matmul-analysis/result_recommend.csv at 05ca91e291d326283d4e24b22d3fbc53dc98557d

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admin 05ca91e291 Fix #33 : ASW_Basic tile 选择重写 (v1.91 §5.1/§5.2 + 尾轮 v1.5 §2.1)

- BaseM/BaseN: UnitFlag 单缓冲方形 256x256 (L0C/4B=65536 元素用满, 替代双缓冲 176x176);
  M/N < 256 被迫跟随 M/N (另一侧按 L0C 余量放大, 且收敛 L0A/L0B baseK>=16 单边上限);
  baseK = min(L0A/(2*BaseM*dt), L0B/(2*BaseN*dt)) 向下16对齐 (64KB 两侧双缓冲)
- SingleCoreM/N: 有界枚举取代旧"仅 sqrt(P)+2 范围按面积取最大"(恒退回176兜底):
  P=1 (B>=C) 先试不切分 tile 跟随 M/N; 否则枚举 mCnt<=ceil(M/BaseM) x nCnt<=ceil(N/BaseN)
  且 B*mCnt*nCnt>=C, sM/sN 为 Base 整数倍, 约束2 L1 双缓冲反推 k_L1,
  约束3 dValue>=256B 转置感知 + minTile 16KB; 目标 = 每batch搬入 K*dt*(nCnt*M+mCnt*N) 最小
  (v1.5 修正: 稳态下 k_L1 约掉, 只进约束); 并列取 r 最大
- 兜底: 约束4无解时放开到 16 对齐网格按硬下限(dValue>=128B)再搜; 极端形状
  (如 N=8 int8 大K)仍无解时退回 Base tile 并自检标注违规 (不静默产伪方案)
- constraints: ASW 双分支 L0C 口径改 UnitFlag 单缓冲 (factor 1)
- docs/06 Step0/Step1/Step6 重写为 v1.91 口径, 头部标注 2026-09 更新与 issue#33
- 回归: v1.91 §5.2 完整实例 (B=8 M=N=2048 K=1024 -> (4,4) 512x512, k_l1=128, r=0);
  方形例外 (M=128 -> 128x512); 单缓冲约束通过; 极端形状违规标注; 60->61 测试全过;
  压力 seed7/6000 + seed2024/4000: 0 崩溃/0 NaN/0 GM<V_in, 违规仅剩极端形状如实标注;
  examples 重生成可复现 0 diff (L2 重复读降 2-3x, 如 b128_m8192_n8192_k7168 1.38TB->451GB)

2026-09-07 15:49:24 +08:00

43 KiB

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1	case_id	batch_a	batch_b	m	n	k	dtype_a	dtype_b	dtype_c	trans_a	trans_b	has_bias	out_nd	plan_case_id	plan_branch	plan_npu	plan_op	plan_used_core_num	plan_split_b	plan_m_cnt	plan_n_cnt	plan_grid_k	plan_core_map	plan_b_core	plan_merge_b0	plan_single_core_m	plan_single_core_n	plan_single_core_k	plan_k_l1	plan_b_l1	plan_l1_form	plan_base_m	plan_base_n	plan_base_k	plan_l2_policy_in	plan_l2_policy_out	plan_swizzle_w	plan_workspace_bytes	plan_tail_strategy	plan_tail_m_cnt	plan_tail_n_cnt	plan_tail_k_cnt	plan_tail_wave_num	plan_fixpipe_unitflag	plan_out_dtype_bytes	plan_note	gm_read_bytes	l2_read_bytes	t_mte2_gm	t_mte2_l2	t_mte2	dma_cmd_count	t_dma_cmd	cube_flops	t_mmad	fixpipe_bytes	t_fixpipe	t_reduce	t_steady	t_drain	t_total	bottleneck	feasible	bound_type	advice
2	to_matmul_demo	1	1	2048	2048	2048	bf16	bf16	bf16	False	False	False	True	to_matmul_demo	转Matmul	Ascend950PR	batch_mat_mul_v3	32	1	0	0	1	折叠为 Matmul [2048,2048]x[2048,2048], 复用 Matmul 切分体系	0	1	0	0	2048	0	1		0	0	0			0	0	转Matmul后由 Matmul 体系决定	1	1	1	0	True	2	BatchB=1免费折叠: 左矩阵 [1,2048,2048] 视图折叠为 [2048,2048], 零重排零 split	16777216	0.0	1.048576e-05	0.0	1.048576e-05	0.0	0.0	17179869184.0	3.534952506995885e-05	8388608	1.6131938461538462e-06	0.0	3.534952506995885e-05	0.0	3.534952506995885e-05	MMAD	True	计算Bound	BatchA=1或BatchB=1, 折叠转普通Matmul
3	special_k0_demo	128	128	256	256	0	bf16	bf16	bf16	False	False	False	True	special_k0_demo	特殊分支	Ascend950PR	batch_mat_mul_v3	64	1	1	1	1	AIV 核间按行均分 (无 Cube tile 概念)	0	1	0	0	0	0	1	UB驻留(AIV)	0	0	0	allocate	direct_gm	0	0	不涉及(AIV逐元素)	1	1	1	0	False	2	K=0纯写值: 无任何计算, C=bias 或 0, 纯 AIV 写值; 按行均分到 AIV 核	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	16777216	3.2263876923076923e-06	0.0	3.2263876923076923e-06	0.0	3.2263876923076923e-06	FIXPIPE	True	写出Bound(L2写口)	K=0纯写值
4	special_k1_demo	128	128	256	256	1	bf16	bf16	bf16	False	False	False	True	special_k1_demo	特殊分支	Ascend950PR	batch_mat_mul_v3	64	1	1	1	1	AIV 核间按行均分 (无 Cube tile 概念)	0	1	0	0	1	0	1	UB驻留(AIV) UB乒乓	0	0	0	allocate	direct_gm	0	0	不涉及(AIV逐元素)	1	1	1	0	False	2	K=1逐元素乘: 退化为 C=A⊙B 无累加深度, Cube 16x16x16 粒度浪费 15/16; 走 AIV 通路 GM->UB->Mul->GM, UB乒乓 (B>=2*AIV 双batch乒乓流水)	131072	0.0	8.192e-08	0.0	8.192e-08	0.0	0.0	8388608.0	3.103030303030303e-07	16777216	3.2263876923076923e-06	0.0	3.2263876923076923e-06	0.0	3.2263876923076923e-06	FIXPIPE	True	写出Bound(L2写口)	K=1逐元素乘, 走AIV向量通路
5	merge_demo_k_trunc	2048	2048	32	32	256	bf16	bf16	bf16	False	False	False	True	merge_demo_k_trunc	MergeBatch	Ascend950PR	batch_mat_mul_v3	32	32	1	1	1	切B均分(核间零重复读零依赖)	64	4	128	128	256	256	8	合并驻留	128	128	128	allocate(GM->L1随路驻留L2)	resident(整case输入+输出<=L2: 输出驻留L2异步回写, GM写=0)	0	0	不涉及(核内不切M/N)	1	1	1	0	True	2	b0=4 (L0C上限5.7/算存比上限19.0/b_core=64); K截断; 合并后单次DMA搬入 A'[128,256]+B'[256,128]; 输出落点: L2驻留 (整case V_in+V_out=64.0MB vs L2=128MB)	67108864	0.0	4.194304e-05	0.0	4.2743039999999997e-05	16.0	8.000000000000001e-07	4294967296.0	8.837381267489712e-06	4194304	8.065969230769231e-07	0.0	4.2743039999999997e-05	1.8849638999683443e-07	4.293153638999683e-05	MTE2	True	访存Bound(GM读写共享+L2重复读)	两分支均合法, 仲裁: [分界条件] MergeBatch最优=True (k_L1=K(截断); b_core=64 vs 阈值 b0(T_comp+T_write)/T_cmd=6.0; drain惩罚=(b0-1)(T_comp+T_write)=0.23us, 搬移节省=b_core(1-1/b0)T_cmd=2.40us); [时延模型] T_MergeBatch=42.93us vs T_IterBatch=45.19us -> MergeBatch更优; [裁决] MergeBatch
6	merge_iter_arbitrate	128	128	64	64	512	bf16	bf16	bf16	False	False	False	True	merge_iter_arbitrate	IterBatch	Ascend950PR	batch_mat_mul_v3	32	32	1	1	1	切B轮转分配(核间零重复读零依赖)	4	1	64	64	512	512	2	b_双batch乒乓	64	64	256	allocate(GM->L1随路驻留L2)	resident(整case输入+输出<=L2: 输出驻留L2异步回写, GM写=0)	0	0	不涉及(核内不切M/N)	1	1	1	0	True	2	双batch乒乓: 2(MK+KN)dtype=256KB <= L1; 输出落点: L2驻留	16777216	0.0	1.048576e-05	0.0	1.0685759999999999e-05	4	2.0000000000000002e-07	536870912.0	1.104672658436214e-06	1048576	2.0164923076923077e-07	0.0	1.0685759999999999e-05	3.265804723013612e-07	1.101234047230136e-05	MTE2	True	访存Bound(GM读写共享+L2重复读)	两分支均合法, 仲裁: [分界条件] MergeBatch最优=False (k_L1=K(截断); b_core=4 vs 阈值 b0(T_comp+T_write)/T_cmd=17.6; drain惩罚=(b0-1)(T_comp+T_write)=0.44us, 搬移节省=b_core(1-1/b0)T_cmd=0.10us); [时延模型] T_MergeBatch=11.26us vs T_IterBatch=11.01us -> IterBatch更优; [裁决] IterBatch
7	iter_demo_form_b	128	128	64	64	256	bf16	bf16	bf16	False	False	False	True	iter_demo_form_b	IterBatch	Ascend950PR	batch_mat_mul_v3	32	32	1	1	1	切B轮转分配(核间零重复读零依赖)	4	1	64	64	256	256	2	b_双batch乒乓	64	64	256	allocate(GM->L1随路驻留L2)	resident(整case输入+输出<=L2: 输出驻留L2异步回写, GM写=0)	0	0	不涉及(核内不切M/N)	1	1	1	0	True	2	双batch乒乓: 2(MK+KN)dtype=128KB <= L1; 输出落点: L2驻留	8388608	0.0	5.24288e-06	0.0	5.4428799999999995e-06	4	2.0000000000000002e-07	268435456.0	5.52336329218107e-07	1048576	2.0164923076923077e-07	0.0	5.4428799999999995e-06	1.8849638999683443e-07	5.631376389996834e-06	MTE2	True	访存Bound(GM读写共享+L2重复读)	仅 IterBatch 条件满足
8	iter_demo_form_d	64	64	64	64	8192	bf16	bf16	bf16	False	False	False	True	iter_demo_form_d	IterBatch	Ascend950PR	batch_mat_mul_v3	32	32	1	1	1	切B轮转分配(核间零重复读零依赖)	2	1	64	64	8192	1024	1	d_两侧都切K	64	64	256	allocate(GM->L1随路驻留L2)	direct_gm(整case超L2: 输入优先驻留L2, 输出直写GM不占L2)	0	0	不涉及(核内不切M/N)	1	1	1	0	True	2	两侧都切K: k_L1=1024, K段成对流水, batch边界天然无缝; dValueA=2048B/dValueB=128B; 输出落点: 直写GM	134217728	0.0	8.388608e-05	0.0	8.468608e-05	16	8.000000000000001e-07	4294967296.0	8.837381267489712e-06	524288	3.2768e-07	0.0	8.501376e-05	7.16176329218107e-07	8.572993632921812e-05	MTE2	True	访存Bound(GM读写共享+L2重复读)	仅 IterBatch 条件满足
9	streamk_demo	4	4	128	128	10240	bf16	bf16	bf16	False	False	False	True	streamk_demo	StreamK	Ascend950PR	batch_mat_mul_v3	32	1	1	1	32	B/M/N切出4块, 每块32核切K归约 (归约组内核c负责K段[cK/32,(c+1)K/32))	1	1	128	128	320	256	1	K段标准分块流水	128	128	64	allocate(部分和驻留L2)	resident(部分和4B驻留L2, 防精度丢失不随C的fp16/fp8转换)	0	8388608	grid_K=32路切K+归约	1	1	32	0	True	4	P=1.00, grid_K=32, 部分和驻留L2按4B写出, AIV归约后按C dtype=2B写最终	20971520	0	1.31072e-05	0.0	1.31072e-05	0.0	0.0	1342177280.0	2.761681646090535e-06	0.0	0.0	3.4067453613053613e-06	1.31072e-05	3.4067453613053613e-06	1.651394536130536e-05	MTE2	True	访存Bound(GM读写共享+L2重复读)	P<=C/2, B/M/N并行度买不满, 切K (grid_K=32)
10	asw_demo_full	2	2	8192	8192	1024	bf16	bf16	bf16	False	False	False	True	asw_demo_full	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	16	16	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	1024	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	16	True	2	tile枚举: P=16, 有界枚举最优 mCnt=16 x nCnt=16 (tile 512x512, 每batch搬入512.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=64.0MB, V_out=256.0MB, L2=128MB); 尾轮: r=0 无尾轮	67108864	1006632960	4.194304e-05	0.00019358326153846154	0.00023552630153846153	0.0	0.0	274877906944.0	0.0005655924011193416	268435456	0.00016777216	0.0	0.0005655924011193416	0.0	0.0005655924011193416	MMAD	True	计算Bound	ASW_Basic兜底 (StreamK未过: 1_并行缺口: P=BMN4B/L0C <= C/2; 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受)
11	asw_demo_reduce_core	16	16	256	256	128	bf16	bf16	bf16	False	False	False	True	asw_demo_reduce_core	ASW_Basic_降核	Ascend950PR	batch_mat_mul_v3	16	1	1	1	1	降核: 只用16核, 每核一个L0C满载输出块, 其余核闲置	0	1	256	256	128	128	1	标准核内流水	256	256	64	allocate	resident(整case全驻留S_A)	0	0	不涉及(每核一块无尾轮)	1	1	1	0	True	2	P=16.00<C, 降核是理性选择 (强切则 tile 跌破搬移效率下限反而更慢)	2097152	0	2.62144e-06	0.0	2.62144e-06	0.0	0.0	268435456.0	1.104672658436214e-06	2097152	8.065969230769231e-07	0.0	2.62144e-06	0.0	2.62144e-06	MTE2	True	访存Bound(GM读写共享+L2重复读)	ASW_Basic兜底 (StreamK未过: 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2)
12	b4_m1_n128_k256	4	4	1	128	256	bf16	bf16	bf16	False	False	False	True	b4_m1_n128_k256	ASW_Basic_降核	Ascend950PR	batch_mat_mul_v3	1	1	1	1	1	降核: 只用1核, 每核一个L0C满载输出块, 其余核闲置	0	1	1	128	256	256	1	标准核内流水	1	128	128	allocate	resident(整case全驻留S_A)	0	0	不涉及(每核一块无尾轮)	1	1	1	0	True	2	P=0.01<C, 降核是理性选择 (强切则 tile 跌破搬移效率下限反而更慢)	264192	0	5.28384e-06	0.0	5.28384e-06	0.0	0.0	262144.0	1.7260510288065844e-08	1024	6.3015384615384615e-09	0.0	5.28384e-06	0.0	5.28384e-06	MTE2	True	访存Bound(GM读写共享+L2重复读)	ASW_Basic兜底 (StreamK未过: 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受: K > grid_K^2/(grid_K-1)*theta_c)
13	b8_m2_n192_k128	8	8	2	192	128	bf16	bf16	bf16	False	False	False	True	b8_m2_n192_k128	ASW_Basic_降核	Ascend950PR	batch_mat_mul_v3	1	1	1	1	1	降核: 只用1核, 每核一个L0C满载输出块, 其余核闲置	0	1	2	192	128	128	1	标准核内流水	2	192	80	allocate	resident(整case全驻留S_A)	0	0	不涉及(每核一块无尾轮)	1	1	1	0	True	2	P=0.05<C, 降核是理性选择 (强切则 tile 跌破搬移效率下限反而更慢)	397312	0	7.94624e-06	0.0	7.94624e-06	0.0	0.0	786432.0	5.178153086419753e-08	6144	3.7809230769230766e-08	0.0	7.94624e-06	0.0	7.94624e-06	MTE2	True	访存Bound(GM读写共享+L2重复读)	ASW_Basic兜底 (StreamK未过: 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受: K > grid_K^2/(grid_K-1)*theta_c)
14	b16_m4_n256_k192	16	16	4	256	192	bf16	bf16	bf16	False	False	False	True	b16_m4_n256_k192	ASW_Basic_降核	Ascend950PR	batch_mat_mul_v3	1	1	1	1	1	降核: 只用1核, 每核一个L0C满载输出块, 其余核闲置	0	1	4	256	192	192	1	标准核内流水	4	256	64	allocate	resident(整case全驻留S_A)	0	0	不涉及(每核一块无尾轮)	1	1	1	0	True	2	P=0.25<C, 降核是理性选择 (强切则 tile 跌破搬移效率下限反而更慢)	1597440	0	3.19488e-05	0.0	3.19488e-05	0.0	0.0	6291456.0	4.1425224691358024e-07	32768	2.0164923076923077e-07	0.0	3.19488e-05	0.0	3.19488e-05	MTE2	True	访存Bound(GM读写共享+L2重复读)	ASW_Basic兜底 (StreamK未过: 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受: K > grid_K^2/(grid_K-1)*theta_c)
15	b32_m8_n128_k256	32	32	8	128	256	bf16	bf16	bf16	False	False	False	True	b32_m8_n128_k256	IterBatch	Ascend950PR	batch_mat_mul_v3	32	32	1	1	1	切B轮转分配(核间零重复读零依赖)	1	1	8	128	256	256	1	a_单batch全驻留	8	128	128	allocate(GM->L1随路驻留L2)	resident(整case输入+输出<=L2: 输出驻留L2异步回写, GM写=0)	0	0	不涉及(核内不切M/N)	1	1	1	0	True	2	单batch全驻留: (MK+KN)*dtype=68KB <= L1; 输出落点: L2驻留	2228224	0.0	1.39264e-06	0.0	1.44264e-06	1	5.0000000000000004e-08	16777216.0	3.452102057613169e-08	65536	1.2603076923076923e-08	0.0	1.44264e-06	4.712409749920861e-08	1.4897640974992086e-06	MTE2	True	访存Bound(GM读写共享+L2重复读)	仅 IterBatch 条件满足
16	b64_m16_n256_k512	64	64	16	256	512	bf16	bf16	bf16	False	False	False	True	b64_m16_n256_k512	IterBatch	Ascend950PR	batch_mat_mul_v3	32	32	1	1	1	切B轮转分配(核间零重复读零依赖)	2	1	16	256	512	240	1	c_一侧驻留+对侧切K	16	256	64	allocate(GM->L1随路驻留L2)	resident(整case输入+输出<=L2: 输出驻留L2异步回写, GM写=0)	0	0	不涉及(核内不切M/N)	1	1	1	0	True	2	一侧驻留(A)+对侧切K: A驻留16KB, 预算L1/2, k_L1=240, dValueA=480B/dValueB=512B; 输出落点: L2驻留	17825792	0.0	1.114112e-05	0.0	1.1441120000000001e-05	6	3.0000000000000004e-07	268435456.0	5.52336329218107e-07	524288	1.0082461538461538e-07	0.0	1.1441120000000001e-05	1.798661348528015e-07	1.1620986134852803e-05	MTE2	True	访存Bound(GM读写共享+L2重复读)	仅 IterBatch 条件满足
17	b128_m8_n192_k256	128	128	8	192	256	bf16	bf16	bf16	False	False	False	True	b128_m8_n192_k256	IterBatch	Ascend950PR	batch_mat_mul_v3	32	32	1	1	1	切B轮转分配(核间零重复读零依赖)	4	1	8	192	256	256	2	b_双batch乒乓	8	192	80	allocate(GM->L1随路驻留L2)	resident(整case输入+输出<=L2: 输出驻留L2异步回写, GM写=0)	0	0	不涉及(核内不切M/N)	1	1	1	0	True	2	双batch乒乓: 2(MK+KN)dtype=200KB <= L1; 输出落点: L2驻留	13107200	0.0	8.192e-06	0.0	8.392e-06	4	2.0000000000000002e-07	100663296.0	2.0712612345679012e-07	393216	7.561846153846153e-08	0.0	8.392e-06	7.068614624881291e-08	8.462686146248813e-06	MTE2	True	访存Bound(GM读写共享+L2重复读)	仅 IterBatch 条件满足
18	b32_m16_n8192_k7168	32	32	16	8192	7168	bf16	bf16	bf16	False	False	False	True	b32_m16_n8192_k7168	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	1	8	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	16	1024	7168	112	1	双缓冲驻留当前tile输入	16	1024	16	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	8	True	2	tile枚举: P=1, 有界枚举最优 mCnt=1 x nCnt=8 (tile 16x1024, 每batch搬入113.8MB, r=0); Base tile 16x1024 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=3591.0MB, V_out=8.0MB, L2=128MB); 尾轮: r=0 无尾轮	3765436416	51380224	0.00235339776	9.880812307692307e-06	0.0023632785723076925	0.0	0.0	60129542144.0	0.00012372333774485596	8388608	5.24288e-06	0.0	0.0023685214523076923	0.0	0.0023685214523076923	MTE2	True	访存Bound(GM读写共享+L2重复读)	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 1_batch关系与每核份额: BatchA==BatchB 且 b_core=B/C>=2b0; 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0N 在最小K粒度下可驻留 L0A/L0B
19	b4_m1_n8192_k8192	4	4	1	8192	8192	bf16	bf16	bf16	False	False	False	True	b4_m1_n8192_k8192	StreamK	Ascend950PR	batch_mat_mul_v3	32	1	1	1	32	B/M/N切出4块, 每块32核切K归约 (归约组内核c负责K段[cK/32,(c+1)K/32))	1	1	1	8192	256	256	1	K段标准分块流水	1	128	64	allocate(部分和驻留L2)	resident(部分和4B驻留L2, 防精度丢失不随C的fp16/fp8转换)	0	4194304	grid_K=32路切K+归约	1	1	32	0	True	4	P=0.50, grid_K=32, 部分和驻留L2按4B写出, AIV归约后按C dtype=2B写最终	536936448	0.0	0.00033558528	0.0	0.00033558528	0.0	0.0	536870912.0	1.104672658436214e-06	0.0	0.0	1.731729603729604e-06	0.00033558528	1.731729603729604e-06	0.0003373170096037296	MTE2	True	访存Bound(GM读写共享+L2重复读)	P<=C/2, B/M/N并行度买不满, 切K (grid_K=32)
20	b16_m2_n4096_k7168	16	16	2	4096	7168	bf16	bf16	bf16	False	False	False	True	b16_m2_n4096_k7168	StreamK	Ascend950PR	batch_mat_mul_v3	32	1	1	1	16	B/M/N切出16块, 每块16核切K归约 (归约组内核c负责K段[cK/16,(c+1)K/16))	1	1	2	4096	448	256	1	K段标准分块流水	2	128	64	allocate(部分和驻留L2)	resident(部分和4B驻留L2, 防精度丢失不随C的fp16/fp8转换)	0	8388608	grid_K=16路切K+归约	1	1	16	0	True	4	P=2.00, grid_K=16, 部分和驻留L2按4B写出, AIV归约后按C dtype=2B写最终	939982848	0	0.00058748928	0.0	0.00058748928	0.0	0.0	1879048192.0	3.866354304526749e-06	0.0	0.0	1.7726896037296038e-06	0.00058748928	1.7726896037296038e-06	0.0005892619696037297	MTE2	True	访存Bound(GM读写共享+L2重复读)	P<=C/2, B/M/N并行度买不满, 切K (grid_K=16)
21	b32_m64_n64_k7168	32	32	64	64	7168	bf16	bf16	bf16	False	False	False	True	b32_m64_n64_k7168	IterBatch	Ascend950PR	batch_mat_mul_v3	32	32	1	1	1	切B轮转分配(核间零重复读零依赖)	1	1	64	64	7168	1024	1	d_两侧都切K	64	64	256	allocate(GM->L1随路驻留L2)	resident(整case输入+输出<=L2: 输出驻留L2异步回写, GM写=0)	0	0	不涉及(核内不切M/N)	1	1	1	0	True	2	两侧都切K: k_L1=1024, K段成对流水, batch边界天然无缝; dValueA=2048B/dValueB=128B; 输出落点: L2驻留	58720256	0.0	3.670016e-05	0.0	3.7050160000000004e-05	7	3.5000000000000004e-07	1879048192.0	3.866354304526749e-06	262144	5.041230769230769e-08	0.0	3.7050160000000004e-05	6.027486369104147e-07	3.765290863691042e-05	MTE2	True	访存Bound(GM读写共享+L2重复读)	仅 IterBatch 条件满足
22	b64_m1024_n1024_k7168	64	64	1024	1024	7168	bf16	bf16	bf16	False	False	False	True	b64_m1024_n1024_k7168	IterBatch	Ascend950PR	batch_mat_mul_v3	32	32	1	1	1	切B轮转分配(核间零重复读零依赖)	2	1	1024	1024	7168	64	1	d_两侧都切K	176	176	64	allocate(GM->L1随路驻留L2)	direct_gm(整case超L2: 输入优先驻留L2, 输出直写GM不占L2)	0	0	不涉及(核内不切M/N)	1	1	1	0	True	2	两侧都切K: k_L1=64, K段成对流水, batch边界天然无缝; dValueA=128B/dValueB=2048B; 输出落点: 直写GM	1879048192	0.0	0.00117440512	0.0	0.0011856051200000001	224	1.1200000000000001e-05	962072674304.0	0.0019795734039176954	134217728	8.388608e-05	0.0	0.0019795734039176954	5.078042126748971e-05	0.0020303538251851853	MMAD	True	计算Bound	仅 IterBatch 条件满足
23	b128_m2048_n2048_k1536	128	128	2048	2048	1536	bf16	bf16	bf16	False	False	False	True	b128_m2048_n2048_k1536	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	4	4	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	1536	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	64	True	2	tile枚举: P=1, 有界枚举最优 mCnt=4 x nCnt=4 (tile 512x512, 每batch搬入48.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=1536.0MB, V_out=1024.0MB, L2=128MB); 尾轮: r=0 无尾轮	1610612736	4831838208	0.00100663296	0.0009291996553846154	0.0019358326153846154	0.0	0.0	1649267441664.0	0.0033935544067160493	1073741824	0.00067108864	0.0	0.0033935544067160493	0.0	0.0033935544067160493	MMAD	True	计算Bound	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0*N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
24	b64_m1024_n8192_k2048	64	64	1024	8192	2048	bf16	bf16	bf16	False	False	False	True	b64_m1024_n8192_k2048	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	2	16	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	2048	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	64	True	2	tile枚举: P=1, 有界枚举最优 mCnt=2 x nCnt=16 (tile 512x512, 每batch搬入128.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=2304.0MB, V_out=1024.0MB, L2=128MB); 尾轮: r=0 无尾轮	2415919104	6174015488	0.00150994944	0.0011873106707692308	0.0026972601107692305	0.0	0.0	2199023255552.0	0.004524739208954733	1073741824	0.00067108864	0.0	0.004524739208954733	0.0	0.004524739208954733	MMAD	True	计算Bound	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 1_batch关系与每核份额: BatchA==BatchB 且 b_core=B/C>=2b0; 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
25	b32_m1024_n1024_k512	32	32	1024	1024	512	bf16	bf16	bf16	False	False	False	True	b32_m1024_n1024_k512	IterBatch	Ascend950PR	batch_mat_mul_v3	32	32	1	1	1	切B轮转分配(核间零重复读零依赖)	1	1	1024	1024	512	64	1	d_两侧都切K	176	176	64	allocate(GM->L1随路驻留L2)	resident(整case输入+输出<=L2: 输出驻留L2异步回写, GM写=0)	0	0	不涉及(核内不切M/N)	1	1	1	0	True	2	两侧都切K: k_L1=64, K段成对流水, batch边界天然无缝; dValueA=128B/dValueB=2048B; 输出落点: L2驻留	67108864	0.0	4.194304e-05	0.0	4.234304e-05	8	4.0000000000000003e-07	34359738368.0	7.06990501399177e-05	67108864	1.290555076923077e-05	0.0	7.06990501399177e-05	2.1742932036720483e-05	9.244198217663819e-05	MMAD	True	计算Bound	仅 IterBatch 条件满足
26	b128_m4096_n4096_k8192	128	128	4096	4096	8192	bf16	bf16	bf16	False	False	False	True	b128_m4096_n4096_k8192	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	8	8	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	8192	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	256	True	2	tile枚举: P=1, 有界枚举最优 mCnt=8 x nCnt=8 (tile 512x512, 每batch搬入1024.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=16384.0MB, V_out=4096.0MB, L2=128MB); 尾轮: r=0 无尾轮	17179869184	120259084288	0.01073741824	0.023126746978461538	0.033864165218461535	0.0	0.0	35184372088832.0	0.07239582734327572	4294967296	0.00268435456	0.0	0.07239582734327572	0.0	0.07239582734327572	MMAD	True	计算Bound	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0*N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
27	b32_m8192_n4096_k7168	32	32	8192	4096	7168	bf16	bf16	bf16	False	False	False	True	b32_m8192_n4096_k7168	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	16	8	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	7168	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	128	True	2	tile枚举: P=1, 有界枚举最优 mCnt=16 x nCnt=8 (tile 512x512, 每batch搬入1792.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=5376.0MB, V_out=2048.0MB, L2=128MB); 尾轮: r=0 无尾轮	5637144576	54492397568	0.00352321536	0.010479307224615384	0.014002522584615384	0.0	0.0	15393162788864.0	0.031673174462683126	2147483648	0.00134217728	0.0	0.031673174462683126	0.0	0.031673174462683126	MMAD	True	计算Bound	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 1_batch关系与每核份额: BatchA==BatchB 且 b_core=B/C>=2b0; 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
28	b32_m2048_n2048_k8192	32	32	2048	2048	8192	bf16	bf16	bf16	False	False	False	True	b32_m2048_n2048_k8192	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	4	4	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	8192	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	16	True	2	tile枚举: P=1, 有界枚举最优 mCnt=4 x nCnt=4 (tile 512x512, 每batch搬入256.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=2048.0MB, V_out=256.0MB, L2=128MB); 尾轮: r=0 无尾轮	2147483648	6442450944	0.00134217728	0.0012389328738461537	0.002581110153846154	0.0	0.0	2199023255552.0	0.004524739208954733	268435456	0.00016777216	0.0	0.004524739208954733	0.0	0.004524739208954733	MMAD	True	计算Bound	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 1_batch关系与每核份额: BatchA==BatchB 且 b_core=B/C>=2b0; 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
29	b64_m4096_n2048_k128	64	64	4096	2048	128	bf16	bf16	bf16	False	False	False	True	b64_m4096_n2048_k128	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	8	4	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	128	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	64	True	2	tile枚举: P=1, 有界枚举最优 mCnt=8 x nCnt=4 (tile 512x512, 每batch搬入8.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=96.0MB, V_out=1024.0MB, L2=128MB); 尾轮: r=0 无尾轮	100663296	436207616	6.291456e-05	8.388608e-05	0.00014680063999999998	0.0	0.0	137438953472.0	0.0002827962005596708	1073741824	0.00067108864	0.0	0.00081788928	0.0	0.00081788928	MTE2	True	访存Bound(GM读写共享+L2重复读)	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 1_batch关系与每核份额: BatchA==BatchB 且 b_core=B/C>=2b0; 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
30	b16_m1024_n1024_k8192	16	16	1024	1024	8192	bf16	bf16	bf16	False	False	False	True	b16_m1024_n1024_k8192	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	2	2	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	8192	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	2	True	2	tile枚举: P=2, 有界枚举最优 mCnt=2 x nCnt=2 (tile 512x512, 每batch搬入64.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=512.0MB, V_out=32.0MB, L2=128MB); 尾轮: r=0 无尾轮	536870912	536870912	0.00033554432	0.00010324440615384615	0.0004387887261538461	0.0	0.0	274877906944.0	0.0005655924011193416	33554432	2.097152e-05	0.0	0.0005655924011193416	0.0	0.0005655924011193416	MMAD	True	计算Bound	ASW_Basic兜底 (StreamK未过: 1_并行缺口: P=BMN4B/L0C <= C/2; 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受)
31	b4_m32768_n128_k128	4	4	32768	128	128	bf16	bf16	bf16	False	False	False	True	b4_m32768_n128_k128	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	64	1	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	128	128	128	1	双缓冲驻留当前tile输入	512	128	32	allocate(输入驻留L2吸收重复读)	resident(整case全驻留S_A: 输出驻留L2异步回写, GM写=0)	4	0	A0	1	1	1	8	True	2	tile枚举: P=8, 有界枚举最优 mCnt=64 x nCnt=1 (tile 512x128, 每batch搬入10.0MB, r=0); Base tile 512x128 (L0C 单缓冲方形用满); L2场景: A_整case全驻留(输入+输出<=L2) (V_in=32.1MB, V_out=32.0MB, L2=128MB); 尾轮: r=0 无尾轮	33685504	8257536	2.105344e-05	1.5879876923076922e-06	2.2641427692307692e-05	0.0	0.0	4294967296.0	8.837381267489712e-06	33554432	6.452775384615385e-06	0.0	2.2641427692307692e-05	0.0	2.2641427692307692e-05	MTE2	True	访存Bound(GM读写共享+L2重复读)	ASW_Basic兜底 (StreamK未过: 1_并行缺口: P=BMN4B/L0C <= C/2; 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受)
32	b8_m32768_n2048_k512	8	8	32768	2048	512	bf16	bf16	bf16	False	False	False	True	b8_m32768_n2048_k512	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	64	4	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	512	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	64	True	2	tile枚举: P=4, 有界枚举最优 mCnt=64 x nCnt=4 (tile 512x512, 每batch搬入256.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=272.0MB, V_out=1024.0MB, L2=128MB); 尾轮: r=0 无尾轮	285212672	1862270976	0.00017825792	0.00035812903384615385	0.0005363869538461539	0.0	0.0	549755813888.0	0.0011311848022386832	1073741824	0.00067108864	0.0	0.0012074755938461538	0.0	0.0012074755938461538	MTE2	True	访存Bound(GM读写共享+L2重复读)	ASW_Basic兜底 (StreamK未过: 1_并行缺口: P=BMN4B/L0C <= C/2; 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受)
33	b4_m131072_n128_k128	4	4	131072	128	128	bf16	bf16	bf16	False	False	False	True	b4_m131072_n128_k128	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	256	1	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	128	128	128	1	双缓冲驻留当前tile输入	512	128	32	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	32	True	2	tile枚举: P=8, 有界枚举最优 mCnt=256 x nCnt=1 (tile 512x128, 每batch搬入40.0MB, r=0); Base tile 512x128 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=128.1MB, V_out=128.0MB, L2=128MB); 尾轮: r=0 无尾轮	134348800	33423360	8.3968e-05	6.427569230769231e-06	9.039556923076924e-05	0.0	0.0	17179869184.0	3.534952506995885e-05	134217728	8.388608e-05	0.0	0.00017428164923076922	0.0	0.00017428164923076922	MTE2	True	访存Bound(GM读写共享+L2重复读)	ASW_Basic兜底 (StreamK未过: 1_并行缺口: P=BMN4B/L0C <= C/2; 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受)
34	b8_m131072_n1024_k256	8	8	131072	1024	256	bf16	bf16	bf16	False	False	False	True	b8_m131072_n1024_k256	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	256	2	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	256	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	128	True	2	tile枚举: P=4, 有界枚举最优 mCnt=256 x nCnt=2 (tile 512x512, 每batch搬入256.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=516.0MB, V_out=2048.0MB, L2=128MB); 尾轮: r=0 无尾轮	541065216	1606418432	0.00033816576	0.00030892662153846154	0.0006470923815384616	0.0	0.0	549755813888.0	0.0011311848022386832	2147483648	0.00134217728	0.0	0.0019892696615384617	0.0	0.0019892696615384617	MTE2	True	访存Bound(GM读写共享+L2重复读)	ASW_Basic兜底 (StreamK未过: 1_并行缺口: P=BMN4B/L0C <= C/2; 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受)
35	b16_m32768_n8192_k7168	16	16	32768	8192	7168	bf16	bf16	bf16	False	False	False	True	b16_m32768_n8192_k7168	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	64	16	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	7168	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	512	True	2	tile枚举: P=2, 有界枚举最优 mCnt=64 x nCnt=16 (tile 512x512, 每batch搬入14336.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=8960.0MB, V_out=8192.0MB, L2=128MB); 尾轮: r=0 无尾轮	9395240960	231122927616	0.0058720256	0.044446716849230766	0.05031874244923076	0.0	0.0	61572651155456.0	0.1266926978507325	8589934592	0.00536870912	0.0	0.1266926978507325	0.0	0.1266926978507325	MMAD	True	计算Bound	ASW_Basic兜底 (StreamK未过: 1_并行缺口: P=BMN4B/L0C <= C/2; 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受)
36	b4_m32768_n128_k8192	4	4	32768	128	8192	bf16	bf16	bf16	False	False	False	True	b4_m32768_n128_k8192	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	64	1	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	128	8192	192	1	双缓冲驻留当前tile输入	512	128	32	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	8	True	2	tile枚举: P=8, 有界枚举最优 mCnt=64 x nCnt=1 (tile 512x128, 每batch搬入640.0MB, r=0); Base tile 512x128 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=2056.0MB, V_out=32.0MB, L2=128MB); 尾轮: r=0 无尾轮	2155872256	528482304	0.00134742016	0.0001016312123076923	0.0014490513723076923	0.0	0.0	274877906944.0	0.0005655924011193416	33554432	2.097152e-05	0.0	0.0014700228923076922	0.0	0.0014700228923076922	MTE2	True	访存Bound(GM读写共享+L2重复读)	ASW_Basic兜底 (StreamK未过: 1_并行缺口: P=BMN4B/L0C <= C/2; 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受)
37	b32_m131072_n8192_k128	32	32	131072	8192	128	bf16	bf16	bf16	False	False	False	True	b32_m131072_n8192_k128	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	256	16	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	128	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	4096	True	2	tile枚举: P=1, 有界枚举最优 mCnt=256 x nCnt=16 (tile 512x512, 每batch搬入1024.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=1088.0MB, V_out=65536.0MB, L2=128MB); 尾轮: r=0 无尾轮	1140850688	33218887680	0.00071303168	0.006388247630769231	0.007101279310769231	0.0	0.0	8796093022208.0	0.01809895683581893	68719476736	0.04294967296	0.0	0.05005095227076922	0.0	0.05005095227076922	MTE2	True	访存Bound(GM读写共享+L2重复读)	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 1_batch关系与每核份额: BatchA==BatchB 且 b_core=B/C>=2b0; 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
38	b64_m32768_n8192_k1536	64	64	32768	8192	1536	bf16	bf16	bf16	False	False	False	True	b64_m32768_n8192_k1536	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	64	16	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	1536	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	2048	True	2	tile枚举: P=1, 有界枚举最优 mCnt=64 x nCnt=16 (tile 512x512, 每batch搬入3072.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=7680.0MB, V_out=32768.0MB, L2=128MB); 尾轮: r=0 无尾轮	8053063680	198105366528	0.0050331648	0.03809718587076923	0.04313035067076923	0.0	0.0	52776558133248.0	0.10859374101491358	34359738368	0.02147483648	0.0	0.10859374101491358	0.0	0.10859374101491358	MMAD	True	计算Bound	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 1_batch关系与每核份额: BatchA==BatchB 且 b_core=B/C>=2b0; 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
39	b8_m131072_n8192_k8192	8	8	131072	8192	8192	bf16	bf16	bf16	False	False	False	True	b8_m131072_n8192_k8192	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	256	16	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	8192	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	1024	True	2	tile枚举: P=4, 有界枚举最优 mCnt=256 x nCnt=16 (tile 512x512, 每batch搬入65536.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: C_双侧超L2: 最小替换2D分组(组间落空GM, 窗口L2) (V_in=17408.0MB, V_out=16384.0MB, L2=128MB); 最小替换分组 m_grp=8x n_grp=8 (GM倍率3.76, 窗口L2/batch=57344.0MB); 尾轮: r=0 无尾轮	68719476736	481036337152	0.04294967296	0.09250698791384615	0.13545666087384614	0.0	0.0	140737488355328.0	0.2895833093731029	17179869184	0.01073741824	0.0	0.2895833093731029	0.0	0.2895833093731029	MMAD	True	计算Bound	ASW_Basic兜底 (StreamK未过: 1_并行缺口: P=BMN4B/L0C <= C/2; 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受)
40	b8_m16_n7168_k1536	8	8	16	7168	1536	bf16	bf16	bf16	False	False	False	True	b8_m16_n7168_k1536	StreamK	Ascend950PR	batch_mat_mul_v3	32	1	1	2	2	B/M/N切出16块, 每块2核切K归约 (归约组内核c负责K段[cK/2,(c+1)K/2))	1	1	16	3584	768	256	1	K段标准分块流水	16	128	64	allocate(部分和驻留L2)	resident(部分和4B驻留L2, 防精度丢失不随C的fp16/fp8转换)	0	3670016	grid_K=2路切K+归约	1	1	2	0	True	4	P=14.00, grid_K=2, 部分和驻留L2按4B写出, AIV归约后按C dtype=2B写最终	176553984	393216	0.00011034624	7.561846153846153e-08	0.00011042185846153846	0.0	0.0	2818572288.0	5.799531456790123e-06	0.0	0.0	2.566079254079254e-07	0.00011042185846153846	2.566079254079254e-07	0.00011067846638694638	MTE2	True	访存Bound(GM读写共享+L2重复读)	P<=C/2, B/M/N并行度买不满, 切K (grid_K=2)
41	b64_m1024_n7168_k7168	64	64	1024	7168	7168	bf16	bf16	bf16	False	False	False	True	b64_m1024_n7168_k7168	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	2	14	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	7168	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	56	True	2	tile枚举: P=1, 有界枚举最优 mCnt=2 x nCnt=14 (tile 512x512, 每batch搬入392.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=7168.0MB, V_out=896.0MB, L2=128MB); 尾轮: r=0 无尾轮	7516192768	18790481920	0.00469762048	0.0036135542153846152	0.008311174695384616	0.0	0.0	6734508720128.0	0.013857013827423869	939524096	0.00058720256	0.0	0.013857013827423869	0.0	0.013857013827423869	MMAD	True	计算Bound	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 1_batch关系与每核份额: BatchA==BatchB 且 b_core=B/C>=2b0; 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
42	b32_m8192_n8192_k7168	32	32	8192	8192	7168	bf16	bf16	bf16	False	False	False	True	b32_m8192_n8192_k7168	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	16	16	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	7168	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	256	True	2	tile枚举: P=1, 有界枚举最优 mCnt=16 x nCnt=16 (tile 512x512, 每batch搬入3584.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=7168.0MB, V_out=4096.0MB, L2=128MB); 尾轮: r=0 无尾轮	7516192768	112742891520	0.00469762048	0.021681325292307693	0.026378945772307694	0.0	0.0	30786325577728.0	0.06334634892536625	4294967296	0.00268435456	0.0	0.06334634892536625	0.0	0.06334634892536625	MMAD	True	计算Bound	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 1_batch关系与每核份额: BatchA==BatchB 且 b_core=B/C>=2b0; 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
43	b8_m4096_n4096_k128	8	8	4096	4096	128	bf16	bf16	bf16	False	False	False	True	b8_m4096_n4096_k128	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	8	8	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	128	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	16	True	2	tile枚举: P=4, 有界枚举最优 mCnt=8 x nCnt=8 (tile 512x512, 每batch搬入16.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=16.0MB, V_out=256.0MB, L2=128MB); 尾轮: r=0 无尾轮	16777216	117440512	1.048576e-05	2.2584713846153845e-05	3.307047384615384e-05	0.0	0.0	34359738368.0	7.06990501399177e-05	268435456	0.00016777216	0.0	0.00020084263384615383	0.0	0.00020084263384615383	MTE2	True	访存Bound(GM读写共享+L2重复读)	ASW_Basic兜底 (StreamK未过: 1_并行缺口: P=BMN4B/L0C <= C/2; 2_单核K段下限: K/grid_K >= 256B/dtype 且 grid_K>=2; 3_归约代价可接受)
44	b128_m8192_n8192_k7168	128	128	8192	8192	7168	bf16	bf16	bf16	False	False	False	True	b128_m8192_n8192_k7168	ASW_Basic	Ascend950PR	batch_mat_mul_v3	32	1	16	16	1	B->M->N线性映射+ASW滑窗蛇形(W=4)	0	1	512	512	7168	128	1	双缓冲驻留当前tile输入	256	256	64	allocate(输入驻留L2吸收重复读)	direct_gm(输出直写GM, 输入优先驻留L2)	4	0	A0	1	1	1	1024	True	2	tile枚举: P=1, 有界枚举最优 mCnt=16 x nCnt=16 (tile 512x512, 每batch搬入3584.0MB, r=0); Base tile 256x256 (L0C 单缓冲方形用满); L2场景: B_单batch可驻留(全驻留或单侧驻留+对侧滑窗) (V_in=28672.0MB, V_out=16384.0MB, L2=128MB); 尾轮: r=0 无尾轮	30064771072	450971566080	0.01879048192	0.08672530116923077	0.10551578308923078	0.0	0.0	123145302310912.0	0.253385395701465	17179869184	0.01073741824	0.0	0.253385395701465	0.0	0.253385395701465	MMAD	True	计算Bound	IterBatch/MergeBatch 进入条件均不满足, 回落 ASW_Basic; IterBatch未过: 3_L1驻留形态(四选一, 核心要求: 单batch核内零重复读); MergeBatch未过: 2_L0C容量: 2(b0M)(b0N)4B <= L0C; 2b_L0AB容量: 合并后 b0M/b0*N 在最小K粒度下可驻留 L0A/L0B; 5_访存Bound: 2MN/(M+N) < R16/b0
45	special_k1_b64	64	64	8192	512	1	bf16	bf16	bf16	False	False	False	True	special_k1_b64	特殊分支	Ascend950PR	batch_mat_mul_v3	64	1	1	1	1	AIV 核间按行均分 (无 Cube tile 概念)	0	1	0	0	1	0	1	UB驻留(AIV) AIV单缓冲	0	0	0	allocate	direct_gm	0	0	不涉及(AIV逐元素)	1	1	1	0	False	2	K=1逐元素乘: 退化为 C=A⊙B 无累加深度, Cube 16x16x16 粒度浪费 15/16; 走 AIV 通路 GM->UB->Mul->GM, AIV单缓冲 (B<2*AIV 逐batch单缓冲串行)	1114112	0.0	6.9632e-07	0.0	6.9632e-07	0.0	0.0	268435456.0	9.92969696969697e-06	536870912	0.00033554432	0.0	0.00033624063999999996	0.0	0.00033624063999999996	MTE2	True	访存Bound(GM读写共享+L2重复读)	K=1逐元素乘, 走AIV向量通路

43 KiB Raw Blame History

43 KiB

Raw Blame History