{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "SavtaDepth_Colab_Simplified.ipynb", "provenance": [], "collapsed_sections": [], "toc_visible": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "QKUz-9qCbHRH" }, "source": [ "
\\\"DAGsHub\\\"
\n", "\n", "# SavtaDepth Colab Environment\n", "\n", "### ***This notebook is meant to be run on Google Colab***\n", "\n", "This notebook is a tool to setup and run experiments for [SavtaDepth](https://dagshub.com/OperationSavta/SavtaDepth) on Google Colab, while maintaining a relatively clean environment and using version control to promote reproducibility. Following (and modifying where necessary) the cells below should let you git clone a project into colab, download the data, run it, and push it to https://DAGsHub.com which is a free platform for open source data science. \n", "\n", "SavtaDepth is an [Open Source Data Science](https://dagshub.com/blog/a-case-for-open-source-data-science/) project. We'd love to get help from the community, so if you'd like to contribute head over to the [project page](https://dagshub.com/OperationSavta/SavtaDepth) to get started." ] }, { "cell_type": "markdown", "metadata": { "id": "wJNCkwSIa7To" }, "source": [ "# General Setup\n", "**Before you start, make a copy of this notebook to your Google Drive**" ] }, { "cell_type": "code", "metadata": { "id": "2Tq2Dl33XDqw" }, "source": [ "%reload_ext autoreload\n", "%autoreload 2" ], "execution_count": 1, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "xn8URgDmWBKm" }, "source": [ "Clone Git Repo from DAGsHub. **Make sure to put in your username so that you clone your version of the project**." ] }, { "cell_type": "code", "metadata": { "id": "jxOO9c2hU_zM" }, "source": [ "!git clone https://dagshub.com/{your_dagshub_user}/SavtaDepth.git\n", "%cd /content/SavtaDepth/" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "vObOd-chbOvP" }, "source": [ "### Install requirements for the project\n", "You will be prompted to restart the runtime afterwards" ] }, { "cell_type": "code", "metadata": { "id": "n3U6qqVFWYRm" }, "source": [ "!pip install -r requirements.txt" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "VSLztKvFhU0U" }, "source": [ "%cd /content/SavtaDepth/" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "WOzZu9GQaaeI" }, "source": [ "### Pull DVC files from our remote" ] }, { "cell_type": "code", "metadata": { "id": "sNmiqub0WbqT" }, "source": [ "!dvc pull -r origin src/data/processed/" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "z-GBCdgLboMa" }, "source": [ "#### ***Setup is done!***" ] }, { "cell_type": "markdown", "metadata": { "id": "1z-Kol-XbrqD" }, "source": [ "---\n", "# Testing the model (Optional)\n", "If you want to dive ahead to modifying the model, skip to the next section\n" ] }, { "cell_type": "markdown", "metadata": { "id": "Ser3BjWecTq0" }, "source": [ "## Testing setup\n", "Run these 3 cells before going further in the testing section. They are not necessary for the training section" ] }, { "cell_type": "code", "metadata": { "id": "rzOz1L95b5P1" }, "source": [ "import torch\n", "import sys\n", "from fastai.vision.all import *\n", "import numpy as np" ], "execution_count": 28, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "lZSzJJXScBYO" }, "source": [ "class ImageImageDataLoaders(DataLoaders):\n", " \"Basic wrapper around several `DataLoader`s with factory methods for Image to Image problems\"\n", " @classmethod\n", " @delegates(DataLoaders.from_dblock)\n", " def from_label_func(cls, path, fnames, label_func, valid_pct=0.2, seed=None, item_tfms=None, batch_tfms=None, **kwargs):\n", " \"Create from list of `fnames` in `path`s with `label_func`.\"\n", " dblock = DataBlock(blocks=(ImageBlock(cls=PILImage), ImageBlock(cls=PILImageBW)),\n", " splitter=RandomSplitter(valid_pct, seed=seed),\n", " get_y=label_func,\n", " item_tfms=item_tfms,\n", " batch_tfms=batch_tfms)\n", " res = cls.from_dblock(dblock, fnames, path=path, **kwargs)\n", " return res\n", "\n", "def get_y_fn(x):\n", " y = str(x.absolute()).replace('.jpg', '_depth.png')\n", " y = Path(y)\n", "\n", " return y\n", "\n", "\n", "def create_data(data_path):\n", " fnames = get_files(data_path/'train', extensions='.jpg')\n", " data = ImageImageDataLoaders.from_label_func(data_path/'train', bs=4, num_workers=0, fnames=fnames, label_func=get_y_fn)\n", " return data" ], "execution_count": 29, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "N4tOMSyfcCYD" }, "source": [ "data = create_data(Path('src/data/processed'))\n", "learner = unet_learner(data, resnet34, metrics=rmse, wd=1e-2, n_out=3, loss_func=MSELossFlat(), path='src/')\n", "learner.load('model')" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "FhqlWIoiclOZ" }, "source": [ "#### Your model is now loaded and ready!" ] }, { "cell_type": "markdown", "metadata": { "id": "2xZIKtlwcog7" }, "source": [ "## Making sure our model learned something\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 568 }, "id": "JSNS37gQcIlH", "outputId": "098e247a-9ddd-4c43-97ef-94f1ec7b14eb" }, "source": [ "learner.show_results()" ], "execution_count": 31, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "fhSCUV87cx8E" }, "source": [ "### Qualitative Results testing\n", "We can upload an image and run the model on it" ] }, { "cell_type": "code", "metadata": { "colab": { "resources": { "http://localhost:8080/nbextensions/google.colab/files.js": { "data": "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", "ok": true, "headers": [ [ "content-type", "application/javascript" ] ], "status": 200, "status_text": "" } }, "base_uri": "https://localhost:8080/", "height": 412 }, "id": "b9FBemPmc3OW", "outputId": "a6270f54-204b-4a96-910a-04b5779c8caa" }, "source": [ "%cd /content/\n", "%mkdir images\n", "%cd images\n", "\n", "from google.colab import files\n", "from io import BytesIO\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from PIL import Image\n", "\n", "\n", "# Upload Image\n", "uploaded = files.upload()\n", "original = Image.open(BytesIO(uploaded[list(uploaded.keys())[0]]))\n", "\n", "%cd /content/\n", "\n", "original_shape = (original.shape[1],original.shape[0])\n", "minified = original.resize((640,480))\n", "minified_arr = np.array(minified)\n", "\n", "plt.imshow(minified_arr)" ], "execution_count": 32, "outputs": [ { "output_type": "stream", "text": [ "/content\n", "/content/images\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "text/html": [ "\n", " \n", " \n", " Upload widget is only available when the cell has been executed in the\n", " current browser session. Please rerun this cell to enable.\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "Saving WhatsApp Image 2020-10-12 at 18.57.25.jpeg to WhatsApp Image 2020-10-12 at 18.57.25.jpeg\n", "/content\n" ], "name": "stdout" }, { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 32 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 257 }, "id": "2mT67ZkPdRQT", "outputId": "7466c003-e4cd-47f3-99e0-d14a08640050" }, "source": [ "predicted_depth_map = (learner.predict(minified_arr))[0]\n", "show_image(predicted_depth_map)" ], "execution_count": 33, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 33 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "wUwqcW3QdZAr" }, "source": [ "# Save our result\n", "from torchvision import transforms\n", "output = transforms.ToPILImage()(predicted_depth_map[:,:,:].type(torch.FloatTensor)).convert('L')\n", "output = output.resize(original_shape)\n", "output.save(\"images/\" + list(uploaded.keys())[0].split('.')[0] + \"_depth.jpg\")" ], "execution_count": 34, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "qNNIfodJc_0g" }, "source": [ "---\n", "# Modifying the project!\n", "If you've made it here, everything is set up. You have the code and data in the file viewer to the left. You can edit the files located in SavtaDepth/src/code/ as you like. You can see the YAML defining the project pipeline in dvc.yaml. If you change dependencies or outputs (for example, add an additional code file for the training stage), make sure you edit the pipeline to reflect this.\n", "\n", "### Once you are done with your changes run the cell below to run the pipeline end-to-end\n", "* You can run this multiple times if you've made a change and want to test it\n", "* If you want to run only a specific stage you can change the `dvc repro` command to any other command you like.\n", "\n", "▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽▽" ] }, { "cell_type": "code", "metadata": { "id": "LZDHU9hyh-i1" }, "source": [ "!dvc repro" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "jdvyYI8OiA5S" }, "source": [ "**---Or---**
\n", "Run a specific stage and commit its results to dvc" ] }, { "cell_type": "code", "metadata": { "id": "fwOfOwnrZWMe" }, "source": [ "# Using %run magic lets you see the progress bar properly!\n", "# If you're not sure what command to run, look in the dvc.yaml file\n", "%run -i {script.py} {qargs}" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "GA3Eyl7da0Cs" }, "source": [ "!dvc status" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "rKfb8kdIhcQm" }, "source": [ "!dvc commit {stage or file name}" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "Kog5i3VUZVMI" }, "source": [ "\n", "\n", "---\n", "### Clean up code – use if you got a CUDA out of memory error.\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9QKLYXv2ZV_P", "outputId": "b0968b62-9b6b-45a2-875b-873415dff082" }, "source": [ "import gc\n", "torch.cuda.empty_cache()\n", "gc.collect()" ], "execution_count": 23, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0" ] }, "metadata": { "tags": [] }, "execution_count": 23 } ] }, { "cell_type": "markdown", "metadata": { "id": "PAxz-29WhN12" }, "source": [ "---\n", "# Commiting Your Work and Pushing Back to DAGsHub\n", "\n" ] }, { "cell_type": "code", "metadata": { "id": "sVRwAhDDgFu_" }, "source": [ "%cd /content/SavtaDepth/" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "kyse-hAuZY9X" }, "source": [ "!git status" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Ib12i6aOhbgI" }, "source": [ "# Add the files you want to commit\n", "!git add {your files here}" ], "execution_count": 6, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "duM9An0Khr_F" }, "source": [ "Run the following 2 cells without modifications. They will prompt you for a commit message, and for credentials to push back to DAGsHub" ] }, { "cell_type": "markdown", "metadata": { "id": "V9SYYA9Zh3f9" }, "source": [ "**Commiting**" ] }, { "cell_type": "code", "metadata": { "id": "_fjym_38hhgl" }, "source": [ "import os\n", "os.environ['EMAIL'] = input('Enter your email: ')\n", "os.environ['NAME'] = input('Enter your user name: ')\n", "os.environ['COMMIT_MESSAGE'] = input('Enter the commit message for you commit: ')\n", "!git config --global user.email \"${EMAIL}\"\n", "!git config --global user.name \"${NAME}\"\n", "!git commit -m \"${COMMIT_MESSAGE}\"\n", "os.environ['COMMIT_MESSAGE'] = os.environ['NAME'] = os.environ['EMAIL'] = \"\"" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "mWtgXU0ph6Dv" }, "source": [ "**Pushing to DAGsHub**" ] }, { "cell_type": "code", "metadata": { "id": "z7LoVk9Zh9GC" }, "source": [ "# If this stage fails, make sure to remove outputs as it will show your password to whoever it is shared with.\n", "from getpass import getpass\n", "import os\n", "\n", "os.environ['USER'] = input('Enter the username of your DAGsHub account: ')\n", "os.environ['PASSWORD'] = getpass('Enter the password of your DAGsHub account: ')\n", "os.environ['REPO_URL'] = input('Enter the url of your DAGsHub project: ').split('https://')[-1]\n", "os.environ['DAGSHUB_AUTH'] = os.environ['USER'] + ':' + os.environ['PASSWORD']\n", "\n", "!git push https://$DAGSHUB_AUTH@$REPO_URL.git\n", "\n", "os.environ['PASSWORD'] = os.environ['DAGSHUB_AUTH'] = \"\"" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "MXlzJbuLiFWb" }, "source": [ "***NOTE: ALWAYS RUN THIS CELL AFTER THE PREVIOUS***, it will delete your DAGsHub password in case you share this notebook with someone" ] }, { "cell_type": "code", "metadata": { "id": "6-yZzyeAiGPI" }, "source": [ "os.environ['PASSWORD'] = os.environ['DAGSHUB_AUTH'] = \"\"" ], "execution_count": 13, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "FImsqcvYie77" }, "source": [ "## Push data back to your DVC Remote\n", "For this step you must first create a DVC remote on some cloud provider. We recommend Google Cloud Storage. If you're not sure how to set up a DVC remote, [follow these instructions](https://dagshub.com/docs/getting-started/set-up-remote-storage-for-data-and-models/#create-a-storage-bucket) (you only need to go through creating a storage bucket and adding permissions)." ] }, { "cell_type": "markdown", "metadata": { "id": "L4XWSvPQjfLb" }, "source": [ "Add your storage bucket to DVC (replace {bucket-name} with the bucket name you chose)" ] }, { "cell_type": "code", "metadata": { "id": "kGx03PpijiAW" }, "source": [ "!dvc remote modify origin url https://dagshub.com/{your_dagshub_user}/SavtaDepth.dvc\"" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "ZsM5epDbiotM" }, "source": [ "!dvc remote modify origin --local auth basic\n", "!dvc remote modify origin --local user {your user name}\n", "!dvc remote modify origin --local ask_password true\n", "!dvc push -r origin" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "ne7pU7bMj18m" }, "source": [ "# That's it, you can now create a PR on DAGsHub." ] } ] }