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已合并
docs: inplace_add_atomic README 修正引用块加粗渲染并新增数据流转 SVG 配图 #6223
qixingkai创建于 17 天前
docs: inplace_add_atomic README 修正引用块加粗渲染并新增数据流转 SVG 配图 #6223
已合并
qixingkai创建于 17 天前
从qixingkai/asc-devkit0901合入到cann/asc-devkitmaster
共 14 个文件变更+811-10
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Adocs/zh/guide/figures/svg/inplace_add_atomic_dataflow_atomic.svg+4-0
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Adocs/zh/guide/figures/svg/inplace_add_atomic_dataflow_plain.svg+4-0
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text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 67px; margin-left: 207px;"><div data-drawio-colors="color: #191919; background-color: #FFFFFF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 9px; font-family: FZLanTingHei-R-GBK; color: rgb(25, 25, 25); line-height: 1.2; pointer-events: all; background-color: rgb(255, 255, 255); white-space: nowrap;">计算结果</div></div></div></foreignObject><text x="207" y="70" fill="#191919" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="9px" text-anchor="middle">计算结果</text></switch></g></g></g><g data-cell-id="e_pl_a_read_l2_reg"><g><path d="M 395.5 58.6 L 395.5 46.6 L 493.5 46.6 L 493.5 41.6 L 509.5 52.6 L 493.5 63.6 L 493.5 58.6 Z" fill="#e0e2e6" stroke="none" pointer-events="all"/></g></g><g data-cell-id="e_pl_a_wb_reg_l2"><g><path d="M 510 67 L 403.12 67" fill="none" stroke="#5377fb" stroke-miterlimit="10" stroke-dasharray="3 3" pointer-events="stroke"/><path d="M 396.12 67 L 403.12 64.67 L 403.12 69.33 Z" fill="#5377fb" stroke="#5377fb" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 67px; margin-left: 452px;"><div data-drawio-colors="color: #191919; background-color: #FFFFFF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 9px; font-family: FZLanTingHei-R-GBK; color: rgb(25, 25, 25); line-height: 1.2; pointer-events: all; background-color: rgb(255, 255, 255); white-space: nowrap;">计算结果</div></div></div></foreignObject><text x="452" y="70" fill="#191919" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="9px" text-anchor="middle">计算结果</text></switch></g></g></g></g></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.drawio.com/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Text is not SVG - cannot display</text></a></switch></svg>
Mdocs/zh/guide/index.md+1-0
@@ -332,6 +332,7 @@
332 - [同一Warp内避免分支跳转](operator_practice/simt_operator_optimization/control_flow/avoid_warp_branch.md)332 - [同一Warp内避免分支跳转](operator_practice/simt_operator_optimization/control_flow/avoid_warp_branch.md)
333 - [指令优化](operator_practice/simt_operator_optimization/instruction_optimization/atomic_instruction_optimization.md)333 - [指令优化](operator_practice/simt_operator_optimization/instruction_optimization/atomic_instruction_optimization.md)
334 - [原子操作指令优化](operator_practice/simt_operator_optimization/instruction_optimization/atomic_instruction_optimization.md)334 - [原子操作指令优化](operator_practice/simt_operator_optimization/instruction_optimization/atomic_instruction_optimization.md)
335+ - [原地加法指令优化](operator_practice/simt_operator_optimization/instruction_optimization/inplace_add_instruction_optimization.md)
335 336 
336 - [SIMD与SIMT混合算子性能优化](operator_practice/simd_simt_hybrid_optimization/simd_simt_hybrid_optimization.md)337 - [SIMD与SIMT混合算子性能优化](operator_practice/simd_simt_hybrid_optimization/simd_simt_hybrid_optimization.md)
337 - [概述](operator_practice/simd_simt_hybrid_optimization/overview.md)338 - [概述](operator_practice/simd_simt_hybrid_optimization/overview.md)
Adocs/zh/guide/operator_practice/simt_operator_optimization/instruction_optimization/inplace_add_instruction_optimization.md+133-0
@@ -0,0 +1,133 @@
1+# 原地加法指令优化
2+ 
3+【优先级】中
4+ 
5+【描述】如`a[index] += b[index]`、`a[index] += b[index] * c[index]`，原地加法是算子中常见的数据更新形式。在上述使用加法运算符的程序中，累加目标`a[index]`的旧值必须先从L2 Cache读入寄存器才能参与计算，完成加法运算后，结果值从寄存器写回L2 Cache，每个元素都经历一次旧值读入、新值写出的寄存器往返。改用`asc_atomic_add(&a[index], b[index])`这类[原子加接口](../../../../api/SIMT-API/atomic_operations/atomic_operations_intro.md)后，“读出旧值—计算新值—写回新值”三步作为一个不可分割的整体在L2 Cache侧完成，旧值不再进入寄存器，省去其进出寄存器的数据往返。
6+ 
7+【样例介绍】本节以[inplace_add_atomic样例](../../../../../../examples/03_simt_api/03_best_practices/03_instruction_optimizations/inplace_add_atomic/README.md)为载体说明上述优化方向，样例对三个形状均为[4194304]的int32_t数组执行逐元素累加，包含两组对照，一组为三操作数乘加`a[index] += b[index] * c[index]`，另一组为两操作数加法`a[index] += b[index]`。样例启动64个线程块、每个线程块2048个线程，线程块数量为运行时查询到的AIV核数，各组对照仅改变累加语句的代码，即普通原地加或`asc_atomic_add`，其余保持一致。
8+ 
9+<!-- npu="950" id1 -->
10+下文性能数据均使用msOpProf工具在Ascend 950PR系列产品上采集，指标为Task Duration，即Task整体耗时、算子端到端耗时。
11+<!-- end id1 -->
12+ 
13+**优化原理**
14+ 
15+两组对照的原理相同：普通原地加中，累加目标的旧值需经L2 Cache读入寄存器，加法完成后新值再从寄存器写回L2 Cache；改用原子加后，旧值的读出、加法与写回均在L2 Cache侧作为一个不可分割的整体完成，旧值不再经“L2 Cache→寄存器→L2 Cache”的往返。两种累加方式的数据流转分别如下图所示。
16+ 
17+**图 1** 普通原地加的数据流转
18+ 
19+![](../../../figures/inplace_add_atomic_dataflow_plain.png)
20+ 
21+**图 2** 原子加的数据流转
22+ 
23+![](../../../figures/inplace_add_atomic_dataflow_atomic.png)
24+ 
25+以三操作数乘加为例：普通原地加中`a[index]`、`b[index]`、`c[index]`三者都经L2 Cache读入寄存器，乘加完成后`a[index]`的新值再从寄存器写回L2 Cache，每个元素产生3次读、1次写；原子加中只有`b[index]`与`c[index]`读入寄存器并算出乘积，乘积作为原子加的操作数下发，`a[index]`不进入寄存器，每个元素的读从3次降为2次。`b`、`c`的读取与乘法计算完全相同，性能差异仅来自省去的`a[index]`旧值数据往返。
26+ 
27+**三操作数乘加**
28+ 
29+【反例】累加目标的旧值读入寄存器，在核内完成读改写。
30+ 
31+```cpp
32+__global__ __launch_bounds__(THREADS_PER_BLOCK) void vector_muladd_plain(
33+ int32_t* a, const int32_t* b, const int32_t* c, uint32_t element_count)
34+{
35+ uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
36+ const uint32_t stride = gridDim.x * blockDim.x;
37+ for (; index < element_count; index += stride) {
38+ a[index] += b[index] * c[index];
39+ }
40+}
41+```
42+ 
43+上述实现中，各线程按grid-stride方式遍历数组，即每个线程以总线程数为固定步长，分次处理数组中不同位置的元素。每个元素的乘加都需将`a[index]`旧值读入寄存器、加法完成后写回。该实现的性能数据如下：
44+ 
45+| 累加方式 | Task Duration（μs） | 耗时相对基线 |
46+| :---: | :---: | :---: |
47+| a[index] += b[index] * c[index] | 51.62 | 1× |
48+ 
49+【正例】改用原子加，将累加下发到L2 Cache侧完成。
50+ 
51+```cpp
52+__global__ __launch_bounds__(THREADS_PER_BLOCK) void vector_muladd_atomic(
53+ int32_t* a, const int32_t* b, const int32_t* c, uint32_t element_count)
54+{
55+ uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
56+ const uint32_t stride = gridDim.x * blockDim.x;
57+ for (; index < element_count; index += stride) {
58+ asc_atomic_add(&a[index], b[index] * c[index]);
59+ }
60+}
61+```
62+ 
63+上述实现的功能与反例一致，线程块数量、线程数、输入读取方式均相同，唯一变化是累加语句的代码。本样例中各线程更新的目标地址互不重叠，不存在同地址竞争，算子结果的正确性并不依赖原子性；此处使用原子加是为了省去旧值进出寄存器的数据往返，获取性能收益。该实现的性能数据如下：
64+ 
65+| 累加方式 | Task Duration（μs） | 耗时相对基线 |
66+| :---: | :---: | :---: |
67+| asc_atomic_add | 47.51 | **0.92×** |
68+ 
69+根据Task Duration数据，改用原子加后执行耗时从51.62μs下降至47.51μs，降幅约8.0%。
70+ 
71+**两操作数加法**
72+ 
73+【反例】累加目标的旧值读入寄存器，在核内完成读改写。
74+ 
75+```cpp
76+__global__ __launch_bounds__(THREADS_PER_BLOCK) void vector_add_plain(
77+ int32_t* a, const int32_t* b, uint32_t element_count)
78+{
79+ uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
80+ const uint32_t stride = gridDim.x * blockDim.x;
81+ for (; index < element_count; index += stride) {
82+ a[index] += b[index];
83+ }
84+}
85+```
86+ 
87+该实现的性能数据如下：
88+ 
89+| 累加方式 | Task Duration（μs） | 耗时相对基线 |
90+| :---: | :---: | :---: |
91+| a[index] += b[index] | 39.18 | 1× |
92+ 
93+【正例】改用原子加，将累加下发到L2 Cache侧完成。
94+ 
95+```cpp
96+__global__ __launch_bounds__(THREADS_PER_BLOCK) void vector_add_atomic(
97+ int32_t* a, const int32_t* b, uint32_t element_count)
98+{
99+ uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
100+ const uint32_t stride = gridDim.x * blockDim.x;
101+ for (; index < element_count; index += stride) {
102+ asc_atomic_add(&a[index], b[index]);
103+ }
104+}
105+```
106+ 
107+该实现的核函数遍历方式、线程规模与反例完全一致，仅将累加语句改写为原子加。两操作数加法中每个元素的读从2次降为1次，数据往返的节省比例与三操作数乘加相当。该实现的性能数据如下：
108+ 
109+| 累加方式 | Task Duration（μs） | 耗时相对基线 |
110+| :---: | :---: | :---: |
111+| asc_atomic_add | 36.52 | **0.93×** |
112+ 
113+根据Task Duration数据，改用原子加后执行耗时从39.18μs下降至36.52μs，降幅约6.8%。
114+ 
115+两组对照的性能数据汇总如下：
116+ 
117+| 计算形式 | 累加方式 | Task Duration（μs） | 耗时相对基线 |
118+| :---: | :---: | :---: | :---: |
119+| **三操作数乘加** | **asc_atomic_add** | **47.51** | **0.92×** |
120+| 三操作数乘加 | a[index] += b[index] * c[index] | 51.62 | 1× |
121+| **两操作数加法** | **asc_atomic_add** | **36.52** | **0.93×** |
122+| 两操作数加法 | a[index] += b[index] | 39.18 | 1× |
123+ 
124+**适用边界**
125+ 
126+该优化仅适用于逐元素原地更新，使用前需确认各线程原子操作的目标地址互不重叠：
127+ 
128+- **适用的逐元素原地更新**：每个线程只更新自己负责的元素，目标地址在线程间天然不重叠，如本样例的grid-stride遍历。
129+- **不适用的归约累加**：多个线程向同一地址累加，如直方图统计，此时同一地址上的原子操作只能排队串行执行，直接使用原子加会因地址竞争显著劣化性能，应采用[分层归约](./atomic_instruction_optimization.md)——先在各线程块的UB中局部累加，再向GM汇总。
130+ 
131+此外，原子加支持的数据类型必须是支持指令优化的数据类型；对int64_t等类型，该执行路径的收益需实测确认，不使用返回值时能否生成更优原子指令与数据类型相关，参见[asc_atomic_add约束说明](../../../../api/SIMT-API/atomic_operations/asc_atomic_add.md#约束说明)。
132+ 
133+【总结】原地累加场景中，若累加目标的旧值仅用于累加、不参与其他计算，且各线程目标地址互不重叠，可优先考虑用原子加完成累加：旧值的读出、加法与写回均在L2 Cache侧作为一个不可分割的整体完成，省去旧值进出寄存器的数据往返，实测收益约7%~8%。
Mdocs/zh/guide/operator_practice/simt_operator_optimization/overview.md+1-0
@@ -97,3 +97,4 @@ SIMT编程模式以线程（Thread）为基本编程单位，由开发者编写
97| 优化建议 | 优先级 | 样例 |97| 优化建议 | 优先级 | 样例 |
98| --- | :---: | --- |98| --- | :---: | --- |
99| [原子操作指令优化](./instruction_optimization/atomic_instruction_optimization.md) | 高 | [histogram](../../../../../examples/03_simt_api/03_best_practices/03_instruction_optimizations/atomic_histogram)<br>[atomic_add_perf](../../../../../examples/03_simt_api/02_features/01_api_features/02_atomic_operation/atomic_add_perf) |99| [原子操作指令优化](./instruction_optimization/atomic_instruction_optimization.md) | 高 | [histogram](../../../../../examples/03_simt_api/03_best_practices/03_instruction_optimizations/atomic_histogram)<br>[atomic_add_perf](../../../../../examples/03_simt_api/02_features/01_api_features/02_atomic_operation/atomic_add_perf) |
100+| [原地加法指令优化](./instruction_optimization/inplace_add_instruction_optimization.md) | 中 | [inplace_add_atomic](../../../../../examples/03_simt_api/03_best_practices/03_instruction_optimizations/inplace_add_atomic) |
Mexamples/03_simt_api/03_best_practices/03_instruction_optimizations/inplace_add_atomic/README.md+11-4
@@ -106,9 +106,15 @@ __global__ __launch_bounds__(THREADS_PER_BLOCK) void vector_muladd_atomic(
106 106 
107性能数据呈现出一个现象：改用原子加后，Task Duration下降8.0%。差异只来自累加目标`a[index]`旧值的数据路径。107性能数据呈现出一个现象：改用原子加后，Task Duration下降8.0%。差异只来自累加目标`a[index]`旧值的数据路径。
108 108 
109-本样例两种累加方式的数据流转对比如下图所示，左侧为场景0（普通原地加），右侧为场景1（原子加），两侧的GM均存放`a`、`b`、`c`三个数组。109+本样例两种累加方式的数据流转分别如下图所示，两图的GM均存放`a`、`b`、`c`三个数组。
110 110 
111-![两种累加方式的数据流转对比](figures/inplace_add_atomic_dataflow.png)111+普通原地加的数据流转如下图：
112+ 
113+![普通原地加（场景0）的数据流转](figures/inplace_add_atomic_dataflow_plain.png)
114+ 
115+原子加的数据流转如下图：
116+ 
117+![原子加（场景1）的数据流转](figures/inplace_add_atomic_dataflow_atomic.png)
112 118 
113- **原地加法（场景0）**：`a[index]`、`b[index]`、`c[index]`三者都经L2 Cache读入寄存器，乘加完成后，`a[index]`的新值再从寄存器写回L2 Cache。119- **原地加法（场景0）**：`a[index]`、`b[index]`、`c[index]`三者都经L2 Cache读入寄存器，乘加完成后，`a[index]`的新值再从寄存器写回L2 Cache。
114- **原子加法（场景1）**：只有`b[index]`与`c[index]`读入寄存器并算出乘积，乘积作为原子加的操作数下发；读旧值、加法、写回三步作为一个不可分割的整体在L2 Cache侧完成，`a[index]`不进入寄存器，上述往返不再发生。120- **原子加法（场景1）**：只有`b[index]`与`c[index]`读入寄存器并算出乘积，乘积作为原子加的操作数下发；读旧值、加法、写回三步作为一个不可分割的整体在L2 Cache侧完成，`a[index]`不进入寄存器，上述往返不再发生。
@@ -186,6 +192,7 @@ __global__ __launch_bounds__(THREADS_PER_BLOCK) void vector_add_atomic(
186 192 
1871. **逐元素原地累加优先考虑用原子加完成**：当目标地址的旧值仅用于累加、不参与其他计算时，改用原子加可使旧值的读出、加法与写回均在L2完成，省去旧值进出寄存器的数据往返。1931. **逐元素原地累加优先考虑用原子加完成**：当目标地址的旧值仅用于累加、不参与其他计算时，改用原子加可使旧值的读出、加法与写回均在L2完成，省去旧值进出寄存器的数据往返。
1882. **注意适用边界**：本优化仅适用于逐元素原地更新，使用前需确认各线程原子操作的目标地址互不重叠。其与归约累加（多个线程向同一地址累加，如[atomic_histogram](../atomic_histogram/README.md)样例中的直方图统计）的适用边界不同：归约累加中同一地址上的原子操作只能串行执行，存在地址竞争时直接使用原子加反而会劣化性能，应采用该样例中分块累加再合并的策略。1942. **注意适用边界**：本优化仅适用于逐元素原地更新，使用前需确认各线程原子操作的目标地址互不重叠。其与归约累加（多个线程向同一地址累加，如[atomic_histogram](../atomic_histogram/README.md)样例中的直方图统计）的适用边界不同：归约累加中同一地址上的原子操作只能串行执行，存在地址竞争时直接使用原子加反而会劣化性能，应采用该样例中分块累加再合并的策略。
195+3. **数据类型需支持指令优化**：原子加支持的数据类型必须是支持指令优化的数据类型；对int64_t等类型，该执行路径的收益需实测确认，不使用返回值时能否生成更优原子指令与数据类型相关，参见[asc_atomic_add约束说明](../../../../../docs/zh/api/SIMT-API/atomic_operations/asc_atomic_add.md#约束说明)。
189 196 
190## 编译运行197## 编译运行
191 198 
@@ -227,7 +234,7 @@ __global__ __launch_bounds__(THREADS_PER_BLOCK) void vector_add_atomic(
227 cmake -DCMAKE_ASC_RUN_MODE=sim -DCMAKE_ASC_ARCHITECTURES=dav-3510 ..; make -j; # NPU仿真模式234 cmake -DCMAKE_ASC_RUN_MODE=sim -DCMAKE_ASC_ARCHITECTURES=dav-3510 ..; make -j; # NPU仿真模式
228 ```235 ```
229 236 
230- > **注意：**切换编译模式前需清理cmake缓存，可在build目录下执行`rm CMakeCache.txt`后重新cmake。237+ > 注意：切换编译模式前需清理cmake缓存，可在build目录下执行`rm CMakeCache.txt`后重新cmake。
231 238 
232 编译选项说明：239 编译选项说明：
233 240 
@@ -259,7 +266,7 @@ make -j
259msopprof ./inplace_add_atomic266msopprof ./inplace_add_atomic
260```267```
261 268 
262-> **关于性能采集时的Validation failed：**本样例的累加目标`a`在host侧分配时写入初值，kernel仅在其上累加。`msopprof`的warmup+replay会在同一块GM内存上重复执行kernel，`a`被累加多次，因此严格校验模式下会报`Validation failed`。该现象是replay机制与校验逻辑的固有冲突。采集性能时建议先以`-DSKIP_VALIDATION=ON`重新编译再执行`msopprof`，跳过校验。269+> 关于性能采集时的Validation failed：本样例的累加目标`a`在host侧分配时写入初值，kernel仅在其上累加。`msopprof`的warmup+replay会在同一块GM内存上重复执行kernel，`a`被累加多次，因此严格校验模式下会报`Validation failed`。该现象是replay机制与校验逻辑的固有冲突。采集性能时建议先以`-DSKIP_VALIDATION=ON`重新编译再执行`msopprof`，跳过校验。
263 270 
264命令完成后，会在默认目录下生成以"OPPROF_{timestamp}_XXX"命名的文件夹，性能数据文件夹结构示例如下：271命令完成后，会在默认目录下生成以"OPPROF_{timestamp}_XXX"命名的文件夹，性能数据文件夹结构示例如下：
265 272 
Mexamples/03_simt_api/03_best_practices/03_instruction_optimizations/inplace_add_atomic/README_en.md+7-4
@@ -107,9 +107,11 @@ __global__ __launch_bounds__(THREADS_PER_BLOCK) void vector_muladd_atomic(
107 107 
108The performance data shows one phenomenon: switching to atomic add reduces the Task Duration by 8.0%. The difference comes solely from the data path of the old value of the accumulation target `a[index]`.108The performance data shows one phenomenon: switching to atomic add reduces the Task Duration by 8.0%. The difference comes solely from the data path of the old value of the accumulation target `a[index]`.
109 109 
110-The following figure compares the data flow of the two accumulation methods in this sample: the left side is Scenario 0 (plain in-place add), the right side is Scenario 1 (atomic add), and GM on both sides holds the three arrays `a`, `b`, and `c`.110+The following figures show the data flow of the two accumulation methods in this sample respectively; GM in both figures holds the three arrays `a`, `b`, and `c`.
111 111 
112-![Data flow comparison of the two accumulation methods](figures/inplace_add_atomic_dataflow.png)112+![Data flow of plain in-place add (Scenario 0)](figures/inplace_add_atomic_dataflow_plain.png)
113+ 
114+![Data flow of atomic add (Scenario 1)](figures/inplace_add_atomic_dataflow_atomic.png)
113 115 
114- **In-place add (Scenario 0)**: `a[index]`, `b[index]`, and `c[index]` are all read into registers through L2 Cache, and after the multiply-add completes, the new value of `a[index]` is written back from the registers to L2 Cache.116- **In-place add (Scenario 0)**: `a[index]`, `b[index]`, and `c[index]` are all read into registers through L2 Cache, and after the multiply-add completes, the new value of `a[index]` is written back from the registers to L2 Cache.
115- **Atomic add (Scenario 1)**: only `b[index]` and `c[index]` are read into registers to compute the product, which is issued as the operand of the atomic add; reading the old value, the addition, and the write-back are completed as one indivisible unit at the L2 Cache side, so `a[index]` never enters the registers and the round trip above does not happen.117- **Atomic add (Scenario 1)**: only `b[index]` and `c[index]` are read into registers to compute the product, which is issued as the operand of the atomic add; reading the old value, the addition, and the write-back are completed as one indivisible unit at the L2 Cache side, so `a[index]` never enters the registers and the round trip above does not happen.
@@ -187,6 +189,7 @@ The conclusion of both controlled groups is consistent: the scenarios using atom
187 189 
1881. **Prefer atomic add for element-wise in-place accumulation**: When the old value of the target address is used only for accumulation and does not participate in other computations, switching to atomic add completes the read, addition, and write-back of the old value in L2, eliminating the data round trip of the old value in and out of the registers.1901. **Prefer atomic add for element-wise in-place accumulation**: When the old value of the target address is used only for accumulation and does not participate in other computations, switching to atomic add completes the read, addition, and write-back of the old value in L2, eliminating the data round trip of the old value in and out of the registers.
1892. **Note the applicability boundary**: This optimization applies only to element-wise in-place updates; before use, confirm that the target addresses of each thread's atomic operations do not overlap. Its boundary differs from reduction-style accumulation (multiple threads accumulating into the same address, e.g. the histogram counting in the [atomic_histogram](../atomic_histogram/README_en.md) sample): in reduction accumulation, atomic operations on the same address can only execute serially, so under address contention, using atomic add directly degrades performance instead; use the block-local accumulation and merge strategy shown in that sample.1912. **Note the applicability boundary**: This optimization applies only to element-wise in-place updates; before use, confirm that the target addresses of each thread's atomic operations do not overlap. Its boundary differs from reduction-style accumulation (multiple threads accumulating into the same address, e.g. the histogram counting in the [atomic_histogram](../atomic_histogram/README_en.md) sample): in reduction accumulation, atomic operations on the same address can only execute serially, so under address contention, using atomic add directly degrades performance instead; use the block-local accumulation and merge strategy shown in that sample.
192+3. **The data type must support the instruction optimization**: The data type of the atomic add target must be one that supports the instruction optimization; for types such as int64_t, the benefit of this execution path needs to be verified through measurement; whether a better atomic instruction is generated when the return value is unused depends on the data type; see the [constraints of asc_atomic_add](../../../../../docs/zh/api/SIMT-API/atomic_operations/asc_atomic_add.md#约束说明).
190 193 
191## Build and Run194## Build and Run
192 195 
@@ -228,7 +231,7 @@ Run the following steps in the root directory of this sample to build and execut
228 cmake -DCMAKE_ASC_RUN_MODE=sim -DCMAKE_ASC_ARCHITECTURES=dav-3510 ..; make -j; # NPU simulation mode231 cmake -DCMAKE_ASC_RUN_MODE=sim -DCMAKE_ASC_ARCHITECTURES=dav-3510 ..; make -j; # NPU simulation mode
229 ```232 ```
230 233 
231- > **Note:** Clear the cmake cache before switching build modes. Execute `rm CMakeCache.txt` in the build directory, then run cmake again.234+ > Note: Clear the cmake cache before switching build modes. Execute `rm CMakeCache.txt` in the build directory, then run cmake again.
232 235 
233 Build Options Description:236 Build Options Description:
234 237 
@@ -260,7 +263,7 @@ make -j
260msopprof ./inplace_add_atomic263msopprof ./inplace_add_atomic
261```264```
262 265 
263-> **Regarding Validation failed during performance collection:** In this sample, the accumulation target `a` is initialized on the host side at allocation, and the kernel only accumulates on it. The `msopprof` warmup+replay re-executes the kernel on the same GM memory, causing `a` to be accumulated multiple times; therefore, strict validation mode reports `Validation failed`. This is an inherent conflict between the replay mechanism and the validation logic. When collecting performance, it is recommended to rebuild with `-DSKIP_VALIDATION=ON` before running `msopprof` to skip validation.266+> Regarding Validation failed during performance collection: In this sample, the accumulation target `a` is initialized on the host side at allocation, and the kernel only accumulates on it. The `msopprof` warmup+replay re-executes the kernel on the same GM memory, causing `a` to be accumulated multiple times; therefore, strict validation mode reports `Validation failed`. This is an inherent conflict between the replay mechanism and the validation logic. When collecting performance, it is recommended to rebuild with `-DSKIP_VALIDATION=ON` before running `msopprof` to skip validation.
264 267 
265After the command completes, a folder named "OPPROF_{timestamp}_XXX" is generated in the default directory. The performance data folder structure is as follows:268After the command completes, a folder named "OPPROF_{timestamp}_XXX" is generated in the default directory. The performance data folder structure is as follows:
266 269 
Aexamples/03_simt_api/03_best_practices/03_instruction_optimizations/inplace_add_atomic/figures/inplace_add_atomic_dataflow_atomic.png+3-0
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96+ <div style="box-sizing: border-box; font-size: 0; text-align: center; color: #191919; ">
97+ <div style="display: inline-block; font-size: 10.5px; font-family: &quot;FZLanTingHei-R-GBK&quot;; color: light-dark(#191919, #d8d8d8); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; word-wrap: normal; ">
98+ L2 Cache
99+ </div>
100+ </div>
101+ </div>
102+ </foreignObject>
103+ <text x="330" y="24" fill="#191919" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="11px" text-anchor="middle" font-weight="bold">
104+ L2 Cache
105+ </text>
106+ </switch>
107+ </g>
108+ </g>
109+ <g>
110+ <rect x="265" y="40" width="130" height="36" rx="5.4" ry="5.4" fill="#b9e9fc" stroke="none" pointer-events="all" style="fill: light-dark(rgb(185, 233, 252), rgb(18, 18, 18));"/>
111+ </g>
112+ <g>
113+ <g transform="translate(-0.5 -0.5)">
114+ <switch>
115+ <foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility">
116+ <div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 58px; margin-left: 266px;">
117+ <div style="box-sizing: border-box; font-size: 0; text-align: center; color: #000000; ">
118+ <div style="display: inline-block; font-size: 10.5px; font-family: &quot;FZLanTingHei-R-GBK&quot;; color: light-dark(#000000, #ffffff); line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; ">
119+ a[index]
120+ </div>
121+ </div>
122+ </div>
123+ </foreignObject>
124+ <text x="330" y="61" fill="light-dark(#000000, #ffffff)" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="11px" text-anchor="middle">
125+ a[index]
126+ </text>
127+ </switch>
128+ </g>
129+ </g>
130+ <g>
131+ <rect x="265" y="88" width="130" height="36" rx="5.4" ry="5.4" fill="#b9e9fc" stroke="none" pointer-events="all" style="fill: light-dark(rgb(185, 233, 252), rgb(18, 18, 18));"/>
132+ </g>
133+ <g>
134+ <g transform="translate(-0.5 -0.5)">
135+ <switch>
136+ <foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility">
137+ <div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 106px; margin-left: 266px;">
138+ <div style="box-sizing: border-box; font-size: 0; text-align: center; color: #000000; ">
139+ <div style="display: inline-block; font-size: 10.5px; font-family: &quot;FZLanTingHei-R-GBK&quot;; color: light-dark(#000000, #ffffff); line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; ">
140+ b[index]
141+ </div>
142+ </div>
143+ </div>
144+ </foreignObject>
145+ <text x="330" y="109" fill="light-dark(#000000, #ffffff)" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="11px" text-anchor="middle">
146+ b[index]
147+ </text>
148+ </switch>
149+ </g>
150+ </g>
151+ <g>
152+ <rect x="265" y="136" width="130" height="36" rx="5.4" ry="5.4" fill="#b9e9fc" stroke="none" pointer-events="all" style="fill: light-dark(rgb(185, 233, 252), rgb(18, 18, 18));"/>
153+ </g>
154+ <g>
155+ <g transform="translate(-0.5 -0.5)">
156+ <switch>
157+ <foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility">
158+ <div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 154px; margin-left: 266px;">
159+ <div style="box-sizing: border-box; font-size: 0; text-align: center; color: #000000; ">
160+ <div style="display: inline-block; font-size: 10.5px; font-family: &quot;FZLanTingHei-R-GBK&quot;; color: light-dark(#000000, #ffffff); line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; ">
161+ c[index]
162+ </div>
163+ </div>
164+ </div>
165+ </foreignObject>
166+ <text x="330" y="157" fill="light-dark(#000000, #ffffff)" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="11px" text-anchor="middle">
167+ c[index]
168+ </text>
169+ </switch>
170+ </g>
171+ </g>
172+ <g>
173+ <rect x="490" y="0" width="170" height="240" fill="none" stroke="#686d75" stroke-width="0.75" pointer-events="all" style="stroke: light-dark(rgb(104, 109, 117), rgb(139, 144, 150));"/>
174+ </g>
175+ <g>
176+ <g transform="translate(-0.5 -0.5)">
177+ <switch>
178+ <foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility">
179+ <div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-start; justify-content: unsafe center; width: 168px; height: 1px; padding-top: 13px; margin-left: 491px;">
180+ <div style="box-sizing: border-box; font-size: 0; text-align: center; color: #191919; ">
181+ <div style="display: inline-block; font-size: 10.5px; font-family: &quot;FZLanTingHei-R-GBK&quot;; color: light-dark(#191919, #d8d8d8); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; word-wrap: normal; ">
182+ 寄存器
183+ </div>
184+ </div>
185+ </div>
186+ </foreignObject>
187+ <text x="575" y="24" fill="#191919" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="11px" text-anchor="middle" font-weight="bold">
188+ 寄存器
189+ </text>
190+ </switch>
191+ </g>
192+ </g>
193+ <g>
194+ <rect x="510" y="40" width="130" height="36" rx="5.4" ry="5.4" fill="#e0e2e6" stroke="none" pointer-events="all" style="fill: light-dark(rgb(224, 226, 230), rgb(18, 18, 18));"/>
195+ </g>
196+ <g>
197+ <g transform="translate(-0.5 -0.5)">
198+ <switch>
199+ <foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility">
200+ <div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 58px; margin-left: 511px;">
201+ <div style="box-sizing: border-box; font-size: 0; text-align: center; color: #000000; ">
202+ <div style="display: inline-block; font-size: 10.5px; font-family: &quot;FZLanTingHei-R-GBK&quot;; color: light-dark(#000000, #ffffff); line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; ">
203+ a[index]
204+ </div>
205+ </div>
206+ </div>
207+ </foreignObject>
208+ <text x="575" y="61" fill="light-dark(#000000, #ffffff)" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="11px" text-anchor="middle">
209+ a[index]
210+ </text>
211+ </switch>
212+ </g>
213+ </g>
214+ <g>
215+ <rect x="510" y="88" width="130" height="36" rx="5.4" ry="5.4" fill="#e0e2e6" stroke="none" pointer-events="all" style="fill: light-dark(rgb(224, 226, 230), rgb(18, 18, 18));"/>
216+ </g>
217+ <g>
218+ <g transform="translate(-0.5 -0.5)">
219+ <switch>
220+ <foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility">
221+ <div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 106px; margin-left: 511px;">
222+ <div style="box-sizing: border-box; font-size: 0; text-align: center; color: #000000; ">
223+ <div style="display: inline-block; font-size: 10.5px; font-family: &quot;FZLanTingHei-R-GBK&quot;; color: light-dark(#000000, #ffffff); line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; ">
224+ b[index]
225+ </div>
226+ </div>
227+ </div>
228+ </foreignObject>
229+ <text x="575" y="109" fill="light-dark(#000000, #ffffff)" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="11px" text-anchor="middle">
230+ b[index]
231+ </text>
232+ </switch>
233+ </g>
234+ </g>
235+ <g>
236+ <rect x="510" y="136" width="130" height="36" rx="5.4" ry="5.4" fill="#e0e2e6" stroke="none" pointer-events="all" style="fill: light-dark(rgb(224, 226, 230), rgb(18, 18, 18));"/>
237+ </g>
238+ <g>
239+ <g transform="translate(-0.5 -0.5)">
240+ <switch>
241+ <foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility">
242+ <div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 154px; margin-left: 511px;">
243+ <div style="box-sizing: border-box; font-size: 0; text-align: center; color: #000000; ">
244+ <div style="display: inline-block; font-size: 10.5px; font-family: &quot;FZLanTingHei-R-GBK&quot;; color: light-dark(#000000, #ffffff); line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; ">
245+ c[index]
246+ </div>
247+ </div>
248+ </div>
249+ </foreignObject>
250+ <text x="575" y="157" fill="light-dark(#000000, #ffffff)" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="11px" text-anchor="middle">
251+ c[index]
252+ </text>
253+ </switch>
254+ </g>
255+ </g>
256+ <g>
257+ <path d="M 150.5 112 L 150.5 100 L 248.5 100 L 248.5 95 L 264.5 106 L 248.5 117 L 248.5 112 Z" fill="#e0e2e6" stroke="none" pointer-events="all" style="fill: light-dark(rgb(224, 226, 230), rgb(41, 43, 47));"/>
258+ </g>
259+ <g>
260+ <path d="M 150.5 160 L 150.5 148 L 248.5 148 L 248.5 143 L 264.5 154 L 248.5 165 L 248.5 160 Z" fill="#e0e2e6" stroke="none" pointer-events="all" style="fill: light-dark(rgb(224, 226, 230), rgb(41, 43, 47));"/>
261+ </g>
262+ <g>
263+ <path d="M 395.5 112 L 395.5 100 L 493.5 100 L 493.5 95 L 509.5 106 L 493.5 117 L 493.5 112 Z" fill="#e0e2e6" stroke="none" pointer-events="all" style="fill: light-dark(rgb(224, 226, 230), rgb(41, 43, 47));"/>
264+ </g>
265+ <g>
266+ <path d="M 395.5 160 L 395.5 148 L 493.5 148 L 493.5 143 L 509.5 154 L 493.5 165 L 493.5 160 Z" fill="#e0e2e6" stroke="none" pointer-events="all" style="fill: light-dark(rgb(224, 226, 230), rgb(41, 43, 47));"/>
267+ </g>
268+ <g>
269+ <path d="M 150.5 58.6 L 150.5 46.6 L 248.5 46.6 L 248.5 41.6 L 264.5 52.6 L 248.5 63.6 L 248.5 58.6 Z" fill="#e0e2e6" stroke="none" pointer-events="all" style="fill: light-dark(rgb(224, 226, 230), rgb(41, 43, 47));"/>
270+ </g>
271+ <g>
272+ <path d="M 265 67 L 158.12 67" fill="none" stroke="#5377fb" stroke-miterlimit="10" stroke-dasharray="3 3" pointer-events="stroke" style="stroke: light-dark(rgb(83, 119, 251), rgb(101, 132, 246));"/>
273+ <path d="M 151.12 67 L 158.12 64.67 L 158.12 69.33 Z" fill="#5377fb" stroke="#5377fb" stroke-miterlimit="10" pointer-events="all" style="fill: light-dark(rgb(83, 119, 251), rgb(101, 132, 246)); stroke: light-dark(rgb(83, 119, 251), rgb(101, 132, 246));"/>
274+ </g>
275+ <g>
276+ <g transform="translate(-0.5 -0.5)">
277+ <switch>
278+ <foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility">
279+ <div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 67px; margin-left: 207px;">
280+ <div style="box-sizing: border-box; font-size: 0; text-align: center; color: #191919; background-color: #FFFFFF; ">
281+ <div style="display: inline-block; font-size: 9px; font-family: &quot;FZLanTingHei-R-GBK&quot;; color: light-dark(#191919, #d8d8d8); line-height: 1.2; pointer-events: all; background-color: light-dark(#FFFFFF, #121212); white-space: nowrap; ">
282+ 计算结果
283+ </div>
284+ </div>
285+ </div>
286+ </foreignObject>
287+ <text x="207" y="70" fill="#191919" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="9px" text-anchor="middle">
288+ 计算结果
289+ </text>
290+ </switch>
291+ </g>
292+ </g>
293+ <g>
294+ <path d="M 395.5 58.6 L 395.5 46.6 L 493.5 46.6 L 493.5 41.6 L 509.5 52.6 L 493.5 63.6 L 493.5 58.6 Z" fill="#e0e2e6" stroke="none" pointer-events="all" style="fill: light-dark(rgb(224, 226, 230), rgb(41, 43, 47));"/>
295+ </g>
296+ <g>
297+ <path d="M 510 67 L 403.12 67" fill="none" stroke="#5377fb" stroke-miterlimit="10" stroke-dasharray="3 3" pointer-events="stroke" style="stroke: light-dark(rgb(83, 119, 251), rgb(101, 132, 246));"/>
298+ <path d="M 396.12 67 L 403.12 64.67 L 403.12 69.33 Z" fill="#5377fb" stroke="#5377fb" stroke-miterlimit="10" pointer-events="all" style="fill: light-dark(rgb(83, 119, 251), rgb(101, 132, 246)); stroke: light-dark(rgb(83, 119, 251), rgb(101, 132, 246));"/>
299+ </g>
300+ <g>
301+ <g transform="translate(-0.5 -0.5)">
302+ <switch>
303+ <foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility">
304+ <div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 67px; margin-left: 452px;">
305+ <div style="box-sizing: border-box; font-size: 0; text-align: center; color: #191919; background-color: #FFFFFF; ">
306+ <div style="display: inline-block; font-size: 9px; font-family: &quot;FZLanTingHei-R-GBK&quot;; color: light-dark(#191919, #d8d8d8); line-height: 1.2; pointer-events: all; background-color: light-dark(#FFFFFF, #121212); white-space: nowrap; ">
307+ 计算结果
308+ </div>
309+ </div>
310+ </div>
311+ </foreignObject>
312+ <text x="452" y="70" fill="#191919" font-family="&quot;FZLanTingHei-R-GBK&quot;" font-size="9px" text-anchor="middle">
313+ 计算结果
314+ </text>
315+ </switch>
316+ </g>
317+ </g>
318+ </g>
319+ <switch>
320+ <g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/>
321+ <a transform="translate(0,-5)" xlink:href="https://www.drawio.com/doc/faq/svg-export-text-problems" target="_blank">
322+ <text text-anchor="middle" font-size="10px" x="50%" y="100%">
323+ Text is not SVG - cannot display
324+ </text>
325+ </a>
326+ </switch>
327+</svg>