Add functions to emit custom call to place a buffer to host and device.#8350
Merged
Add functions to emit custom call to place a buffer to host and device.#8350
Conversation
This is used for host-offloading.
example code of what jax emits:
```python
def policy(prim, *avals, **params) -> Offloadable:
return Offloadable(src='device', dst='pinned_host')
@functools.partial(jax.remat, policy=policy)
def f(x):
x = jnp.sin(x)
x = jnp.sin(x)
return jnp.sum(x)
```
becomes:
```mlir
module @jit_f attributes {mhlo.num_partitions = 1 : i32, mhlo.num_replicas = 1 : i32} {
func.func public @main(%arg0: tensor<16xf32> {mhlo.layout_mode = "default"}) -> (tensor<16xf32> {jax.result_info = "", mhlo.layout_mode = "default"}) {
%0 = stablehlo.sine %arg0 : tensor<16xf32>
%1 = stablehlo.cosine %arg0 : tensor<16xf32>
%2 = stablehlo.custom_call @annotate_device_placement(%1) {has_side_effect = true, mhlo.frontend_attributes = {_xla_buffer_placement = "pinned_host"}} : (tensor<16xf32>) -> tensor<16xf32>
%3 = stablehlo.cosine %0 : tensor<16xf32>
%4 = stablehlo.custom_call @annotate_device_placement(%3) {has_side_effect = true, mhlo.frontend_attributes = {_xla_buffer_placement = "pinned_host"}} : (tensor<16xf32>) -> tensor<16xf32>
%cst = stablehlo.constant dense<1.000000e+00> : tensor<f32>
%5:3 = stablehlo.optimization_barrier %2, %4, %cst : tensor<16xf32>, tensor<16xf32>, tensor<f32>
%6 = stablehlo.custom_call @annotate_device_placement(%5#0) {has_side_effect = true, mhlo.frontend_attributes = {_xla_buffer_placement = "device"}} : (tensor<16xf32>) -> tensor<16xf32>
%7 = stablehlo.custom_call @annotate_device_placement(%5#1) {has_side_effect = true, mhlo.frontend_attributes = {_xla_buffer_placement = "device"}} : (tensor<16xf32>) -> tensor<16xf32>
%8 = stablehlo.broadcast_in_dim %5#2, dims = [] : (tensor<f32>) -> tensor<16xf32>
%9 = stablehlo.multiply %8, %7 : tensor<16xf32>
%10 = stablehlo.multiply %9, %6 : tensor<16xf32>
return %10 : tensor<16xf32>
}
}
```
96f0d78 to
fc408f2
Compare
tengyifei
reviewed
Nov 1, 2024
tengyifei
approved these changes
Nov 1, 2024
Collaborator
|
Need to format python files to pass linter |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
This is used for host-offloading.
example code of what jax emits:
becomes: