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[inductor] Only apply score_fusion_memory_threshold to horizontal fusions by jansel · Pull Request #138970 · pytorch/pytorch · GitHub
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[inductor] Only apply score_fusion_memory_threshold to horizontal fusions #138970
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đź”— Helpful Linksđź§Ş See artifacts and rendered test results at hud.pytorch.org/pr/138970
Note: Links to docs will display an error until the docs builds have been completed. âś… No FailuresAs of commit 8a48a24 with merge base 9406584 ( This comment was automatically generated by Dr. CI and updates every 15 minutes. |
This was referenced Oct 26, 2024
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Example generated code for `(x+y).sum()`: ```py @triton.jit def triton_unk_fused_add_sum_0(in_ptr0, in_ptr1, out_ptr0, ws_ptr, semaphores_ptr, xnumel, rnumel, XBLOCK : tl.constexpr, RBLOCK : tl.constexpr, RSPLIT : tl.constexpr): xnumel = 1 rnumel = 1048576 rsplit_id = tl.program_id(0) num_rblocks = (rnumel + RBLOCK - 1) // RBLOCK rsplit_chunk = (num_rblocks + RSPLIT - 1) // RSPLIT * RBLOCK rsplit_start = rsplit_chunk * rsplit_id rsplit_end = rsplit_chunk * (rsplit_id + 1) xoffset = tl.program_id(1) * XBLOCK xindex = xoffset + tl.arange(0, XBLOCK)[:, None] xmask = tl.full([XBLOCK, RBLOCK], True, tl.int1) rbase = tl.arange(0, RBLOCK)[None, :] _tmp4 = tl.full([XBLOCK, RBLOCK], 0, tl.float32) for roffset in range(rsplit_start, rsplit_end, RBLOCK): rindex = roffset + rbase rmask = rindex < rnumel r0 = rindex tmp0 = tl.load(in_ptr0 + (r0), rmask, eviction_policy='evict_first', other=0.0) tmp1 = tl.load(in_ptr1 + (r0), rmask, eviction_policy='evict_first', other=0.0) tmp2 = tmp0 + tmp1 tmp3 = tl.broadcast_to(tmp2, [XBLOCK, RBLOCK]) tmp5 = _tmp4 + tmp3 _tmp4 = tl.where(rmask, tmp5, _tmp4) tmp4 = tl.sum(_tmp4, 1)[:, None] if RSPLIT > 1: tmp4_ws = (ws_ptr + 0).to(tl.pointer_type(tl.float32)) tl.store(tmp4_ws + (xindex * RSPLIT + rsplit_id), tmp4, None) if RSPLIT > 1: triton_helpers.gpu_barrier(semaphores_ptr + (2 * tl.program_id(1) + 0), RSPLIT, True) if RSPLIT > 1: tmp4_peers = tl.load(tmp4_ws + (xindex * RSPLIT + tl.arange(0, RSPLIT)[None,:]), None, eviction_policy='evict_first') tmp4 = tl.sum(tmp4_peers, 1)[:, None] if rsplit_id == (0 % RSPLIT): tl.store(out_ptr0 + (tl.full([XBLOCK, 1], 0, tl.int32)), tmp4, None) ``` Pull Request resolved: #137756 Approved by: https://github.com/eellison ghstack dependencies: #138970
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Stack from ghstack (oldest at bottom):
PR #136782 made
x.sum()+1
become two kernels, which hurts compiletimes as @ezyang noticed and breaks a lot of the tests in this stack. This reworks that heuristic to not apply as often.
cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @ColinPeppler @amjames @desertfire @chauhang @aakhundov