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poisson_2d.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"collapsed_sections": [
"Q4vxy40u8SMG",
"AkOtubS88VTb"
],
"authorship_tag": "ABX9TyOrpZq9n2v2ewoVlJ9d4sdK",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/stwind/0527f7ec3f9f68280d2535c6a6668c86/poisson_2d.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"## Setup"
],
"metadata": {
"id": "uf3lr9CA8MbS"
}
},
{
"cell_type": "markdown",
"source": [
"### Dependencies"
],
"metadata": {
"id": "Q4vxy40u8SMG"
}
},
{
"cell_type": "code",
"source": [
"!pip install --no-cache-dir -Uq numpy matplotlib pillow scipy einops ffmpeg-python"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "6z4k6C2P8Oiu",
"outputId": "0bbfdff6-4153-4ce0-fffb-fad270cdae24"
},
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.1/62.1 kB\u001b[0m \u001b[31m73.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m16.6/16.6 MB\u001b[0m \u001b[31m149.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.7/8.7 MB\u001b[0m \u001b[31m78.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.0/7.0 MB\u001b[0m \u001b[31m143.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h\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",
"opencv-python-headless 4.12.0.88 requires numpy<2.3.0,>=2; python_version >= \"3.9\", but you have numpy 2.3.5 which is incompatible.\n",
"numba 0.60.0 requires numpy<2.1,>=1.22, but you have numpy 2.3.5 which is incompatible.\n",
"tensorflow 2.19.0 requires numpy<2.2.0,>=1.26.0, but you have numpy 2.3.5 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 2.3.5 which is incompatible.\n",
"gradio 5.49.1 requires pillow<12.0,>=8.0, but you have pillow 12.0.0 which is incompatible.\n",
"opencv-python 4.12.0.88 requires numpy<2.3.0,>=2; python_version >= \"3.9\", but you have numpy 2.3.5 which is incompatible.\u001b[0m\u001b[31m\n",
"\u001b[0m"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"### Commons"
],
"metadata": {
"id": "AkOtubS88VTb"
}
},
{
"cell_type": "code",
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"\n",
"import os\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.font_manager as fm\n",
"import locale\n",
"from fastprogress import progress_bar\n",
"from einops import rearrange, reduce, repeat, einsum\n",
"\n",
"locale.getpreferredencoding = lambda: \"UTF-8\"\n",
"\n",
"COLORS = {\n",
" \"red\": np.array([0.79215686, 0.14901961, 0.14901961]),\n",
" \"blue\": np.array([0.08683021, 0.41940383, 0.71699529]),\n",
" **{f\"gray{k:02d}\": np.array([k,k,k])*.01 for k in np.arange(5,100,5)}\n",
"}\n",
"\n",
"def mpl_theme(gray=COLORS['gray50'], stroke_width=.1, fontsize=7,\n",
" facecolor=COLORS['gray10']):\n",
" ## category20: https://github.com/d3/d3-3.x-api-reference/blob/master/Ordinal-Scales.md#category20\n",
" cat20 = mpl.cycler(color=[\"1f77b4\",\"ff7f0e\",\"2ca02c\",\"d62728\",\"9467bd\",\"8c564b\",\"e377c2\",\"7f7f7f\",\"bcbd22\",\"17becf\",\n",
" \"aec7e8\",\"ffbb78\",\"98df8a\",\"ff9896\",\"c5b0d5\",\"c49c94\",\"f7b6d2\",\"c7c7c7\", \"dbdb8d\", \"9edae5\"])\n",
" return {\n",
" \"font.size\": fontsize,\n",
" \"font.family\": \"sans-serif\",\n",
" \"text.usetex\": False,\n",
" \"text.latex.preamble\": r\"\\usepackage{newpxtext,newpxmath}\",\n",
" \"text.color\": gray,\n",
" \"mathtext.fontset\": \"cm\",\n",
"\n",
" \"figure.dpi\": 100,\n",
" \"figure.facecolor\": facecolor,\n",
" \"figure.frameon\": False,\n",
" \"figure.figsize\": (5, 3),\n",
" \"figure.titlesize\": \"large\",\n",
" \"figure.titleweight\": \"bold\",\n",
" \"figure.constrained_layout.use\": True,\n",
" \"figure.constrained_layout.w_pad\": 0.05,\n",
" \"figure.constrained_layout.h_pad\": 0.05,\n",
" \"figure.constrained_layout.wspace\": 0.03,\n",
" \"figure.constrained_layout.hspace\": 0.03,\n",
"\n",
" \"axes.labelcolor\": gray,\n",
" \"axes.labelpad\": 8,\n",
" \"axes.labelsize\": \"medium\",\n",
" \"axes.labelweight\": \"normal\",\n",
" \"axes.spines.left\": False,\n",
" \"axes.spines.bottom\": False,\n",
" \"axes.spines.top\": False,\n",
" \"axes.spines.right\": False,\n",
" \"axes.facecolor\": facecolor,\n",
" \"axes.edgecolor\": gray,\n",
" \"axes.linewidth\": stroke_width,\n",
" \"axes.axisbelow\": True,\n",
" \"axes.xmargin\": 0.02,\n",
" \"axes.ymargin\": 0.02,\n",
" \"axes.zmargin\": 0.02,\n",
" \"axes.prop_cycle\": cat20,\n",
" \"axes.titlepad\": 8,\n",
" \"axes.titlesize\": \"medium\",\n",
" \"axes.titleweight\": 500,\n",
" \"axes.grid\": True,\n",
" \"axes.grid.axis\": \"both\",\n",
"\n",
" \"axes3d.grid\": False,\n",
" \"axes3d.xaxis.panecolor\": COLORS['gray15'],\n",
" \"axes3d.yaxis.panecolor\": COLORS['gray20'],\n",
" \"axes3d.zaxis.panecolor\": COLORS['gray25'],\n",
"\n",
" \"ytick.right\": False,\n",
" \"ytick.color\": gray,\n",
" \"ytick.major.width\": stroke_width,\n",
" \"ytick.major.size\": 0,\n",
" \"ytick.minor.left\": False,\n",
" \"ytick.labelsize\": \"small\",\n",
"\n",
" \"xtick.labelsize\": \"small\",\n",
" \"xtick.minor.visible\": True,\n",
" \"xtick.minor.top\": False,\n",
" \"xtick.minor.bottom\": False,\n",
" \"xtick.color\": gray,\n",
" \"xtick.major.width\": stroke_width,\n",
" \"xtick.major.size\": 0,\n",
"\n",
" \"grid.color\": gray,\n",
" \"grid.linewidth\": stroke_width,\n",
" \"grid.linestyle\": \"-\",\n",
" \"legend.fancybox\": False,\n",
" \"legend.edgecolor\": '0.3',\n",
" \"legend.framealpha\": 0.7,\n",
" \"legend.handletextpad\": 0.8,\n",
"\n",
" \"lines.linewidth\": 0.7\n",
" }\n",
"\n",
"def mpl_add_font(fname):\n",
" if fname not in [fe.fname for fe in fm.fontManager.ttflist]:\n",
" fm.fontManager.addfont(fname)\n",
"\n",
"def setup_overpass(folder=\"fonts\"):\n",
" os.makedirs(folder, exist_ok=True)\n",
" for style in [\"Regular\", \"Italic\", \"SemiBold\", \"SemiBoldItalic\", \"Bold\", \"BoldItalic\"]:\n",
" ttf = f\"Overpass-{style}.ttf\"\n",
" !wget -qc \"https://github.com/RedHatOfficial/Overpass/raw/master/fonts/ttf/{ttf}\" -O \"{folder}/{ttf}\"\n",
" mpl_add_font(f\"{folder}/{ttf}\")\n",
" if \"Overpass\" not in mpl.rcParams['font.sans-serif']:\n",
" mpl.rcParams['font.sans-serif'].insert(0, \"Quicksand\")\n",
"\n",
"def setup_quicksand(folder=\"fonts\"):\n",
" os.makedirs(folder, exist_ok=True)\n",
" for style in [\"Bold\", \"Light\", \"Medium\", \"Regular\"]:\n",
" ttf = f\"Quicksand-{style}.ttf\"\n",
" !wget -qc \"https://github.com/andrew-paglinawan/QuicksandFamily/raw/refs/heads/master/fonts/statics/{ttf}\" -O \"{folder}/{ttf}\"\n",
" mpl_add_font(f\"{folder}/{ttf}\")\n",
" if \"Quicksand\" not in mpl.rcParams['font.sans-serif']:\n",
" mpl.rcParams['font.sans-serif'].insert(0, \"Quicksand\")\n",
"\n",
"setup_quicksand()\n",
"\n",
"plt.style.use([\"dark_background\", mpl_theme()])\n",
"\n",
"if \"/usr/local/texlive/2025/bin/x86_64-linux\" not in os.environ[\"PATH\"]:\n",
" os.environ['PATH'] = f\"{os.environ['PATH']}:/usr/local/texlive/2025/bin/x86_64-linux\""
],
"metadata": {
"id": "NJ3cQs5T8U7n"
},
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"source": [
"import math\n",
"import sys\n",
"import io\n",
"import bz2\n",
"import ffmpeg\n",
"import requests\n",
"import subprocess\n",
"import cv2\n",
"import PIL\n",
"import IPython.display as ipd\n",
"import ipywidgets as widgets\n",
"from scipy import linalg\n",
"from fastprogress import progress_bar\n",
"from einops import rearrange, reduce, repeat\n",
"from base64 import b64encode\n",
"from zipfile import ZipFile\n",
"from contextlib import contextmanager\n",
"from matplotlib.patches import Circle\n",
"from mpl_toolkits.mplot3d.art3d import Line3DCollection, Poly3DCollection\n",
"\n",
"class Output(object):\n",
" def __init__(self):\n",
" self.out = widgets.Output()\n",
"\n",
" def display(self):\n",
" display(self.out)\n",
" return self\n",
"\n",
" def clear(self):\n",
" self.out.clear_output()\n",
" return self.out\n",
"\n",
" def close(self):\n",
" return self.out.close()\n",
"\n",
"def to_single_rgb(img):\n",
" img = np.asarray(img)\n",
" if len(img.shape) == 4: # take first frame from animations\n",
" return img[0,:,:,:]\n",
" if len(img.shape) == 2: # convert gray to rgb\n",
" return img[:,:,np.newaxis].repeat(3, 2)\n",
" if img.shape[-1] == 4: # drop alpha\n",
" return img[:,:,:3]\n",
" else:\n",
" return img\n",
"\n",
"def imread(url, size=None, mode=None):\n",
" if url.startswith(('http:', 'https:')):\n",
" resp = requests.get(url)\n",
" if resp.status_code != 200:\n",
" return None\n",
"\n",
" f = io.BytesIO(resp.content)\n",
" else:\n",
" f = url\n",
" img = PIL.Image.open(f)\n",
" if size is not None:\n",
" img.thumbnail((size, size), PIL.Image.Resampling.LANCZOS)\n",
" if mode is not None:\n",
" img = img.convert(mode)\n",
" return img\n",
"\n",
"def imshow(img, fmt='png', retina=True, zoom=None):\n",
" if isinstance(img, str):\n",
" display(ipd.Image(filename=img, retina=retina))\n",
" return\n",
"\n",
" if len(img.shape) == 3 and img.shape[-1] == 1:\n",
" img = img.squeeze()\n",
" if img.dtype == np.float32:\n",
" img = img * 255.0\n",
" img = np.uint8(img.clip(0, 255))\n",
" if fmt in ('jpeg', 'jpg'):\n",
" img = to_single_rgb(img)\n",
"\n",
" image = PIL.Image.fromarray(img)\n",
" height, width = img.shape[:2]\n",
" if zoom is not None:\n",
" width *= zoom\n",
" height *= zoom\n",
" retina = zoom == 1\n",
" if zoom < 1:\n",
" image.resize((int(width), int(height)))\n",
"\n",
" data = io.BytesIO()\n",
" image.save(data, fmt)\n",
" display(ipd.Image(data=data.getvalue(),width=width, height=height,retina=retina))\n",
"\n",
"def find_rectangle(n, ratio=1):\n",
" ny = int((n / ratio) ** .5)\n",
" return ny, math.ceil(n / ny)\n",
"\n",
"def make_mosaic(imgs, nx=None, ny=None, gap=0):\n",
" n, h, w = imgs.shape[:3]\n",
" has_channels = len(imgs.shape) > 3\n",
"\n",
" if nx is None and ny is None:\n",
" ny, nx = find_rectangle(n)\n",
" elif ny is None:\n",
" ny = math.ceil(n / nx)\n",
" elif nx is None:\n",
" nx = math.ceil(n / ny)\n",
"\n",
" sh, sw = h + gap, w + gap\n",
" shape = (ny * sh - gap, nx * sw - gap)\n",
" if has_channels:\n",
" shape += (imgs.shape[-1],)\n",
"\n",
" canvas = np.zeros(shape, dtype=imgs.dtype)\n",
" for i, x in enumerate(imgs):\n",
" iy, ix = divmod(i, nx)\n",
" canvas[iy * sh:iy * sh + h, ix * sw:ix * sw + w] = x\n",
" return canvas\n",
"\n",
"def ffprobe_video(path):\n",
" probe = ffmpeg.probe(path)\n",
" return next(s for s in probe['streams'] if s['codec_type'] == 'video')\n",
"\n",
"def read_frame(path, frame_no):\n",
" cap = cv2.VideoCapture(path)\n",
" cap.set(cv2.CAP_PROP_POS_FRAMES, frame_no)\n",
" ret, frame = cap.read()\n",
" if not ret:\n",
" raise RuntimeError(f\"Faild reading frame {frame_no} from {path}\")\n",
" return cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n",
"\n",
"def read_frames(path, start=0, num=None):\n",
" cap = cv2.VideoCapture(path)\n",
" n_frames = num or int(cap.get(cv2.CAP_PROP_FRAME_COUNT))\n",
" cap.set(cv2.CAP_PROP_POS_FRAMES, start)\n",
" for i in range(n_frames):\n",
" ret, frame = cap.read()\n",
" if not ret:\n",
" raise RuntimeError(f\"Faild reading frame {i} from {path}\")\n",
" yield cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n",
"\n",
"def read_video_frames(path):\n",
" info = ffprobe_video(path)\n",
" out, _ = ffmpeg.input(path).output('pipe:', format='rawvideo', pix_fmt='rgb24').run(capture_stdout=True)\n",
" return np.frombuffer(out, np.uint8).reshape([-1, info['height'], info['width'], 3])\n",
"\n",
"def show_video(path):\n",
" vcap = cv2.VideoCapture(path)\n",
" width = int(vcap.get(cv2.CAP_PROP_FRAME_WIDTH))\n",
" with open(path, \"r+b\") as f:\n",
" url = f\"data:video/mp4;base64,{b64encode(f.read()).decode()}\"\n",
" return ipd.HTML(f\"\"\"<video autoplay=\"autoplay\" width={width} controls loop><source src=\"{url}\"></video>\"\"\")\n",
"\n",
"def write_video(frames, size, path=\"__temp__.mp4\", fps=30,\n",
" preset=\"veryfast\", args=[]):\n",
" height, width = size\n",
" command = ['ffmpeg','-v','error','-f','rawvideo','-vcodec','rawvideo',\n",
" '-pix_fmt','rgb24','-s',f'{width}x{height}','-r', f'{fps}',\n",
" '-i', '-',\n",
" \"-movflags\", \"+faststart\", \"-preset\", preset,\n",
" \"-g\", \"30\", \"-bf\",\"2\",\"-c:v\", \"libx264\",\"-profile:v\", \"high\",\n",
" '-an', '-vcodec','h264','-pix_fmt','yuv420p', *args, '-y', path]\n",
" with subprocess.Popen(command, stdin=subprocess.PIPE, stderr=subprocess.PIPE) as proc:\n",
" with proc.stdin as stdin:\n",
" for image in frames:\n",
" data = image.tobytes()\n",
" if stdin.write(data) != len(data):\n",
" proc.wait()\n",
" stderr = proc.stderr\n",
" assert stderr is not None\n",
" s = stderr.read().decode()\n",
" raise RuntimeError(f\"Error writing '{path}': {s}\")\n",
" return path\n",
"\n",
"def read_video(path):\n",
" command = ['ffmpeg','-v','error','-nostdin','-i',path,'-vcodec','rawvideo',\n",
" '-f','image2pipe','-pix_fmt','rgb24','-vsync','vfr','-']\n",
"\n",
" info = ffprobe_video(path)\n",
" num_bytes = info['height'] * info['width'] * 3 * np.dtype(np.uint8).itemsize\n",
" with subprocess.Popen(command, stdout=subprocess.PIPE, stderr=subprocess.PIPE) as proc:\n",
" stdout = proc.stdout\n",
" assert stdout is not None\n",
" data = stdout.read(num_bytes)\n",
" while data is not None and len(data) == num_bytes:\n",
" image = np.frombuffer(data, dtype=np.uint8)\n",
" yield image.reshape(info['height'], info['width'], 3)\n",
" data = stdout.read(num_bytes)\n",
"\n",
"def sdiv(a, b, nan=0, posinf=0, neginf=0):\n",
" return np.nan_to_num(a / b, nan=nan, posinf=posinf, neginf=neginf)\n",
"\n",
"def topk(x, n):\n",
" return np.argpartition(x, -n)[-n:]\n",
"\n",
"def norm(x, a, b, **kw):\n",
" return sdiv(x - a, b - a, **kw)\n",
"\n",
"def norm_v(x, axis=None, **kw):\n",
" return norm(x, x.min(axis, keepdims=True), x.max(axis, keepdims=True), **kw)\n",
"\n",
"def normalize(x, keepdims=True, axis=-1, **kw):\n",
" return sdiv(x, np.linalg.norm(x, keepdims=keepdims, axis=axis), **kw)\n",
"\n",
"def nudge(x, v=0, eps=1e-12):\n",
" return np.where(np.isclose(np.abs(x), v, atol=eps), np.where(x - v >= 0, eps, -eps), x)\n",
"\n",
"def linspace_m(start, stop, n):\n",
" return np.linspace(start, stop, n, endpoint=False) + (stop - start) * .5 / n\n",
"\n",
"def indices_m(dims, shape, dtype=\"u4\"):\n",
" return tuple(np.meshgrid(*[np.round(linspace_m(0, d, s)).astype(dtype)\n",
" for d, s in zip(dims, shape)],\n",
" indexing='ij'))\n",
"\n",
"def rot90(v, axis=-1):\n",
" return np.stack((-v.take(1,axis),v.take(0,axis)),axis)\n",
"\n",
"def rot2d(vs, rs, axis=-1):\n",
" c, s = np.cos(rs), np.sin(rs)\n",
" x, y = vs.take(0, axis), vs.take(1, axis)\n",
" return np.stack((x * c - y * s, x * s + y * c), axis)\n",
"\n",
"def atan2(x, axis=-1):\n",
" return np.atan2(x.take(1,axis), x.take(0,axis))\n",
"\n",
"def saturate(x):\n",
" return np.clip(x, 0, 1)\n",
"\n",
"def lerp(a, b, t):\n",
" return a * (1.0 - t) + b * t\n",
"\n",
"def cubic(x):\n",
" return x * x * (3 - 2 * x)\n",
"\n",
"def quintic(x):\n",
" return x * x * x * (x * (x * 6 - 15) + 10)\n",
"\n",
"def step(v, x):\n",
" return np.where(x < v, 0, 1)\n",
"\n",
"def window(x, a, b):\n",
" return step(a, x) * step(x, b)\n",
"\n",
"def satnorm(x, a, b):\n",
" return saturate(norm(x, a, b))\n",
"\n",
"def smoothstep(x):\n",
" return x * x * (3 - 2 * x)\n",
"\n",
"def smootherstep(x):\n",
" return x * x * x * (x * (x * 6 - 15) + 10)\n",
"\n",
"def dot(a, b, axis=-1, **kw):\n",
" return (a * b).sum(axis, **kw)\n",
"\n",
"def cross(a, b, axis=-1):\n",
" return a.take(0, axis) * b.take(1, axis) - a.take(1, axis) * b.take(0, axis)\n",
"\n",
"def interp_cubic(a, b, c, d, t):\n",
" \"\"\"https://www.desmos.com/calculator/waof4r6avv\"\"\"\n",
" s = 1. - t\n",
" return s * s * (s * a + 3 * t * b) + t * t * (3 * s * c + t * d)\n",
"\n",
"def interp(x, t):\n",
" r = np.searchsorted(x, t).clip(1, len(x) - 1)\n",
" return norm(x[r - 1], x[r], t), r - 1\n",
"\n",
"def plt_show(pin=mpl.rcParams['savefig.pad_inches']):\n",
" with plt.rc_context({'savefig.pad_inches': pin}):\n",
" plt.show()\n",
"\n",
"def fig_image(fig=None, transparent=False, bbox_inches=None,\n",
" dpi=mpl.rcParams[\"figure.dpi\"]*2):\n",
" fig = fig or plt.gcf()\n",
"\n",
" buf = io.BytesIO()\n",
" fig.savefig(buf, format=\"png\", pad_inches=0, bbox_inches=bbox_inches,\n",
" facecolor=fig.get_facecolor(), dpi=dpi,transparent=transparent)\n",
" buf.seek(0)\n",
" data = np.frombuffer(buf.getvalue(), dtype=np.uint8)\n",
" buf.close()\n",
" plt.close(fig)\n",
"\n",
" code = cv2.COLOR_BGRA2RGBA if transparent else cv2.COLOR_BGR2RGB\n",
" return cv2.cvtColor(cv2.imdecode(data, cv2.IMREAD_UNCHANGED), code)\n",
"\n",
"def plt_savefig(name, pad_inches=mpl.rcParams['savefig.pad_inches'],\n",
" bbox_inches=0,facecolor='auto',\n",
" dpi=mpl.rcParams[\"figure.dpi\"]*2,close=True,**kw):\n",
" plt.savefig(name,\n",
" pad_inches=pad_inches,\n",
" bbox_inches=bbox_inches,\n",
" facecolor=facecolor,\n",
" dpi=dpi,**kw)\n",
" if close:\n",
" plt.close()\n",
"\n",
"class Flex(object):\n",
" def __init__(self, ratios, gap, size=None):\n",
" n, s = len(ratios), sum(ratios)\n",
" self.ratios = ratios\n",
" self.gap = gap\n",
" space = gap * n / s if size is None else gap * n / (size - gap * (n - 1))\n",
" self.h = dict(nrows=1, ncols=n, width_ratios=ratios, wspace=space)\n",
" self.v = dict(nrows=n, ncols=1, height_ratios=ratios, hspace=space)\n",
" self.size = s + gap * (n - 1) if size is None else size\n",
"\n",
"def ax_lim(mn, mx, ax=None):\n",
" ax = ax or plt.gca()\n",
" ax.set_xlim(mn[0], mx[0])\n",
" ax.set_ylim(mn[1], mx[1])\n",
" if len(mn) > 2:\n",
" ax.set_zlim(mn[2], mx[2])\n",
"\n",
"def ax_spines(sides=[\"left\",\"right\",\"bottom\",\"top\"], ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" ax.spines[sides].set(**kw)\n",
"\n",
"def ax_lines(lines, ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" ax.add_collection(mpl.collections.LineCollection(lines,**kw))\n",
"\n",
"def ax_text(p, text, ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" ax.text(p[0],p[1],text,**kw)\n",
"\n",
"def ax_line3d(lines, ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" return ax.add_collection(Line3DCollection(lines, **kw))\n",
"\n",
"def ax_poly3d(verts, ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" return ax.add_collection(Poly3DCollection(verts, **kw))\n",
"\n",
"def ax_trisurf(v, f, ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" ax.plot_trisurf(v[:,0],v[:,1],v[:,2],triangles=f, **kw)\n",
"\n",
"def ax_box2(mn, mx, ax=None):\n",
" ax = ax or plt.gca()\n",
" ax.set(xlim=(mn[0],mx[0]),ylim=(mn[1],mx[1]),aspect='equal')\n",
"\n",
"def ax_box3(mn, mx, ax=None):\n",
" ax = ax or plt.gca()\n",
" ax.set(xlim=(mn[0],mx[0]),ylim=(mn[1],mx[1]),zlim=(mn[2],mx[2]),box_aspect=mx-mn)\n",
"\n",
"def ax_axis_lines(ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" ax.xaxis.line.set(**kw)\n",
" ax.yaxis.line.set(**kw)\n",
" ax.zaxis.line.set(**kw)\n",
"\n",
"def ax_scatter(pts, ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" return ax.scatter(*[pts[...,i] for i in range(pts.shape[-1])], **kw)\n",
"\n",
"def ax_swatch(cols, size=32, ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" ax.imshow(repeat(cols, \"n ...->h (n w) ...\",h=size,w=size), **kw)\n",
"\n",
"def ax_texts(pts, texts, ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" for p, t in zip(pts, texts):\n",
" ax.text(p[0], p[1], t, **kw)\n",
"\n",
"def ax_circle(c, r, ax=None, **kw):\n",
" ax = ax or plt.gca()\n",
" return ax.add_patch(Circle(c, r, **kw))\n",
"\n",
"def lowess(x, y, f=2. / 3., iter=3):\n",
" \"\"\"https://gist.github.com/agramfort/850437\n",
" lowess(x, y, f=2./3., iter=3) -> yest\n",
" Lowess smoother: Robust locally weighted regression.\n",
" The lowess function fits a nonparametric regression curve to a scatterplot.\n",
" The arrays x and y contain an equal number of elements; each pair\n",
" (x[i], y[i]) defines a data point in the scatterplot. The function returns\n",
" the estimated (smooth) values of y.\n",
" The smoothing span is given by f. A larger value for f will result in a\n",
" smoother curve. The number of robustifying iterations is given by iter. The\n",
" function will run faster with a smaller number of iterations.\n",
" \"\"\"\n",
" n = len(x)\n",
" r = int(math.ceil(f * n))\n",
" h = [np.sort(np.abs(x - x[i]))[r] for i in range(n)]\n",
" w = np.clip(np.abs((x[:, None] - x[None, :]) / h), 0.0, 1.0)\n",
" w = (1 - w ** 3) ** 3\n",
" yest = np.zeros(n)\n",
" delta = np.ones(n)\n",
" for iteration in range(iter):\n",
" for i in range(n):\n",
" weights = delta * w[:, i]\n",
" b = np.array([np.sum(weights * y), np.sum(weights * y * x)])\n",
" A = np.array([[np.sum(weights), np.sum(weights * x)],\n",
" [np.sum(weights * x), np.sum(weights * x * x)]])\n",
" beta = linalg.solve(A, b)\n",
" yest[i] = beta[0] + beta[1] * x[i]\n",
"\n",
" residuals = y - yest\n",
" s = np.median(np.abs(residuals))\n",
" delta = np.clip(residuals / (6.0 * s), -1, 1)\n",
" delta = (1 - delta ** 2) ** 2\n",
"\n",
" return yest\n",
"\n",
"def plot_metrics(metrics, groups=None, title=\"Metrics\", lowess=False):\n",
" groups = groups or [list(metrics.keys())]\n",
" n = len(groups)\n",
" ny = math.ceil(n / 2)\n",
" fig = plt.figure(figsize=(8 if n > 1 else 4, 2 * ny))\n",
"\n",
" for i, group in enumerate(groups, 1):\n",
" ax = fig.add_subplot(ny, 2 if n > 1 else 1, i)\n",
" for k in group:\n",
" x, y = np.arange(len(metrics[k])), metrics[k]\n",
" alpha = max(0.3, min(1, (1000 - len(x)) / 1000))\n",
" ax.plot(x, y, alpha=alpha, label=k, marker='.', markeredgewidth=0,lw=.5,ms=5)\n",
" if np.any(np.min(y) - y[0] > (np.max(y) - np.min(y)) * 0.01):\n",
" ax.set_ylim(np.min(y), y[0])\n",
" if lowess and len(y) >= 9:\n",
" ax.plot(x, lowess(x, y, f=0.25, iter=3), linestyle='-', alpha=0.8, label=k + \".lowess\", lw=2)\n",
" ax.legend(loc='lower left')\n",
" ax.grid(axis='x')\n",
"\n",
" fig.suptitle(title)\n",
" plt.show()\n",
"\n",
"def sph2cart(sph):\n",
" az, el, r = rearrange(sph, \"... d -> d ...\")\n",
" c = np.cos(el)\n",
" return rearrange(np.stack((c * np.cos(az), c * np.sin(az), np.sin(el)) * r), \"d ... -> ... d\")\n",
"\n",
"def cart2sph(cart, axis=-1):\n",
" x, y, z = cart.take(0,axis), cart.take(1,axis), cart.take(2,axis)\n",
" az, el = np.arctan2(y, x), np.arctan2(z, np.hypot(x, y))\n",
" r = np.sqrt(x ** 2 + y ** 2 + z ** 2)\n",
" return np.stack((az, el, r), axis)\n",
"\n",
"def iter_batch(xs, bs, drop_last=True):\n",
" n = len(xs) // bs\n",
" for i in range(n):\n",
" yield xs[i*bs:(i+1)*bs]\n",
" if not drop_last:\n",
" yield xs[n*bs:]\n",
"\n",
"def unpack_bz2(src_path):\n",
" data = bz2.BZ2File(src_path).read()\n",
" dst_path = src_path[:-4]\n",
" with open(dst_path, 'wb') as fp:\n",
" fp.write(data)\n",
" return dst_path\n",
"\n",
"def make_zip(files, target, filename=os.path.basename):\n",
" with ZipFile(target, 'w') as f:\n",
" for p in files:\n",
" f.write(p, filename(p))\n",
" return target"
],
"metadata": {
"id": "hhK8WqOS8ZRB"
},
"execution_count": 2,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Contents"
],
"metadata": {
"id": "Fd12m08u8Wz1"
}
},
{
"cell_type": "markdown",
"source": [
"### Matrix Operators"
],
"metadata": {
"id": "FT6ZzTiK8b1P"
}
},
{
"cell_type": "code",
"source": [
"import scipy.sparse as sp\n",
"from scipy.sparse.linalg import spsolve\n",
"\n",
"def diff_mat_1d(n):\n",
" D = sp.diags([-1, 1], [-1, 1], shape=(n,n), format=\"lil\")\n",
" D[0,[0,1,2]] = [-3, 4, -1]\n",
" D[-1,[-3, -2, -1]] = [1, -4, 3]\n",
" return D.tocsr()\n",
"\n",
"def diff_mat_1d_2(n):\n",
" D = sp.diags([1,-2,1],[-1,0,1], shape=(n,n), format=\"lil\")\n",
" D[0,[0,1,2,3]] = [2, -5, 4, -1]\n",
" D[-1,[-4, -3, -2, -1]] = [-1, 4, -5, 2]\n",
" return D.tocsr()\n",
"\n",
"def diff_mat_2d_x(nx, ny):\n",
" return sp.kron(sp.eye(ny),diff_mat_1d(nx),format=\"csr\")\n",
"\n",
"def diff_mat_2d_y(nx, ny):\n",
" return sp.kron(diff_mat_1d(ny),sp.eye(nx),format=\"csr\")\n",
"\n",
"def diff_mat_2d_2_x(nx, ny):\n",
" return sp.kron(sp.eye(ny),diff_mat_1d_2(nx),format=\"csr\")\n",
"\n",
"def diff_mat_2d_2_y(nx, ny):\n",
" return sp.kron(diff_mat_1d_2(ny),sp.eye(nx),format=\"csr\")"
],
"metadata": {
"id": "yEDbUjEo8XmM"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"source": [
"nx, ny = 80, 70\n",
"\n",
"x, y = np.linspace(-3,3,nx), np.linspace(-3,3,ny)\n",
"dx, dy = x[1] - x[0], y[1] - y[0]\n",
"X, Y = np.meshgrid(x,y)"
],
"metadata": {
"id": "bsraBmwY8gHv"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"G = np.exp(-x**2)\n",
"\n",
"fig = plt.figure(figsize=(6,3))\n",
"\n",
"ax = fig.add_subplot(1,2,1)\n",
"ax.plot(x, -2*x*G,'o',ms=3,label='analytic')\n",
"ax.plot(x, diff_mat_1d(nx) * G / (2 * dx), lw=.5,label='numerical')\n",
"ax.set(title=r\"$dG/dx$\")\n",
"ax.legend()\n",
"\n",
"ax = fig.add_subplot(1,2,2)\n",
"ax.plot(x, (2*x**2 - 1) * G * 2, 'o',ms=3,label='analytic')\n",
"ax.plot(x, diff_mat_1d_2(nx) * G / (dx ** 2), lw=.5,label='numerical')\n",
"ax.set(title=r\"$d^2G/dx^2$\")\n",
"ax.legend()\n",
"\n",
"fig.suptitle(r\"$G=e^{-2x^2}$\")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 327
},
"id": "X2qXyy0z8jvj",
"outputId": "2624a37b-4728-48f5-a64a-fd69cd3f13ae"
},
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 600x300 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 610,
"height": 310
}
}
}
]
},
{
"cell_type": "code",
"source": [
"F = np.exp(-X**2-3*Y**2)\n",
"\n",
"fig = plt.figure()\n",
"\n",
"ax = fig.add_subplot(1,2,1)\n",
"ax.imshow(-2 * X * F, cmap=\"inferno\",extent=[-3,3,-3,3])\n",
"ax.set(title='analytic')\n",
"ax.grid(False)\n",
"\n",
"ax = fig.add_subplot(1,2,2)\n",
"ax.imshow((diff_mat_2d_x(nx,ny)*F.ravel()).reshape((ny,nx)) / (2 * dx),\n",
" cmap=\"inferno\",extent=[-3,3,-3,3])\n",
"ax.set(title=\"numerical\")\n",
"ax.grid(False)\n",
"\n",
"fig.suptitle(r\"$dF/dx$\")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 318
},
"id": "pRGRdF198r37",
"outputId": "b4794edc-4c20-4b8e-9ed8-30bcfe458c13"
},
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 500x300 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 509,
"height": 301
}
}
}
]
},
{
"cell_type": "code",
"source": [
"fig = plt.figure()\n",
"\n",
"ax = fig.add_subplot(1,2,1)\n",
"ax.imshow(-6 * Y * F, cmap=\"inferno\",extent=[-3,3,-3,3])\n",
"ax.set(title='analytic')\n",
"ax.grid(False)\n",
"\n",
"ax = fig.add_subplot(1,2,2)\n",
"ax.imshow((diff_mat_2d_y(nx,ny)*F.ravel()).reshape((ny,nx)) / (2 * dy),\n",
" cmap=\"inferno\",extent=[-3,3,-3,3])\n",
"ax.set(title=\"numerical\")\n",
"ax.grid(False)\n",
"\n",
"fig.suptitle(r\"$d^2F/dx^2$\")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 319
},
"id": "OB3PTYPS8td2",
"outputId": "1d048f45-5d0a-4de7-ccba-077e1a60e06f"
},
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 500x300 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 509,
"height": 302
}
}
}
]
},
{
"cell_type": "code",
"source": [
"fig = plt.figure()\n",
"\n",
"ax = fig.add_subplot(1,2,1)\n",
"ax.imshow((2*X**2-1) * F * 2, cmap=\"inferno\",extent=[-3,3,-3,3])\n",
"ax.set(title='analytic')\n",
"ax.grid(False)\n",
"\n",
"ax = fig.add_subplot(1,2,2)\n",
"ax.imshow((diff_mat_2d_2_x(nx,ny)*F.ravel()).reshape((ny,nx)) / (dx ** 2),\n",
" cmap=\"inferno\",extent=[-3,3,-3,3])\n",
"ax.set(title=\"numerical\")\n",
"ax.grid(False)\n",
"\n",
"fig.suptitle(r\"$d^2F/dx^2$\")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 319
},
"id": "uObU88vy8unq",
"outputId": "27771cbb-b46b-4c79-982d-33314fb44627"
},
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 500x300 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 509,
"height": 302
}
}
}
]
},
{
"cell_type": "code",
"source": [
"fig = plt.figure()\n",
"\n",
"ax = fig.add_subplot(1,2,1)\n",
"ax.imshow((6*Y**2-1) * F * 6, cmap=\"inferno\",extent=[-3,3,-3,3])\n",
"ax.set(title='analytic')\n",
"ax.grid(False)\n",
"\n",
"ax = fig.add_subplot(1,2,2)\n",
"ax.imshow((diff_mat_2d_2_y(nx,ny)*F.ravel()).reshape((ny,nx)) / (dy ** 2),\n",
" cmap=\"inferno\",extent=[-3,3,-3,3])\n",
"ax.set(title=\"numerical\")\n",
"ax.grid(False)\n",
"\n",
"fig.suptitle(r\"$d^2F/dy^2$\")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 319
},
"id": "wjcKYNDs8vgS",
"outputId": "5d4ace60-338a-40c0-f4cf-b20d0b5c2df1"
},
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 500x300 with 2 Axes>"
],
"image/png": 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\n"
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"metadata": {
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}
}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Parallel Plate Capacitor"
],
"metadata": {
"id": "u41ukVS58zqy"
}
},
{
"cell_type": "code",
"source": [
"from mpl_toolkits.axes_grid1 import make_axes_locatable"
],
"metadata": {
"id": "zW6krkx7v10J"
},
"execution_count": 10,
"outputs": []
},
{
"cell_type": "code",
"source": [
"nx, ny = 300, 200\n",
"\n",
"x, y = np.linspace(-6,6,nx), np.linspace(-3,3,ny)\n",
"dx, dy = x[1] - x[0], y[1] - y[0]\n",
"X, Y = np.meshgrid(x, y)\n",
"\n",
"Xu, Yu = X.ravel(), Y.ravel()"
],
"metadata": {
"id": "hQ0vLMTo8zFf"
},
"execution_count": 11,
"outputs": []
},
{
"cell_type": "code",
"source": [
"B = [\n",
" np.argwhere(Xu == x[0]).ravel(), ## L\n",
" np.argwhere(Xu == x[-1]).ravel(), ## R\n",
" np.argwhere(Yu == y[-1]).ravel(), ## T\n",
" np.argwhere(Yu == y[0]).ravel(), ## B\n",
" np.argwhere((Xu < 2) & (Xu > -2) & (Yu < .6) & (Yu > .5)).ravel(),\n",
" np.argwhere((Xu < 2) & (Xu > -2) & (Yu < -.5) & (Yu > -.6)).ravel(),\n",
"]"
],
"metadata": {
"id": "jocyuITz84on"
},
"execution_count": 12,
"outputs": []
},
{
"cell_type": "code",
"source": [
"b = np.zeros(nx * ny)\n",
"b[B[4]] = 2\n",
"b[B[5]] = -2\n",
"\n",
"I_sp = sp.eye(nx * ny, format=\"csr\")\n",
"L = diff_mat_2d_2_x(nx, ny) / dx**2 + diff_mat_2d_2_y(nx, ny) / dy**2\n",
"\n",
"Dx_2d = diff_mat_2d_x(nx, ny)\n",
"Dy_2d = diff_mat_2d_y(nx, ny)\n",
"\n",
"L[B[0]] = Dx_2d[B[0]]\n",
"L[B[1]] = Dx_2d[B[1]]\n",
"L[B[2]] = Dy_2d[B[2]]\n",
"L[B[3]] = Dy_2d[B[3]]\n",
"L[B[4]] = I_sp[B[4]]\n",
"L[B[5]] = I_sp[B[5]]\n",
"\n",
"u = spsolve(L,b).reshape(ny,nx)"
],
"metadata": {
"id": "0mgwIFyT85xP"
},
"execution_count": 13,
"outputs": []
},
{
"cell_type": "code",
"source": [
"fig = plt.figure()\n",
"\n",
"ax = fig.add_subplot()\n",
"im = ax.imshow(u,origin='lower',cmap=\"inferno\",extent=[x[0],x[-1],y[0],y[-1]])\n",
"\n",
"## https://stackoverflow.com/questions/18195758/set-matplotlib-colorbar-size-to-match-graph\n",
"cax = make_axes_locatable(ax).append_axes(\"right\", size=\"2%\", pad=0.05)\n",
"cb = fig.colorbar(im, cax=cax)\n",
"cb.outline.set_visible(False)\n",
"\n",
"ax.grid(False)\n",
"\n",
"plt.show()"
],
"metadata": {
"id": "Ax0bu1YluooG",
"outputId": "09759b83-a00b-45ab-bfac-b0d1533c92d3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 284
}
},
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 500x300 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 529,
"height": 267
}
}
}
]
},
{
"cell_type": "code",
"source": [
"vx = -(Dx_2d*u.ravel()).reshape(ny,nx)\n",
"vy = -(Dy_2d*u.ravel()).reshape(ny,nx)\n",
"v = np.sqrt(vx**2 + vy**2)\n",
"\n",
"plt.imshow(v,cmap=\"afmhot\",extent=[x[0],x[-1],y[0],y[-1]])\n",
"\n",
"plt.streamplot(x,y,vx,vy,color='gainsboro',density=1.2, linewidth=.4)\n",
"plt.grid(False)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 289
},
"id": "azu732X98-VR",
"outputId": "2ad11c62-3cd4-403a-9581-50708cccfffe"
},
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 509,
"height": 272
}
}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Semiconductor $p$-$n$ Junction"
],
"metadata": {
"id": "nKftEHWx9DQX"
}
},
{
"cell_type": "code",
"source": [
"nx, ny = 300, 200\n",
"\n",
"x, y = np.linspace(-6,6,nx), np.linspace(-3,3,ny)\n",
"dx, dy = x[1] - x[0], y[1] - y[0]\n",
"X, Y = np.meshgrid(x, y)\n",
"\n",
"Xu, Yu = X.ravel(), Y.ravel()"
],
"metadata": {
"id": "imql9-Sa9AxY"
},
"execution_count": 16,
"outputs": []
},
{
"cell_type": "code",
"source": [
"B = [\n",
" np.argwhere(Xu == x[0]).ravel(), ## L\n",
" np.argwhere(Xu == x[-1]).ravel(), ## R\n",
" np.argwhere(Yu == y[-1]).ravel(), ## T\n",
" np.argwhere(Yu == y[0]).ravel(), ## B\n",
" np.argwhere((Xu < -3.8) & (Xu > -4) & (Yu < 1) & (Yu > -1)).ravel(),\n",
" np.argwhere((Xu < 4) & (Xu > 3.8) & (Yu < 1) & (Yu > -1)).ravel(),\n",
"]"
],
"metadata": {
"id": "5lrfBTM_9LEA"
},
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"source": [
"f = np.zeros(nx * ny)\n",
"\n",
"idx = (np.abs(Xu) < 3.8) & (np.abs(Yu) < 1)\n",
"f[idx] = -np.tanh(Xu[idx])/np.cosh(Xu[idx])\n",
"\n",
"fig = plt.figure()\n",
"\n",
"ax = fig.add_subplot()\n",
"im = ax.imshow(f.reshape(ny,nx),origin='lower',cmap=\"RdBu\",extent=[x[0],x[-1],y[0],y[-1]])\n",
"cax = make_axes_locatable(ax).append_axes(\"right\", size=\"2%\", pad=0.05)\n",
"cb = fig.colorbar(im, cax=cax)\n",
"cb.outline.set_visible(False)\n",
"\n",
"ax.grid(False)\n",
"\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 284
},
"id": "0NuTE3V09MXB",
"outputId": "a0ccfa7b-7443-48f8-d8fe-07b1a7f712a4"
},
"execution_count": 21,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 500x300 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 529,
"height": 267
}
}
}
]
},
{
"cell_type": "code",
"source": [
"b = f\n",
"b[B[4]] = -2\n",
"b[B[5]] = 2\n",
"\n",
"I_sp = sp.eye(nx * ny, format=\"csr\")\n",
"L = diff_mat_2d_2_x(nx, ny) / dx**2 + diff_mat_2d_2_y(nx, ny) / dy**2\n",
"\n",
"Dx_2d = diff_mat_2d_x(nx, ny)\n",
"Dy_2d = diff_mat_2d_y(nx, ny)\n",
"\n",
"L[B[0]] = Dx_2d[B[0]]\n",
"L[B[1]] = Dx_2d[B[1]]\n",
"L[B[2]] = Dy_2d[B[2]]\n",
"L[B[3]] = Dy_2d[B[3]]\n",
"L[B[4]] = I_sp[B[4]]\n",
"L[B[5]] = I_sp[B[5]]\n",
"\n",
"u = spsolve(L,b).reshape(ny,nx)"
],
"metadata": {
"id": "yn9eP_3Z9Owv"
},
"execution_count": 22,
"outputs": []
},
{
"cell_type": "code",
"source": [
"fig = plt.figure()\n",
"\n",
"ax = fig.add_subplot()\n",
"im = ax.imshow(u,origin='lower',cmap=\"inferno\",extent=[x[0],x[-1],y[0],y[-1]])\n",
"cax = make_axes_locatable(ax).append_axes(\"right\", size=\"2%\", pad=0.05)\n",
"cb = fig.colorbar(im, cax=cax)\n",
"cb.outline.set_visible(False)\n",
"\n",
"ax.grid(False)\n",
"\n",
"plt.show()"
],
"metadata": {
"id": "xVwEVvBnwUHz",
"outputId": "87fff683-5974-43f2-f11b-88af6401b2fb",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 284
}
},
"execution_count": 23,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 500x300 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 529,
"height": 267
}
}
}
]
},
{
"cell_type": "code",
"source": [
"vx = -(Dx_2d*u.ravel()).reshape(ny,nx)\n",
"vy = -(Dy_2d*u.ravel()).reshape(ny,nx)\n",
"v = np.sqrt(vx**2 + vy**2)\n",
"\n",
"plt.imshow(v,cmap=\"afmhot\",extent=[x[0],x[-1],y[0],y[-1]])\n",
"plt.streamplot(x,y,vx,vy,color='gainsboro',density=1.2, linewidth=.4)\n",
"plt.grid(False)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 289
},
"id": "g_MHRp119TYx",
"outputId": "3581cf63-7614-4c44-db2c-e58ba5798d5d"
},
"execution_count": 24,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
],
"image/png": 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