ROCm/composable_kernel
1
0
Fork 0
mirror of https://github.com/ROCm/composable_kernel.git synced 2026-05-21 21:39:15 +00:00
Code Issues Packages Projects Releases Wiki Activity

[CK_TILE] Add pooling in tile_engine (#4469)

Browse Source 
## Motivation

<!-- Explain the purpose of this PR and the goals it aims to achieve.
-->
Add pooling in ck tile engine

## Technical Details

<!-- Explain the changes along with any relevant GitHub links. -->

## Test Plan

<!-- Explain any relevant testing done to verify this PR. -->

## Test Result

<!-- Briefly summarize test outcomes. -->

## Submission Checklist

- [ ] Look over the contributing guidelines at
https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests.

---------

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
This commit is contained in:
aledudek
2026-04-01 09:31:46 +02:00
committed by GitHub
parent 31e1965997
commit c672f410e6
25 changed files with 3258 additions and 19 deletions
Download Patch File Download Diff File Expand all files Collapse all files

165
test/ck_tile/pooling_tile_engine/configs/comprehensive_coverage_config.json Normal file
View File

@@ -0,0 +1,165 @@
{
"problem": {
"description": "Comprehensive pooling coverage testing - multiple block sizes (64-512), warp configurations, thread tile sizes, and all trait combinations (max/avg, index, NaN propagation). Approximately 200+ kernels."
},
"test_params": {
"problem_sizes_2d": [
{
"_comment": "Basic: small tensor, 2x2 window, stride 2, no padding",
"N": 1, "H": 8, "W": 8, "C": 32,
"Y": 2, "X": 2,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 0, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
},
{
"_comment": "Padded 3x3: moderate tensor with symmetric padding, stride 1 (overlapping)",
"N": 1, "H": 16, "W": 16, "C": 64,
"Y": 3, "X": 3,
"stride_h": 1, "stride_w": 1,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 1, "pad_h_right": 1,
"pad_w_left": 1, "pad_w_right": 1
},
{
"_comment": "Large channels: stress-test the C dimension",
"N": 1, "H": 16, "W": 16, "C": 256,
"Y": 2, "X": 2,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 0, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
},
{
"_comment": "Large batch: multi-batch correctness",
"N": 4, "H": 16, "W": 16, "C": 32,
"Y": 2, "X": 2,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 0, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
},
{
"_comment": "Non-square spatial: rectangular H != W",
"N": 2, "H": 32, "W": 16, "C": 64,
"Y": 3, "X": 3,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 1, "pad_h_right": 1,
"pad_w_left": 1, "pad_w_right": 1
},
{
"_comment": "Large window 5x5: bigger receptive field",
"N": 1, "H": 32, "W": 32, "C": 32,
"Y": 5, "X": 5,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 2, "pad_h_right": 2,
"pad_w_left": 2, "pad_w_right": 2
},
{
"_comment": "Large window 7x7: global-style pooling",
"N": 1, "H": 14, "W": 14, "C": 128,
"Y": 7, "X": 7,
"stride_h": 1, "stride_w": 1,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 3, "pad_h_right": 3,
"pad_w_left": 3, "pad_w_right": 3
},
{
"_comment": "Dilated: dilation_h=2, dilation_w=2 with 3x3 window",
"N": 1, "H": 32, "W": 32, "C": 64,
"Y": 3, "X": 3,
"stride_h": 1, "stride_w": 1,
"dilation_h": 2, "dilation_w": 2,
"pad_h_left": 2, "pad_h_right": 2,
"pad_w_left": 2, "pad_w_right": 2
},
{
"_comment": "Asymmetric padding: different left/right padding",
"N": 2, "H": 16, "W": 16, "C": 32,
"Y": 3, "X": 3,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 0, "pad_h_right": 1,
"pad_w_left": 0, "pad_w_right": 1
},
{
"_comment": "Large spatial: bigger feature maps",
"N": 1, "H": 64, "W": 64, "C": 64,
"Y": 2, "X": 2,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 0, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
},
{
"_comment": "Non-square window: Y != X",
"N": 1, "H": 32, "W": 32, "C": 32,
"Y": 3, "X": 2,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 1, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
},
{
"_comment": "Stride-1 overlap: overlapping 2x2 windows",
"N": 2, "H": 16, "W": 16, "C": 64,
"Y": 2, "X": 2,
"stride_h": 1, "stride_w": 1,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 0, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
}
],
"problem_sizes_3d": [
{
"_comment": "Basic 3D: small volume, 2x2x2 window",
"N": 1, "D": 4, "H": 4, "W": 4, "C": 32,
"Z": 2, "Y": 2, "X": 2,
"stride_d": 2, "stride_h": 2, "stride_w": 2,
"dilation_d": 1, "dilation_h": 1, "dilation_w": 1,
"pad_d_left": 0, "pad_d_right": 0,
"pad_h_left": 0, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
},
{
"_comment": "Padded 3D: with symmetric padding",
"N": 1, "D": 8, "H": 8, "W": 8, "C": 32,
"Z": 3, "Y": 3, "X": 3,
"stride_d": 2, "stride_h": 2, "stride_w": 2,
"dilation_d": 1, "dilation_h": 1, "dilation_w": 1,
"pad_d_left": 1, "pad_d_right": 1,
"pad_h_left": 1, "pad_h_right": 1,
"pad_w_left": 1, "pad_w_right": 1
},
{
"_comment": "Multi-batch 3D: larger batch and channels",
"N": 2, "D": 8, "H": 8, "W": 8, "C": 64,
"Z": 2, "Y": 2, "X": 2,
"stride_d": 2, "stride_h": 2, "stride_w": 2,
"dilation_d": 1, "dilation_h": 1, "dilation_w": 1,
"pad_d_left": 0, "pad_d_right": 0,
"pad_h_left": 0, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
}
]
},
"tile_config": {
"block_m": {"values": [64, 128, 256, 512]},
"block_n": {"values": [1]},
"warp_m": {"values": [1, 2, 4]},
"warp_n": {"values": [1]},
"warp_tile_m": {"values": [64, 128, 256]},
"warp_tile_n": {"values": [1]},
"thread_tile_m": {"values": [1, 2, 4]},
"thread_tile_n": {"values": [1]}
},
"trait_config": {
"reduce_op": {"values": ["max", "avg"]},
"output_index": {"values": [true, false]},
"propagate_nan": {"values": [true, false]},
"pooling_dim": {"values": ["2d", "3d"]}
}
}

60
test/ck_tile/pooling_tile_engine/configs/simple_test_config.json Normal file
View File

@@ -0,0 +1,60 @@
{
"problem": {
"description": "Basic pooling functionality validation with moderate problem sizes"
},
"test_params": {
"problem_sizes_2d": [
{
"N": 1, "H": 8, "W": 8, "C": 32,
"Y": 2, "X": 2,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 0, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
},
{
"N": 2, "H": 16, "W": 16, "C": 32,
"Y": 3, "X": 3,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 1, "pad_h_right": 1,
"pad_w_left": 1, "pad_w_right": 1
},
{
"N": 1, "H": 32, "W": 32, "C": 64,
"Y": 2, "X": 2,
"stride_h": 2, "stride_w": 2,
"dilation_h": 1, "dilation_w": 1,
"pad_h_left": 0, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
}
],
"problem_sizes_3d": [
{
"N": 1, "D": 4, "H": 4, "W": 4, "C": 32,
"Z": 2, "Y": 2, "X": 2,
"stride_d": 2, "stride_h": 2, "stride_w": 2,
"dilation_d": 1, "dilation_h": 1, "dilation_w": 1,
"pad_d_left": 0, "pad_d_right": 0,
"pad_h_left": 0, "pad_h_right": 0,
"pad_w_left": 0, "pad_w_right": 0
}
]
},
"tile_config": {
"block_m": {"values": [128]},
"block_n": {"values": [1]},
"warp_m": {"values": [1]},
"warp_n": {"values": [1]},
"warp_tile_m": {"values": [128]},
"warp_tile_n": {"values": [1]},
"thread_tile_m": {"values": [2]},
"thread_tile_n": {"values": [1]}
},
"trait_config": {
"reduce_op": {"values": ["max"]},
"output_index": {"values": [true]},
"propagate_nan": {"values": [false]},
"pooling_dim": {"values": ["2d"]}
}
}