.. Drop files to upload them to session storage Disk 77.33 GB available [1] 22s

koneksi kegoogle drive-

from google.colab import drive drive.mount('/content/drive/') Mounted at /content/drive/ [2] 0s %cd /content/drive/MyDrive/cangkehdetection /content/drive/MyDrive/cangkehdetection [ ]

Download data

!git clone https://github.com/sovit-123/fasterrcnn-pytorch-training-pipeline.git [3] 0s %cd fasterrcnn-pytorch-training-pipeline /content/drive/MyDrive/cangkehdetection/fasterrcnn-pytorch-training-pipeline [5] 1m

Install the Requirements library for image detection-

!pip install -r requirements.txt Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/ Requirement already satisfied: albumentations>=1.1.0 in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 2)) (1.2.1) Requirement already satisfied: ipython in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 3)) (7.34.0) Collecting jupyter Downloading jupyter-1.0.0-py2.py3-none-any.whl (2.7 kB) Requirement already satisfied: matplotlib in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 5)) (3.7.1) Requirement already satisfied: opencv-python>=4.1.1.26 in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 6)) (4.7.0.72) Requirement already satisfied: opencv-python-headless>=4.1.1.26 in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 7)) (4.7.0.72) Requirement already satisfied: Pillow in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 8)) (8.4.0) Requirement already satisfied: PyYAML in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 9)) (6.0) Requirement already satisfied: scikit-image in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 10)) (0.19.3) Requirement already satisfied: scikit-learn in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 11)) (1.2.2) Requirement already satisfied: scipy in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 12)) (1.10.1) Collecting torch==1.12.0 Downloading torch-1.12.0-cp39-cp39-manylinux1_x86_64.whl (776.3 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 776.3/776.3 MB 2.1 MB/s eta 0:00:00 Collecting torchvision==0.13.0 Downloading torchvision-0.13.0-cp39-cp39-manylinux1_x86_64.whl (19.1 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 19.1/19.1 MB 65.6 MB/s eta 0:00:00 Requirement already satisfied: numpy in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 15)) (1.22.4) Collecting protobuf<=3.20.1 Downloading protobuf-3.20.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.whl (1.0 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.0/1.0 MB 60.5 MB/s eta 0:00:00 Requirement already satisfied: pandas in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 17)) (1.4.4) Requirement already satisfied: tqdm in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 18)) (4.65.0) Collecting wandb Downloading wandb-0.14.2-py3-none-any.whl (2.0 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.0/2.0 MB 82.0 MB/s eta 0:00:00 Requirement already satisfied: tensorboard in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 22)) (2.12.1) Collecting torchinfo Downloading torchinfo-1.7.2-py3-none-any.whl (22 kB) Requirement already satisfied: pycocotools>=2.0.2 in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 28)) (2.0.6) Collecting setuptools==59.5.0 Downloading setuptools-59.5.0-py3-none-any.whl (952 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 952.4/952.4 KB 63.3 MB/s eta 0:00:00 Collecting torchmetrics Downloading torchmetrics-0.11.4-py3-none-any.whl (519 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 519.2/519.2 KB 38.4 MB/s eta 0:00:00 Requirement already satisfied: typing-extensions in /usr/local/lib/python3.9/dist-packages (from torch==1.12.0->-r requirements.txt (line 13)) (4.5.0) Requirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from torchvision==0.13.0->-r requirements.txt (line 14)) (2.27.1) Requirement already satisfied: qudida>=0.0.4 in /usr/local/lib/python3.9/dist-packages (from albumentations>=1.1.0->-r requirements.txt (line 2)) (0.0.4) Collecting jedi>=0.16 Downloading jedi-0.18.2-py2.py3-none-any.whl (1.6 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.6/1.6 MB 78.0 MB/s eta 0:00:00 Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.9/dist-packages (from ipython->-r requirements.txt (line 3)) (4.8.0) Requirement already satisfied: backcall in /usr/local/lib/python3.9/dist-packages (from ipython->-r requirements.txt (line 3)) (0.2.0) Requirement already satisfied: pygments in /usr/local/lib/python3.9/dist-packages (from ipython->-r requirements.txt (line 3)) (2.14.0) Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.9/dist-packages (from ipython->-r requirements.txt (line 3)) (5.7.1) Requirement already satisfied: pickleshare in /usr/local/lib/python3.9/dist-packages (from ipython->-r requirements.txt (line 3)) (0.7.5) Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.9/dist-packages (from ipython->-r requirements.txt (line 3)) (3.0.38) Requirement already satisfied: decorator in /usr/local/lib/python3.9/dist-packages (from ipython->-r requirements.txt (line 3)) (4.4.2) Requirement already satisfied: matplotlib-inline in /usr/local/lib/python3.9/dist-packages (from ipython->-r requirements.txt (line 3)) (0.1.6) Collecting qtconsole Downloading qtconsole-5.4.2-py3-none-any.whl (121 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 121.2/121.2 KB 14.8 MB/s eta 0:00:00 Requirement already satisfied: jupyter-console in /usr/local/lib/python3.9/dist-packages (from jupyter->-r requirements.txt (line 4)) (6.1.0) Requirement already satisfied: ipykernel in /usr/local/lib/python3.9/dist-packages (from jupyter->-r requirements.txt (line 4)) (5.5.6) Requirement already satisfied: ipywidgets in /usr/local/lib/python3.9/dist-packages (from jupyter->-r requirements.txt (line 4)) (7.7.1) Requirement already satisfied: nbconvert in /usr/local/lib/python3.9/dist-packages (from jupyter->-r requirements.txt (line 4)) (6.5.4) Requirement already satisfied: notebook in /usr/local/lib/python3.9/dist-packages (from jupyter->-r requirements.txt (line 4)) (6.4.8) Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.9/dist-packages (from matplotlib->-r requirements.txt (line 5)) (2.8.2) Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.9/dist-packages (from matplotlib->-r requirements.txt (line 5)) (23.0) Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.9/dist-packages (from matplotlib->-r requirements.txt (line 5)) (0.11.0) Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.9/dist-packages (from matplotlib->-r requirements.txt (line 5)) (3.0.9) Requirement already satisfied: importlib-resources>=3.2.0 in /usr/local/lib/python3.9/dist-packages (from matplotlib->-r requirements.txt (line 5)) (5.12.0) Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.9/dist-packages (from matplotlib->-r requirements.txt (line 5)) (4.39.3) Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.9/dist-packages (from matplotlib->-r requirements.txt (line 5)) (1.0.7) Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.9/dist-packages (from matplotlib->-r requirements.txt (line 5)) (1.4.4) Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.9/dist-packages (from scikit-image->-r requirements.txt (line 10)) (1.4.1) Requirement already satisfied: networkx>=2.2 in /usr/local/lib/python3.9/dist-packages (from scikit-image->-r requirements.txt (line 10)) (3.0) Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.9/dist-packages (from scikit-image->-r requirements.txt (line 10)) (2023.3.21) Requirement already satisfied: imageio>=2.4.1 in /usr/local/lib/python3.9/dist-packages (from scikit-image->-r requirements.txt (line 10)) (2.25.1) Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.9/dist-packages (from scikit-learn->-r requirements.txt (line 11)) (1.1.1) Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.9/dist-packages (from scikit-learn->-r requirements.txt (line 11)) (3.1.0) Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.9/dist-packages (from pandas->-r requirements.txt (line 17)) (2022.7.1) Requirement already satisfied: psutil>=5.0.0 in /usr/local/lib/python3.9/dist-packages (from wandb->-r requirements.txt (line 21)) (5.9.4) Collecting setproctitle Downloading setproctitle-1.3.2-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (30 kB) Requirement already satisfied: Click!=8.0.0,>=7.0 in /usr/local/lib/python3.9/dist-packages (from wandb->-r requirements.txt (line 21)) (8.1.3) Collecting GitPython!=3.1.29,>=1.0.0 Downloading GitPython-3.1.31-py3-none-any.whl (184 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 184.3/184.3 KB 21.9 MB/s eta 0:00:00 Collecting docker-pycreds>=0.4.0 Downloading docker_pycreds-0.4.0-py2.py3-none-any.whl (9.0 kB) Requirement already satisfied: appdirs>=1.4.3 in /usr/local/lib/python3.9/dist-packages (from wandb->-r requirements.txt (line 21)) (1.4.4) Collecting pathtools Downloading pathtools-0.1.2.tar.gz (11 kB) Preparing metadata (setup.py) ... done Collecting sentry-sdk>=1.0.0 Downloading sentry_sdk-1.19.1-py2.py3-none-any.whl (199 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 199.2/199.2 KB 21.0 MB/s eta 0:00:00 Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.9/dist-packages (from tensorboard->-r requirements.txt (line 22)) (2.17.1) Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.9/dist-packages (from tensorboard->-r requirements.txt (line 22)) (1.8.1) Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.9/dist-packages (from tensorboard->-r requirements.txt (line 22)) (0.7.0) Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.9/dist-packages (from tensorboard->-r requirements.txt (line 22)) (2.2.3) Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.9/dist-packages (from tensorboard->-r requirements.txt (line 22)) (0.40.0) Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in /usr/local/lib/python3.9/dist-packages (from tensorboard->-r requirements.txt (line 22)) (1.0.0) Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.9/dist-packages (from tensorboard->-r requirements.txt (line 22)) (1.4.0) Requirement already satisfied: grpcio>=1.48.2 in /usr/local/lib/python3.9/dist-packages (from tensorboard->-r requirements.txt (line 22)) (1.53.0) Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.9/dist-packages (from tensorboard->-r requirements.txt (line 22)) (3.4.3) Requirement already satisfied: six>=1.4.0 in /usr/local/lib/python3.9/dist-packages (from docker-pycreds>=0.4.0->wandb->-r requirements.txt (line 21)) (1.16.0) Collecting gitdb<5,>=4.0.1 Downloading gitdb-4.0.10-py3-none-any.whl (62 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 62.7/62.7 KB 7.8 MB/s eta 0:00:00 Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.9/dist-packages (from google-auth<3,>=1.6.3->tensorboard->-r requirements.txt (line 22)) (4.9) Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.9/dist-packages (from google-auth<3,>=1.6.3->tensorboard->-r requirements.txt (line 22)) (5.3.0) Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.9/dist-packages (from google-auth<3,>=1.6.3->tensorboard->-r requirements.txt (line 22)) (0.2.8) Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.9/dist-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard->-r requirements.txt (line 22)) (1.3.1) Requirement already satisfied: zipp>=3.1.0 in /usr/local/lib/python3.9/dist-packages (from importlib-resources>=3.2.0->matplotlib->-r requirements.txt (line 5)) (3.15.0) Requirement already satisfied: parso<0.9.0,>=0.8.0 in /usr/local/lib/python3.9/dist-packages (from jedi>=0.16->ipython->-r requirements.txt (line 3)) (0.8.3) Requirement 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(2.0.12) Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision==0.13.0->-r requirements.txt (line 14)) (1.26.15) Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.9/dist-packages (from werkzeug>=1.0.1->tensorboard->-r requirements.txt (line 22)) (2.1.2) Requirement already satisfied: tornado>=4.2 in /usr/local/lib/python3.9/dist-packages (from ipykernel->jupyter->-r requirements.txt (line 4)) (6.2) Requirement already satisfied: ipython-genutils in /usr/local/lib/python3.9/dist-packages (from ipykernel->jupyter->-r requirements.txt (line 4)) (0.2.0) Requirement already satisfied: jupyter-client in /usr/local/lib/python3.9/dist-packages (from ipykernel->jupyter->-r requirements.txt (line 4)) (6.1.12) Requirement already satisfied: widgetsnbextension~=3.6.0 in /usr/local/lib/python3.9/dist-packages (from ipywidgets->jupyter->-r requirements.txt (line 4)) (3.6.4) Requirement already satisfied: jupyterlab-widgets>=1.0.0 in /usr/local/lib/python3.9/dist-packages (from ipywidgets->jupyter->-r requirements.txt (line 4)) (3.0.7) Requirement already satisfied: jupyter-core>=4.7 in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (5.3.0) Requirement already satisfied: mistune<2,>=0.8.1 in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (0.8.4) Requirement already satisfied: jinja2>=3.0 in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (3.1.2) Requirement already satisfied: bleach in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (6.0.0) Requirement already satisfied: lxml in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (4.9.2) Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (4.11.2) Requirement already satisfied: defusedxml in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (0.7.1) Requirement already satisfied: nbformat>=5.1 in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (5.8.0) Requirement already satisfied: tinycss2 in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (1.2.1) Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (1.5.0) Requirement already satisfied: jupyterlab-pygments in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (0.2.2) Requirement already satisfied: entrypoints>=0.2.2 in /usr/local/lib/python3.9/dist-packages (from nbconvert->jupyter->-r requirements.txt (line 4)) (0.4) Requirement already satisfied: nbclient>=0.5.0 in 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(line 4)) (0.16.0) Collecting qtpy>=2.0.1 Downloading QtPy-2.3.1-py3-none-any.whl (84 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 84.9/84.9 KB 10.8 MB/s eta 0:00:00 Collecting smmap<6,>=3.0.1 Downloading smmap-5.0.0-py3-none-any.whl (24 kB) Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.9/dist-packages (from jupyter-core>=4.7->nbconvert->jupyter->-r requirements.txt (line 4)) (3.2.0) Requirement already satisfied: jsonschema>=2.6 in /usr/local/lib/python3.9/dist-packages (from nbformat>=5.1->nbconvert->jupyter->-r requirements.txt (line 4)) (4.3.3) Requirement already satisfied: fastjsonschema in /usr/local/lib/python3.9/dist-packages (from nbformat>=5.1->nbconvert->jupyter->-r requirements.txt (line 4)) (2.16.3) Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.9/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard->-r requirements.txt (line 22)) (0.4.8) Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.9/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard->-r requirements.txt (line 22)) (3.2.2) Requirement already satisfied: argon2-cffi-bindings in /usr/local/lib/python3.9/dist-packages (from argon2-cffi->notebook->jupyter->-r requirements.txt (line 4)) (21.2.0) Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.9/dist-packages (from beautifulsoup4->nbconvert->jupyter->-r requirements.txt (line 4)) (2.4) Requirement already satisfied: webencodings in /usr/local/lib/python3.9/dist-packages (from bleach->nbconvert->jupyter->-r requirements.txt (line 4)) (0.5.1) Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.9/dist-packages (from jsonschema>=2.6->nbformat>=5.1->nbconvert->jupyter->-r requirements.txt (line 4)) (22.2.0) Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.9/dist-packages (from jsonschema>=2.6->nbformat>=5.1->nbconvert->jupyter->-r requirements.txt (line 4)) (0.19.3) Requirement already satisfied: cffi>=1.0.1 in /usr/local/lib/python3.9/dist-packages (from argon2-cffi-bindings->argon2-cffi->notebook->jupyter->-r requirements.txt (line 4)) (1.15.1) Requirement already satisfied: pycparser in /usr/local/lib/python3.9/dist-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->notebook->jupyter->-r requirements.txt (line 4)) (2.21) Building wheels for collected packages: pathtools Building wheel for pathtools (setup.py) ... done Created wheel for pathtools: filename=pathtools-0.1.2-py3-none-any.whl size=8807 sha256=ce341c5849e5e6a3c8e4b833e3b11c039a73e68dc3da1279e37853635e92362b Stored in directory: /root/.cache/pip/wheels/b7/0a/67/ada2a22079218c75a88361c0782855cc72aebc4d18d0289d05 Successfully built pathtools Installing collected packages: pathtools, torchinfo, torch, smmap, setuptools, setproctitle, sentry-sdk, qtpy, protobuf, jedi, docker-pycreds, torchvision, torchmetrics, gitdb, GitPython, wandb, qtconsole, jupyter Attempting uninstall: torch Found existing installation: torch 2.0.0+cu118 Uninstalling torch-2.0.0+cu118: Successfully uninstalled torch-2.0.0+cu118 Attempting uninstall: setuptools Found existing installation: setuptools 67.6.1 Uninstalling setuptools-67.6.1: Successfully uninstalled setuptools-67.6.1 Attempting uninstall: protobuf Found existing installation: protobuf 3.20.3 Uninstalling protobuf-3.20.3: Successfully uninstalled protobuf-3.20.3 Attempting uninstall: torchvision Found existing installation: torchvision 0.15.1+cu118 Uninstalling torchvision-0.15.1+cu118: Successfully uninstalled torchvision-0.15.1+cu118 ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. torchtext 0.15.1 requires torch==2.0.0, but you have torch 1.12.0 which is incompatible. torchdata 0.6.0 requires torch==2.0.0, but you have torch 1.12.0 which is incompatible. torchaudio 2.0.1+cu118 requires torch==2.0.0, but you have torch 1.12.0 which is incompatible. tensorflow 2.12.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3, but you have protobuf 3.20.1 which is incompatible. googleapis-common-protos 1.59.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible. google-cloud-translate 3.8.4 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible. google-cloud-language 2.6.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible. google-cloud-firestore 2.7.3 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible. google-cloud-datastore 2.11.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible. google-cloud-bigquery 3.4.2 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible. google-cloud-bigquery-storage 2.19.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible. google-api-core 2.11.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible. cvxpy 1.3.1 requires setuptools>65.5.1, but you have setuptools 59.5.0 which is incompatible. arviz 0.15.1 requires setuptools>=60.0.0, but you have setuptools 59.5.0 which is incompatible. Successfully installed GitPython-3.1.31 docker-pycreds-0.4.0 gitdb-4.0.10 jedi-0.18.2 jupyter-1.0.0 pathtools-0.1.2 protobuf-3.20.1 qtconsole-5.4.2 qtpy-2.3.1 sentry-sdk-1.19.1 setproctitle-1.3.2 setuptools-59.5.0 smmap-5.0.0 torch-1.12.0 torchinfo-1.7.2 torchmetrics-0.11.4 torchvision-0.13.0 wandb-0.14.2 [6] 1m !pip install torch==2.0.0 Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/ Collecting torch==2.0.0 Downloading torch-2.0.0-cp39-cp39-manylinux1_x86_64.whl (619.9 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 619.9/619.9 MB 2.4 MB/s eta 0:00:00 Collecting nvidia-cuda-nvrtc-cu11==11.7.99 Downloading nvidia_cuda_nvrtc_cu11-11.7.99-2-py3-none-manylinux1_x86_64.whl (21.0 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 21.0/21.0 MB 63.4 MB/s eta 0:00:00 Collecting nvidia-cuda-runtime-cu11==11.7.99 Downloading nvidia_cuda_runtime_cu11-11.7.99-py3-none-manylinux1_x86_64.whl (849 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 849.3/849.3 KB 56.1 MB/s eta 0:00:00 Requirement already satisfied: filelock in /usr/local/lib/python3.9/dist-packages (from torch==2.0.0) (3.10.7) Requirement already satisfied: jinja2 in /usr/local/lib/python3.9/dist-packages (from torch==2.0.0) (3.1.2) Collecting nvidia-cusparse-cu11==11.7.4.91 Downloading nvidia_cusparse_cu11-11.7.4.91-py3-none-manylinux1_x86_64.whl (173.2 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 173.2/173.2 MB 7.3 MB/s eta 0:00:00 Requirement already satisfied: typing-extensions in /usr/local/lib/python3.9/dist-packages (from torch==2.0.0) (4.5.0) Collecting nvidia-nvtx-cu11==11.7.91 Downloading nvidia_nvtx_cu11-11.7.91-py3-none-manylinux1_x86_64.whl (98 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 98.6/98.6 KB 13.6 MB/s eta 0:00:00 Collecting nvidia-cufft-cu11==10.9.0.58 Downloading nvidia_cufft_cu11-10.9.0.58-py3-none-manylinux1_x86_64.whl (168.4 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 168.4/168.4 MB 7.4 MB/s eta 0:00:00 Collecting nvidia-cuda-cupti-cu11==11.7.101 Downloading nvidia_cuda_cupti_cu11-11.7.101-py3-none-manylinux1_x86_64.whl (11.8 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 11.8/11.8 MB 84.9 MB/s eta 0:00:00 Requirement already satisfied: sympy in /usr/local/lib/python3.9/dist-packages (from torch==2.0.0) (1.11.1) Collecting nvidia-curand-cu11==10.2.10.91 Downloading nvidia_curand_cu11-10.2.10.91-py3-none-manylinux1_x86_64.whl (54.6 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 54.6/54.6 MB 12.4 MB/s eta 0:00:00 Requirement already satisfied: networkx in /usr/local/lib/python3.9/dist-packages (from torch==2.0.0) (3.0) Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.9/dist-packages (from torch==2.0.0) (2.0.0) Collecting nvidia-cublas-cu11==11.10.3.66 Downloading nvidia_cublas_cu11-11.10.3.66-py3-none-manylinux1_x86_64.whl (317.1 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 317.1/317.1 MB 4.0 MB/s eta 0:00:00 Collecting nvidia-cudnn-cu11==8.5.0.96 Downloading nvidia_cudnn_cu11-8.5.0.96-2-py3-none-manylinux1_x86_64.whl (557.1 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 557.1/557.1 MB 2.7 MB/s eta 0:00:00 Collecting nvidia-nccl-cu11==2.14.3 Downloading nvidia_nccl_cu11-2.14.3-py3-none-manylinux1_x86_64.whl (177.1 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 177.1/177.1 MB 6.2 MB/s eta 0:00:00 Collecting nvidia-cusolver-cu11==11.4.0.1 Downloading nvidia_cusolver_cu11-11.4.0.1-2-py3-none-manylinux1_x86_64.whl (102.6 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 102.6/102.6 MB 9.9 MB/s eta 0:00:00 Requirement already satisfied: setuptools in /usr/local/lib/python3.9/dist-packages (from nvidia-cublas-cu11==11.10.3.66->torch==2.0.0) (59.5.0) Requirement already satisfied: wheel in /usr/local/lib/python3.9/dist-packages (from nvidia-cublas-cu11==11.10.3.66->torch==2.0.0) (0.40.0) Requirement already satisfied: cmake in /usr/local/lib/python3.9/dist-packages (from triton==2.0.0->torch==2.0.0) (3.25.2) Requirement already satisfied: lit in /usr/local/lib/python3.9/dist-packages (from triton==2.0.0->torch==2.0.0) (16.0.0) Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.9/dist-packages (from jinja2->torch==2.0.0) (2.1.2) Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.9/dist-packages (from sympy->torch==2.0.0) (1.3.0) Installing collected packages: nvidia-nvtx-cu11, nvidia-nccl-cu11, nvidia-cusparse-cu11, nvidia-curand-cu11, nvidia-cufft-cu11, nvidia-cuda-runtime-cu11, nvidia-cuda-nvrtc-cu11, nvidia-cuda-cupti-cu11, nvidia-cublas-cu11, nvidia-cusolver-cu11, nvidia-cudnn-cu11, torch Attempting uninstall: torch Found existing installation: torch 1.12.0 Uninstalling torch-1.12.0: Successfully uninstalled torch-1.12.0 ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. torchvision 0.13.0 requires torch==1.12.0, but you have torch 2.0.0 which is incompatible. Successfully installed nvidia-cublas-cu11-11.10.3.66 nvidia-cuda-cupti-cu11-11.7.101 nvidia-cuda-nvrtc-cu11-11.7.99 nvidia-cuda-runtime-cu11-11.7.99 nvidia-cudnn-cu11-8.5.0.96 nvidia-cufft-cu11-10.9.0.58 nvidia-curand-cu11-10.2.10.91 nvidia-cusolver-cu11-11.4.0.1 nvidia-cusparse-cu11-11.7.4.91 nvidia-nccl-cu11-2.14.3 nvidia-nvtx-cu11-11.7.91 torch-2.0.0 [7] 17s !pip install git+https://github.com/gautamchitnis/cocoapi.git@cocodataset-master#subdirectory=PythonAPI Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/ Collecting git+https://github.com/gautamchitnis/cocoapi.git@cocodataset-master#subdirectory=PythonAPI Cloning https://github.com/gautamchitnis/cocoapi.git (to revision cocodataset-master) to /tmp/pip-req-build-ojbw02d9 Running command git clone --filter=blob:none --quiet https://github.com/gautamchitnis/cocoapi.git /tmp/pip-req-build-ojbw02d9 Running command git checkout -b cocodataset-master --track origin/cocodataset-master Switched to a new branch 'cocodataset-master' Branch 'cocodataset-master' set up to track remote branch 'cocodataset-master' from 'origin'. Resolved https://github.com/gautamchitnis/cocoapi.git to commit 20291f19c46a8d11935862bc9e449a1b72ec25ed Preparing metadata (setup.py) ... done Building wheels for collected packages: pycocotools Building wheel for pycocotools (setup.py) ... done Created wheel for pycocotools: filename=pycocotools-2.0-cp39-cp39-linux_x86_64.whl size=398095 sha256=94723d5ce3fca91072d2832e8579000019a077fbabd5edf0c6c4db10f27932f7 Stored in directory: /tmp/pip-ephem-wheel-cache-n06x8qwe/wheels/a6/5f/ec/1eaf8c69abab5724baee819736e6d30adad774deb60736413b Successfully built pycocotools Installing collected packages: pycocotools Attempting uninstall: pycocotools Found existing installation: pycocotools 2.0.6 Uninstalling pycocotools-2.0.6: Successfully uninstalled pycocotools-2.0.6 Successfully installed pycocotools-2.0 [11] 0s

membuat file YAML (konfigurasi datatrain)-

%%writefile data_configs/clove_2023.yaml

Direktori gambar dan label harus relatif terhadap train.py ()

TRAIN_DIR_IMAGES: 'custom_data/train' TRAIN_DIR_LABELS: 'custom_data/train'

VALID_DIR_IMAGES: 'custom_data/valid' VALID_DIR_LABELS: 'custom_data/valid'

Masukkan nama classs

CLASSES: [ 'background', 'clove', 'rubbish' ]

Jumlah class yang dijadikan object (object classes + 1 for background class in Faster RCNN).

NC: 3

Pertanyaan apakan akan menyimpan prediksi set validasi saat pelatihan jika ya ketik "True" dan jika tidak ketik "False"

SAVE_VALID_PREDICTION_IMAGES: True Writing data_configs/clove_2023.yaml [13] 50s

install library

!pip install vision_transformers Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/ Collecting vision_transformers Downloading vision_transformers-0.1.1.0.tar.gz (38 kB) Preparing metadata (setup.py) ... done Requirement already satisfied: torch>=1.10 in /usr/local/lib/python3.9/dist-packages (from vision_transformers) (2.0.0) Requirement already satisfied: torchvision in /usr/local/lib/python3.9/dist-packages (from vision_transformers) (0.13.0) Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (11.7.99) Requirement already satisfied: nvidia-cusparse-cu11==11.7.4.91 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (11.7.4.91) Requirement already satisfied: typing-extensions in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (4.5.0) Requirement already satisfied: nvidia-nccl-cu11==2.14.3 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (2.14.3) Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (11.10.3.66) Requirement already satisfied: nvidia-nvtx-cu11==11.7.91 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (11.7.91) Requirement already satisfied: nvidia-curand-cu11==10.2.10.91 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (10.2.10.91) Requirement already satisfied: nvidia-cufft-cu11==10.9.0.58 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (10.9.0.58) Requirement already satisfied: nvidia-cuda-cupti-cu11==11.7.101 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (11.7.101) Requirement already satisfied: jinja2 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (3.1.2) Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (8.5.0.96) Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (2.0.0) Requirement already satisfied: filelock in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (3.10.7) Requirement already satisfied: nvidia-cusolver-cu11==11.4.0.1 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (11.4.0.1) Requirement already satisfied: networkx in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (3.0) Requirement already satisfied: sympy in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (1.11.1) Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /usr/local/lib/python3.9/dist-packages (from torch>=1.10->vision_transformers) (11.7.99) Requirement already satisfied: setuptools in /usr/local/lib/python3.9/dist-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.10->vision_transformers) (59.5.0) Requirement already satisfied: wheel in /usr/local/lib/python3.9/dist-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.10->vision_transformers) (0.40.0) Requirement already satisfied: lit in /usr/local/lib/python3.9/dist-packages (from triton==2.0.0->torch>=1.10->vision_transformers) (16.0.0) Requirement already satisfied: cmake in /usr/local/lib/python3.9/dist-packages (from triton==2.0.0->torch>=1.10->vision_transformers) (3.25.2) Requirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from torchvision->vision_transformers) (2.27.1) Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.9/dist-packages (from torchvision->vision_transformers) (8.4.0) Collecting torch>=1.10 Using cached torch-1.12.0-cp39-cp39-manylinux1_x86_64.whl (776.3 MB) Requirement already satisfied: numpy in /usr/local/lib/python3.9/dist-packages (from torchvision->vision_transformers) (1.22.4) Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.9/dist-packages (from jinja2->torch>=1.10->vision_transformers) (2.1.2) Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision->vision_transformers) (2.0.12) Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision->vision_transformers) (3.4) Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision->vision_transformers) (1.26.15) Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision->vision_transformers) (2022.12.7) Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.9/dist-packages (from sympy->torch>=1.10->vision_transformers) (1.3.0) Building wheels for collected packages: vision_transformers Building wheel for vision_transformers (setup.py) ... done Created wheel for vision_transformers: filename=vision_transformers-0.1.1.0-py3-none-any.whl size=48431 sha256=64be1b21506d11b9bba0bf2d026e79cfff9fc4133238bf701a865cc4e191d9bb Stored in directory: /root/.cache/pip/wheels/1d/86/13/31f5fe3a4f2bc3dd24af79c12d5f732256e5047cb70d7485ef Successfully built vision_transformers Installing collected packages: torch, vision_transformers Attempting uninstall: torch Found existing installation: torch 2.0.0 Uninstalling torch-2.0.0: Successfully uninstalled torch-2.0.0 ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. torchtext 0.15.1 requires torch==2.0.0, but you have torch 1.12.0 which is incompatible. torchdata 0.6.0 requires torch==2.0.0, but you have torch 1.12.0 which is incompatible. torchaudio 2.0.1+cu118 requires torch==2.0.0, but you have torch 1.12.0 which is incompatible. Successfully installed torch-1.12.0 vision_transformers-0.1.1.0 [15] 1m

Old

!python train.py --model fasterrcnn_mobilenetv3_large_fpn --data data_configs/clove_2023.yaml --epochs 40 --no-mosaic --name training_old --seed 42 Not using distributed mode wandb: Currently logged in as: auliadarnilasarii97 (mandev). Use wandb login --relogin to force relogin wandb: Tracking run with wandb version 0.14.2 wandb: Run data is saved locally in /content/drive/MyDrive/cangkehdetection/fasterrcnn-pytorch-training-pipeline/wandb/run-20230409_064846-ws99a2ql wandb: Run wandb offline to turn off syncing. wandb: Syncing run training_old wandb: ⭐️ View project at https://wandb.ai/mandev/fasterrcnn-pytorch-training-pipeline wandb: 🚀 View run at https://wandb.ai/mandev/fasterrcnn-pytorch-training-pipeline/runs/ws99a2ql device cuda 2023-04-09 06:48:47.993981: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations. To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags. 2023-04-09 06:48:49.286339: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT Creating data loaders /usr/local/lib/python3.9/dist-packages/torch/utils/data/dataloader.py:557: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary. warnings.warn(_create_warning_msg( Number of training samples: 1470 Number of validation samples: 179

Building model from scratch... /usr/local/lib/python3.9/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead. warnings.warn( /usr/local/lib/python3.9/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or None for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing weights=FasterRCNN_MobileNet_V3_Large_FPN_Weights.COCO_V1. You can also use weights=FasterRCNN_MobileNet_V3_Large_FPN_Weights.DEFAULT to get the most up-to-date weights. warnings.warn(msg) Downloading: "https://download.pytorch.org/models/fasterrcnn_mobilenet_v3_large_fpn-fb6a3cc7.pth" to /root/.cache/torch/hub/checkpoints/fasterrcnn_mobilenet_v3_large_fpn-fb6a3cc7.pth 100% 74.2M/74.2M [00:00<00:00, 88.0MB/s] Traceback (most recent call last): File "/content/drive/MyDrive/cangkehdetection/fasterrcnn-pytorch-training-pipeline/train.py", line 539, in main(args) File "/content/drive/MyDrive/cangkehdetection/fasterrcnn-pytorch-training-pipeline/train.py", line 331, in main model = model.to(DEVICE) File "/usr/local/lib/python3.9/dist-packages/torch/nn/modules/module.py", line 927, in to return self._apply(convert) File "/usr/local/lib/python3.9/dist-packages/torch/nn/modules/module.py", line 579, in _apply module._apply(fn) File "/usr/local/lib/python3.9/dist-packages/torch/nn/modules/module.py", line 579, in _apply module._apply(fn) File "/usr/local/lib/python3.9/dist-packages/torch/nn/modules/module.py", line 579, in _apply module._apply(fn) [Previous line repeated 1 more time] File "/usr/local/lib/python3.9/dist-packages/torch/nn/modules/module.py", line 602, in _apply param_applied = fn(param) File "/usr/local/lib/python3.9/dist-packages/torch/nn/modules/module.py", line 925, in convert return t.to(device, dtype if t.is_floating_point() or t.is_complex() else None, non_blocking) File "/usr/local/lib/python3.9/dist-packages/torch/cuda/init.py", line 217, in _lazy_init torch._C._cuda_init() RuntimeError: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx wandb: Waiting for W&B process to finish... (failed 1). Press Control-C to abort syncing. wandb: 🚀 View run training_old at: https://wandb.ai/mandev/fasterrcnn-pytorch-training-pipeline/runs/ws99a2ql wandb: Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s) wandb: Find logs at: ./wandb/run-20230409_064846-ws99a2ql/logs

sovit-123 / fasterrcnn-pytorch-training-pipeline

RuntimeError: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx #61