已合并
docs: 【直播作业】填写 YOLOv13 最优多流配置(#516) #4429
Wjieee创建于 1 天前
docs: 【直播作业】填写 YOLOv13 最优多流配置(#516) #4429
已合并
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Wjieee
1 天前
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## 基本信息
- **所选 Example**：YOLOv13
- **CANNLab 环境**：Ubuntu 20.04 + aarch64
- **CANN 版本**：社区版 9.2.0 (Weekly)
- **芯片规格**：Ascend910 (NPU Name: 9362)，soc_version=Ascend910_9362
- **关联 Issue**：[#516]https://gitcode.com/cann/ge/issues/516
## 测试命令
### ATC 编译命令（以最优配置为例）
```bash
atc --model=yolov13n.onnx \
--framework=5 \
--output=./model/yolov13_LoadBalance_55 \
--soc_version=Ascend910_9362 \
--input_shape="images:1,3,640,640" \
--output_type=FP32 \
--multi_stream_parallel_mode=LoadBalance:55
```
### 推理测试命令
```bash
./out/yolov13_main \
--model=./model/yolov13_LoadBalance_55.om \
--input=./data/bus.bin \
--warmup-runs=10 \
--runs=90
```
## 固定参数
- ONNX 模型：yolov13n.onnx（input_shape="images:1,3,640,640"）
- 输入数据：bus.bin
- soc_version：Ascend910_9362
- --warmup-runs=10
- --runs=90
- --multi_stream_parallel_mode 为唯一寻优变量
## 测试结果
| 配置角色 | 多流配置 | 主评价指标平均耗时（ms） | 正式统计任务数 |
|:---|:---|:---|:---|
| Base 配置 | 未配置多流参数 | 2.631 | 90 |
| 候选配置 | cv | 2.568 | 90 |
| 候选配置 | LoadBalance:1 | 2.797 | 90 |
| 候选配置 | LoadBalance:2 | 2.613 | 90 |
| 候选配置 | LoadBalance:3 | 2.386 | 90 |
| 候选配置 | LoadBalance:4 | 2.472 | 90 |
| 候选配置 | LoadBalance:5 | 2.281 | 90 |
| 候选配置 | LoadBalance:6 | 2.291 | 90 |
| 候选配置 | LoadBalance:7 | 2.334 | 90 |
| 候选配置 | LoadBalance:8 | 2.270 | 90 |
| 候选配置 | LoadBalance:9 | 2.422 | 90 |
| 候选配置 | LoadBalance:10 | 2.308 | 90 |
| 候选配置 | LoadBalance:11 | 2.421 | 90 |
| 候选配置 | LoadBalance:12 | 2.450 | 90 |
| 候选配置 | LoadBalance:13 | 2.462 | 90 |
| 候选配置 | LoadBalance:14 | 2.277 | 90 |
| 候选配置 | LoadBalance:15 | 2.363 | 90 |
| 候选配置 | LoadBalance:16 | 2.412 | 90 |
| 候选配置 | LoadBalance:17 | 2.281 | 90 |
| 候选配置 | LoadBalance:18 | 2.302 | 90 |
| 候选配置 | LoadBalance:19 | 2.289 | 90 |
| 候选配置 | LoadBalance:20 | 2.428 | 90 |
| 候选配置 | LoadBalance:21 | 2.283 | 90 |
| 候选配置 | LoadBalance:22 | 2.489 | 90 |
| 候选配置 | LoadBalance:23 | 2.285 | 90 |
| 候选配置 | LoadBalance:24 | 2.269 | 90 |
| 候选配置 | LoadBalance:25 | 2.305 | 90 |
| 候选配置 | LoadBalance:26 | 2.277 | 90 |
| 候选配置 | LoadBalance:27 | 2.325 | 90 |
| 候选配置 | LoadBalance:28 | 2.442 | 90 |
| 候选配置 | LoadBalance:29 | 2.416 | 90 |
| 候选配置 | LoadBalance:30 | 2.263 | 90 |
| 候选配置 | LoadBalance:31 | 2.290 | 90 |
| 候选配置 | LoadBalance:32 | 2.423 | 90 |
| 候选配置 | LoadBalance:33 | 2.438 | 90 |
| 候选配置 | LoadBalance:34 | 2.423 | 90 |
| 候选配置 | LoadBalance:35 | 2.419 | 90 |
| 候选配置 | LoadBalance:36 | 2.418 | 90 |
| 候选配置 | LoadBalance:37 | 2.277 | 90 |
| 候选配置 | LoadBalance:38 | 2.270 | 90 |
| 候选配置 | LoadBalance:39 | 2.271 | 90 |
| 候选配置 | LoadBalance:40 | 2.289 | 90 |
| 候选配置 | LoadBalance:41 | 2.271 | 90 |
| 候选配置 | LoadBalance:42 | 2.289 | 90 |
| 候选配置 | LoadBalance:43 | 2.441 | 90 |
| 候选配置 | LoadBalance:44 | 2.414 | 90 |
| 候选配置 | LoadBalance:45 | 2.424 | 90 |
| 候选配置 | LoadBalance:46 | 2.269 | 90 |
| 候选配置 | LoadBalance:47 | 2.274 | 90 |
| 候选配置 | LoadBalance:48 | 2.272 | 90 |
| 候选配置 | LoadBalance:49 | 2.301 | 90 |
| 候选配置 | LoadBalance:50 | 2.275 | 90 |
| 候选配置 | LoadBalance:51 | 2.270 | 90 |
| 候选配置 | LoadBalance:52 | 2.438 | 90 |
| 候选配置 | LoadBalance:53 | 2.413 | 90 |
| 候选配置 | LoadBalance:54 | 2.429 | 90 |
| **最优配置** | **LoadBalance:55** | **2.261** | **90** |
| 候选配置 | LoadBalance:56 | 2.267 | 90 |
| 候选配置 | LoadBalance:57 | 2.295 | 90 |
| 候选配置 | LoadBalance:58 | 2.287 | 90 |
| 候选配置 | LoadBalance:59 | 2.279 | 90 |
| 候选配置 | LoadBalance:60 | 2.277 | 90 |
| 候选配置 | LoadBalance:61 | 2.445 | 90 |
| 候选配置 | LoadBalance:62 | 2.421 | 90 |
| 候选配置 | LoadBalance:63 | 2.428 | 90 |
| 候选配置 | LoadBalance:64 | 2.272 | 90 |
| 候选配置 | MainStream:1 | 2.644 | 90 |
| 候选配置 | MainStream:2 | 2.741 | 90 |
| 候选配置 | MainStream:3 | 2.662 | 90 |
| 候选配置 | MainStream:4 | 2.489 | 90 |
| 候选配置 | MainStream:5 | 2.651 | 90 |
| 候选配置 | MainStream:6 | 2.613 | 90 |
| 候选配置 | MainStream:7 | 2.622 | 90 |
| 候选配置 | MainStream:8 | 2.618 | 90 |
| 候选配置 | MainStream:9 | 2.453 | 90 |
| 候选配置 | MainStream:10 | 2.472 | 90 |
| 候选配置 | MainStream:11 | 2.628 | 90 |
| 候选配置 | MainStream:12 | 2.625 | 90 |
| 候选配置 | MainStream:13 | 2.491 | 90 |
| 候选配置 | MainStream:14 | 2.631 | 90 |
| 候选配置 | MainStream:15 | 2.466 | 90 |
| 候选配置 | MainStream:16 | 2.480 | 90 |
| 候选配置 | MainStream:17 | 2.471 | 90 |
| 候选配置 | MainStream:18 | 2.483 | 90 |
| 候选配置 | MainStream:19 | 2.469 | 90 |
| 候选配置 | MainStream:20 | 2.480 | 90 |
| 候选配置 | MainStream:21 | 2.505 | 90 |
| 候选配置 | MainStream:22 | 2.644 | 90 |
| 候选配置 | MainStream:23 | 2.488 | 90 |
| 候选配置 | MainStream:24 | 2.643 | 90 |
| 候选配置 | MainStream:25 | 2.617 | 90 |
| 候选配置 | MainStream:26 | 2.618 | 90 |
| 候选配置 | MainStream:27 | 2.612 | 90 |
| 候选配置 | MainStream:28 | 2.461 | 90 |
| 候选配置 | MainStream:29 | 2.464 | 90 |
| 候选配置 | MainStream:30 | 2.623 | 90 |
| 候选配置 | MainStream:31 | 2.618 | 90 |
| 候选配置 | MainStream:32 | 2.488 | 90 |
| 候选配置 | MainStream:33 | 2.625 | 90 |
| 候选配置 | MainStream:34 | 2.468 | 90 |
| 候选配置 | MainStream:35 | 2.473 | 90 |
| 候选配置 | MainStream:36 | 2.475 | 90 |
| 候选配置 | MainStream:37 | 2.478 | 90 |
| 候选配置 | MainStream:38 | 2.474 | 90 |
| 候选配置 | MainStream:39 | 2.479 | 90 |
| 候选配置 | MainStream:40 | 2.502 | 90 |
| 候选配置 | MainStream:41 | 2.644 | 90 |
| 候选配置 | MainStream:42 | 2.494 | 90 |
| 候选配置 | MainStream:43 | 2.650 | 90 |
| 候选配置 | MainStream:44 | 2.615 | 90 |
| 候选配置 | MainStream:45 | 2.623 | 90 |
| 候选配置 | MainStream:46 | 2.619 | 90 |
| 候选配置 | MainStream:47 | 2.454 | 90 |
| 候选配置 | MainStream:48 | 2.471 | 90 |
| 候选配置 | MainStream:49 | 2.629 | 90 |
| 候选配置 | MainStream:50 | 2.625 | 90 |
| 候选配置 | MainStream:51 | 2.493 | 90 |
| 候选配置 | MainStream:52 | 2.630 | 90 |
| 候选配置 | MainStream:53 | 2.467 | 90 |
| 候选配置 | MainStream:54 | 2.480 | 90 |
| 候选配置 | MainStream:55 | 2.471 | 90 |
| 候选配置 | MainStream:56 | 2.484 | 90 |
| 候选配置 | MainStream:57 | 2.470 | 90 |
| 候选配置 | MainStream:58 | 2.481 | 90 |
| 候选配置 | MainStream:59 | 2.505 | 90 |
| 候选配置 | MainStream:60 | 2.638 | 90 |
| 候选配置 | MainStream:61 | 2.489 | 90 |
| 候选配置 | MainStream:62 | 2.641 | 90 |
| 候选配置 | MainStream:63 | 2.618 | 90 |
| 候选配置 | MainStream:64 | 2.616 | 90 |
## 最优配置
- **最优配置**：`--multi_stream_parallel_mode=LoadBalance:55`
- **Base 配置平均耗时**：2.631 ms
- **最优配置平均耗时**：2.261 ms
- **性能提升**：约 14.1%
## 关键日志
### Base 配置日志
```
[INFO] load model /mnt/workspace/projects/ge/examples/acl/5_sample_yolov13/model/yolov13.om success.
[INFO] BENCHMARK aclmdlExecute run=0 latency_us=2625
[INFO] BENCHMARK aclmdlExecute run=1 latency_us=2630
[INFO] BENCHMARK aclmdlExecute run=2 latency_us=2633
[INFO] BENCHMARK aclmdlExecute run=3 latency_us=2632
[INFO] BENCHMARK aclmdlExecute run=87 latency_us=2632
[INFO] BENCHMARK aclmdlExecute run=88 latency_us=2628
[INFO] BENCHMARK aclmdlExecute run=89 latency_us=2631
[INFO] Average aclmdlExecute latency: 2.631 ms
[INFO] YOLOv13 SAMPLE PASSED.
```
### 最优配置 LoadBalance:55 日志
```
[INFO] load model /mnt/workspace/projects/ge/examples/acl/5_sample_yolov13/model/yolov13_LoadBalance_55.om success.
[INFO] BENCHMARK aclmdlExecute run=0 latency_us=2269
[INFO] BENCHMARK aclmdlExecute run=1 latency_us=2267
[INFO] BENCHMARK aclmdlExecute run=2 latency_us=2266
[INFO] BENCHMARK aclmdlExecute run=3 latency_us=2258
[INFO] BENCHMARK aclmdlExecute run=87 latency_us=2257
[INFO] BENCHMARK aclmdlExecute run=88 latency_us=2280
[INFO] BENCHMARK aclmdlExecute run=89 latency_us=2285
[INFO] Average aclmdlExecute latency: 2.261 ms
[INFO] YOLOv13 SAMPLE PASSED.
```
Pull Request已成功合入, 合并人@CANN-robot
（感谢 Wjieee 的贡献）
atomgit-bot
1 天前 评论：
1 天前 评论：
变更摘要
该 PR 为文档类改动（docs），基于关联 Issue #516 的直播作业要求，为 YOLOv13 示例填写并记录其最优多流配置。作者在 CANN 社区版 9.2.0、Ascend910_9362（aarch64 Ubuntu 20.04）环境下，以 --multi_stream_parallel_mode 为唯一寻优变量，对 cv、LoadBalance:1~64、MainStream:1~64 等配置逐一测试（--warmup-runs=10、--runs=90），最终确认 --multi_stream_parallel_mode=LoadBalance:55 为最优配置：平均耗时由 Base 配置的 2.631 ms 降至 2.261 ms，性能提升约 14.1%。本次改动即为在 YOLOv13 相关文档中填入上述最优配置及其测试结果（共改动 2 个文件，新增/删除各 2 行）。
主要改动
- 填写最优多流配置: 在 YOLOv13 示例文档中补充最优 ATC 编译参数
--multi_stream_parallel_mode=LoadBalance:55，作为该示例在多流场景下的推荐配置。 - 记录性能对比结果: 文档中写入 Base 配置（未配置多流参数，平均耗时 2.631 ms）与最优配置
LoadBalance:55（平均耗时 2.261 ms）的对比，明确约 14.1% 的性能提升。 - 补充测试环境与命令: 记录寻优所用的固定参数（
input_shape="images:1,3,640,640"、soc_version=Ascend910_9362等）、ATC 编译命令及推理测试命令，为复现该最优配置提供依据。
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Hi @Wjieee, welcome to submitting your first PR to ge!
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🤖 本次改动均为数据 / 生成 / 二进制文件（如测试用例、锁文件、媒体资源），没有可审查的代码逻辑，已跳过 AI 代码审查。
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