我要评论3.1415926 世界线变动之镜像构建
写了一个dockerfile，用这个dockerfile可以build出可用的docker image，这样就可以跳过下面的4，5两步直接启动可用的镜像了吴恩达reinforcementlearning docker镜像构筑
4 tensorflow镜像
4.1 拉取官方tensorflow镜像
到tensorflow官方去拉他们的镜像6
$ docker pull tensorflow/tensorflow:latest-gpu-jupyter # latest release w/ gpu support and jupyter
如果要拉取cpu版本或者其他版本可以参考官方对tag的说明:
| tag | description |
|---|---|
| latest | the latest release of tensorflow cpu binary image. default. |
| nightly | nightly builds of the tensorflow image. (unstable.) |
| version | specify the version of the tensorflow binary image, for example: 2.8.3 |
每个tag还拥有tag-variant如下
| tag variants | description |
|---|---|
| tag-gpu | the specified tag release with gpu support. (see below) |
| tag-jupyter | the specified tag release with jupyter (includes tensorflow tutorial notebooks) |
4.2 运行镜像
参数说明：
--runtime=nvidia --gpus all: 使用gpu
-p 10000:8888: 将容器内部端口8888映射到机器端口10000，稍后用浏览器打开127.0.0.1:10000就能访问jupyter的服务
--name tfgpu: 容器的名字叫做tfgpu
-v /mnt/d/docker/jovyan:/data : 存储映射，将wsl的/mnt/d/docker/jovyan文件夹映射为容器内的/data文件夹，wsl的/mnt/d/docker/jovyan文件夹自然映射到windows的d:/docker/jovyan
$ docker run --runtime=nvidia --gpus all -it -p 10000:8888 --name tfgpu -v /mnt/d/docker/jovyan:/data tensorflow/tensorflow:latest-gpu-jupyter
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.279 serverapp] package notebook took 0.0000s to import
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.311 serverapp] package jupyter_lsp took 0.0311s to import
2024-03-14 16:18:48 [w 2024-03-14 08:18:48.311 serverapp] a `\_jupyter\_server\_extension\_points` function was not found in jupyter_lsp. instead, a `\_jupyter\_server\_extension\_paths` function was found and will be used for now. this function name will be deprecated in future releases of jupyter server.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.321 serverapp] package jupyter_server_terminals took 0.0093s to import
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.321 serverapp] package jupyterlab took 0.0000s to import
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.352 serverapp] package notebook_shim took 0.0000s to import
2024-03-14 16:18:48 [w 2024-03-14 08:18:48.352 serverapp] a `\_jupyter\_server\_extension\_points` function was not found in notebook_shim. instead, a `\_jupyter\_server\_extension\_paths` function was found and will be used for now. this function name will be deprecated in future releases of jupyter server.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.353 serverapp] jupyter_lsp | extension was successfully linked.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.358 serverapp] jupyter_server_terminals | extension was successfully linked.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.361 serverapp] jupyterlab | extension was successfully linked.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.366 serverapp] notebook | extension was successfully linked.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.546 serverapp] notebook_shim | extension was successfully linked.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.570 serverapp] notebook_shim | extension was successfully loaded.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.571 serverapp] jupyter_lsp | extension was successfully loaded.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.572 serverapp] jupyter_server_terminals | extension was successfully loaded.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.580 labapp] jupyterlab extension loaded from /usr/local/lib/python3.11/dist-packages/jupyterlab
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.580 labapp] jupyterlab application directory is /usr/local/share/jupyter/lab
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.580 labapp] extension manager is 'pypi'.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.582 serverapp] jupyterlab | extension was successfully loaded.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.586 serverapp] notebook | extension was successfully loaded.
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.587 serverapp] serving notebooks from local directory: /tf
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.587 serverapp] jupyter server 2.12.0 is running at:
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.587 serverapp] http://bbb293112c81:8888/tree?token=4b8b48c880ddf2c80bb0307d693fda374d0f27e9c2213b44
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.587 serverapp] http://127.0.0.1:8888/tree?token=4b8b48c880ddf2c80bb0307d693fda374d0f27e9c2213b44
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.587 serverapp] use control-c to stop this server and shut down all kernels (twice to skip confirmation).
2024-03-14 16:18:48 [c 2024-03-14 08:18:48.589 serverapp]
2024-03-14 16:18:48
2024-03-14 16:18:48 to access the server, open this file in a browser:
2024-03-14 16:18:48 file:///root/.local/share/jupyter/runtime/jpserver-1-open.html
2024-03-14 16:18:48 or copy and paste one of these urls:
2024-03-14 16:18:48 http://bbb293112c81:8888/tree?token=4b8b48c880ddf2c80bb0307d693fda374d0f27e9c2213b44
2024-03-14 16:18:48 http://127.0.0.1:8888/tree?token=4b8b48c880ddf2c80bb0307d693fda374d0f27e9c2213b44
2024-03-14 16:18:48 [i 2024-03-14 08:18:48.602 serverapp] skipped non-installed server(s): bash-language-server, dockerfile-language-server-nodejs, javascript-typescript-langserver, jedi-language-server, julia-language-server, pyright, python-language-server, python-lsp-server, r-languageserver, sql-language-server, texlab, typescript-language-server, unified-language-server, vscode-css-languageserver-bin, vscode-html-languageserver-bin, vscode-json-languageserver-bin, yaml-language-server
2024-03-14 16:18:56 ^c[i 2024-03-14 08:18:56.542 serverapp] interrupted
2024-03-14 16:18:56 [i 2024-03-14 08:18:56.542 serverapp] serving notebooks from local directory: /tf
2024-03-14 16:18:56 0 active kernels
2024-03-14 16:18:56 jupyter server 2.12.0 is running at:
2024-03-14 16:18:56 http://bbb293112c81:8888/tree?token=4b8b48c880ddf2c80bb0307d693fda374d0f27e9c2213b44
2024-03-14 16:18:56 http://127.0.0.1:8888/tree?token=4b8b48c880ddf2c80bb0307d693fda374d0f27e9c2213b44
2024-03-14 16:18:59 shutdown this jupyter server (y/[n])? n
2024-03-14 16:18:59 [i 2024-03-14 08:18:59.618 serverapp] resuming operation...
2024-03-14 16:19:10 [i 2024-03-14 08:19:10.647 jupyternotebookapp] 302 get /tree/data/07.c3_w3_a1_assignment%20work (@172.17.0.1) 0.99ms
2024-03-14 16:19:15 [i 2024-03-14 08:19:15.030 serverapp] user b8a5075f37d24a42a65573d779a2b7e2 logged in.
2024-03-14 16:19:15 [i 2024-03-14 08:19:15.030 serverapp] 302 post /login?next=%2ftree%2fdata%2f07.c3_w3_a1_assignment%2520work (b8a5075f37d24a42a65573d779a2b7e2@172.17.0.1) 50.95ms
2024-03-14 16:19:15 0.00s - debugger warning: it seems that frozen modules are being used, which may
2024-03-14 16:19:15 0.00s - make the debugger miss breakpoints. please pass -xfrozen\_modules=off
2024-03-14 16:19:15 0.00s - to python to disable frozen modules.
2024-03-14 16:19:15 0.00s - note: debugging will proceed. set pydevd\_disable\_file\_validation=1 to disable this validation.
2024-03-14 16:19:28 [i 2024-03-14 08:19:28.542 serverapp] kernel started: b1ac7995-84c6-49bb-b371-2f1903c7b1c3
2024-03-14 16:19:28 0.00s - debugger warning: it seems that frozen modules are being used, which may
2024-03-14 16:19:28 0.00s - make the debugger miss breakpoints. please pass -xfrozen\_modules=off
2024-03-14 16:19:28 0.00s - to python to disable frozen modules.
2024-03-14 16:19:28 0.00s - note: debugging will proceed. set pydevd\_disable\_file\_validation=1 to disable this validation.
2024-03-14 16:19:29 [i 2024-03-14 08:19:29.149 serverapp] connecting to kernel b1ac7995-84c6-49bb-b371-2f1903c7b1c3.
2024-03-14 16:20:17 2024-03-14 08:20:17.127559: i tensorflow/core/util/port.cc:113] onednn custom operations are on. you may see slightly different numerical results due to floating-point round-off errors from different computation orders. to turn them off, set the environment variable `tf\_enable\_onednn\_opts=0`.
2024-03-14 16:20:17 2024-03-14 08:20:17.172965: e external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] unable to register cudnn factory: attempting to register factory for plugin cudnn when one has already been registered
2024-03-14 16:20:17 2024-03-14 08:20:17.173002: e external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] unable to register cufft factory: attempting to register factory for plugin cufft when one has already been registered
2024-03-14 16:20:17 2024-03-14 08:20:17.176275: e external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] unable to register cublas factory: attempting to register factory for plugin cublas when one has already been registered
2024-03-14 16:20:17 2024-03-14 08:20:17.183555: i tensorflow/core/platform/cpu_feature_guard.cc:182] this tensorflow binary is optimized to use available cpu instructions in performance-critical operations.
2024-03-14 16:20:17 to enable the following instructions: avx2 avx512f avx512_vnni fma, in other operations, rebuild tensorflow with the appropriate compiler flags.
2024-03-14 16:20:18 2024-03-14 08:20:18.132668: w tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] tf-trt warning: could not find tensorrt
2024-03-14 16:20:20 2024-03-14 08:20:19.976429: i external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:887] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
2024-03-14 16:20:20 your kernel may have been built without numa support.
2024-03-14 16:20:20 2024-03-14 08:20:20.366150: i external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:887] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
2024-03-14 16:20:20 your kernel may have been built without numa support.
2024-03-14 16:20:20 2024-03-14 08:20:20.366201: i external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:887] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
2024-03-14 16:20:20 your kernel may have been built without numa support.
2024-03-14 16:20:21 2024-03-14 08:20:21.009327: i external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:887] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
2024-03-14 16:20:21 your kernel may have been built without numa support.
2024-03-14 16:20:21 2024-03-14 08:20:21.009400: i external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:887] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
2024-03-14 16:20:21 your kernel may have been built without numa support.
2024-03-14 16:20:21 2024-03-14 08:20:21.009417: i external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:887] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
2024-03-14 16:20:21 your kernel may have been built without numa support.
2024-03-14 16:20:21 2024-03-14 08:20:21.228485: i external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:887] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
2024-03-14 16:20:21 your kernel may have been built without numa support.
2024-03-14 16:20:21 2024-03-14 08:20:21.228547: i external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:887] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
2024-03-14 16:20:21 your kernel may have been built without numa support.
2024-03-14 16:20:21 2024-03-14 08:20:21.228556: i tensorflow/core/common_runtime/gpu/gpu_device.cc:2022] could not identify numa node of platform gpu id 0, defaulting to 0. your kernel may not have been built with numa support.
2024-03-14 16:20:21 2024-03-14 08:20:21.228586: i external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:887] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
2024-03-14 16:20:21 your kernel may have been built without numa support.
2024-03-14 16:20:21 2024-03-14 08:20:21.228609: i tensorflow/core/common_runtime/gpu/gpu_device.cc:1929] created device /job:localhost/replica:0/task:0/device:gpu:0 with 1753 mb memory: -> device: 0, name: nvidia rtx a2000 laptop gpu, pci bus id: 0000:01:00.0, compute capability: 8.6
2024-03-14 16:20:22 2024-03-14 08:20:22.988820: i external/local_xla/xla/service/service.cc:168] xla service 0x7f1fd59f3190 initialized for platform cuda (this does not guarantee that xla will be used). devices:
2024-03-14 16:20:22 2024-03-14 08:20:22.988862: i external/local_xla/xla/service/service.cc:176] streamexecutor device (0): nvidia rtx a2000 laptop gpu, compute capability 8.6
2024-03-14 16:20:22 2024-03-14 08:20:22.997062: i tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling mlir crash reproducer, set env var `mlir\_crash\_reproducer\_directory` to enable.
2024-03-14 16:20:23 2024-03-14 08:20:23.029062: i external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:454] loaded cudnn version 8904
2024-03-14 16:20:23 warning: all log messages before absl::initializelog() is called are written to stderr
2024-03-14 16:20:23 i0000 00:00:1710404423.113098 148 device_compiler.h:186] compiled cluster using xla! this line is logged at most once for the lifetime of the process.
2024-03-14 16:21:28 [i 2024-03-14 08:21:28.096 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:23:28 [i 2024-03-14 08:23:28.149 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:25:28 [i 2024-03-14 08:25:28.193 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:27:28 [i 2024-03-14 08:27:28.232 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:29:28 [i 2024-03-14 08:29:28.270 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:31:28 [i 2024-03-14 08:31:28.322 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:33:28 [i 2024-03-14 08:33:28.567 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:35:28 [i 2024-03-14 08:35:28.603 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:37:28 [i 2024-03-14 08:37:28.644 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:39:28 [i 2024-03-14 08:39:28.706 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:41:28 [i 2024-03-14 08:41:28.754 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:43:28 [i 2024-03-14 08:43:28.808 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:45:27 [swscaler @ 0x6f6b540] warning: data is not aligned! this can lead to a speed loss
2024-03-14 16:45:28 [i 2024-03-14 08:45:28.851 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:47:28 [i 2024-03-14 08:47:28.912 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 16:55:24 [i 2024-03-14 08:55:24.246 serverapp] starting buffering for b1ac7995-84c6-49bb-b371-2f1903c7b1c3:96ca9b8c-adbe-4be8-80a2-2e5a84a1b06c
2024-03-14 17:03:23 [i 2024-03-14 09:03:23.789 labapp] 302 get /lab (@172.17.0.1) 0.71ms
2024-03-14 17:03:51 [i 2024-03-14 09:03:51.072 serverapp] user 232df10b534c4fea96893811c8da4181 logged in.
2024-03-14 17:03:51 [i 2024-03-14 09:03:51.072 serverapp] 302 post /login?next=%2flab (232df10b534c4fea96893811c8da4181@172.17.0.1) 1.09ms
2024-03-14 17:03:53 [w 2024-03-14 09:03:53.182 labapp] could not determine jupyterlab build status without nodejs
2024-03-14 17:03:53 [i 2024-03-14 09:03:53.263 serverapp] connecting to kernel b1ac7995-84c6-49bb-b371-2f1903c7b1c3.
2024-03-14 17:03:53 [i 2024-03-14 09:03:53.445 serverapp] starting buffering for b1ac7995-84c6-49bb-b371-2f1903c7b1c3:85a729d9-b805-4c8c-8cc4-bd3e4e052a0c
2024-03-14 17:04:02 [w 2024-03-14 09:04:02.985 serverapp] 403 get /static/lab/481e39042508ae313a60.woff (172.17.0.1): 481e39042508ae313a60.woff is not in root static directory
2024-03-14 17:04:03 [w 2024-03-14 09:04:02.995 serverapp] 403 get /static/lab/481e39042508ae313a60.woff (232df10b534c4fea96893811c8da4181@172.17.0.1) 13.44ms referer=http://127.0.0.1:10005/lab
2024-03-14 17:04:03 [i 2024-03-14 09:04:03.001 serverapp] connecting to kernel b1ac7995-84c6-49bb-b371-2f1903c7b1c3.
2024-03-14 17:04:03 [w 2024-03-14 09:04:03.101 serverapp] 403 get /static/lab/1cb1c39ea642f26a4dfe.woff (172.17.0.1): 1cb1c39ea642f26a4dfe.woff is not in root static directory
2024-03-14 17:04:03 [w 2024-03-14 09:04:03.103 serverapp] 403 get /static/lab/1cb1c39ea642f26a4dfe.woff (232df10b534c4fea96893811c8da4181@172.17.0.1) 2.14ms referer=http://127.0.0.1:10005/lab
2024-03-14 17:04:03 [w 2024-03-14 09:04:03.103 serverapp] 403 get /static/lab/a009bea404f7a500ded4.woff (172.17.0.1): a009bea404f7a500ded4.woff is not in root static directory
2024-03-14 17:04:03 [w 2024-03-14 09:04:03.105 serverapp] 403 get /static/lab/a009bea404f7a500ded4.woff (232df10b534c4fea96893811c8da4181@172.17.0.1) 3.75ms referer=http://127.0.0.1:10005/lab
2024-03-14 17:04:03 [w 2024-03-14 09:04:03.327 serverapp] 403 get /static/lab/c49810b53ecc0d87d802.woff (172.17.0.1): c49810b53ecc0d87d802.woff is not in root static directory
2024-03-14 17:04:03 [w 2024-03-14 09:04:03.330 serverapp] 403 get /static/lab/c49810b53ecc0d87d802.woff (232df10b534c4fea96893811c8da4181@172.17.0.1) 4.02ms referer=http://127.0.0.1:10005/lab
2024-03-14 17:04:03 [w 2024-03-14 09:04:03.370 serverapp] 403 get /static/lab/3bc6ecaae7ecf6f8d7f8.woff (172.17.0.1): 3bc6ecaae7ecf6f8d7f8.woff is not in root static directory
2024-03-14 17:04:03 [w 2024-03-14 09:04:03.372 serverapp] 403 get /static/lab/3bc6ecaae7ecf6f8d7f8.woff (232df10b534c4fea96893811c8da4181@172.17.0.1) 5.23ms referer=http://127.0.0.1:10005/lab
2024-03-14 17:04:03 [w 2024-03-14 09:04:03.603 serverapp] 403 get /static/lab/5cda41563a095bd70c78.woff (172.17.0.1): 5cda41563a095bd70c78.woff is not in root static directory
2024-03-14 17:04:03 [w 2024-03-14 09:04:03.604 serverapp] 403 get /static/lab/5cda41563a095bd70c78.woff (232df10b534c4fea96893811c8da4181@172.17.0.1) 1.76ms referer=http://127.0.0.1:10005/lab
2024-03-14 17:06:02 [i 2024-03-14 09:06:02.688 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 17:08:02 [i 2024-03-14 09:08:02.745 serverapp] saving file at /data/07.c3_w3_a1_assignment work/c3_w3_a1_assignment.ipynb
2024-03-14 17:09:54 [i 2024-03-14 09:09:54.848 serverapp] kernel interrupted: b1ac7995-84c6-49bb-b371-2f1903c7b1c3
2024-03-14 17:10:09 [c 2024-03-14 09:10:09.364 serverapp] received signal 15, stopping
2024-03-14 17:10:09 [i 2024-03-14 09:10:09.365 serverapp] shutting down 5 extensions
2024-03-14 17:10:09 [i 2024-03-14 09:10:09.365 serverapp] shutting down 1 kernel
2024-03-14 17:10:09 [i 2024-03-14 09:10:09.365 serverapp] kernel shutdown: b1ac7995-84c6-49bb-b371-2f1903c7b1c3
2024-03-15 11:15:04 [i 2024-03-15 03:15:04.553 serverapp] package notebook took 0.0000s to import
2024-03-15 11:15:04 [i 2024-03-15 03:15:04.572 serverapp] package jupyter_lsp took 0.0183s to import
2024-03-15 11:15:04 [w 2024-03-15 03:15:04.572 serverapp] a `\_jupyter\_server\_extension\_points` function was not found in jupyter_lsp. instead, a `\_jupyter\_server\_extension\_paths` function was found and will be used for now. this function name will be deprecated in future releases of jupyter server.
2024-03-15 11:15:04 [i 2024-03-15 03:15:04.582 serverapp] package jupyter_server_terminals took 0.0097s to import
2024-03-15 11:15:04 [i 2024-03-15 03:15:04.582 serverapp] package jupyterlab took 0.0000s to import
2024-03-15 11:15:04 [i 2024-03-15 03:15:04.672 serverapp] package notebook_shim took 0.0000s to import
2024-03-15 11:15:04 [w 2024-03-15 03:15:04.672 serverapp] a `\_jupyter\_server\_extension\_points` function was not found in notebook_shim. instead, a `\_jupyter\_server\_extension\_paths` function was found and will be used for now. this function name will be deprecated in future releases of jupyter server.
2024-03-15 11:15:04 [i 2024-03-15 03:15:04.673 serverapp] jupyter_lsp | extension was successfully linked.
2024-03-15 11:15:04 [i 2024-03-15 03:15:04.676 serverapp] jupyter_server_terminals | extension was successfully linked.
2024-03-15 11:15:04 [i 2024-03-15 03:15:04.679 serverapp] jupyterlab | extension was successfully linked.
2024-03-15 11:15:04 [i 2024-03-15 03:15:04.682 serverapp] notebook | extension was successfully linked.
2024-03-15 11:15:04 [i 2024-03-15 03:15:04.997 serverapp] notebook_shim | extension was successfully linked.
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.016 serverapp] notebook_shim | extension was successfully loaded.
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.017 serverapp] jupyter_lsp | extension was successfully loaded.
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.018 serverapp] jupyter_server_terminals | extension was successfully loaded.
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.023 labapp] jupyterlab extension loaded from /usr/local/lib/python3.11/dist-packages/jupyterlab
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.023 labapp] jupyterlab application directory is /usr/local/share/jupyter/lab
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.024 labapp] extension manager is 'pypi'.
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.026 serverapp] jupyterlab | extension was successfully loaded.
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.027 serverapp] notebook | extension was successfully loaded.
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.028 serverapp] serving notebooks from local directory: /tf
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.028 serverapp] jupyter server 2.12.0 is running at:
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.028 serverapp] http://bbb293112c81:8888/tree?token=eaf9f279cde54f16ad174bc938321ba9eb9bb7ef56b87666
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.028 serverapp] http://127.0.0.1:8888/tree?token=eaf9f279cde54f16ad174bc938321ba9eb9bb7ef56b87666
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.028 serverapp] use control-c to stop this server and shut down all kernels (twice to skip confirmation).
2024-03-15 11:15:05 [c 2024-03-15 03:15:05.030 serverapp]
2024-03-15 11:15:05
2024-03-15 11:15:05 to access the server, open this file in a browser:
2024-03-15 11:15:05 file:///root/.local/share/jupyter/runtime/jpserver-1-open.html
2024-03-15 11:15:05 or copy and paste one of these urls:
2024-03-15 11:15:05 http://bbb293112c81:8888/tree?token=eaf9f279cde54f16ad174bc938321ba9eb9bb7ef56b87666
2024-03-15 11:15:05 http://127.0.0.1:8888/tree?token=eaf9f279cde54f16ad174bc938321ba9eb9bb7ef56b87666
2024-03-15 11:15:05 [i 2024-03-15 03:15:05.040 serverapp] skipped non-installed server(s): bash-language-server, dockerfile-language-server-nodejs, javascript-typescript-langserver, jedi-language-server, julia-language-server, pyright, python-language-server, python-lsp-server, r-languageserver, sql-language-server, texlab, typescript-language-server, unified-language-server, vscode-css-languageserver-bin, vscode-html-languageserver-bin, vscode-json-languageserver-bin, yaml-language-server
2024-03-15 18:00:57 [c 2024-03-15 10:00:57.650 serverapp] received signal 15, stopping
2024-03-15 18:00:57 [i 2024-03-15 10:00:57.652 serverapp] shutting down 5 extensions
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.279 serverapp] package notebook took 0.0000s to import
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.302 serverapp] package jupyter_lsp took 0.0229s to import
2024-03-18 15:30:56 [w 2024-03-18 07:30:56.302 serverapp] a `\_jupyter\_server\_extension\_points` function was not found in jupyter_lsp. instead, a `\_jupyter\_server\_extension\_paths` function was found and will be used for now. this function name will be deprecated in future releases of jupyter server.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.314 serverapp] package jupyter_server_terminals took 0.0119s to import
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.315 serverapp] package jupyterlab took 0.0000s to import
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.425 serverapp] package notebook_shim took 0.0000s to import
2024-03-18 15:30:56 [w 2024-03-18 07:30:56.425 serverapp] a `\_jupyter\_server\_extension\_points` function was not found in notebook_shim. instead, a `\_jupyter\_server\_extension\_paths` function was found and will be used for now. this function name will be deprecated in future releases of jupyter server.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.426 serverapp] jupyter_lsp | extension was successfully linked.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.428 serverapp] jupyter_server_terminals | extension was successfully linked.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.431 serverapp] jupyterlab | extension was successfully linked.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.434 serverapp] notebook | extension was successfully linked.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.776 serverapp] notebook_shim | extension was successfully linked.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.798 serverapp] notebook_shim | extension was successfully loaded.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.800 serverapp] jupyter_lsp | extension was successfully loaded.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.801 serverapp] jupyter_server_terminals | extension was successfully loaded.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.808 labapp] jupyterlab extension loaded from /usr/local/lib/python3.11/dist-packages/jupyterlab
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.808 labapp] jupyterlab application directory is /usr/local/share/jupyter/lab
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.809 labapp] extension manager is 'pypi'.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.811 serverapp] jupyterlab | extension was successfully loaded.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.812 serverapp] notebook | extension was successfully loaded.
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.813 serverapp] serving notebooks from local directory: /tf
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.813 serverapp] jupyter server 2.12.0 is running at:
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.813 serverapp] http://bbb293112c81:8888/tree?token=76bca2a3f256ee976ca8194aa95a845d625737dd501450aa
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.813 serverapp] http://127.0.0.1:8888/tree?token=76bca2a3f256ee976ca8194aa95a845d625737dd501450aa
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.813 serverapp] use control-c to stop this server and shut down all kernels (twice to skip confirmation).
2024-03-18 15:30:56 [c 2024-03-18 07:30:56.815 serverapp]
2024-03-18 15:30:56
2024-03-18 15:30:56 to access the server, open this file in a browser:
2024-03-18 15:30:56 file:///root/.local/share/jupyter/runtime/jpserver-1-open.html
2024-03-18 15:30:56 or copy and paste one of these urls:
2024-03-18 15:30:56 http://bbb293112c81:8888/tree?token=76bca2a3f256ee976ca8194aa95a845d625737dd501450aa
2024-03-18 15:30:56 http://127.0.0.1:8888/tree?token=76bca2a3f256ee976ca8194aa95a845d625737dd501450aa
2024-03-18 15:30:56 [i 2024-03-18 07:30:56.828 serverapp] skipped non-installed server(s): bash-language-server, dockerfile-language-server-nodejs, javascript-typescript-langserver, jedi-language-server, julia-language-server, pyright, python-language-server, python-lsp-server, r-languageserver, sql-language-server, texlab, typescript-language-server, unified-language-server, vscode-css-languageserver-bin, vscode-html-languageserver-bin, vscode-json-languageserver-bin, yaml-language-server
5 运行jupyter
5.1 打开jupyter
打开chrome或其他浏览器，输入127.0.0.1:10000，需要你输入token，注意上面log的最后token=的字样，将它copy进去就可以使用了。
或者直接copy上面token的url，改一下端口也可以访问。
5.2 测试tensorflow
在jupyter里面new一个notebook，输入
import tensorflow as tf
print(tf.config.list_physical_devices('gpu'))
print(tf.test.is_built_with_cuda())
from tensorflow.python.platform import build_info as tf_build_info
print("cudnn\_version",tf_build_info.build_info['cudnn\_version'])
print("cuda\_version",tf_build_info.build_info['cuda\_version'])
可得到如下输出，则说明可以用gpu加速tensorflow了
[physicaldevice(name='/physical\_device:gpu:0', device_type='gpu')]
true
cudnn_version 8
cuda_version 12.2
6. 安装tensorflow+cuda
如果上面看不到相关的gpu，可能是cuda等在容器内的安装有问题。nvidia的cuda软件架构一直在调整，安装确实各种不便。
发现tensorflow已经发布2.15.0rc版了，更新介绍通过pip一次就可以安装tensorflow和对应的cuda。参见install tensorflow with pip
先从wsl通过
$ docker exec -it tfgpu bash
进入container。
再在container内执行以下命令：
$ pip install --upgrade pip
$ pip install tensorflow[and-cuda]
装完后执行4.4的测试应该就能通过了。
7. 问题
7. 1 numa support problem
这个问题我尝试在wsl里安装numa包了，但是仍然没解决，但是根据nvidia官方回复if you are asking about the numa message, it is a harmless warning.7
problem like this
2022-06-15 12:26:38.641299: i tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:961] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
your kernel may have been built without numa support.
2022-06-15 12:26:38.663494: i tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:961] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
your kernel may have been built without numa support.
2022-06-15 12:26:38.663891: i tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:961] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
your kernel may have been built without numa support.
2022-06-15 12:26:38.664215: i tensorflow/core/platform/cpu_feature_guard.cc:193] this tensorflow binary is optimized with oneapi deep neural network library (onednn) to use the following cpu instructions in performance-critical operations: avx2 fma
to enable them in other operations, rebuild tensorflow with the appropriate compiler flags.
2022-06-15 12:26:38.665784: i tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:961] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
your kernel may have been built without numa support.
2022-06-15 12:26:38.666145: i tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:961] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
your kernel may have been built without numa support.
2022-06-15 12:26:38.666447: i tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:961] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
your kernel may have been built without numa support.
2022-06-15 12:26:39.086758: i tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:961] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
your kernel may have been built without numa support.
2022-06-15 12:26:39.087183: i tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:961] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
your kernel may have been built without numa support.
2022-06-15 12:26:39.087209: i tensorflow/core/common_runtime/gpu/gpu_device.cc:1616] could not identify numa node of platform gpu id 0, defaulting to 0. your kernel may not have been built with numa support.
2022-06-15 12:26:39.087578: i tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:961] could not open file to read numa node: /sys/bus/pci/devices/0000:01:00.0/numa_node
your kernel may have been built without numa support.
建议忽略这个warning (参见 8. tensorflow的warning抑制)
7.2 tf_enable_onednn_opts
problem like this
2024-03-18 07:42:53.040059: i tensorflow/core/util/port.cc:113] onednn custom operations are on. you may see slightly different numerical results due to floating-point round-off errors from different computation orders. to turn them off, set the environment variable `tf\_enable\_onednn\_opts=0`.
看起来是一些精度问题，如果介意的话，可以在python代码顶部用
import os
os.environ['tf\_enable\_onednn\_opts'] = '0'
来解决，或者忽略这个warning参见8. tensorflow的warning抑制
7.3 cudnn/cufft/cublas插件冲突
problem like this
2024-03-11 08:23:27.237450: e external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] unable to register cudnn factory: attempting to register factory for plugin cudnn when one has already been registered
2024-03-11 08:23:27.237475: e external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] unable to register cufft factory: attempting to register factory for plugin cufft when one has already been registered
2024-03-11 08:23:27.238122: e external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] unable to register cublas factory: attempting to register factory for plugin cublas when one has already been registered
cudnn, cufft, and cublas errors
据说是：starting from tf2.14 tensorflow provides cuda package which can install all the cudnn,cufft and cublas libraries.
tf默认装了cu的包，所以冲突了？当然，我独立安装了cuda toolkit和cudnn模块，看起来是包重复的问题。
可以用7. tensorflow的warning抑制的方法加以忽视。
如果介意的话，就只能uninstall手动安装的cuda toolkit和cudnn了。
7.4 sklearn的安装
要用-u的option，否则总是失败
pip install -u scikit-learn
8. tensorflow的warning抑制
抑制tf的warning信息，避免反复跳出。
import os
os.environ['tf\_cpp\_min\_log\_level'] = '3' # or any {‘0’, ‘1’, ‘2’}
当然，还是建议好好看一下warning是不是真的不是你关心的点了
annex
最后，给出容器内的配置清单供各位参考
a1. pip的安装清单
$ pip list
package version
---------------------------- -------------
absl-py 2.0.0
anyio 4.1.0
argon2-cffi 23.1.0
argon2-cffi-bindings 21.2.0
arrow 1.3.0
asttokens 2.4.1
astunparse 1.6.3
async-lru 2.0.4
attrs 23.1.0
av 11.0.0
babel 2.13.1
beautifulsoup4 4.12.2
bleach 6.1.0
blinker 1.4
bokeh 3.3.4
box2d-py 2.3.5
cachetools 5.3.2
certifi 2023.11.17
cffi 1.16.0
charset-normalizer 3.3.2
cloudpickle 3.0.0
comm 0.2.0
contourpy 1.2.0
cryptography 3.4.8
cuda-python 12.4.0
cycler 0.12.1
cython 3.0.9
dbus-python 1.2.18
debugpy 1.8.0
decorator 5.1.1
defusedxml 0.7.1
distro 1.7.0
executing 2.0.1
farama-notifications 0.0.4
fastjsonschema 2.19.0
flatbuffers 23.5.26
fonttools 4.46.0
fqdn 1.5.1
gast 0.5.4
google-auth 2.25.1
google-auth-oauthlib 1.1.0
google-pasta 0.2.0
grpcio 1.59.3
gym 0.26.2
gym-notices 0.0.8
gymnasium 0.29.1
h5py 3.10.0
httplib2 0.20.2
idna 3.6
imageio 2.34.0
imageio-ffmpeg 0.4.9
importlib-metadata 4.6.4
ipykernel 6.27.1
ipython 8.18.1
ipywidgets 8.1.1
isoduration 20.11.0
jedi 0.19.1
jeepney 0.7.1
jinja2 3.1.2
joblib 1.3.2
json5 0.9.14
jsonpointer 2.4
jsonschema 4.20.0
jsonschema-specifications 2023.11.2
jupyter 1.0.0
jupyter_client 8.6.0
jupyter-console 6.6.3
jupyter_core 5.5.0
jupyter-events 0.9.0
jupyter-http-over-ws 0.0.8
jupyter-lsp 2.2.1
jupyter_server 2.12.0
jupyter_server_terminals 0.4.4
jupyterlab 4.0.9
jupyterlab_pygments 0.3.0
jupyterlab_server 2.25.2
jupyterlab-widgets 3.0.9
keras 2.15.0
keras-preprocessing 1.1.2
keyring 23.5.0
kiwisolver 1.4.5
launchpadlib 1.10.16
lazr.restfulclient 0.14.4
lazr.uri 1.0.6
libclang 16.0.6
markdown 3.5.1
markupsafe 2.1.3
matplotlib 3.8.2
matplotlib-inline 0.1.6
mistune 3.0.2
ml-dtypes 0.2.0
more-itertools 8.10.0
nbclient 0.9.0
nbconvert 7.12.0
nbformat 5.9.2
nest-asyncio 1.5.8
notebook 7.0.6
notebook_shim 0.2.3
npm 0.1.1
numpy 1.26.4
nvidia-cublas-cu12 12.2.5.6
nvidia-cuda-cupti-cu12 12.2.142
nvidia-cuda-nvcc-cu12 12.2.140
nvidia-cuda-nvrtc-cu12 12.2.140
nvidia-cuda-runtime-cu12 12.2.140
nvidia-cudnn-cu12 8.9.4.25
nvidia-cufft-cu12 11.0.8.103
nvidia-curand-cu12 10.3.3.141
nvidia-cusolver-cu12 11.5.2.141
nvidia-cusparse-cu12 12.1.2.141
nvidia-nccl-cu12 2.16.5
nvidia-nvjitlink-cu12 12.2.140
oauthlib 3.2.0
opt-einsum 3.3.0
optional-django 0.1.0
overrides 7.4.0
packaging 23.2
pandas 2.2.1
pandocfilters 1.5.0
parso 0.8.3
pexpect 4.9.0
pillow 10.1.0
pip 24.0
platformdirs 4.1.0
plotly 5.19.0
prometheus-client 0.19.0
prompt-toolkit 3.0.41
protobuf 4.23.4
psutil 5.9.6
ptyprocess 0.7.0
pure-eval 0.2.2
pyasn1 0.5.1
pyasn1-modules 0.3.0
pycparser 2.21
pygame 2.5.2
pygments 2.17.2
pygobject 3.42.1
pyjwt 2.3.0
pyopengl 3.1.5
pyparsing 2.4.7
python-apt 2.4.0+ubuntu3
python-dateutil 2.8.2
python-json-logger 2.0.7
pytz 2024.1
pyvirtualdisplay 3.0
pyyaml 6.0.1
pyzmq 25.1.2
qtconsole 5.5.1
qtpy 2.4.1
referencing 0.31.1
requests 2.31.0
requests-oauthlib 1.3.1
rfc3339-validator 0.1.4
rfc3986-validator 0.1.1
rpds-py 0.13.2
rsa 4.9
scikit-learn 1.4.1.post1
scipy 1.12.0
secretstorage 3.3.1
send2trash 1.8.2
setuptools 69.1.1
six 1.16.0
sniffio 1.3.0
soupsieve 2.5
ssh-import-id 5.11
stack-data 0.6.3
swig 4.2.1
tabulate 0.9.0
tenacity 8.2.3
tensorboard 2.15.1
tensorboard-data-server 0.7.2
tensorflow 2.15.0.post1
tensorflow-estimator 2.15.0
tensorflow-io-gcs-filesystem 0.34.0
termcolor 2.4.0
terminado 0.18.0
threadpoolctl 3.3.0
tinycss2 1.2.1
tornado 6.4
traitlets 5.14.0
types-python-dateutil 2.8.19.14
typing_extensions 4.8.0
tzdata 2024.1
ufal.pybox2d 2.3.10.3
uri-template 1.3.0
urllib3 2.1.0
wadllib 1.3.6
wcwidth 0.2.12
webcolors 1.13
webencodings 0.5.1
websocket-client 1.7.0
werkzeug 3.0.1
wheel 0.43.0
widgetsnbextension 4.0.9
wrapt 1.14.1
xyzservices 2023.10.1
zipp 1.0.0
a2. apt的安装清单
$ apt list --installed
listing... done
adduser/jammy,now 3.118ubuntu5 all [installed]
alsa-topology-conf/jammy,now 1.2.5.1-2 all [installed,automatic]
alsa-ucm-conf/jammy-updates,now 1.2.6.3-1ubuntu1.11 all [installed,automatic]
apt/jammy-updates,now 2.4.11 amd64 [installed]
base-files/jammy-updates,now 12ubuntu4.6 amd64 [installed]
base-passwd/jammy,now 3.5.52build1 amd64 [installed]
bash/jammy,now 5.1-6ubuntu1 amd64 [installed]
binutils-common/jammy-updates,jammy-security,now 2.38-4ubuntu2.6 amd64 [installed,automatic]
binutils-x86-64-linux-gnu/jammy-updates,jammy-security,now 2.38-4ubuntu2.6 amd64 [installed,automatic]
binutils/jammy-updates,jammy-security,now 2.38-4ubuntu2.6 amd64 [installed,automatic]
bsdutils/jammy,now 1:2.37.2-4ubuntu3 amd64 [installed]
build-essential/jammy,now 12.9ubuntu3 amd64 [installed]
bzip2/jammy,now 1.0.8-5build1 amd64 [installed,automatic]
ca-certificates/jammy-updates,jammy-security,now 20230311ubuntu0.22.04.1 all [installed]
coreutils/jammy-updates,now 8.32-4.1ubuntu1.1 amd64 [installed]
cpp-11/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04 amd64 [installed,automatic]
cpp/jammy,now 4:11.2.0-1ubuntu1 amd64 [installed,automatic]
cuda-cccl-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
cuda-command-line-tools-12-3/unknown,now 12.3.2-1 amd64 [installed]
cuda-compat-12-3/unknown,now 545.23.08-1 amd64 [installed]
cuda-crt-12-3/unknown,now 12.3.107-1 amd64 [installed,automatic]
cuda-cudart-12-3/unknown,now 12.3.101-1 amd64 [installed]
cuda-cudart-dev-12-3/unknown,now 12.3.101-1 amd64 [installed]
cuda-cuobjdump-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
cuda-cupti-12-3/unknown,now 12.3.101-1 amd64 [installed]
cuda-cupti-dev-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
cuda-driver-dev-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
cuda-gdb-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
cuda-keyring/unknown,now 1.1-1 all [installed]
cuda-libraries-12-3/unknown,now 12.3.2-1 amd64 [installed]
cuda-nvcc-12-3/unknown,now 12.3.107-1 amd64 [installed]
cuda-nvdisasm-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
cuda-nvprof-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
cuda-nvprune-12-3/unknown,now 12.3.101-1 amd64 [installed]
cuda-nvrtc-12-3/unknown,now 12.3.107-1 amd64 [installed]
cuda-nvtx-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
cuda-nvvm-12-3/unknown,now 12.3.107-1 amd64 [installed,automatic]
cuda-opencl-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
cuda-sanitizer-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
cuda-toolkit-12-3-config-common/unknown,now 12.3.101-1 all [installed,automatic]
cuda-toolkit-12-config-common/unknown,now 12.4.99-1 all [installed,automatic]
cuda-toolkit-config-common/unknown,now 12.4.99-1 all [installed,automatic]
cudnn9-cuda-12-3/unknown,now 9.0.0.312-1 amd64 [installed,automatic]
cudnn9-cuda-12/unknown,now 9.0.0.312-1 amd64 [installed,automatic]
cudnn9/unknown,now 9.0.0-1 amd64 [installed,automatic]
cudnn/unknown,now 9.0.0-1 amd64 [installed]
curl/jammy-updates,jammy-security,now 7.81.0-1ubuntu1.15 amd64 [installed]
dash/jammy,now 0.5.11+git20210903+057cd650a4ed-3build1 amd64 [installed]
dbus/jammy-updates,jammy-security,now 1.12.20-2ubuntu4.1 amd64 [installed,automatic]
debconf/jammy,now 1.5.79ubuntu1 all [installed]
debianutils/jammy,now 5.5-1ubuntu2 amd64 [installed]
diffutils/jammy,now 1:3.8-0ubuntu2 amd64 [installed]
dirmngr/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 amd64 [installed,automatic]
distro-info-data/jammy-updates,now 0.52ubuntu0.6 all [installed,automatic]
dpkg-dev/jammy-updates,now 1.21.1ubuntu2.3 all [installed,automatic]
dpkg/jammy-updates,now 1.21.1ubuntu2.3 amd64 [installed]
e2fsprogs/jammy-updates,jammy-security,now 1.46.5-2ubuntu1.1 amd64 [installed]
findutils/jammy,now 4.8.0-1ubuntu3 amd64 [installed]
fluid-soundfont-gm/jammy,now 3.1-5.3 all [installed]
fontconfig-config/jammy,now 2.13.1-4.2ubuntu5 all [installed,automatic]
fontconfig/jammy,now 2.13.1-4.2ubuntu5 amd64 [installed]
fonts-dejavu-core/jammy,now 2.37-2build1 all [installed,automatic]
fonts-freefont-ttf/jammy,now 20120503-10build1 all [installed]
freeglut3/jammy,now 2.8.1-6 amd64 [installed,automatic]
g++-11/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04 amd64 [installed,automatic]
g++/jammy,now 4:11.2.0-1ubuntu1 amd64 [installed,automatic]
gcc-11-base/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04 amd64 [installed,automatic]
gcc-11/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04 amd64 [installed,automatic]
gcc-12-base/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04 amd64 [installed]
gcc/jammy,now 4:11.2.0-1ubuntu1 amd64 [installed,automatic]
gir1.2-glib-2.0/jammy,now 1.72.0-1 amd64 [installed,automatic]
gir1.2-ibus-1.0/jammy,now 1.5.26-4 amd64 [installed,automatic]
gir1.2-packagekitglib-1.0/jammy,now 1.2.5-2ubuntu2 amd64 [installed,automatic]
git-man/jammy-updates,now 1:2.34.1-1ubuntu1.10 all [installed,automatic]
git/jammy-updates,now 1:2.34.1-1ubuntu1.10 amd64 [installed]
gnupg-l10n/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 all [installed,automatic]
gnupg-utils/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 amd64 [installed,automatic]
gnupg2/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 all [installed]
gnupg/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 all [installed]
gpg-agent/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 amd64 [installed,automatic]
gpg-wks-client/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 amd64 [installed,automatic]
gpg-wks-server/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 amd64 [installed,automatic]
gpg/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 amd64 [installed,automatic]
gpgconf/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 amd64 [installed,automatic]
gpgsm/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 amd64 [installed,automatic]
gpgv/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.1 amd64 [installed]
grep/jammy,now 3.7-1build1 amd64 [installed]
gzip/jammy-updates,now 1.10-4ubuntu4.1 amd64 [installed]
hostname/jammy,now 3.23ubuntu2 amd64 [installed]
i965-va-driver/jammy,now 2.4.1+dfsg1-1 amd64 [installed,automatic]
init-system-helpers/jammy,now 1.62 all [installed]
intel-media-va-driver/jammy-updates,now 22.3.1+dfsg1-1ubuntu2 amd64 [installed,automatic]
iso-codes/jammy,now 4.9.0-1 all [installed,automatic]
javascript-common/jammy,now 11+nmu1 all [installed,automatic]
libaacs0/jammy,now 0.11.1-1 amd64 [installed,automatic]
libacl1/jammy,now 2.3.1-1 amd64 [installed]
libaom3/jammy,now 3.3.0-1 amd64 [installed,automatic]
libapparmor1/jammy-updates,now 3.0.4-2ubuntu2.3 amd64 [installed,automatic]
libappstream4/jammy,now 0.15.2-2 amd64 [installed,automatic]
libapt-pkg6.0/jammy-updates,now 2.4.11 amd64 [installed]
libargon2-1/jammy,now 0~20171227-0.3 amd64 [installed,automatic]
libasan6/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04 amd64 [installed,automatic]
libasound2-data/jammy,now 1.2.6.1-1ubuntu1 all [installed,automatic]
libasound2-dev/jammy,now 1.2.6.1-1ubuntu1 amd64 [installed,automatic]
libasound2/jammy,now 1.2.6.1-1ubuntu1 amd64 [installed]
libassuan0/jammy,now 2.5.5-1build1 amd64 [installed,automatic]
libasyncns0/jammy,now 0.8-6build2 amd64 [installed,automatic]
libatomic1/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04 amd64 [installed,automatic]
libattr1/jammy,now 1:2.5.1-1build1 amd64 [installed]
libaudit-common/jammy,now 1:3.0.7-1build1 all [installed]
libaudit1/jammy,now 1:3.0.7-1build1 amd64 [installed]
libavcodec-dev/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed]
libavcodec58/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed,automatic]
libavformat-dev/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed]
libavformat58/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed,automatic]
libavutil-dev/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed,automatic]
libavutil56/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed,automatic]
libbdplus0/jammy,now 0.2.0-1 amd64 [installed,automatic]
libbinutils/jammy-updates,jammy-security,now 2.38-4ubuntu2.6 amd64 [installed,automatic]
libblas3/jammy,now 3.10.0-2ubuntu1 amd64 [installed,automatic]
libblkid-dev/jammy,now 2.37.2-4ubuntu3 amd64 [installed,automatic]
libblkid1/jammy,now 2.37.2-4ubuntu3 amd64 [installed]
libbluray2/jammy,now 1:1.3.1-1 amd64 [installed,automatic]
libbrotli-dev/jammy,now 1.0.9-2build6 amd64 [installed,automatic]
libbrotli1/jammy,now 1.0.9-2build6 amd64 [installed,automatic]
libbsd0/jammy,now 0.11.5-1 amd64 [installed,automatic]
libbz2-1.0/jammy,now 1.0.8-5build1 amd64 [installed]
libc-bin/jammy-updates,jammy-security,now 2.35-0ubuntu3.6 amd64 [installed]
libc-dev-bin/jammy-updates,jammy-security,now 2.35-0ubuntu3.6 amd64 [installed,automatic]
libc6-dev/jammy-updates,jammy-security,now 2.35-0ubuntu3.6 amd64 [installed,automatic]
libc6/jammy-updates,jammy-security,now 2.35-0ubuntu3.6 amd64 [installed]
libcaca-dev/jammy,now 0.99.beta19-2.2ubuntu4 amd64 [installed,automatic]
libcaca0/jammy,now 0.99.beta19-2.2ubuntu4 amd64 [installed,automatic]
libcairo-gobject2/jammy,now 1.16.0-5ubuntu2 amd64 [installed,automatic]
libcairo2/jammy,now 1.16.0-5ubuntu2 amd64 [installed,automatic]
libcap-ng0/jammy,now 0.7.9-2.2build3 amd64 [installed]
libcap2-bin/jammy-updates,jammy-security,now 1:2.44-1ubuntu0.22.04.1 amd64 [installed,automatic]
libcap2/jammy-updates,jammy-security,now 1:2.44-1ubuntu0.22.04.1 amd64 [installed]
libcbor0.8/jammy,now 0.8.0-2ubuntu1 amd64 [installed,automatic]
libcc1-0/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04 amd64 [installed,automatic]
libchromaprint1/jammy,now 1.5.1-2 amd64 [installed,automatic]
libcodec2-1.0/jammy,now 1.0.1-3 amd64 [installed,automatic]
libcom-err2/jammy-updates,jammy-security,now 1.46.5-2ubuntu1.1 amd64 [installed]
libcrypt-dev/jammy,now 1:4.4.27-1 amd64 [installed,automatic]
libcrypt1/jammy,now 1:4.4.27-1 amd64 [installed]
libcryptsetup12/jammy-updates,now 2:2.4.3-1ubuntu1.2 amd64 [installed,automatic]
libctf-nobfd0/jammy-updates,jammy-security,now 2.38-4ubuntu2.6 amd64 [installed,automatic]
libctf0/jammy-updates,jammy-security,now 2.38-4ubuntu2.6 amd64 [installed,automatic]
libcublas-12-3/unknown,now 12.3.4.1-1 amd64 [installed]
libcudnn9-cuda-12/unknown,now 9.0.0.312-1 amd64 [installed,automatic]
libcudnn9-dev-cuda-12/unknown,now 9.0.0.312-1 amd64 [installed,automatic]
libcudnn9-samples/unknown,now 9.0.0.312-1 all [installed,automatic]
libcudnn9-static-cuda-12/unknown,now 9.0.0.312-1 amd64 [installed,automatic]
libcufft-12-3/unknown,now 11.0.12.1-1 amd64 [installed]
libcufile-12-3/unknown,now 1.8.1.2-1 amd64 [installed,automatic]
libcurand-12-3/unknown,now 10.3.4.107-1 amd64 [installed]
libcurl3-gnutls/jammy-updates,jammy-security,now 7.81.0-1ubuntu1.15 amd64 [installed,automatic]
libcurl4/jammy-updates,jammy-security,now 7.81.0-1ubuntu1.15 amd64 [installed,automatic]
libcusolver-12-3/unknown,now 11.5.4.101-1 amd64 [installed]
libcusparse-12-3/unknown,now 12.2.0.103-1 amd64 [installed]
libdatrie1/jammy,now 0.2.13-2 amd64 [installed,automatic]
libdav1d5/jammy,now 0.9.2-1 amd64 [installed,automatic]
libdb5.3/jammy,now 5.3.28+dfsg1-0.8ubuntu3 amd64 [installed]
libdbus-1-3/jammy-updates,jammy-security,now 1.12.20-2ubuntu4.1 amd64 [installed,automatic]
libdbus-1-dev/jammy-updates,jammy-security,now 1.12.20-2ubuntu4.1 amd64 [installed,automatic]
libdebconfclient0/jammy,now 0.261ubuntu1 amd64 [installed]
libdecor-0-0/jammy,now 0.1.0-3build1 amd64 [installed,automatic]
libdecor-0-dev/jammy,now 0.1.0-3build1 amd64 [installed,automatic]
libdecor-0-plugin-1-cairo/jammy,now 0.1.0-3build1 amd64 [installed,automatic]
libdeflate-dev/jammy,now 1.10-2 amd64 [installed,automatic]
libdeflate0/jammy,now 1.10-2 amd64 [installed,automatic]
libdevmapper1.02.1/jammy,now 2:1.02.175-2.1ubuntu4 amd64 [installed,automatic]
libdpkg-perl/jammy-updates,now 1.21.1ubuntu2.3 all [installed,automatic]
libdrm-amdgpu1/jammy-updates,now 2.4.113-2~ubuntu0.22.04.1 amd64 [installed,automatic]
libdrm-common/jammy-updates,now 2.4.113-2~ubuntu0.22.04.1 all [installed,automatic]
libdrm-dev/jammy-updates,now 2.4.113-2~ubuntu0.22.04.1 amd64 [installed,automatic]
libdrm-intel1/jammy-updates,now 2.4.113-2~ubuntu0.22.04.1 amd64 [installed,automatic]
libdrm-nouveau2/jammy-updates,now 2.4.113-2~ubuntu0.22.04.1 amd64 [installed,automatic]
libdrm-radeon1/jammy-updates,now 2.4.113-2~ubuntu0.22.04.1 amd64 [installed,automatic]
libdrm2/jammy-updates,now 2.4.113-2~ubuntu0.22.04.1 amd64 [installed,automatic]
libdw1/jammy,now 0.186-1build1 amd64 [installed,automatic]
libedit2/jammy,now 3.1-20210910-1build1 amd64 [installed,automatic]
libegl-dev/jammy,now 1.4.0-1 amd64 [installed,automatic]
libegl-mesa0/jammy-updates,now 23.2.1-1ubuntu3.1~22.04.2 amd64 [installed,automatic]
libegl1-mesa-dev/jammy-updates,now 23.2.1-1ubuntu3.1~22.04.2 amd64 [installed,automatic]
libegl1-mesa/jammy-updates,now 23.0.4-0ubuntu1~22.04.1 amd64 [installed]
libegl1/jammy,now 1.4.0-1 amd64 [installed,automatic]
libelf1/jammy,now 0.186-1build1 amd64 [installed,automatic]
liberror-perl/jammy,now 0.17029-1 all [installed,automatic]
libexpat1-dev/jammy-updates,jammy-security,now 2.4.7-1ubuntu0.2 amd64 [installed,automatic]
libexpat1/jammy-updates,jammy-security,now 2.4.7-1ubuntu0.2 amd64 [installed,automatic]
libext2fs2/jammy-updates,jammy-security,now 1.46.5-2ubuntu1.1 amd64 [installed]
libffi-dev/jammy,now 3.4.2-4 amd64 [installed,automatic]
libffi8/jammy,now 3.4.2-4 amd64 [installed]
libfido2-1/jammy,now 1.10.0-1 amd64 [installed,automatic]
libflac-dev/jammy-updates,jammy-security,now 1.3.3-2ubuntu0.2 amd64 [installed,automatic]
libflac8/jammy-updates,jammy-security,now 1.3.3-2ubuntu0.2 amd64 [installed,automatic]
libfluidsynth3/jammy,now 2.2.5-1 amd64 [installed,automatic]
libfontconfig1/jammy,now 2.13.1-4.2ubuntu5 amd64 [installed,automatic]
libfontenc1/jammy,now 1:1.1.4-1build3 amd64 [installed,automatic]
libfreetype-dev/jammy-updates,jammy-security,now 2.11.1+dfsg-1ubuntu0.2 amd64 [installed,automatic]
libfreetype6-dev/jammy-updates,jammy-security,now 2.11.1+dfsg-1ubuntu0.2 amd64 [installed]
libfreetype6/jammy-updates,jammy-security,now 2.11.1+dfsg-1ubuntu0.2 amd64 [installed,automatic]
libfribidi0/jammy-updates,jammy-security,now 1.0.8-2ubuntu3.1 amd64 [installed,automatic]
libgbm-dev/jammy-updates,now 23.2.1-1ubuntu3.1~22.04.2 amd64 [installed,automatic]
libgbm1/jammy-updates,now 23.2.1-1ubuntu3.1~22.04.2 amd64 [installed,automatic]
libgcc-11-dev/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04 amd64 [installed,automatic]
libgcc-s1/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04 amd64 [installed]
libgcrypt20/jammy,now 1.9.4-3ubuntu3 amd64 [installed]
libgdbm-compat4/jammy,now 1.23-1 amd64 [installed,automatic]
libgdbm6/jammy,now 1.23-1 amd64 [installed,automatic]
libgdk-pixbuf-2.0-0/jammy-updates,now 2.42.8+dfsg-1ubuntu0.2 amd64 [installed,automatic]
libgdk-pixbuf2.0-bin/jammy-updates,now 2.42.8+dfsg-1ubuntu0.2 amd64 [installed,automatic]
libgdk-pixbuf2.0-common/jammy-updates,now 2.42.8+dfsg-1ubuntu0.2 all [installed,automatic]
libgfortran5/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04 amd64 [installed,automatic]
libgirepository-1.0-1/jammy,now 1.72.0-1 amd64 [installed,automatic]
libgl-dev/jammy,now 1.4.0-1 amd64 [installed,automatic]
libgl1-amber-dri/jammy-updates,now 21.3.9-0ubuntu1~22.04.1 amd64 [installed,automatic]
libgl1-mesa-dri/jammy-updates,now 23.2.1-1ubuntu3.1~22.04.2 amd64 [installed,automatic]
libgl1-mesa-glx/jammy-updates,now 23.0.4-0ubuntu1~22.04.1 amd64 [installed]
libgl1/jammy,now 1.4.0-1 amd64 [installed,automatic]
libglapi-mesa/jammy-updates,now 23.2.1-1ubuntu3.1~22.04.2 amd64 [installed,automatic]
libgles-dev/jammy,now 1.4.0-1 amd64 [installed,automatic]
libgles1/jammy,now 1.4.0-1 amd64 [installed,automatic]
libgles2/jammy,now 1.4.0-1 amd64 [installed,automatic]
libglib2.0-0/jammy-updates,jammy-security,now 2.72.4-0ubuntu2.2 amd64 [installed,automatic]
libglib2.0-bin/jammy-updates,jammy-security,now 2.72.4-0ubuntu2.2 amd64 [installed,automatic]
libglib2.0-data/jammy-updates,jammy-security,now 2.72.4-0ubuntu2.2 all [installed,automatic]
libglib2.0-dev-bin/jammy-updates,jammy-security,now 2.72.4-0ubuntu2.2 amd64 [installed,automatic]
libglib2.0-dev/jammy-updates,jammy-security,now 2.72.4-0ubuntu2.2 amd64 [installed,automatic]
libglu1-mesa-dev/jammy,now 9.0.2-1 amd64 [installed,automatic]
libglu1-mesa/jammy,now 9.0.2-1 amd64 [installed,automatic]
libglvnd-core-dev/jammy,now 1.4.0-1 amd64 [installed,automatic]
libglvnd-dev/jammy,now 1.4.0-1 amd64 [installed,automatic]
libglvnd0/jammy,now 1.4.0-1 amd64 [installed,automatic]
libglx-dev/jammy,now 1.4.0-1 amd64 [installed,automatic]
libglx-mesa0/jammy-updates,now 23.2.1-1ubuntu3.1~22.04.2 amd64 [installed,automatic]
libglx0/jammy,now 1.4.0-1 amd64 [installed,automatic]
libgme0/jammy,now 0.6.3-2 amd64 [installed,automatic]
libgmp10/jammy,now 2:6.2.1+dfsg-3ubuntu1 amd64 [installed]
libgnutls30/jammy-updates,jammy-security,now 3.7.3-4ubuntu1.4 amd64 [installed]
libgomp1/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04 amd64 [installed,automatic]
libgpg-error0/jammy,now 1.43-3 amd64 [installed]
libgraphite2-3/jammy,now 1.3.14-1build2 amd64 [installed,automatic]
libgsm1/jammy,now 1.0.19-1 amd64 [installed,automatic]
libgssapi-krb5-2/jammy-updates,jammy-security,now 1.19.2-2ubuntu0.3 amd64 [installed]
libgstreamer1.0-0/jammy-updates,now 1.20.3-0ubuntu1 amd64 [installed,automatic]
libharfbuzz0b/jammy-updates,jammy-security,now 2.7.4-1ubuntu3.1 amd64 [installed,automatic]
libhogweed6/jammy,now 3.7.3-1build2 amd64 [installed]
libibus-1.0-5/jammy,now 1.5.26-4 amd64 [installed,automatic]
libibus-1.0-dev/jammy,now 1.5.26-4 amd64 [installed,automatic]
libice-dev/jammy,now 2:1.0.10-1build2 amd64 [installed,automatic]
libice6/jammy,now 2:1.0.10-1build2 amd64 [installed,automatic]
libicu70/jammy,now 70.1-2 amd64 [installed,automatic]
libidn2-0/jammy,now 2.3.2-2build1 amd64 [installed]
libigdgmm12/jammy,now 22.1.2+ds1-1 amd64 [installed,automatic]
libinstpatch-1.0-2/jammy,now 1.1.6-1 amd64 [installed,automatic]
libip4tc2/jammy-updates,now 1.8.7-1ubuntu5.2 amd64 [installed,automatic]
libisl23/jammy,now 0.24-2build1 amd64 [installed,automatic]
libitm1/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04 amd64 [installed,automatic]
libjack-jackd2-0/jammy,now 1.9.20~dfsg-1 amd64 [installed,automatic]
libjbig-dev/jammy-updates,jammy-security,now 2.1-3.1ubuntu0.22.04.1 amd64 [installed,automatic]
libjbig0/jammy-updates,jammy-security,now 2.1-3.1ubuntu0.22.04.1 amd64 [installed,automatic]
libjpeg-dev/jammy,now 8c-2ubuntu10 amd64 [installed]
libjpeg-turbo8-dev/jammy,now 2.1.2-0ubuntu1 amd64 [installed,automatic]
libjpeg-turbo8/jammy,now 2.1.2-0ubuntu1 amd64 [installed,automatic]
libjpeg8-dev/jammy,now 8c-2ubuntu10 amd64 [installed,automatic]
libjpeg8/jammy,now 8c-2ubuntu10 amd64 [installed,automatic]
libjs-jquery/jammy,now 3.6.0+dfsg+~3.5.13-1 all [installed,automatic]
libjs-sphinxdoc/jammy,now 4.3.2-1 all [installed,automatic]
libjs-underscore/jammy,now 1.13.2~dfsg-2 all [installed,automatic]
libjson-c5/jammy-updates,jammy-security,now 0.15-3~ubuntu1.22.04.2 amd64 [installed,automatic]
libk5crypto3/jammy-updates,jammy-security,now 1.19.2-2ubuntu0.3 amd64 [installed]
libkeyutils1/jammy,now 1.6.1-2ubuntu3 amd64 [installed]
libkmod2/jammy,now 29-1ubuntu1 amd64 [installed,automatic]
libkrb5-3/jammy-updates,jammy-security,now 1.19.2-2ubuntu0.3 amd64 [installed]
libkrb5support0/jammy-updates,jammy-security,now 1.19.2-2ubuntu0.3 amd64 [installed]
libksba8/jammy-updates,jammy-security,now 1.6.0-2ubuntu0.2 amd64 [installed,automatic]
liblapack3/jammy,now 3.10.0-2ubuntu1 amd64 [installed,automatic]
libldap-2.5-0/jammy-updates,jammy-security,now 2.5.16+dfsg-0ubuntu0.22.04.2 amd64 [installed,automatic]
libllvm15/jammy-updates,jammy-security,now 1:15.0.7-0ubuntu0.22.04.3 amd64 [installed,automatic]
liblsan0/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04 amd64 [installed,automatic]
liblz4-1/jammy,now 1.9.3-2build2 amd64 [installed]
liblzma-dev/jammy,now 5.2.5-2ubuntu1 amd64 [installed,automatic]
liblzma5/jammy,now 5.2.5-2ubuntu1 amd64 [installed]
libmad0-dev/jammy,now 0.15.1b-10ubuntu1 amd64 [installed,automatic]
libmad0/jammy,now 0.15.1b-10ubuntu1 amd64 [installed,automatic]
libmd0/jammy,now 1.0.4-1build1 amd64 [installed,automatic]
libmfx1/jammy,now 22.3.0-1 amd64 [installed,automatic]
libmikmod-dev/jammy,now 3.3.11.1-6 amd64 [installed,automatic]
libmikmod3/jammy,now 3.3.11.1-6 amd64 [installed,automatic]
libmodplug1/jammy,now 1:0.8.9.0-3 amd64 [installed,automatic]
libmount-dev/jammy,now 2.37.2-4ubuntu3 amd64 [installed,automatic]
libmount1/jammy,now 2.37.2-4ubuntu3 amd64 [installed]
libmp3lame0/jammy,now 3.100-3build2 amd64 [installed,automatic]
libmpc3/jammy,now 1.2.1-2build1 amd64 [installed,automatic]
libmpdec3/jammy,now 2.5.1-2build2 amd64 [installed,automatic]
libmpfr6/jammy,now 4.1.0-3build3 amd64 [installed,automatic]
libmpg123-0/jammy,now 1.29.3-1build1 amd64 [installed,automatic]
libnccl-dev/unknown,now 2.20.5-1+cuda12.4 amd64 [installed]
libnccl2/unknown,now 2.20.5-1+cuda12.4 amd64 [installed]
libncurses6/jammy-updates,jammy-security,now 6.3-2ubuntu0.1 amd64 [installed]
libncursesw6/jammy-updates,jammy-security,now 6.3-2ubuntu0.1 amd64 [installed]
libnettle8/jammy,now 3.7.3-1build2 amd64 [installed]
libnghttp2-14/jammy-updates,jammy-security,now 1.43.0-1ubuntu0.1 amd64 [installed,automatic]
libnorm1/jammy,now 1.5.9+dfsg-2 amd64 [installed,automatic]
libnpp-12-3/unknown,now 12.2.3.2-1 amd64 [installed,automatic]
libnpth0/jammy,now 1.6-3build2 amd64 [installed,automatic]
libnsl-dev/jammy,now 1.3.0-2build2 amd64 [installed,automatic]
libnsl2/jammy,now 1.3.0-2build2 amd64 [installed]
libnuma1/jammy,now 2.0.14-3ubuntu2 amd64 [installed,automatic]
libnvjitlink-12-3/unknown,now 12.3.101-1 amd64 [installed,automatic]
libnvjpeg-12-3/unknown,now 12.3.0.81-1 amd64 [installed,automatic]
libogg-dev/jammy,now 1.3.5-0ubuntu3 amd64 [installed,automatic]
libogg0/jammy,now 1.3.5-0ubuntu3 amd64 [installed,automatic]
libopenal-data/jammy,now 1:1.19.1-2build3 all [installed,automatic]
libopenal1/jammy,now 1:1.19.1-2build3 amd64 [installed,automatic]
libopengl-dev/jammy,now 1.4.0-1 amd64 [installed,automatic]
libopengl0/jammy,now 1.4.0-1 amd64 [installed,automatic]
libopenjp2-7/jammy,now 2.4.0-6 amd64 [installed,automatic]
libopenmpt0/jammy,now 0.6.1-1 amd64 [installed,automatic]
libopus0/jammy,now 1.3.1-0.1build2 amd64 [installed,automatic]
libopusfile0/jammy,now 0.9+20170913-1.1build1 amd64 [installed,automatic]
libp11-kit0/jammy,now 0.24.0-6build1 amd64 [installed]
libpackagekit-glib2-18/jammy,now 1.2.5-2ubuntu2 amd64 [installed,automatic]
libpam-modules-bin/jammy-updates,jammy-security,now 1.4.0-11ubuntu2.4 amd64 [installed]
libpam-modules/jammy-updates,jammy-security,now 1.4.0-11ubuntu2.4 amd64 [installed]
libpam-runtime/jammy-updates,jammy-security,now 1.4.0-11ubuntu2.4 all [installed]
libpam-systemd/jammy-updates,now 249.11-0ubuntu3.12 amd64 [installed,automatic]
libpam0g/jammy-updates,jammy-security,now 1.4.0-11ubuntu2.4 amd64 [installed]
libpango-1.0-0/jammy-updates,now 1.50.6+ds-2ubuntu1 amd64 [installed,automatic]
libpangocairo-1.0-0/jammy-updates,now 1.50.6+ds-2ubuntu1 amd64 [installed,automatic]
libpangoft2-1.0-0/jammy-updates,now 1.50.6+ds-2ubuntu1 amd64 [installed,automatic]
libpci3/jammy,now 1:3.7.0-6 amd64 [installed,automatic]
libpciaccess-dev/jammy,now 0.16-3 amd64 [installed,automatic]
libpciaccess0/jammy,now 0.16-3 amd64 [installed,automatic]
libpcre16-3/jammy-updates,jammy-security,now 2:8.39-13ubuntu0.22.04.1 amd64 [installed,automatic]
libpcre2-16-0/jammy-updates,jammy-security,now 10.39-3ubuntu0.1 amd64 [installed,automatic]
libpcre2-32-0/jammy-updates,jammy-security,now 10.39-3ubuntu0.1 amd64 [installed,automatic]
libpcre2-8-0/jammy-updates,jammy-security,now 10.39-3ubuntu0.1 amd64 [installed]
libpcre2-dev/jammy-updates,jammy-security,now 10.39-3ubuntu0.1 amd64 [installed,automatic]
libpcre2-posix3/jammy-updates,jammy-security,now 10.39-3ubuntu0.1 amd64 [installed,automatic]
libpcre3-dev/jammy-updates,jammy-security,now 2:8.39-13ubuntu0.22.04.1 amd64 [installed,automatic]
libpcre32-3/jammy-updates,jammy-security,now 2:8.39-13ubuntu0.22.04.1 amd64 [installed,automatic]
libpcre3/jammy-updates,jammy-security,now 2:8.39-13ubuntu0.22.04.1 amd64 [installed]
libpcrecpp0v5/jammy-updates,jammy-security,now 2:8.39-13ubuntu0.22.04.1 amd64 [installed,automatic]
libperl5.34/jammy-updates,jammy-security,now 5.34.0-3ubuntu1.3 amd64 [installed,automatic]
libpgm-5.3-0/jammy,now 5.3.128~dfsg-2 amd64 [installed,automatic]
libpixman-1-0/jammy-updates,jammy-security,now 0.40.0-1ubuntu0.22.04.1 amd64 [installed,automatic]
libpng-dev/jammy,now 1.6.37-3build5 amd64 [installed,automatic]
libpng-tools/jammy,now 1.6.37-3build5 amd64 [installed,automatic]
libpng16-16/jammy,now 1.6.37-3build5 amd64 [installed,automatic]
libpolkit-agent-1-0/jammy,now 0.105-33 amd64 [installed,automatic]
libpolkit-gobject-1-0/jammy,now 0.105-33 amd64 [installed,automatic]
libportmidi-dev/jammy,now 1:217-6 amd64 [installed]
libportmidi0/jammy,now 1:217-6 amd64 [installed,automatic]
libprocps8/jammy-updates,jammy-security,now 2:3.3.17-6ubuntu2.1 amd64 [installed]
libpsl5/jammy,now 0.21.0-1.2build2 amd64 [installed,automatic]
libpthread-stubs0-dev/jammy,now 0.4-1build2 amd64 [installed,automatic]
libpulse-dev/jammy-updates,now 1:15.99.1+dfsg1-1ubuntu2.1 amd64 [installed,automatic]
libpulse-mainloop-glib0/jammy-updates,now 1:15.99.1+dfsg1-1ubuntu2.1 amd64 [installed,automatic]
libpulse0/jammy-updates,now 1:15.99.1+dfsg1-1ubuntu2.1 amd64 [installed,automatic]
libpython3-dev/jammy-updates,jammy-security,now 3.10.6-1~22.04 amd64 [installed,automatic]
libpython3-stdlib/jammy-updates,jammy-security,now 3.10.6-1~22.04 amd64 [installed,automatic]
libpython3.10-dev/jammy-updates,jammy-security,now 3.10.12-1~22.04.3 amd64 [installed,automatic]
libpython3.10-minimal/jammy-updates,jammy-security,now 3.10.12-1~22.04.3 amd64 [installed,automatic]
libpython3.10-stdlib/jammy-updates,jammy-security,now 3.10.12-1~22.04.3 amd64 [installed,automatic]
libpython3.10/jammy-updates,jammy-security,now 3.10.12-1~22.04.3 amd64 [installed,automatic]
libpython3.11-dev/jammy-updates,now 3.11.0~rc1-1~22.04 amd64 [installed,automatic]
libpython3.11-minimal/jammy-updates,now 3.11.0~rc1-1~22.04 amd64 [installed,automatic]
libpython3.11-stdlib/jammy-updates,now 3.11.0~rc1-1~22.04 amd64 [installed,automatic]
libpython3.11/jammy-updates,now 3.11.0~rc1-1~22.04 amd64 [installed,automatic]
libquadmath0/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04 amd64 [installed,automatic]
librabbitmq4/jammy,now 0.10.0-1ubuntu2 amd64 [installed,automatic]
libreadline8/jammy,now 8.1.2-1 amd64 [installed,automatic]
librsvg2-2/jammy-updates,jammy-security,now 2.52.5+dfsg-3ubuntu0.2 amd64 [installed,automatic]
librsvg2-common/jammy-updates,jammy-security,now 2.52.5+dfsg-3ubuntu0.2 amd64 [installed,automatic]
librtmp1/jammy,now 2.4+20151223.gitfa8646d.1-2build4 amd64 [installed,automatic]
libsamplerate0/jammy,now 0.2.2-1build1 amd64 [installed,automatic]
libsasl2-2/jammy-updates,now 2.1.27+dfsg2-3ubuntu1.2 amd64 [installed,automatic]
libsasl2-modules-db/jammy-updates,now 2.1.27+dfsg2-3ubuntu1.2 amd64 [installed,automatic]
libsdl-image1.2-dev/jammy,now 1.2.12-13build1 amd64 [installed]
libsdl-image1.2/jammy,now 1.2.12-13build1 amd64 [installed,automatic]
libsdl-mixer1.2-dev/jammy,now 1.2.12-17build1 amd64 [installed]
libsdl-mixer1.2/jammy,now 1.2.12-17build1 amd64 [installed,automatic]
libsdl-ttf2.0-0/jammy,now 2.0.11-6 amd64 [installed,automatic]
libsdl-ttf2.0-dev/jammy,now 2.0.11-6 amd64 [installed]
libsdl1.2-dev/jammy,now 1.2.15+dfsg2-6 amd64 [installed]
libsdl1.2debian/jammy,now 1.2.15+dfsg2-6 amd64 [installed,automatic]
libsdl2-2.0-0/jammy-updates,now 2.0.20+dfsg-2ubuntu1.22.04.1 amd64 [installed,automatic]
libsdl2-dev/jammy-updates,now 2.0.20+dfsg-2ubuntu1.22.04.1 amd64 [installed]
libsdl2-image-2.0-0/jammy,now 2.0.5+dfsg1-3build1 amd64 [installed,automatic]
libsdl2-image-dev/jammy,now 2.0.5+dfsg1-3build1 amd64 [installed]
libsdl2-mixer-2.0-0/jammy,now 2.0.4+dfsg1-4build1 amd64 [installed,automatic]
libsdl2-mixer-dev/jammy,now 2.0.4+dfsg1-4build1 amd64 [installed]
libsdl2-ttf-2.0-0/jammy,now 2.0.18+dfsg-2 amd64 [installed,automatic]
libsdl2-ttf-dev/jammy,now 2.0.18+dfsg-2 amd64 [installed]
libseccomp2/jammy,now 2.5.3-2ubuntu2 amd64 [installed]
为了做好运维面试路上的助攻手，特整理了上百道 **【运维技术栈面试题集锦】** ，让你面试不慌心不跳，高薪offer怀里抱！
这次整理的面试题，**小到shell、mysql，大到k8s等云原生技术栈，不仅适合运维新人入行面试需要，还适用于想提升进阶跳槽加薪的运维朋友。**
本份面试集锦涵盖了
* **174 道运维工程师面试题**
* **128道k8s面试题**
* **108道shell脚本面试题**
* **200道linux面试题**
* **51道docker面试题**
* **35道jenkis面试题**
* **78道mongodb面试题**
* **17道ansible面试题**
* **60道dubbo面试题**
* **53道kafka面试**
* **18道mysql面试题**
* **40道nginx面试题**
* **77道redis面试题**
* **28道zookeeper**
**总计 1000+ 道面试题， 内容 又全含金量又高**
* **174道运维工程师面试题**
> 1、什么是运维?
> 2、在工作中，运维人员经常需要跟运营人员打交道，请问运营人员是做什么工作的?
> 3、现在给你三百台服务器，你怎么对他们进行管理?
> 4、简述raid0 raid1raid5二种工作模式的工作原理及特点
> 5、lvs、nginx、haproxy有什么区别?工作中你怎么选择?
> 6、squid、varinsh和nginx有什么区别，工作中你怎么选择?
> 7、tomcat和resin有什么区别，工作中你怎么选择?
> 8、什么是中间件?什么是jdk?
> 9、讲述一下tomcat8005、8009、8080三个端口的含义？
> 10、什么叫cdn?
> 11、什么叫网站灰度发布?
> 12、简述dns进行域名解析的过程?
> 13、rabbitmq是什么东西?
> 14、讲一下keepalived的工作原理?
> 15、讲述一下lvs三种模式的工作过程?
> 16、mysql的innodb如何定位锁问题，mysql如何减少主从复制延迟?
> 17、如何重置mysql root密码?
**网上学习资料一大堆，但如果学到的知识不成体系，遇到问题时只是浅尝辄止，不再深入研究，那么很难做到真正的技术提升。**
**[需要这份系统化的资料的朋友，可以点击这里获取！](https://bbs.csdn.net/topics/618542503)**
**一个人可以走的很快，但一群人才能走的更远！不论你是正从事it行业的老鸟或是对it行业感兴趣的新人，都欢迎加入我们的的圈子（技术交流、学习资源、职场吐槽、大厂内推、面试辅导），让我们一起学习成长！**
8315)]
本份面试集锦涵盖了
* **174 道运维工程师面试题**
* **128道k8s面试题**
* **108道shell脚本面试题**
* **200道linux面试题**
* **51道docker面试题**
* **35道jenkis面试题**
* **78道mongodb面试题**
* **17道ansible面试题**
* **60道dubbo面试题**
* **53道kafka面试**
* **18道mysql面试题**
* **40道nginx面试题**
* **77道redis面试题**
* **28道zookeeper**
**总计 1000+ 道面试题， 内容 又全含金量又高**
* **174道运维工程师面试题**
> 1、什么是运维?
> 2、在工作中，运维人员经常需要跟运营人员打交道，请问运营人员是做什么工作的?
> 3、现在给你三百台服务器，你怎么对他们进行管理?
> 4、简述raid0 raid1raid5二种工作模式的工作原理及特点
> 5、lvs、nginx、haproxy有什么区别?工作中你怎么选择?
> 6、squid、varinsh和nginx有什么区别，工作中你怎么选择?
> 7、tomcat和resin有什么区别，工作中你怎么选择?
> 8、什么是中间件?什么是jdk?
> 9、讲述一下tomcat8005、8009、8080三个端口的含义？
> 10、什么叫cdn?
> 11、什么叫网站灰度发布?
> 12、简述dns进行域名解析的过程?
> 13、rabbitmq是什么东西?
> 14、讲一下keepalived的工作原理?
> 15、讲述一下lvs三种模式的工作过程?
> 16、mysql的innodb如何定位锁问题，mysql如何减少主从复制延迟?
> 17、如何重置mysql root密码?
**网上学习资料一大堆，但如果学到的知识不成体系，遇到问题时只是浅尝辄止，不再深入研究，那么很难做到真正的技术提升。**
**[需要这份系统化的资料的朋友，可以点击这里获取！](https://bbs.csdn.net/topics/618542503)**
**一个人可以走的很快，但一群人才能走的更远！不论你是正从事it行业的老鸟或是对it行业感兴趣的新人，都欢迎加入我们的的圈子（技术交流、学习资源、职场吐槽、大厂内推、面试辅导），让我们一起学习成长！**
发表评论