From bb250c6b67423e3dc4e59eab42c1ca594cfcc04c Mon Sep 17 00:00:00 2001
From: wangdongyu04 <wangdongyu04@baidu.com>
Date: Wed, 18 Oct 2023 00:01:48 +0800
Subject: [PATCH 1/6] add detr on xpu

---
 training/kunlunxin/detr-pytorch/README.md     | 47 +++++++++++++++++++
 .../detr-pytorch/config/config_R300x1x1.py    |  4 ++
 .../detr-pytorch/config/config_R300x1x8.py    |  4 ++
 .../detr-pytorch/config/config_R300x2x8.py    |  4 ++
 .../detr-pytorch/config/config_common.py      |  2 +
 .../config/environment_variables.sh           |  8 ++++
 .../detr-pytorch/config/requirements.txt      | 10 ++++
 .../kunlunxin/detr-pytorch/extern/.gitkeep    |  0
 8 files changed, 79 insertions(+)
 create mode 100644 training/kunlunxin/detr-pytorch/README.md
 create mode 100644 training/kunlunxin/detr-pytorch/config/config_R300x1x1.py
 create mode 100644 training/kunlunxin/detr-pytorch/config/config_R300x1x8.py
 create mode 100644 training/kunlunxin/detr-pytorch/config/config_R300x2x8.py
 create mode 100644 training/kunlunxin/detr-pytorch/config/config_common.py
 create mode 100644 training/kunlunxin/detr-pytorch/config/environment_variables.sh
 create mode 100644 training/kunlunxin/detr-pytorch/config/requirements.txt
 create mode 100644 training/kunlunxin/detr-pytorch/extern/.gitkeep

diff --git a/training/kunlunxin/detr-pytorch/README.md b/training/kunlunxin/detr-pytorch/README.md
new file mode 100644
index 000000000..8af4944f2
--- /dev/null
+++ b/training/kunlunxin/detr-pytorch/README.md
@@ -0,0 +1,47 @@
+### 测试数据集下载
+参见[测试数据集下载](../../benchmarks/detr/README.md#测试数据集下载地址)
+
+### 昆仑芯XPU配置与运行信息参考
+#### 环境配置
+- ##### 硬件环境
+  - 机器型号: 昆仑芯AI加速器组R480-X8
+  - 加速卡型号: 昆仑芯AI加速卡R300
+  - 多机网络类型、带宽: InfiniBand，200Gb/s
+
+- ##### 软件环境
+  - OS版本：Ubuntu 20.04
+  - OS kernel版本: 5.4.0-26-generic
+  - 加速卡驱动版本：4.0.25
+  - Docker镜像和版本：pytorch1.12.1-cpu-ubuntu20.04:v0.01
+  - 训练框架版本：xmlir+d017303d  [xmlir下载](https://bd.bcebos.com/klx-pytorch-ipipe-bd/flagperf/archives/d017303d/xmlir-0.0.1-cp38-cp38-linux_x86_64.whl)
+  - 训练编译器版本：xacc+d017303d [xacc下载](https://bd.bcebos.com/klx-pytorch-ipipe-bd/flagperf/archives/d017303d/xacc-0.1.0-cp38-cp38-linux_x86_64.whl)
+  - 依赖软件版本：pytorch-1.12.1+cpu
+
+#### 运行情况
+
+* 通用指标
+
+| 指标名称       | 指标值                         | 特殊说明                                    |
+| -------------- | ------------------------------ | ------------------------------------------- |
+| 任务类别       | 目标检测、全景分割             |                                             |
+| 模型           | detr                           |                                             |
+| 数据集         | coco2017            |                                             |
+| 数据精度       | precision,见“性能指标”         | 可选fp32/amp/fp16                           |
+| 超参修改       | fix_hp,见“性能指标”            | 跑满硬件设备评测吞吐量所需特殊超参          |
+| 硬件设备简称   | R300                   |                                             |
+| 硬件存储使用   | mem(actual/total),见“性能指标” | 通常称为“显存”,单位为GiB                    |
+| 端到端时间     | e2e_time,见“性能指标”          | 总时间+Perf初始化等时间                     |
+| 总吞吐量       | p_whole,见“性能指标”           | 实际训练样本数除以总时间(performance_whole) |
+| 训练吞吐量     | p_train,见“性能指标”           | 不包含每个epoch末尾的评估部分耗时           |
+| **计算吞吐量** | **p_core,见“性能指标”**        | 不包含数据IO部分的耗时(p3>p2>p1)            |
+| 训练结果       | mAP,见“性能指标”               | mean Average Precision                 |
+| 额外修改项     | 无                             |                                             |
+
+
+* 性能指标
+  
+| 配置                | precision | fix_hp        | e2e_time | p_whole | p_train | p_core | mAP    | mem       |
+| ------------------- | --------- | ------------- | -------- | ------- | ------- | ------ | ------ | --------- |
+| R300单机8卡（1x8）  | fp32      | bs=8,lr=0.0001    |     |      |      |    |        |    |
+| R300单机单卡（1x1） | fp32      | bs=8,lr=0.0001   |     |      |      |     |         |   |
+| R300两机8卡（2x8）  | fp32      | bs=8,lr=0.0001   |     |      |      |     |       |    |
\ No newline at end of file
diff --git a/training/kunlunxin/detr-pytorch/config/config_R300x1x1.py b/training/kunlunxin/detr-pytorch/config/config_R300x1x1.py
new file mode 100644
index 000000000..f09c8b6c3
--- /dev/null
+++ b/training/kunlunxin/detr-pytorch/config/config_R300x1x1.py
@@ -0,0 +1,4 @@
+from config_common import *
+
+train_batch_size = 8
+eval_batch_size = 8
\ No newline at end of file
diff --git a/training/kunlunxin/detr-pytorch/config/config_R300x1x8.py b/training/kunlunxin/detr-pytorch/config/config_R300x1x8.py
new file mode 100644
index 000000000..eebcd06d6
--- /dev/null
+++ b/training/kunlunxin/detr-pytorch/config/config_R300x1x8.py
@@ -0,0 +1,4 @@
+from config_common import *
+
+train_batch_size = 8
+eval_batch_size = 8
diff --git a/training/kunlunxin/detr-pytorch/config/config_R300x2x8.py b/training/kunlunxin/detr-pytorch/config/config_R300x2x8.py
new file mode 100644
index 000000000..f09c8b6c3
--- /dev/null
+++ b/training/kunlunxin/detr-pytorch/config/config_R300x2x8.py
@@ -0,0 +1,4 @@
+from config_common import *
+
+train_batch_size = 8
+eval_batch_size = 8
\ No newline at end of file
diff --git a/training/kunlunxin/detr-pytorch/config/config_common.py b/training/kunlunxin/detr-pytorch/config/config_common.py
new file mode 100644
index 000000000..321d5c8f8
--- /dev/null
+++ b/training/kunlunxin/detr-pytorch/config/config_common.py
@@ -0,0 +1,2 @@
+vendor = "kunlunxin"
+dist_backend = "xccl"
\ No newline at end of file
diff --git a/training/kunlunxin/detr-pytorch/config/environment_variables.sh b/training/kunlunxin/detr-pytorch/config/environment_variables.sh
new file mode 100644
index 000000000..37d73ca16
--- /dev/null
+++ b/training/kunlunxin/detr-pytorch/config/environment_variables.sh
@@ -0,0 +1,8 @@
+# =================================================
+# Export variables
+# =================================================
+
+export XACC=1
+export BKCL_PCIE_RING=1
+export OMP_NUM_THREADS=1
+export XMLIR_D_XPU_L3_SIZE=66060288
diff --git a/training/kunlunxin/detr-pytorch/config/requirements.txt b/training/kunlunxin/detr-pytorch/config/requirements.txt
new file mode 100644
index 000000000..0d6b0c80c
--- /dev/null
+++ b/training/kunlunxin/detr-pytorch/config/requirements.txt
@@ -0,0 +1,10 @@
+https://download.pytorch.org/whl/cpu/torchvision-0.13.1%2Bcpu-cp38-cp38-linux_x86_64.whl
+psutil==5.9.5
+accelerate==0.20.3
+pycocotools==2.0.5
+scipy==1.10.1
+onnx==1.14.0
+onnxruntime==1.3.0
+numpy==1.23.5
+submitit
+cython
diff --git a/training/kunlunxin/detr-pytorch/extern/.gitkeep b/training/kunlunxin/detr-pytorch/extern/.gitkeep
new file mode 100644
index 000000000..e69de29bb

From d995604439fcfa438cb7e02d3eb8abd56acccbb0 Mon Sep 17 00:00:00 2001
From: wangdongyu04 <wangdongyu04@baidu.com>
Date: Wed, 18 Oct 2023 13:22:04 +0800
Subject: [PATCH 2/6] add mAP jpg

---
 training/kunlunxin/detr-pytorch/README.md |  11 +++++++----
 training/kunlunxin/detr-pytorch/mAP.jpg   | Bin 0 -> 27265 bytes
 2 files changed, 7 insertions(+), 4 deletions(-)
 create mode 100644 training/kunlunxin/detr-pytorch/mAP.jpg

diff --git a/training/kunlunxin/detr-pytorch/README.md b/training/kunlunxin/detr-pytorch/README.md
index 8af4944f2..639be6e95 100644
--- a/training/kunlunxin/detr-pytorch/README.md
+++ b/training/kunlunxin/detr-pytorch/README.md
@@ -34,7 +34,7 @@
 | 总吞吐量       | p_whole,见“性能指标”           | 实际训练样本数除以总时间(performance_whole) |
 | 训练吞吐量     | p_train,见“性能指标”           | 不包含每个epoch末尾的评估部分耗时           |
 | **计算吞吐量** | **p_core,见“性能指标”**        | 不包含数据IO部分的耗时(p3>p2>p1)            |
-| 训练结果       | mAP,见“性能指标”               | mean Average Precision                 |
+| 训练结果       | mAP,见“性能指标”               | 所有类别的 Average Precision（平均精度）的均值  |
 | 额外修改项     | 无                             |                                             |
 
 
@@ -42,6 +42,9 @@
   
 | 配置                | precision | fix_hp        | e2e_time | p_whole | p_train | p_core | mAP    | mem       |
 | ------------------- | --------- | ------------- | -------- | ------- | ------- | ------ | ------ | --------- |
-| R300单机8卡（1x8）  | fp32      | bs=8,lr=0.0001    |     |      |      |    |        |    |
-| R300单机单卡（1x1） | fp32      | bs=8,lr=0.0001   |     |      |      |     |         |   |
-| R300两机8卡（2x8）  | fp32      | bs=8,lr=0.0001   |     |      |      |     |       |    |
\ No newline at end of file
+| R300单机8卡（1x8）  | fp32      | bs=8,lr=0.0001    |     |      |      |    |        |  15.0/32.0  |
+| R300单机单卡（1x1） | fp32      | bs=8,lr=0.0001   |     |      |      |     |         |  10.0/32.0 |
+| R300两机8卡（2x8）  | fp32      | bs=8,lr=0.0001   |     |      |      |     |       |    |
+
+### 收敛曲线
+![mAP](mAP.png)
\ No newline at end of file
diff --git a/training/kunlunxin/detr-pytorch/mAP.jpg b/training/kunlunxin/detr-pytorch/mAP.jpg
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From 92bf86baecee7bc7575ad810f39ff1caae9e3bbb Mon Sep 17 00:00:00 2001
From: wangdongyu04 <wangdongyu04@baidu.com>
Date: Wed, 18 Oct 2023 13:28:44 +0800
Subject: [PATCH 3/6] add mAP png and rm mAP.jpg

---
 training/kunlunxin/detr-pytorch/mAP.jpg | Bin 27265 -> 0 bytes
 training/kunlunxin/detr-pytorch/mAP.png | Bin 0 -> 19560 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 training/kunlunxin/detr-pytorch/mAP.jpg
 create mode 100644 training/kunlunxin/detr-pytorch/mAP.png

diff --git a/training/kunlunxin/detr-pytorch/mAP.jpg b/training/kunlunxin/detr-pytorch/mAP.jpg
deleted file mode 100644
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From dd08203708bd359794128f3e46c4deb0f239248a Mon Sep 17 00:00:00 2001
From: wangdongyu04 <wangdongyu04@baidu.com>
Date: Fri, 20 Oct 2023 10:56:32 +0800
Subject: [PATCH 4/6] add xpu 2x8 log

---
 training/kunlunxin/detr-pytorch/README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/training/kunlunxin/detr-pytorch/README.md b/training/kunlunxin/detr-pytorch/README.md
index 639be6e95..b865d11bb 100644
--- a/training/kunlunxin/detr-pytorch/README.md
+++ b/training/kunlunxin/detr-pytorch/README.md
@@ -43,8 +43,8 @@
 | 配置                | precision | fix_hp        | e2e_time | p_whole | p_train | p_core | mAP    | mem       |
 | ------------------- | --------- | ------------- | -------- | ------- | ------- | ------ | ------ | --------- |
 | R300单机8卡（1x8）  | fp32      | bs=8,lr=0.0001    |     |      |      |    |        |  15.0/32.0  |
-| R300单机单卡（1x1） | fp32      | bs=8,lr=0.0001   |     |      |      |     |         |  10.0/32.0 |
-| R300两机8卡（2x8）  | fp32      | bs=8,lr=0.0001   |     |      |      |     |       |    |
+| R300单机单卡（1x1） | fp32      | bs=8,lr=0.0001   |     |      |      |     |         |  11.0/32.0 |
+| R300两机8卡（2x8）  | fp32      | bs=8,lr=0.0001   |     |      |      |     |       |  9.0/32.0  |
 
 ### 收敛曲线
 ![mAP](mAP.png)
\ No newline at end of file

From 369344ddcb9c1ec2de1715578b9f833dbbc920e7 Mon Sep 17 00:00:00 2001
From: wangdongyu04 <wangdongyu04@baidu.com>
Date: Fri, 20 Oct 2023 12:47:25 +0800
Subject: [PATCH 5/6] update memory data

---
 training/kunlunxin/detr-pytorch/README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/training/kunlunxin/detr-pytorch/README.md b/training/kunlunxin/detr-pytorch/README.md
index b865d11bb..3b41bc426 100644
--- a/training/kunlunxin/detr-pytorch/README.md
+++ b/training/kunlunxin/detr-pytorch/README.md
@@ -42,9 +42,9 @@
   
 | 配置                | precision | fix_hp        | e2e_time | p_whole | p_train | p_core | mAP    | mem       |
 | ------------------- | --------- | ------------- | -------- | ------- | ------- | ------ | ------ | --------- |
-| R300单机8卡（1x8）  | fp32      | bs=8,lr=0.0001    |     |      |      |    |        |  15.0/32.0  |
-| R300单机单卡（1x1） | fp32      | bs=8,lr=0.0001   |     |      |      |     |         |  11.0/32.0 |
-| R300两机8卡（2x8）  | fp32      | bs=8,lr=0.0001   |     |      |      |     |       |  9.0/32.0  |
+| R300单机8卡（1x8）  | fp32      | bs=8,lr=0.0001    |     |      |      |    |        |  25.6/32.0  |
+| R300单机单卡（1x1） | fp32      | bs=8,lr=0.0001   |     |      |      |     |         |  24.8/32.0 |
+| R300两机8卡（2x8）  | fp32      | bs=8,lr=0.0001   |     |      |      |     |       |  25.5/32.0  |
 
 ### 收敛曲线
 ![mAP](mAP.png)
\ No newline at end of file

From 7c9817d475c5f15ab0f49e043b16cd125622619a Mon Sep 17 00:00:00 2001
From: wangdongyu04 <wangdongyu04@baidu.com>
Date: Fri, 20 Oct 2023 16:52:36 +0800
Subject: [PATCH 6/6] add description on mAP.png

---
 training/kunlunxin/detr-pytorch/README.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/training/kunlunxin/detr-pytorch/README.md b/training/kunlunxin/detr-pytorch/README.md
index 3b41bc426..adc47cbb5 100644
--- a/training/kunlunxin/detr-pytorch/README.md
+++ b/training/kunlunxin/detr-pytorch/README.md
@@ -47,4 +47,5 @@
 | R300两机8卡（2x8）  | fp32      | bs=8,lr=0.0001   |     |      |      |     |       |  25.5/32.0  |
 
 ### 收敛曲线
-![mAP](mAP.png)
\ No newline at end of file
+鉴于DETR模型的训练过程非常耗时（正如原始论文所述：The new model requires extra-long training schedule and benefits from auxiliary decoding losses in the transformer），因此我们在xpu上对DETR模型的训练进行了时间上的限制。我们生成了以step为粒度的mAP值曲线，并与GPU进行了对比。下图展示了xpu与gpu在训练15个step时的mAP值对比结果。
+![mAP](mAP.png)