Bin Miao
67f5be0da2
[WebNN EP] Support LRN operator ( #22775 )
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WebNN doesn't provide dedicate op for LRN, use a couple of WebNN ops to
emulate it in WebNN EP:
pow -> transpose -> pad -> averagePool -> transpose -> mul -> add -> pow
-> div
@Honry @fdwr PTAL, thanks!
2024-11-12 11:53:52 -08:00
shiyi
63cb53257b
[WebNN] Support steps >= 1 for slice operator ( #22708 )
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Co-authored-by: Wanming Lin <wanming.lin@intel.com>
2024-11-09 18:20:52 -08:00
Wanming Lin
6c21ab7337
[WebNN] Support SimplifiedLayerNormalization op ( #22674 )
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WebNN doesn't provide dedicate op for SimplifiedLayerNormalization, use
a couple of WebNN ops to emulate it in WebNN EP.
X --> Pow --> ReduceMean --> Add --> Sqrt --> Div -> Mul
2024-11-04 12:25:11 -08:00
Bin Miao
777fe7922c
[WebNN EP] Support Sign and CumSum operators ( #22616 )
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This PR supports Sign and CumSum operators for WebNN EP. @Honry @fdwr
PTAL, thanks.
2024-11-03 20:08:16 -08:00
Wanming Lin
fc375a6f58
[WebNN] Support And, Or and Xor ops ( #22598 )
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Co-authored-by: Dwayne Robinson <fdwr@hotmail.com>
2024-10-30 17:52:10 -07:00
shiyi
46ff240821
[WebNN] Add ScatterElements and GatherElements ( #22534 )
2024-10-30 10:20:21 -07:00
shiyi
dcf91266bd
[WebNN EP] Support GatherND and ScatterND op ( #22181 )
2024-10-28 15:04:45 -07:00
Wanming Lin
ba40022ec4
[WebNN EP] Support axes and fix some validation for Resize ( #21952 )
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- Supports arbitrary axes for Resize opset 18+
- Check all inputs and attributes more carefully
---------
Co-authored-by: Dwayne Robinson <fdwr@hotmail.com>
2024-10-22 20:26:34 -07:00
mingmingtasd
004bd36f3d
[WebNN EP] Support Tile operator ( #22148 )
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PTAL, thanks! @Honry , @fdwr thanks!
2024-10-05 00:56:55 -07:00
shiyi
1e3cd86d80
[WebNN EP] Support LSTM op ( #20293 )
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<!-- 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. -->
2024-09-27 14:23:08 -07:00
Wanming Lin
9786909ab5
[WebNN EP] Support QuantizeLinear and DequantizeLinear ops ( #22097 )
2024-09-17 08:18:47 -07:00
Bin Miao
4d82404544
[WebNN EP] Support GRU operator ( #20405 )
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This PR support Gru operator for WebNN EP.
@Honry , @fdwr thanks!
2024-09-11 14:16:36 -07:00
Wanming Lin
7ae0b4ce64
[WebNN EP] Support Erf and Trilu for CPU backend ( #21768 )
2024-08-19 07:56:16 -07:00
Wanming Lin
8c641d7182
[WebNN EP] Support Dropout op ( #21586 )
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### Description
WebNN only supports test mode, so we don't care about other inputs or
attributes about training mode, use WebNN's identity op to implement the
Dropout op directly.
2024-08-02 16:25:04 -07:00
Wanming Lin
1d4b161145
[WebNN EP] Support ConvTranspose for TFLite backend ( #21291 )
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### Description
Chromium supports ConvTranspose for TFLite in
https://chromium-review.googlesource.com/c/chromium/src/+/5635194
With constraint that only default dilations and groups are supported.
---------
Co-authored-by: Dwayne Robinson <fdwr@hotmail.com>
2024-07-30 17:46:08 -07:00
Wanming Lin
b6b29309a5
[WebNN EP] Update argMax/argMin to adapt to latest spec ( #21452 )
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WebNN spec recently changes the definition of argMax/argMin:
- Remove selectLastIndex option, let backends decide to select the last
index or not.
- Move axes option to axis input
2024-07-25 17:07:01 -07:00
Wanming Lin
cd516a1677
[WebNN EP] Remove constraint for conv ops on CPU backend ( #21237 )
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Currently WebNN TFLite backend allows the filter of
conv2d/convTranspose2d be an input. Remove the constraint and operate
necessary transpose/reshape operations for the filter input.
2024-07-08 10:14:43 -07:00
Wanming Lin
41ad83fb00
[WebNN EP] Support rest Reduction ops for TFLite backend ( #21135 )
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- reduceLogSum, reduceLogSumExp and reduceSumSquare have been landed in
https://chromium-review.googlesource.com/c/chromium/src/+/5575815
- reduceL1 and reduceL2 have been landed in
https://chromium-review.googlesource.com/c/chromium/src/+/5606091
2024-06-25 18:30:55 -07:00
Wanming Lin
4743803944
[WebNN EP] Support more Normalization ops for TFLite backend ( #21151 )
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Following Normalization ops have been supported in Chromium for TFLite
backend:
- batchNormalization:
https://chromium-review.googlesource.com/c/chromium/src/+/5532745
- layerNormalization:
https://chromium-review.googlesource.com/c/chromium/src/+/5573326
- instanceNormalization:
https://chromium-review.googlesource.com/c/chromium/src/+/5532750
2024-06-24 19:04:23 -07:00
Wanming Lin
3a917e49fb
[WebNN EP] Support 4 more ops for TFLite backend ( #21134 )
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Recently WebNN TFLite backend supports gelu, expand, softsign,
reciprocal.
2024-06-24 09:52:12 -07:00
Wanming Lin
0c80cd2157
[WebNN EP] Update Prelu restriction for CPU backend ( #20878 )
2024-06-20 11:04:01 -07:00
Wanming Lin
40879a2623
[WebNN EP] Enable Cast op for WebNN CPU backend ( #20864 )
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WebNN TFLite backend supports `cast` op but doesn't support casting to
`uint64` data type.
2024-06-19 01:51:19 -07:00
Wanming Lin
35c430a95a
[WebNN EP] Enable several ops for WebNN CPU backend ( #20847 )
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WebNN CPU implementation has been migrated from XNNPack to TFLite which
supports more ops. Turn on partial `cpu` supported ops which just need
the change from `false` to `true` firstly.
2024-06-19 01:45:31 -07:00
Wanming Lin
043ef5c95f
[WebNN EP] Support latest WebNN softmax op ( #20827 )
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Latest WebNN softmax supports N-D input and axis parameter.
2024-06-11 08:27:14 -07:00
Wanming Lin
52874f628a
[WebNN EP] Remove some constraints for CPU backend ( #20900 )
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Following constraints have been supported by WebNN TFLite backend:
- Concat: supports up to 4 inputs
- Matmul: supports broadcasting
- Resize: supports nearest mode
- Split: supports up to 4 outputs
2024-06-06 08:22:41 -07:00
Wanming Lin
da1f8f9274
[WebNN EP] TFLite backend only supports limit ranges for Clip ( #20863 )
2024-06-06 08:22:18 -07:00
Wanming Lin
9c6481fa2d
[WebNN EP] Enable ArgMax and ArgMin for CPU backend ( #20865 )
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WebNN TFLite backend supports ArgMax and ArgMin, but only supports
'select_last_index' value is 0.
2024-06-03 14:12:11 -07:00
Wanming Lin
c128132dd8
[WebNN EP] TFLite backend only supports Elu with default alpha ( #20862 )
2024-06-03 14:10:22 -07:00
Peishen Yan
cfe68e489e
[WebNN EP] Support Trilu op ( #20730 )
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Adds support for Trilu via WebNN Triangular op
2024-05-24 10:46:54 -07:00
Wanming Lin
2c39d0c502
[WebNN EP] Disable ConvTranspose for WebNN CPU ( #20762 )
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WebNN CPU backend implementation has been migrated from XNNPack to
TFLite, currently TFLite has not supported WebNN's convTranspose2d yet,
just disable it for now.
2024-05-22 20:59:37 -07:00
Wanming Lin
da86f6f408
[WebNN EP] Add operators support table ( #20253 )
2024-04-17 21:19:46 -07:00