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3 commits

Author SHA1 Message Date
Caroline Zhu
e3b043ba17
[js/web/training] runTrainStep implementation (#18006)
### Description
* based on design document & following InferenceSession's run
implementation, implemented TrainingSession.runTrainStep

### Motivation and Context
* Adding web bindings for training

#### Related work
* #16521 allowed for training artifacts to be built
* #17333 added interfaces for training
* #17474 allowed for training package to be built + added training
backend to web package
* #17891 implementation for createTrainingSession on the TypeScript side
**[SHOULD BE MERGED IN BEFORE THIS PR]**

---------

Co-authored-by: Yulong Wang <7679871+fs-eire@users.noreply.github.com>
Co-authored-by: Ashwini Khade <askhade@microsoft.com>
2023-11-02 08:32:50 -07:00
Caroline Zhu
64de71c5e2
[js/web/training] Add CreateTrainingSession (#17891)
### Description
* Adds TrainingSession.create() functionality following the web bindings
for training design doc
* Added 2 new training APIs to wasm/api.h:
   * OrtTrainingGetInputOutputName
   * OrtTrainingGetInputOutputCount
* Moved isOrtEnvInitialized boolean to the wasm-core-impl and added a
method that references it

### Motivation and Context
* Adding web bindings for training

#### Related work
* #16521 allowed for training artifacts to be built
* #17333 added interfaces for training
* #17474 allows for training package to be built + adds training backend
to web package **[MUST BE MERGED IN BEFORE THIS ONE]**

---------

Co-authored-by: Yulong Wang <7679871+fs-eire@users.noreply.github.com>
Co-authored-by: Ashwini Khade <askhade@microsoft.com>
2023-10-26 09:22:10 -07:00
Caroline Zhu
c373a808a2
Add "glue" between training WASM artifacts and training web (#17474)
### Description
* follows the packaging approach according to the design document
    * adds `ENABLE_TRAINING` boolean flag to `BUILD_DEFS`
    * modifies `package.json` to include training submodule
* modifies build script to handle, validate, and minimize training WASM
artifacts
* adds the binding for the new backend with training enabled & the new
training artifacts
    * adds training backend
    * edits `index.ts` to use training backend depending on `BUILD_DEFS`
    * edits `wasm-factory.ts` to use the training artifacts if necessary

### Motivation and Context
* we are in the process of adding web bindings to enable training. 
* Adding the "glue" to allow onnxruntime-web to use the training WASM
artifacts is required for this work.
* Since BUILD_DEFS is defined and used at build time, I thought that it
made sense to bundle the changes to building in the same PR.
#### Related work
* #16521 allowed for training artifacts to be built
* #17333 must be merged in before this one

---------

Co-authored-by: Yulong Wang <7679871+fs-eire@users.noreply.github.com>
2023-10-12 11:16:56 -07:00