Fuser
fuser 是 Linux 下查询文件或 socket 占用的程序，因为 Linux 下一切系统资源都是文件，所以 fuser 是检查系统资源占用的强大工具。
用例¶
torch.distributed.DistributedDataParallel 训练失败多次后，留下了很多占用显卡内存的进程，如下：
Tue Aug 15 20:37:50 2023
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 525.125.06 Driver Version: 525.125.06 CUDA Version: 12.0 |
|-------------------------------+----------------------+----------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|===============================+======================+======================|
| 0 NVIDIA GeForce ... Off | 00000000:4F:00.0 Off | N/A |
| 30% 39C P8 24W / 350W | 20MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 1 NVIDIA GeForce ... Off | 00000000:52:00.0 Off | N/A |
| 30% 27C P8 26W / 350W | 8MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 2 NVIDIA GeForce ... Off | 00000000:56:00.0 Off | N/A |
| 30% 26C P8 24W / 350W | 8MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 3 NVIDIA GeForce ... Off | 00000000:57:00.0 Off | N/A |
| 30% 28C P8 29W / 350W | 8MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 4 NVIDIA GeForce ... Off | 00000000:CE:00.0 Off | N/A |
| 35% 47C P2 145W / 350W | 11084MiB / 24576MiB | 100% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 5 NVIDIA GeForce ... Off | 00000000:D1:00.0 Off | N/A |
| 32% 45C P2 145W / 350W | 11084MiB / 24576MiB | 100% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 6 NVIDIA GeForce ... Off | 00000000:D5:00.0 Off | N/A |
| 36% 47C P2 155W / 350W | 11082MiB / 24576MiB | 100% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 7 NVIDIA GeForce ... Off | 00000000:D6:00.0 Off | N/A |
| 30% 29C P8 25W / 350W | 8MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 2868 G /usr/lib/xorg/Xorg 9MiB |
| 0 N/A N/A 3282 G /usr/bin/gnome-shell 6MiB |
| 1 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 2 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 3 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 4 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 4 N/A N/A 6956 C ...da3/envs/torch/bin/python 2382MiB |
| 4 N/A N/A 8949 C ...da3/envs/torch/bin/python 2382MiB |
| 4 N/A N/A 10902 C ...da3/envs/torch/bin/python 2382MiB |
| 4 N/A N/A 12880 C ...da3/envs/torch/bin/python 3926MiB |
| 5 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 5 N/A N/A 6957 C ...da3/envs/torch/bin/python 2382MiB |
| 5 N/A N/A 8950 C ...da3/envs/torch/bin/python 2382MiB |
| 5 N/A N/A 10903 C ...da3/envs/torch/bin/python 2382MiB |
| 5 N/A N/A 12881 C ...da3/envs/torch/bin/python 3926MiB |
| 6 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 6 N/A N/A 6958 C ...da3/envs/torch/bin/python 2382MiB |
| 6 N/A N/A 8951 C ...da3/envs/torch/bin/python 2382MiB |
| 6 N/A N/A 10904 C ...da3/envs/torch/bin/python 2382MiB |
| 6 N/A N/A 12882 C ...da3/envs/torch/bin/python 3926MiB |
| 7 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
+-----------------------------------------------------------------------------+（这是不应该出现的，具体为什么出现了有待排查）
所以当我把能看到的 python 进程全部 kill 掉：
Tue Aug 15 20:56:04 2023
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 525.125.06 Driver Version: 525.125.06 CUDA Version: 12.0 |
|-------------------------------+----------------------+----------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|===============================+======================+======================|
| 0 NVIDIA GeForce ... Off | 00000000:4F:00.0 Off | N/A |
| 30% 26C P8 20W / 350W | 20MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 1 NVIDIA GeForce ... Off | 00000000:52:00.0 Off | N/A |
| 30% 26C P8 27W / 350W | 8MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 2 NVIDIA GeForce ... Off | 00000000:56:00.0 Off | N/A |
| 30% 25C P8 24W / 350W | 8MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 3 NVIDIA GeForce ... Off | 00000000:57:00.0 Off | N/A |
| 30% 27C P8 35W / 350W | 8MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 4 NVIDIA GeForce ... Off | 00000000:CE:00.0 Off | N/A |
| 30% 40C P2 106W / 350W | 2394MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 5 NVIDIA GeForce ... Off | 00000000:D1:00.0 Off | N/A |
| 30% 26C P8 24W / 350W | 10MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 6 NVIDIA GeForce ... Off | 00000000:D5:00.0 Off | N/A |
| 30% 27C P8 28W / 350W | 10MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 7 NVIDIA GeForce ... Off | 00000000:D6:00.0 Off | N/A |
| 30% 26C P8 27W / 350W | 8MiB / 24576MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 2868 G /usr/lib/xorg/Xorg 9MiB |
| 0 N/A N/A 3282 G /usr/bin/gnome-shell 6MiB |
| 1 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 2 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 3 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 4 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 5 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 6 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
| 7 N/A N/A 2868 G /usr/lib/xorg/Xorg 4MiB |
+-----------------------------------------------------------------------------+诡异的事情出现了，卡 4 上只有一个 Xorg 进程运行，但显存占用却达到 2374MiB。这时可以用 fuser 排查（具体为什么 fuser 看得到 nvidia-smi 看不到我也不知道）
sudo fuser -v /dev/nvidia* USER PID ACCESS COMMAND
/dev/nvidia0: root 2868 F...m Xorg
gdm 3282 F...m gnome-shell
ruiming 14810 F...m python
/dev/nvidia1: root 2868 F...m Xorg
gdm 3282 F...m gnome-shell
ruiming 14810 F...m python
/dev/nvidia2: root 2868 F...m Xorg
gdm 3282 F...m gnome-shell
ruiming 14810 F...m python
/dev/nvidia3: root 2868 F...m Xorg
gdm 3282 F...m gnome-shell
ruiming 14810 F...m python
/dev/nvidia4: root 2868 F...m Xorg
gdm 3282 F...m gnome-shell
ruiming 14810 F...m python
/dev/nvidia5: root 2868 F...m Xorg
gdm 3282 F...m gnome-shell
ruiming 14810 F...m python
/dev/nvidia6: root 2868 F...m Xorg
gdm 3282 F...m gnome-shell
ruiming 14810 F...m python
/dev/nvidia7: root 2868 F...m Xorg
gdm 3282 F...m gnome-shell
ruiming 14810 F...m python
/dev/nvidiactl: root 2868 F...m Xorg
gdm 3282 F...m gnome-shell
ruiming 14810 F...m python
/dev/nvidia-modeset: root 2868 F.... Xorg
gdm 3282 F.... gnome-shell
/dev/nvidia-uvm: ruiming 14810 F...m python发现这些 GPU 都被 14810 进程占用，kill 之，问题解决。
最后更新:
2023-08-19