This specification references "tflite" model files. Could you please add a reference to the specification of the model format that would be exposed?
Thanks, Victor On Fri, Dec 3, 2021 at 11:50 AM 'Jonathan Bingham' via blink-dev < [email protected]> wrote: > Contact emails > > [email protected], [email protected], [email protected] > > Explainer > > https://github.com/webmachinelearning/model-loader/blob/master/explainer.md > > Specification > > https://webmachinelearning.github.io/model-loader/#api > > Summary > > Run machine learning models natively, taking advantage of hardware > acceleration. Currently, javascript libraries must parse a model and call > WebGL, WebGPU and WASM for the individual compute operations. Providing a > model loader API gains performance by optimizing in the browser and > potentially taking advantage of new ML processors like TPUs. > > > Blink component > > Blink>WebML > <https://bugs.chromium.org/p/chromium/issues/list?q=component:Blink%3EWebML> > > Motivation > > Model Loader is a proposed web API to load a custom, pre-trained machine > learning model in a standard format, compile it for the available hardware, > and apply it to example data in JavaScript in order to perform inference, > like classification, regression, or ranking. The idea is to make it as easy > as possible for web developers to use a custom, pre-built machine learning > model in their web app, across devices and browsers. > > Performing inference locally can: > > - Preserve privacy, by not shipping user data across the network > > - Improve performance, by eliminating network latency, running models > natively and taking advantage of hardware acceleration, including > specialized hardware not available with WebGL, WebGPU or WASM. > > - Provide a fallback if network access is unavailable, possibly using a > smaller and lower quality model > > The graph-based Web NN API and the Model Loader API are complementary > approaches. We'll need to do some benchmarking to understand if there are > performance differences, and get feedback from developers to see if it's > valuable to offer both types of API. > > Initial public proposal > > https://webmachinelearning.github.io/model-loader-intro/ > > TAG review > > TAG review status > > Pending > > Risks > > The Model Loader API is currently included as a Tentative Specification in > the Web Machine Learning Working Group Charter. > > > Interoperability and Compatibility > > Gecko: No signals > > WebKit: No signals > > > Chrome/TensorFlow: Positive > > Intel : Collaborating in Working Group > > Microsoft/ONNX: Collaborating in Working Group > > PyTorch: No signals > > Salesforce: Collaborating in Working Group > > > > Debuggability > > Is this feature fully tested by web-platform-tests > <https://chromium.googlesource.com/chromium/src/+/master/docs/testing/web_platform_tests.md> > ? > > No > > Flag name > > Requires code in //chrome? > > False > > Tracking bug > > https://bugs.chromium.org/p/chromium/issues/detail?id=1263240 > > Estimated milestones > > No milestones specified > > > Link to entry on the Chrome Platform Status > > https://www.chromestatus.com/feature/6505078216196096 > > This intent message was generated by Chrome Platform Status > <https://www.chromestatus.com/>. > > -- > You received this message because you are subscribed to the Google Groups > "blink-dev" group. > To unsubscribe from this group and stop receiving emails from it, send an > email to [email protected]. > To view this discussion on the web visit > https://groups.google.com/a/chromium.org/d/msgid/blink-dev/CAEK6eFxSmK6ajiQ6_7rhPspiaDXO3xM3uNJnbSgCobQ_nk%2Bxpg%40mail.gmail.com > <https://groups.google.com/a/chromium.org/d/msgid/blink-dev/CAEK6eFxSmK6ajiQ6_7rhPspiaDXO3xM3uNJnbSgCobQ_nk%2Bxpg%40mail.gmail.com?utm_medium=email&utm_source=footer> > . > -- *I support flexible work schedules, and I’m sending this email now because it is within the hours I’m working today. Please do not feel obliged to reply straight away - I understand that you will reply during the hours you work, which may not match mine. (credit: jparent@)* -- You received this message because you are subscribed to the Google Groups "blink-dev" group. To unsubscribe from this group and stop receiving emails from it, send an email to [email protected]. To view this discussion on the web visit https://groups.google.com/a/chromium.org/d/msgid/blink-dev/CALLOKV7%2BRs1HTG5eCc9NZwxSfULH_OA_b-gOh1TTG%3D63bhwSuA%40mail.gmail.com.
