diff --git a/diffphys-code-sol.ipynb b/diffphys-code-sol.ipynb index 2292702..cc8b598 100644 --- a/diffphys-code-sol.ipynb +++ b/diffphys-code-sol.ipynb @@ -123,33 +123,49 @@ { "cell_type": "code", "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This notebook is running locally, please make sure the necessary pip packages are isntalled.\n" + ] + } + ], + "source": [ + "try:\n", + " import google.colab # to ensure that we are inside colab\n", + " !pip install --upgrade --quiet phiflow==3.2\n", + " #!pip install --upgrade --quiet git+https://github.com/tum-pbs/PhiFlow@develop\n", + " # NT_DEBUG , remove develop for pbdl-dataset:\n", + " !pip install --upgrade --quiet git+https://github.com/tum-pbs/pbdl-dataset@develop\n", + "\n", + "except ImportError:\n", + " print(\"This notebook is running locally, please make sure the necessary pip packages are installed.\")\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JwZudtWauiGa", - "outputId": "3e61b6dd-e1ea-47e7-f9af-6cde0c64162a" + "outputId": "bb03fd1b-62e7-4657-fe80-046b11c9852d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m182.2/182.2 kB\u001b[0m \u001b[31m9.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - "\u001b[2K \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m306.1/306.1 kB\u001b[0m \u001b[31m11.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", - " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", - " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", "Using device: cuda:0\n" ] } ], "source": [ - "!pip install --upgrade --quiet phiflow==3.1\n", - "!pip install --upgrade --quiet git+https://github.com/tum-pbs/pbdl-dataset@develop\n", - "\n", "import os, sys, logging, argparse, pickle, glob, random, pylab, time\n", "from tqdm import tqdm\n", "from phi.torch.flow import *\n", @@ -175,7 +191,7 @@ "id": "RY1F4kdWPLNG" }, "source": [ - "And while we're at it, we also set the random seed - obviously, 42 is the ultimate choice here \ud83d\ude42" + "And while we're at it, we also set the random seed - obviously, 42 is the ultimate choice here 🙂" ] }, { @@ -206,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "id": "6WNMcdWUw4EP" }, @@ -218,7 +234,7 @@ " def __init__(self, domain):\n", " self.domain = domain\n", "\n", - " self.vel_BcMask = self.domain.staggered_grid(HardGeometryMask( Box(y=(None, 5), x=None) ) )\n", + " self.vel_BcMask = self.domain.staggered_grid( HardGeometryMask( Box(y=(None, 5), x=None) ) )\n", "\n", " self.inflow = self.domain.scalar_grid(Box(y=(5,10), x=(25,75)) ) # scale with domain if necessary!\n", " self.obstacles = [Obstacle(Sphere(center=tensor([50, 50], channel(vector=\"y,x\")), radius=10))]\n", @@ -280,13 +296,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qIrWYTy6xscA", - "outputId": "90e91528-0f57-467a-a407-6f895bd8333b" + "outputId": "209465bc-507e-4cd1-de90-2df940cda497" }, "outputs": [ { @@ -362,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "id": "hhGFpTjGyRyg" }, @@ -421,7 +437,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "id": "Dfwd4TnqN1Tn" }, @@ -449,22 +465,23 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "59EBdEdj0QR2", - "outputId": "16176f06-542c-4a65-8562-b0efd0da621d" + "outputId": "3fb7f0f4-a515-4478-ec4d-18a329ad693b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[Kdownload completed\t \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[38;5;240m\u001b[94m 100%\u001b[0m\n", - "\u001b[96m\u001b[1mSuccess:\u001b[22m Loaded solver-in-the-loop-wake-flow with 6 simulations (6 selected) and 496 samples each.\u001b[0m\n", - "\u001b[1mInfo:\u001b[22m No precomputed normalization data found (or not complete). Calculating data...\u001b[0m\n" + "\u001b[Kdownload completed\t ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[38;5;240m\u001b[96m 100%\u001b[0m6m\u001b[96m\u001b[96m\u001b[96m\u001b[96m\u001b[96m\u001b[96m\u001b[96m\u001b[96m\u001b[96m\n", + "\u001b[96m\u001b[1mSuccess:\u001b[22m Loaded solver-in-the-loop-wake-flow with 10 simulations (6 selected) and 496 samples each.\u001b[0m\n", + "\u001b[1mInfo:\u001b[22m No precomputed normalization data found (or not complete). Calculating data...\u001b[0m\n", + "[np.float64(1237.79296875), np.float64(1453.7359614526729)]\n" ] } ], @@ -473,12 +490,16 @@ "import pbdl.torch.loader\n", "\n", "dataloader = pbdl.torch.loader.Dataloader(\"solver-in-the-loop-wake-flow\", MSTEPS, shuffle=True, sel_sims=[0,1,2,3,4,5],\n", - " batch_size=BATCH_SIZE, normalize=\"std\", intermediate_time_steps=True)\n", + " batch_size=BATCH_SIZE, normalize_const=\"std\", normalize_data=\"std\", intermediate_time_steps=True)\n", "\n", - "# remember for normalization of the Reynolds number conditioning , then turn off (None), we'll only normalize Re manually below\n", - "DATA_RE_MEAN = dataloader.dataset.normalize.const_mean[0][0]\n", - "DATA_RE_STD = dataloader.dataset.normalize.const_std[0][0]\n", - "dataloader.dataset.normalize = None" + "# workaround for using un-normalized and normalized values in one script:\n", + "# save the normalization constants of the Reynolds number conditioning , then turn off (norm=None);\n", + "# the Re values will be normalized manually later on\n", + "DATA_RE_MEAN = dataloader.dataset.norm_strat_const.const_mean[0][0]\n", + "DATA_RE_STD = dataloader.dataset.norm_strat_const.const_std[0][0]\n", + "print([DATA_RE_MEAN,DATA_RE_STD])\n", + "dataloader.dataset.norm_strat_const = None\n", + "dataloader.dataset.norm_strat_data = None" ] }, { @@ -494,16 +515,34 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "EjgkdCzKP2Ip", - "outputId": "36d2d677-6293-4b7d-e7f2-c6f1a7343aa9", + "outputId": "3ebef773-0d85-43de-9f78-c31719ccbd45", "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_774262/1641432920.py:8: FutureWarning: Domain (phi.physics._boundaries) is deprecated and will be removed in a future release.\n", + "Please create grids directly, replacing the domain with a dict, e.g.\n", + " domain = dict(x=64, y=128, bounds=Box(x=1, y=1))\n", + " grid = CenteredGrid(0, **domain)\n", + " from phi.physics._boundaries import Domain, OPEN, STICKY as CLOSED\n", + "/tmp/ipykernel_774262/1641432920.py:15: DeprecationWarning: Domain is deprecated and will be removed in a future release. Use a dict instead, e.g. CenteredGrid(values, extrapolation, **domain_dict)\n", + " domain = phi.physics._boundaries.Domain(y=SOURCE_RES[0], x=SOURCE_RES[1], boundaries=BNDS, bounds=Box(y=2*LENGTH, x=LENGTH))\n", + "/tmp/ipykernel_774262/1641432920.py:15: FutureWarning: Domain is deprecated and will be removed in a future release. Use a dict instead, e.g. CenteredGrid(values, extrapolation, **domain_dict)\n", + " domain = phi.physics._boundaries.Domain(y=SOURCE_RES[0], x=SOURCE_RES[1], boundaries=BNDS, bounds=Box(y=2*LENGTH, x=LENGTH))\n", + "/tmp/ipykernel_774262/1529251970.py:7: DeprecationWarning: HardGeometryMask and SoftGeometryMask are deprecated. Use field.mask or field.resample instead.\n", + " self.vel_BcMask = self.domain.staggered_grid( HardGeometryMask( Box(y=(None, 5), x=None) ) )\n" + ] + } + ], "source": [ "# this is the actual resolution in terms of cells for phiflow (not too crucial)\n", "SOURCE_RES = [64,32]\n", @@ -536,7 +575,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "id": "5VCAzofU1FoH" }, @@ -565,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "id": "KFp4eUta1FoH" }, @@ -617,18 +656,40 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AJn5a5k31FoH", - "outputId": "91c710f7-1475-4dbb-8c33-45d33063859b", + "outputId": "11f40f98-5554-4b6f-f436-c385d98534b0", "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/4960 [00:00" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -942,19 +1024,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 471 - }, - "id": "MZnqSzq21FoK", - "outputId": "14037f18-44e4-4d3a-c0bd-0caeb384513b" + "id": "MZnqSzq21FoK" }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -1032,15 +1109,6 @@ "* Use the external github code to generate tougher test data, and run your trained NN on these cases. You'll see that a reduced training error not always directly correlates with an improved test performance.\n", "\n" ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "id": "WyM-UoqA1FoL" - }, - "outputs": [], - "source": [] } ], "metadata": { @@ -1051,7 +1119,8 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", + "language": "python", "name": "python3" }, "language_info": { @@ -1068,5 +1137,5 @@ } }, "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "nbformat_minor": 4 +}