Commit graph

6 commits

Author SHA1 Message Date
Satya Kumar Jandhyala
1fb2e71ddc
[JS/WebGPU] Avoid producing presentKey/presentValue outputs if pastKey/pastValue … (#21782)
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. -->
2024-08-19 18:02:19 -07:00
Tianlei Wu
d79e3c5791
Extend Attention Bias Broadcast Support (#21710)
### 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.
2024-08-16 15:40:04 -07:00
Satya Kumar Jandhyala
bab5037eab
Eliminate explicit Concat operations in Attention (#20556)
### Description
Remove explicitly concatinating pastKey with Key and pastValue with
Value.



### 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. -->
2024-05-24 09:07:57 -07:00
Satya Kumar Jandhyala
21b3cbc3af
[WIP][JS/WebGPU] Inputs Key and Value could be 4-dims. (#20470)
### Description
The Key and Value inputs could be 4-dims


### Motivation and Context
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- If it fixes an open issue, please link to the issue here. -->
2024-04-25 13:33:46 -07:00
Satya Kumar Jandhyala
ae78cdb5d7
[JS/WebGPU] MultiheadAttention bugfix (#20447)
### Description
Fixed pastkey, key and pastvalue, value concatenation condition and
fixed index error. Added new test cases.



### Motivation and Context
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2024-04-24 08:43:14 -07:00
Satya Kumar Jandhyala
d42ac7f0c6
[JS/WebGPU] Multihead attention improvements (#20286)
### Description
Enabled more usecases



### Motivation and Context
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- If it fixes an open issue, please link to the issue here. -->
2024-04-23 12:39:49 -07:00
Renamed from js/web/test/data/ops/multi-head-attention.jsonc (Browse further)