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7 Commits

Author SHA1 Message Date
JH-Leon-KIM-AMD
720ceb6500 [rocm-libraries] ROCm/rocm-libraries#7528 (commit b4cae6f)
[CK Tile] Support multi-vector reads in static encoding patterns  (#7528)

## Motivation

The thread-raked / warp-raked / block-raked static tile distribution
patterns in `ck_tile` silently produce wrong results when the contiguous
tile dimension is larger than `warp_size * vector_size`, because the
encoding has no per-thread iteration dimension along X.

Concretely, with `M_Tile=N_Tile=128`, `VectorSize{A,B,C}=1` in
`ConvConfigComputeV3`, the grouped convolution backward-weight example
reports about 50 percent wrong values, with errors starting exactly at
the `X0*X1 = 64` boundary. The second pass over the contiguous dim is
never performed.

This PR extends the encoding so multi-vector reads in the contiguous
tile dimension are supported, while keeping every existing call site
bit-for-bit identical.

## Technical Details

Three files changed.

### 1. `include/ck_tile/core/algorithm/static_encoding_pattern.hpp`

Add a per-thread X iteration dimension in all three raked
specializations:

- `X0 = min(warp_size, XPerTile / X1)` — threads in X dim
- `X1 = min(LargestVec, VecSize)` — vector size per access
- `X2 = XPerTile / (X0 * X1)` — number of X-iters per thread (new)

`X2` is gated with `if constexpr (X2 == 1) { old } else { new }` in both
`make_2d_static_tile_distribution()` and
`make_shuffled_2d_static_tile_distribution()`.

The new encoding places `X2` in the middle of the Ys iteration list,
which preserves reverse symmetry between the regular `<..., X2, X1>` and
shuffled `<X1, X2, ...>` encodings.

Patterns updated: `thread_raked`, `warp_raked`, `block_raked`.

### 2. `include/ck_tile/core/tensor/transpose_tile.hpp`

Added a parallel `else if constexpr (... && NDimY == 3 && ...)` branch
alongside the existing `NDimY == 2` branch. The original branch is
byte-for-byte unchanged.

Both branches dispatch to the same `transpose_tile2d_impl_in_thread`,
whose body has always been NDimY-generic (iterates with `static_for<0,
NDimY, 1>` and `number<NDimY>{}`).

### 3.
`experimental/grouped_convolution_tile_instances/generate_instances.py`

Removed the two now-obsolete skip guards in `parse_bwd_weight_instances`
and `parse_bwd_data_instances`:

```python
if m_per_block > (warp_size * a_scalar_per_vector) or n_per_block > (warp_size * b_scalar_per_vector):
    print(f"Skipping instance {instance_id} with multiple warps per continous tile dim since it's not supported yet.")
    continue
```

Other unrelated skips (V5 / V6 / ASYNC_V4 pipeline gating,
irregular-load shapes, scalar-per-vector > tile size) are kept
untouched.

### Compatibility

Strict. Every existing caller has `X2 == 1` and therefore hits the
original encoding path verbatim. No upstream config or pipeline behavior
changes.

## Test Plan

The grouped convolution example is the natural exerciser since
`GroupedConvUniversalPipelineAgBgCrPolicy` selects `thread_raked` for
both A and B tiles, and all three conv directions share the same
`ConvConfigComputeV3`.

For each test below we ran:

```
./build/bin/tile_example_grouped_conv_bwd_weight [-prec={fp16,bf16}]
./build/bin/tile_example_grouped_conv_fwd        [-prec={fp16,bf16}]
./build/bin/tile_example_grouped_conv_bwd_data   [-prec={fp16,bf16}]
```

with `ConvConfigComputeV3` tile/vector parameters tweaked to cover both
code paths:

| Test | M / N / K | VecA/B/C | A path | B path | dtype |

|------|-------------|----------|------------|----------------|-------------|
| T1 | 16/64/32 | 4/8/4 | old (X2=1) | old (X2=1) | fp16 |
| T2 | 128/128/64 | 2/2/2 | old (X2=1) | old (X2=1) | fp16 |
| T3 | 256/256/64 | 1/1/1 | old (X2=1) | new (X2=4) | fp16 |
| T5 | 256/256/64 | 1/1/1 | old (X2=1) | new (X2=4) | fp16 (3 dir)|
| T4b | 128/128/128 | 1/1/1 | new (X2=2) | new (X2=2) | fp16 + bf16 (3
dir) |

A larger T4a (256/256/128) was attempted to stress both A and B with
X2>1 on bigger tiles but was blocked by the gfx942 hardware LDS cap (128
KB > 64 KB limit), independent of this PR.

For the generator change we ran:

```
python3 generate_instances.py --mode profiler --direction all
```

and verified `Skipping instance ... with multiple warps per continous
tile dim` no longer appears (count went from non-zero to 0); other skip
categories are unchanged.

`clang-format-18` was applied to both modified `.hpp` files (matches the
repo's `.clang-format`).

## Test Result

- T1 and T2 (compat-strict, every X2 is 1, old code path): `correct`.
Confirms existing callers are unaffected.
- T3 (X2=4 on B only): `correct`. First true exercise of the new NDimY=3
encoding + transpose branch.
- T5 (T3 across `fwd` + `bwd_data` + `bwd_weight`, fp16): all 3
`correct`.
- T4b (X2>1 on both A and B, fp16 + bf16, all 3 directions): all 6 runs
`correct`.
- Generator: 0 `multiple warps per continous tile dim` skips remaining;
other skips unchanged.

Sample run output (T4b, bf16, bwd_data):

```
shape: tile_gemm_shape_128x128x128x4_1x4x1_16x16x32
pipeline: pipeline_AgBgCrCompV3_128x128x128_256_1x1x1_1x4_1x1x1_..._DoubleSmemBuffer_0
Vector size A: 1, Vector size B: 1, Vector size C: 1
0.934907 ms, 8.34683 TFlops, 34.3178 GB/s
Relative error threshold: 0.00390625 Absolute error threshold: 0.25
The CPU verification result is: correct
```

## Submission Checklist

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

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-20 17:25:22 +03:00
Aviral Goel
004784ef98 chore(copyright) update library wide CMakeLists.txt copyright header template (#3313)
* chore(copyright) update library wide CMakeLists.txt files copyright header template

* Fix build

---------

Co-authored-by: Sami Remes <samremes@amd.com>
2025-11-28 13:49:54 -08:00
Aviral Goel
f6c999bddb chore(copyright): update copyright header for test directory (#3265) 2025-11-22 19:38:27 -05:00
Aviral Goel
45be741586 fix: fix bug in print tile window when printing bf8/fp8 tiles (#3120)
* fix: fix bug in print tile window when printing bf8/fp8 tiles

* test(print_tile_window_range): add unit tests to maintain function integrity

* fix: fp8 numerical mismatch error on gfx950 by adding DCK_TILE_USE_OCP_FP8
2025-11-01 15:28:07 -04:00
msaffari-amd
47d020a993 refactor: use snake_case naming in ck_tile/core components (#2766) 2025-09-03 09:34:11 +02:00
John Shumway
9751583f95 Replace auto with function template for c++17. (#2754)
In #2443, a helper function was added test new print functionality, but it used auto for the function parameter types.

We need to support c++17 for downstream libraries, so we cannot use auto there. This PR replaces it witht the equivalent function template implementation.
2025-08-27 17:10:39 -07:00
Sami Remes
ffdee5e774 [CK_TILE] Enable printing more structures in CK-Tile (#2443)
* Add more printing to core cktile

* Revert other changes in static encoding pattern

* Refactor to using a free print() function

* Remove loops and print just the containers

* Print tuple with better formatting, fix sequence compilation

* Add some tests for print utility

* Add print utility header

* Print for static_encoding_pattern

* add buffer_view printing

* Align vector_traits

* Fix formatting

* Lower-case enum strings

Co-authored-by: Christopher Millette <63608002+cgmillette@users.noreply.github.com>

* Remove empty comment lines

* Fix test with lower-case too

* Reduce repeated code in print tests, move helper function closer to type definition, test X&Y

* Add test_print_common.hpp

* add print.hpp in core.hpp

---------

Co-authored-by: Aviral Goel <aviral.goel@amd.com>
Co-authored-by: Christopher Millette <63608002+cgmillette@users.noreply.github.com>
Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
2025-08-07 15:45:27 +03:00