santosh3110/Ecoclassify-Wildlife_Classifier
0
1{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["import os\n","import shutil\n","import sys\n","from google.colab import drive"],"metadata":{"id":"XO7vZdwqZCqz","executionInfo":{"status":"ok","timestamp":1754423280308,"user_tz":-60,"elapsed":15,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lYpQuY05ZKsY","executionInfo":{"status":"ok","timestamp":1754423301113,"user_tz":-60,"elapsed":17838,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}},"outputId":"703ad6eb-ae25-41a6-ca02-e53357af4e1c"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["GDRIVE_ROOT = \"/content/drive/MyDrive\"\n","REPO_NAME = \"EcoClassify---Wildlife-Image-Classifier\"\n","GITHUB_URL = f\"https://github.com/santosh3110/{REPO_NAME}.git\""],"metadata":{"id":"f0X37HBOZXrK","executionInfo":{"status":"ok","timestamp":1754423319942,"user_tz":-60,"elapsed":51,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["GDRIVE_REPO_PATH = os.path.join(GDRIVE_ROOT, REPO_NAME)\n","LOCAL_REPO_PATH = os.path.join(\"/content\", REPO_NAME)"],"metadata":{"id":"nobf9CV1lOoy","executionInfo":{"status":"ok","timestamp":1754423322823,"user_tz":-60,"elapsed":3,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["if os.path.exists(GDRIVE_REPO_PATH):\n"," print(\"📦 Restoring repo from Google Drive...\")\n"," shutil.copytree(GDRIVE_REPO_PATH, LOCAL_REPO_PATH, dirs_exist_ok=True)\n","else:\n"," print(\"⬇️ Cloning fresh repo from GitHub...\")\n"," !git clone {GITHUB_URL}\n"," os.makedirs(GDRIVE_REPO_PATH, exist_ok=True)\n"," shutil.copytree(LOCAL_REPO_PATH, GDRIVE_REPO_PATH, dirs_exist_ok=True)"],"metadata":{"id":"JuUr5qiRZiUg","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1754423330428,"user_tz":-60,"elapsed":4881,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}},"outputId":"6ca92069-249f-464f-f386-5a495778bd59"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["⬇️ Cloning fresh repo from GitHub...\n","Cloning into 'EcoClassify---Wildlife-Image-Classifier'...\n","remote: Enumerating objects: 170, done.\u001b[K\n","remote: Counting objects: 100% (170/170), done.\u001b[K\n","remote: Compressing objects: 100% (89/89), done.\u001b[K\n","remote: Total 170 (delta 78), reused 142 (delta 54), pack-reused 0 (from 0)\u001b[K\n","Receiving objects: 100% (170/170), 2.15 MiB | 5.56 MiB/s, done.\n","Resolving deltas: 100% (78/78), done.\n"]}]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OPQY6I9_cyVZ","executionInfo":{"status":"ok","timestamp":1754423401088,"user_tz":-60,"elapsed":24,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}},"outputId":"8ef50bfc-d36e-4670-b81f-2832c053a8c0"},"outputs":[{"output_type":"stream","name":"stdout","text":["/content/EcoClassify---Wildlife-Image-Classifier\n"]}],"source":["%cd {LOCAL_REPO_PATH}"]},{"cell_type":"code","source":["!pip install -r requirements.txt"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"tNG0L41UdB14","executionInfo":{"status":"ok","timestamp":1754423543633,"user_tz":-60,"elapsed":140054,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}},"outputId":"debf7e80-5413-489d-ac2d-7cf4495b0697"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: torch>=2.0.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 1)) (2.6.0+cu124)\n","Requirement already satisfied: torchvision>=0.15.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 2)) (0.21.0+cu124)\n","Collecting torchinfo>=1.8.0 (from -r requirements.txt (line 3))\n"," Downloading torchinfo-1.8.0-py3-none-any.whl.metadata (21 kB)\n","Collecting torchcam>=0.3.0 (from -r requirements.txt (line 4))\n"," Downloading torchcam-0.4.0-py3-none-any.whl.metadata (31 kB)\n","Requirement already satisfied: opencv-python in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 5)) (4.12.0.88)\n","Requirement already satisfied: Pillow in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 6)) 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python-dotenv, pathvalidate, pathspec, nvidia-nvjitlink-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, numpy, mypy-extensions, marshmallow, jmespath, gunicorn, graphql-core, grandalf, flufl.lock, flatten_dict, ensure, dvc-render, dvc-objects, dulwich, dpath, diskcache, dacite, configobj, colorama, click-plugins, click-didyoumean, billiard, backoff, typing-inspect, ruamel.yaml, pydeck, opentelemetry-api, opencv-python, nvidia-cusparse-cu12, nvidia-cudnn-cu12, iterative-telemetry, hydra-core, graphql-relay, gql, dvc-studio-client, dvc-data, dotenv, docker, click-repl, botocore, amqp, alembic, s3transfer, opentelemetry-semantic-conventions, nvidia-cusolver-cu12, kombu, graphene, dataclasses-json, databricks-sdk, dagshub-annotation-converter, asyncssh, aiohttp-retry, scmrepo, opentelemetry-sdk, dvc-http, celery, boto3, torchcam, streamlit, mlflow-tracing, mlflow-skinny, gto, dvc-task, dagshub, mlflow, dvc\n"," Attempting uninstall: nvidia-nvjitlink-cu12\n"," Found existing installation: nvidia-nvjitlink-cu12 12.5.82\n"," Uninstalling nvidia-nvjitlink-cu12-12.5.82:\n"," Successfully uninstalled nvidia-nvjitlink-cu12-12.5.82\n"," Attempting uninstall: nvidia-curand-cu12\n"," Found existing installation: nvidia-curand-cu12 10.3.6.82\n"," Uninstalling nvidia-curand-cu12-10.3.6.82:\n"," Successfully uninstalled nvidia-curand-cu12-10.3.6.82\n"," Attempting uninstall: nvidia-cufft-cu12\n"," Found existing installation: nvidia-cufft-cu12 11.2.3.61\n"," Uninstalling nvidia-cufft-cu12-11.2.3.61:\n"," Successfully uninstalled nvidia-cufft-cu12-11.2.3.61\n"," Attempting uninstall: nvidia-cuda-runtime-cu12\n"," Found existing installation: nvidia-cuda-runtime-cu12 12.5.82\n"," Uninstalling nvidia-cuda-runtime-cu12-12.5.82:\n"," Successfully uninstalled nvidia-cuda-runtime-cu12-12.5.82\n"," Attempting uninstall: nvidia-cuda-nvrtc-cu12\n"," Found existing installation: nvidia-cuda-nvrtc-cu12 12.5.82\n"," Uninstalling nvidia-cuda-nvrtc-cu12-12.5.82:\n"," Successfully uninstalled nvidia-cuda-nvrtc-cu12-12.5.82\n"," Attempting uninstall: nvidia-cuda-cupti-cu12\n"," Found existing installation: nvidia-cuda-cupti-cu12 12.5.82\n"," Uninstalling nvidia-cuda-cupti-cu12-12.5.82:\n"," Successfully uninstalled nvidia-cuda-cupti-cu12-12.5.82\n"," Attempting uninstall: nvidia-cublas-cu12\n"," Found existing installation: nvidia-cublas-cu12 12.5.3.2\n"," Uninstalling nvidia-cublas-cu12-12.5.3.2:\n"," Successfully uninstalled nvidia-cublas-cu12-12.5.3.2\n"," Attempting uninstall: numpy\n"," Found existing installation: numpy 2.0.2\n"," Uninstalling numpy-2.0.2:\n"," Successfully uninstalled numpy-2.0.2\n"," Attempting uninstall: opencv-python\n"," Found existing installation: opencv-python 4.12.0.88\n"," Uninstalling opencv-python-4.12.0.88:\n"," Successfully uninstalled opencv-python-4.12.0.88\n"," Attempting uninstall: nvidia-cusparse-cu12\n"," Found existing installation: nvidia-cusparse-cu12 12.5.1.3\n"," Uninstalling nvidia-cusparse-cu12-12.5.1.3:\n"," Successfully uninstalled nvidia-cusparse-cu12-12.5.1.3\n"," Attempting uninstall: nvidia-cudnn-cu12\n"," Found existing installation: nvidia-cudnn-cu12 9.3.0.75\n"," Uninstalling nvidia-cudnn-cu12-9.3.0.75:\n"," Successfully uninstalled nvidia-cudnn-cu12-9.3.0.75\n"," Attempting uninstall: nvidia-cusolver-cu12\n"," Found existing installation: nvidia-cusolver-cu12 11.6.3.83\n"," Uninstalling nvidia-cusolver-cu12-11.6.3.83:\n"," Successfully uninstalled nvidia-cusolver-cu12-11.6.3.83\n","\u001b[31mERROR: 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.\n","thinc 8.3.6 requires numpy<3.0.0,>=2.0.0, but you have numpy 1.26.4 which is incompatible.\n","opencv-contrib-python 4.12.0.88 requires numpy<2.3.0,>=2; python_version >= \"3.9\", but you have numpy 1.26.4 which is incompatible.\n","opencv-python-headless 4.12.0.88 requires numpy<2.3.0,>=2; python_version >= \"3.9\", but you have numpy 1.26.4 which is incompatible.\u001b[0m\u001b[31m\n","\u001b[0mSuccessfully installed aiohttp-retry-2.9.1 alembic-1.16.4 amqp-5.3.1 appdirs-1.4.4 asyncssh-2.21.0 backoff-2.2.1 billiard-4.2.1 boto3-1.40.2 botocore-1.40.2 celery-5.5.3 click-didyoumean-0.3.1 click-plugins-1.1.1.2 click-repl-0.3.0 colorama-0.4.6 configobj-5.0.9 dacite-1.6.0 dagshub-0.6.2 dagshub-annotation-converter-0.1.11 databricks-sdk-0.61.0 dataclasses-json-0.6.7 dictdiffer-0.9.0 diskcache-5.6.3 docker-7.1.0 dotenv-0.9.9 dpath-2.2.0 dulwich-0.24.1 dvc-3.61.0 dvc-data-3.16.11 dvc-http-2.32.0 dvc-objects-5.1.1 dvc-render-1.0.2 dvc-studio-client-0.22.0 dvc-task-0.40.2 ensure-1.0.4 flatten_dict-0.4.2 flufl.lock-8.2.0 funcy-2.0 gql-3.5.3 grandalf-0.8 graphene-3.4.3 graphql-core-3.2.6 graphql-relay-3.2.0 gto-1.7.2 gunicorn-23.0.0 hydra-core-1.3.2 iterative-telemetry-0.0.10 jmespath-1.0.1 kombu-5.5.4 marshmallow-3.26.1 mlflow-3.2.0 mlflow-skinny-3.2.0 mlflow-tracing-3.2.0 mypy-extensions-1.1.0 numpy-1.26.4 nvidia-cublas-cu12-12.4.5.8 nvidia-cuda-cupti-cu12-12.4.127 nvidia-cuda-nvrtc-cu12-12.4.127 nvidia-cuda-runtime-cu12-12.4.127 nvidia-cudnn-cu12-9.1.0.70 nvidia-cufft-cu12-11.2.1.3 nvidia-curand-cu12-10.3.5.147 nvidia-cusolver-cu12-11.6.1.9 nvidia-cusparse-cu12-12.3.1.170 nvidia-nvjitlink-cu12-12.4.127 opencv-python-4.11.0.86 opentelemetry-api-1.36.0 opentelemetry-sdk-1.36.0 opentelemetry-semantic-conventions-0.57b0 pathspec-0.12.1 pathvalidate-3.3.1 pydeck-0.9.1 pygtrie-2.5.0 python-dotenv-1.1.1 ruamel.yaml-0.18.14 ruamel.yaml.clib-0.2.12 s3transfer-0.13.1 scmrepo-3.5.1 semver-3.0.4 shortuuid-1.0.13 shtab-1.7.2 sqltrie-0.11.2 streamlit-1.47.1 torchcam-0.4.0 torchinfo-1.8.0 treelib-1.8.0 typing-inspect-0.9.0 vine-5.1.0 voluptuous-0.15.2 watchdog-6.0.0 zc.lockfile-3.0.post1\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["numpy"]},"id":"4d4d123b7d19443a8110f6860ae821c0"}},"metadata":{}}]},{"cell_type":"code","source":["from google.colab import files\n","uploaded = files.upload()"],"metadata":{"id":"IeSvr1rfeh1T","executionInfo":{"status":"aborted","timestamp":1754423262166,"user_tz":-60,"elapsed":3251,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}}},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["src_path = os.path.abspath(os.path.join(os.getcwd(), 'src'))\n","sys.path.append(src_path)\n","os.environ['PYTHONPATH'] = f\"{src_path}:{os.environ.get('PYTHONPATH', '')}\""],"metadata":{"id":"o5Di2wredGU4","executionInfo":{"status":"aborted","timestamp":1754423262168,"user_tz":-60,"elapsed":3250,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}}},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from dotenv import load_dotenv\n","load_dotenv(\".env\")"],"metadata":{"id":"hPkJFw0gjNhO","executionInfo":{"status":"aborted","timestamp":1754423262177,"user_tz":-60,"elapsed":3,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}}},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["os.environ[\"MLFLOW_TRACKING_USERNAME\"] = os.getenv(\"MLFLOW_TRACKING_USERNAME\")\n","os.environ[\"MLFLOW_TRACKING_PASSWORD\"] = os.getenv(\"MLFLOW_TRACKING_PASSWORD\")"],"metadata":{"id":"L0zbYVdmjPTq","executionInfo":{"status":"aborted","timestamp":1754423262180,"user_tz":-60,"elapsed":5,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}}},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from ecoclassify import logger\n","logger.info(\"✅ Module import working in Colab!\")"],"metadata":{"id":"R4cxdZ5miUZd","executionInfo":{"status":"aborted","timestamp":1754423262183,"user_tz":-60,"elapsed":6,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}}},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["!python main.py"],"metadata":{"id":"e2vi4d0jdKuy","executionInfo":{"status":"aborted","timestamp":1754423262206,"user_tz":-60,"elapsed":24,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}}},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"jEwkMttOvAkO","executionInfo":{"status":"aborted","timestamp":1754423262209,"user_tz":-60,"elapsed":5,"user":{"displayName":"Durjaya Guntupalli","userId":"12665494421502119833"}}},"execution_count":null,"outputs":[]}]}