create a same-origin Blob URL.

</details>

<details>
<summary><h4>Distribution File Manifest</h4></summary>

The distribution folder contains the following files:

- WebAssembly artifacts. These files are the result of compiling the
ONNX Runtime C++ code to WebAssembly by Emscripten.

  | File Name | Build Flags |
  |------|-----|
| ort-wasm-simd-threaded.mjs <br/> ort-wasm-simd-threaded.wasm |
`--enable_wasm_simd` <br/> `--enable_wasm_threads` |
| ort-training-wasm-simd-threaded.mjs <br/>
ort-training-wasm-simd-threaded.wasm | `--enable_training_apis` <br/>
`--enable_wasm_simd` <br/> `--enable_wasm_threads` |
| ort-wasm-simd-threaded.jsep.mjs <br/> ort-wasm-simd-threaded.jsep.wasm
| `--enable_wasm_simd` <br/> `--enable_wasm_threads` <br/> `--use_jsep`
<br/> `--use_webnn` |

- onnxruntime-web JavaScript artifacts. These files are generated by
ESBuild as the entry point for onnxruntime-web.

  There are multiple build targets for different use cases:
  | Target Name | Path for "import" or "require" | Description |
  |------|-----|-----|
  | `ort` | `onnxruntime-web` | The default target. |
  | `ort.all` | `onnxruntime-web/all` | The target including webgl. |
  | `ort.node` | `onnxruntime-web` | The default target for Node.js. |
| `ort.training` | `onnxruntime-web/training` | The target including
training APIs |
| `ort.wasm` | `onnxruntime-web/wasm` | The target including only
WebAssembly (CPU) EP |
| `ort.webgl` | `onnxruntime-web/webgl` | The target including only
WebGL EP |


  For each target, there are multiple files generated:
  | File Name | Description |
  |------|-----|
| [target].js | The entry point for the target. IIFE and CommonJS
format. |
  | [target].mjs | The entry point for the target. ESM format. |
| [target].min.js <br/> [target].min.js.map | The entry point for the
target. Minimized with sourcemap. IIFE and CommonJS format. |
| [target].min.mjs <br/> [target].min.mjs.map | The entry point for the
target. Minimized with sourcemap. ESM format. |
| [target].proxy.mjs | (if appliable) The proxy ESM module for the
target. |
| [target].proxy.min.mjs <br/> [target].proxy.min.mjs.map | (if
appliable) The proxy ESM module for the target. Minimized with
sourcemap. |

</details>

<details>
<summary><h4>Dynamic Import Explained</h4></summary>

- Local Served | No Proxy:
  ```
  [Bundle or ort.min.js]
    |
    + import()--> [ort-wasm-simd-threaded.mjs]
                    |
+ WebAssembly.instantiateStreaming()--> [ort-wasm-simd-threaded.wasm]
                    |
+ new Worker()--> [ort-wasm-simd-threaded.mjs (worker)]
                                        |
+ WebAssembly.instantiateStreaming()--> [ort-wasm-simd-threaded.wasm]
  ```
- Local Served | Proxy:
  ```
  [Bundle or ort.min.js]
    |
    + import()--> [ort.proxy.min.mjs]
                    |
                    + new Worker()--> [ort.proxy.min.mjs (worker)]
                                        |
+ import()--> [ort-wasm-simd-threaded.mjs]
                                                        |
+ WebAssembly.instantiateStreaming()--> [ort-wasm-simd-threaded.wasm]
                                                        |
+ new Worker()--> [ort-wasm-simd-threaded.mjs (worker)]
|
+ WebAssembly.instantiateStreaming()--> [ort-wasm-simd-threaded.wasm]
  ```
- Cross Origin | No Proxy:
  ```
  [Bundle or ort.min.js]
    |
    + fetch('ort-wasm-simd-threaded.mjs')
        |
        + URL.createObjectURL(res.blob())
        |
        + import()--> [blob:... (ort-wasm-simd-threaded)]
                        |
+ WebAssembly.instantiateStreaming()--> [ort-wasm-simd-threaded.wasm]
                        |
+ new Worker()--> [blob:... (ort-wasm-simd-threaded) (worker)]
                                            |
+ WebAssembly.instantiateStreaming()--> [ort-wasm-simd-threaded.wasm]
  ```

- Cross Origin | Proxy
  ```
  [Bundle or ort.min.js]
    |
    + fetch('ort.proxy.min.mjs')
        |
        + URL.createObjectURL(res.blob())
        |
        + import()--> [blob:... (ort.proxy)]
                        |
+ new Worker()--> [blob:... (ort.proxy) (worker)]
                                            |
+ fetch('ort-wasm-simd-threaded.mjs')
                                                |
+ URL.createObjectURL(res.blob())
                                                |
+ import()--> [blob:... (ort-wasm-simd-threaded)]
                                                                |
+ WebAssembly.instantiateStreaming()--> [ort-wasm-simd-threaded.wasm]
                                                                |
+ new Worker()--> [blob:... (ort-wasm-simd-threaded) (worker)]
|
+ WebAssembly.instantiateStreaming()--> [ort-wasm-simd-threaded.wasm]
  ```
</details>
2024-05-20 09:51:16 -07:00
Changming Sun
1333f73a68
Add ONNX 1.14 test data (#16943)
This PR is similar to #15256
2023-08-01 11:19:27 -07:00
Yulong Wang
f274bbb0c8
[js] add API that allows to get package version (#16207)
### Description

Add an API for users to get version of current package. example usage:

```js
import { env } from 'onnxruntime-node';

console.log(env.versions.node);  // output "1.16.0"
```

```js
import { env } from 'onnxruntime-web';

console.log(env.versions.web);  // output "1.16.0"
console.log(env.versions.common);  // output "1.16.0"
console.log(env.versions.node);  // output "undefined"
```

#16156
2023-06-09 16:18:53 -07:00
Changming Sun
5d1dbfb432
Update ONNX test data (#15256)
Change the test data version from 1.13.0 to 1.13.1, which will include some bug fixes.
2023-03-29 13:13:11 -07:00
Yi Zhang
8236808e89
add opset18 node test (#14236)
### Description
add opset18 into download data list

### Motivation and Context
Ref:
https://github.com/onnx/onnx/releases/tag/v1.13.0
2023-01-19 00:56:57 +08:00
shalvamist
e5ed47a11d
Bug Fix - ORT Web build script (#13925)
Copying the right files according to the build documentation. 
The bug originated to address a run break under some machines (needed
threaded SIMD instead of only threaded), analysis ongoing.
2022-12-12 21:48:20 -08:00
shalvamist
3119381011
ORT Web build script (#12643)
**Description**:
Adding a few scripts to enable user to build ORT Web in a simpler way.

**Instructions**:
Under ROOT\js folder you will have 2 scripts - 
1. "Build_web.bat" - for Windows users
1. "Build_web.sh" - for Linux users

Default build configuration is "Release" to change the build configuration just add to the script call the flag "--config <Desired configuration>". As example:
```
build_web.bat --config Debug
```

Co-authored-by: shalvamist <shalva.mist@microsoft.com>
2022-11-21 11:08:39 -08:00
Yi Zhang
92237567d3
add opset17 node test data (#13062)
### Description ###
Add opset17 node test 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. -->
2022-09-23 14:33:37 +08:00
Yulong Wang
0c78b71352
prepare test folder from GitHub (#12220)
* consume onnx test data from github

* ensure tests

* update script and allow opset specification

* fix python format

* fix python format

* consume new filter format

* fix linting error
2022-07-20 22:01:08 -07:00