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WIP demo that demonstrates what my internship project is doing. For those not familiar with Array API and/or Hypothesis I want to try and explain what they do.
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "id": "b49b5ae1-8af4-4217-a470-91a216690c8e", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "Very WIP demo that demonstrates what my internship project is doing. For those not familiar with Array API and/or Hypothesis I want to try and explain what they're all about. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "17990ebd-c6d8-4442-a1d9-108bafce7ee0", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "# Hypothesis strategies for Array API adopters\n", | |
| "\n", | |
| "| Project | Links | Summary |\n", | |
| "| --- | --- | --- |\n", | |
| "| Array API | [repo](https://github.com/data-apis/array-api/), [docs](https://data-apis.org/array-api/latest/) | Standards for array libraries. |\n", | |
| "| Hypothesis | [repo](https://github.com/HypothesisWorks/hypothesis/), [docs](https://hypothesis.readthedocs.io/en/latest/index.html) | Property-based testing library. |\n", | |
| "| My project | [repo](https://github.com/honno/hypothesis-array-api), [docs](https://hypothesis-array-api.readthedocs.io/en/latest/) | Hypothesis support for Array API adopters. |\n", | |
| "\n", | |
| "A preview build is available on PyPI:\n", | |
| "\n", | |
| "```bash\n", | |
| "pip install hypothesis-array-api\n", | |
| "```" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "5f6c4017-3e95-4e7f-9a48-063b6f80e251", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "---\n", | |
| "\n", | |
| "first of, lets prepare some things for presentation purposes." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "a530e7e8-ce01-4211-b818-2517d170486d", | |
| "metadata": { | |
| "scrolled": false, | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "%%capture\n", | |
| "!pip install rich altair pandas" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "6d8499a9-c393-4784-b3a0-18ccaab3d5df", | |
| "metadata": { | |
| "scrolled": false, | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from rich import print\n", | |
| "import pandas as pd\n", | |
| "import altair as alt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "90c62796-473c-4151-b7fc-261190e4bb05", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "## Array API\n", | |
| "\n", | |
| "- standardize functionality that exists in most/all array libraries\n", | |
| "- criteria:\n", | |
| " - commonly used, e.g.\n", | |
| " - array creation and manipulation\n", | |
| " - datatypes (bool, signed & unsigned integers, floats)\n", | |
| " - needed for consistency/completeness, e.g.\n", | |
| " - type promotion rules\n", | |
| " - <a href=\"https://data-apis.org/array-api/latest/API_specification/type_promotion.html\"><img src=\"https://data-apis.org/array-api/latest/_images/dtype_promotion_lattice.png\" width=\"600\"/></a>\n", | |
| "\n", | |
| "### who\n", | |
| "\n", | |
| "most likely:\n", | |
| "- [NumPy](https://numpy.org)\n", | |
| "- [TensorFlow](https://www.tensorflow.org/)\n", | |
| "- [PyTorch](https://pytorch.org/)\n", | |
| "- [MXNet](https://numpy.mxnet.io/)\n", | |
| "- [JAX](https://github.com/google/jax)\n", | |
| "- [Dask](https://dask.org/)\n", | |
| "- [CuPy](https://cupy.chainer.org/)\n", | |
| "\n", | |
| "[maybe more](https://data-apis.org/array-api/latest/purpose_and_scope.html#stakeholders)\n", | |
| "\n", | |
| "### why\n", | |
| "\n", | |
| "- existing packages that would like to support multiple of libraries\n", | |
| "- write new libraries/tools that wrap multiple array libraries\n", | |
| "- projects need an API that is familiar to end users\n", | |
| "- end users that want to switch from one library to another" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "cea590bf-e600-4a3b-a465-98a0b7c12d54", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| } | |
| }, | |
| "source": [ | |
| "---\n", | |
| "\n", | |
| "**TODO** show example of algorithm (e.g. matrix rank) that only uses Array API endpoints" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "df513247-889d-4df0-895e-a654ee94e9f6", | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "%%capture\n", | |
| "!pip install numpy" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "3d369465-a5ed-460e-893c-bbf52f67a024", | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/tmp/ipykernel_26728/938835448.py:7: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", | |
| "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", | |
| " xp.bool_ = xp.bool\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# in the future this should be:\n", | |
| "# from numpy import array_api as xp\n", | |
| "import numpy as xp\n", | |
| "\n", | |
| "# monkey patching the \"bool\" attribute as NumPy's own bool\n", | |
| "# won't be necessary once NumPy has an Array API namespace\n", | |
| "xp.bool_ = xp.bool" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "16a50265-529c-4412-bc18-a7a675f98765", | |
| "metadata": {}, | |
| "source": [ | |
| "## Hypothesis\n", | |
| "\n", | |
| "normal tests:\n", | |
| "1. set up some data\n", | |
| "2. perform some operations on the data\n", | |
| "3. assert something about the result\n", | |
| "\n", | |
| "Hypothesis tests:\n", | |
| "1. for all data matching some specification\n", | |
| "2. perform some operations on the data\n", | |
| "3. assert something about the result\n", | |
| " \n", | |
| "### why\n", | |
| "\n", | |
| "- specify a range of ixputs easily in your tests\n", | |
| "- finds test cases and subsequently bugs you wouldn't think of yourself\n", | |
| "- be lazy\n", | |
| " - some simple Hypothesis-powered tests can drastically increase test coverage\n", | |
| " - Hypothesis can infer test cases from type hints, e.g.\n", | |
| " - ```python\n", | |
| " class Position(NamedTuple):\n", | |
| " x: float\n", | |
| " y: float\n", | |
| " ```\n", | |
| " - Hypothesis can automatically generate `Position` objects with `x` and `y` values of all kind of floats:\n", | |
| " - tiny and small and big and huge\n", | |
| " - postivie and negative\n", | |
| " - +/- infinity\n", | |
| " - you can disable a lot of these edge cases—and that makes you think about your code!\n", | |
| "\n", | |
| "and other cool things like [stateful testing](https://hypothesis.readthedocs.io/en/latest/stateful.html)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "6c0d0d0f-4043-43ca-b2cc-79e66dc447b8", | |
| "metadata": {}, | |
| "source": [ | |
| "---\n", | |
| "\n", | |
| "lets quickly establish how you'd typically use Hypothesis.\n", | |
| "\n", | |
| "you use its `@given()` decorator on you test methods to pass in strategies. strategies like `st.integers()` tell Hypothesis how to generate data." | |
| ] | |
| }, | |
| { | |
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| "source": [ | |
| "from hypothesis import given, strategies as st\n", | |
| "\n", | |
| "@given(n=st.integers(0, 10)) # i.e. generate integers between 0 and 10\n", | |
| "def integers_example(n):\n", | |
| " print(f\"{n=}\")\n", | |
| " \n", | |
| "integers_example()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "709bbaf8-765b-455c-bc0f-434db52daa4e", | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "source": [ | |
| "you see that Hypothesis is interested in a few things:\n", | |
| "- a reasonable exploration of values inbetween minimum and maximum values\n", | |
| " - for larger ranges it's not feasible to test *every* possible ixput\n", | |
| "- repeating ixputs multiple times\n", | |
| " - this sees if you have any saved data/caching that makes the code your testing return inconsistent results" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "3bb791b2-b4c6-4e19-80fc-67103e4781b9", | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "source": [ | |
| "---\n", | |
| "\n", | |
| "here's an example of how you could use Hypothesis to compare how your code works with a reference implementation.\n", | |
| "\n", | |
| "we'll implement a method to find factorials of numbers, and compare it to Python's very own `math.factorial`." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "59e2d0b2-5080-4e45-8236-346f5a09d509", | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from math import factorial as ref_factorial\n", | |
| "\n", | |
| "generated_nums = []\n", | |
| "\n", | |
| "def our_factorial(n):\n", | |
| " f = 1\n", | |
| " for i in range(1, n+1):\n", | |
| " f = f * i\n", | |
| " return f\n", | |
| "\n", | |
| "@given(n=st.integers(0, 10000))\n", | |
| "def test_factorial(n): \n", | |
| " result = our_factorial(n)\n", | |
| " \n", | |
| " assert isinstance(result, int)\n", | |
| " assert result == ref_factorial(n)\n", | |
| " \n", | |
| " generated_nums.append(n)\n", | |
| " \n", | |
| "test_factorial()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "142fc291-6799-46e8-ac39-d503a330e585", | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "source": [ | |
| "looks good. lets see what Hypothesis actually generated." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "2b6b5ac3-9bfb-46f6-b6c0-1afe2aceb374", | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "<div id=\"altair-viz-66f89e7e6453412b8a0ea9f07af63d7f\"></div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " (function(spec, embedOpt){\n", | |
| " let outputDiv = document.currentScript.previousElementSibling;\n", | |
| " if (outputDiv.id !== \"altair-viz-66f89e7e6453412b8a0ea9f07af63d7f\") {\n", | |
| " outputDiv = document.getElementById(\"altair-viz-66f89e7e6453412b8a0ea9f07af63d7f\");\n", | |
| " }\n", | |
| " const paths = {\n", | |
| " \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n", | |
| " \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n", | |
| " \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n", | |
| " \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n", | |
| " };\n", | |
| "\n", | |
| " function loadScript(lib) {\n", | |
| " return new Promise(function(resolve, reject) {\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = paths[lib];\n", | |
| " s.async = true;\n", | |
| " s.onload = () => resolve(paths[lib]);\n", | |
| " s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " });\n", | |
| " }\n", | |
| "\n", | |
| " function showError(err) {\n", | |
| " outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n", | |
| " throw err;\n", | |
| " }\n", | |
| "\n", | |
| " function displayChart(vegaEmbed) {\n", | |
| " vegaEmbed(outputDiv, spec, embedOpt)\n", | |
| " .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n", | |
| " }\n", | |
| "\n", | |
| " if(typeof define === \"function\" && define.amd) {\n", | |
| " requirejs.config({paths});\n", | |
| " require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n", | |
| " } else if (typeof vegaEmbed === \"function\") {\n", | |
| " displayChart(vegaEmbed);\n", | |
| " } else {\n", | |
| " loadScript(\"vega\")\n", | |
| " .then(() => loadScript(\"vega-lite\"))\n", | |
| " .then(() => loadScript(\"vega-embed\"))\n", | |
| " .catch(showError)\n", | |
| " .then(() => displayChart(vegaEmbed));\n", | |
| " }\n", | |
| " })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-55aff8f1e331b60e6a25718ee5133aa8\"}, \"mark\": {\"type\": \"bar\", \"size\": 2}, \"encoding\": {\"x\": {\"type\": \"quantitative\", \"axis\": {\"tickMinStep\": 1}, \"field\": \"n\"}, \"y\": {\"type\": \"quantitative\", \"axis\": {\"tickMinStep\": 1}, \"field\": \"freq\"}}, \"width\": 600, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-55aff8f1e331b60e6a25718ee5133aa8\": [{\"n\": 0, \"freq\": 3}, {\"n\": 767, \"freq\": 1}, {\"n\": 3806, \"freq\": 1}, {\"n\": 9953, \"freq\": 1}, {\"n\": 8993, \"freq\": 1}, {\"n\": 5692, \"freq\": 1}, {\"n\": 2610, \"freq\": 1}, {\"n\": 3400, \"freq\": 1}, {\"n\": 1749, \"freq\": 1}, {\"n\": 8902, \"freq\": 1}, {\"n\": 3543, \"freq\": 1}, {\"n\": 260, \"freq\": 1}, {\"n\": 8276, \"freq\": 1}, {\"n\": 7855, \"freq\": 1}, {\"n\": 6140, \"freq\": 2}, {\"n\": 8218, \"freq\": 1}, {\"n\": 4689, \"freq\": 2}, {\"n\": 7923, \"freq\": 3}, {\"n\": 129, \"freq\": 2}, {\"n\": 2036, \"freq\": 2}, {\"n\": 948, \"freq\": 1}, {\"n\": 9006, \"freq\": 1}, {\"n\": 9365, \"freq\": 2}, {\"n\": 6623, \"freq\": 2}, {\"n\": 4014, \"freq\": 1}, {\"n\": 4925, \"freq\": 2}, {\"n\": 1772, \"freq\": 1}, {\"n\": 7193, \"freq\": 2}, {\"n\": 9515, \"freq\": 2}, {\"n\": 4226, \"freq\": 1}, {\"n\": 4391, \"freq\": 1}, {\"n\": 7134, \"freq\": 2}, {\"n\": 9323, \"freq\": 1}, {\"n\": 5723, \"freq\": 2}, {\"n\": 6064, \"freq\": 1}, {\"n\": 5465, \"freq\": 1}, {\"n\": 294, \"freq\": 3}, {\"n\": 1351, \"freq\": 2}, {\"n\": 6037, \"freq\": 1}, {\"n\": 8440, \"freq\": 1}, {\"n\": 2412, \"freq\": 2}, {\"n\": 7022, \"freq\": 1}, {\"n\": 7473, \"freq\": 1}, {\"n\": 1077, \"freq\": 2}, {\"n\": 1947, \"freq\": 1}, {\"n\": 1035, \"freq\": 1}, {\"n\": 921, \"freq\": 2}, {\"n\": 108, \"freq\": 2}, {\"n\": 8919, \"freq\": 2}, {\"n\": 1360, \"freq\": 1}, {\"n\": 7966, \"freq\": 1}, {\"n\": 1782, \"freq\": 2}, {\"n\": 4314, \"freq\": 2}, {\"n\": 4591, \"freq\": 1}, {\"n\": 7191, \"freq\": 2}, {\"n\": 5426, \"freq\": 1}, {\"n\": 8500, \"freq\": 2}, {\"n\": 6254, \"freq\": 2}, {\"n\": 3776, \"freq\": 2}, {\"n\": 41, \"freq\": 1}, {\"n\": 5550, \"freq\": 1}, {\"n\": 7305, \"freq\": 3}, {\"n\": 4160, \"freq\": 2}, {\"n\": 764, \"freq\": 2}, {\"n\": 3350, \"freq\": 1}, {\"n\": 3891, \"freq\": 2}]}}, {\"mode\": \"vega-lite\"});\n", | |
| "</script>" | |
| ], | |
| "text/plain": [ | |
| "alt.Chart(...)" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "from collections import Counter\n", | |
| "\n", | |
| "n_counts = Counter(generated_nums)\n", | |
| "\n", | |
| "df = pd.DataFrame({\n", | |
| " \"n\": n_counts.keys(),\n", | |
| " \"freq\": n_counts.values(),\n", | |
| "})\n", | |
| "\n", | |
| "(\n", | |
| " alt.Chart(df)\n", | |
| " .mark_bar(size=2)\n", | |
| " .encode(\n", | |
| " alt.X(\"n:Q\", axis=alt.Axis(tickMinStep=1)),\n", | |
| " alt.Y(\"freq:Q\", axis=alt.Axis(tickMinStep=1)),\n", | |
| " )\n", | |
| " .properties(width=600)\n", | |
| ")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "fa89cdc8-f0f7-4d14-95b4-acc9275c79ed", | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "source": [ | |
| "again we can see:\n", | |
| "- there's been reasonable exploration of values inbetween minimum and maximum values\n", | |
| "- repeating of ixputs multiple times" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "4a65caf3-7901-4518-ae73-57dc3c7f243e", | |
| "metadata": {}, | |
| "source": [ | |
| "---\n", | |
| "\n", | |
| "## my project\n", | |
| "\n", | |
| "make Hypothesis allow you to specify data for array libraries *only* using Array API features/methods\n", | |
| "\n", | |
| "## why\n", | |
| "\n", | |
| "- extend the [Array API compliance suite](https://github.com/data-apis/array-api-tests)\n", | |
| "- lets users of adopting libraries use Hypothesis\n", | |
| " - only NumPy has offical support right now" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "32712316-96c6-4887-8387-0ebd6dc92fcf", | |
| "metadata": {}, | |
| "source": [ | |
| "---\n", | |
| "\n", | |
| "lets demo what I've done so far. the package `hypothesis-array-api` contains the strategies I've been implementing." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "c1ab4edd-9cc7-4d2f-b576-368137b099b1", | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "%%capture\n", | |
| "!pip install hypothesis-array-api==0.0.4" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "08a644b1-4766-46fb-aee3-1f0ece4ec855", | |
| "metadata": {}, | |
| "source": [ | |
| "as the strategies I (re-)implemented are library-agnostic, we need to specify first what Array API library we actually want to use." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "f54416cb-576c-4d56-a1df-feaba2a3173e", | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/home/honno/.local/share/virtualenvs/hypothesis-array-api-demo-1lrCbvUv/lib/python3.9/site-packages/hypothesis_array.py:93: HypothesisWarning: Could not determine whether module numpy is an Array API library\n", | |
| " warn(\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "from hypothesis_array import get_strategies_namespace\n", | |
| "\n", | |
| "xpst = get_strategies_namespace(xp) # \"xpst\" stands for \"Array API strategies\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "792bd09b-4c01-49c5-beaa-43346eb5bd69", | |
| "metadata": {}, | |
| "source": [ | |
| "for demo purposes I'm picking NumPy as it already covers the required Array API functionality we need already.\n", | |
| "\n", | |
| "this could just as well be `tfst = get_strategies_namespace(tf)` in the future. same goes for `torch`, `jnx`, `cp`, etc." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "17ff6911-c3a7-43e0-86a2-ac2c7575056b", | |
| "metadata": {}, | |
| "source": [ | |
| "---\n", | |
| "\n", | |
| "lets generate some arrays!\n", | |
| "\n", | |
| "`arrays()` is the strategy that generates, well, arrays. It takes the desired dtype and shape as it's arguments ala `arrays(dtype, shape)`.\n", | |
| "\n", | |
| "note we'll be reducing the number of arrays Hypothesis would normally generate via `@settings()`.\n", | |
| "\n", | |
| "we're also suppressing health checks as `arrays(..., unique=True)` is inevitably, uhh, unhealthy. **TODO** ellaborate" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "c36c9c17-f77d-41db-b1a1-a7034ca70e7c", | |
| "metadata": { | |
| "scrolled": false | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">110</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">241</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">49</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">172</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">77</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| "\u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m110\u001b[0m, \u001b[1;36m241\u001b[0m, \u001b[1;36m49\u001b[0m, \u001b[1;36m172\u001b[0m, \u001b[1;36m77\u001b[0m\u001b[1m]\u001b[0m, \u001b[33mdtype\u001b[0m=\u001b[35muint8\u001b[0m\u001b[1m)\u001b[0m\n" | |
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| ], | |
| "source": [ | |
| "from hypothesis import settings, HealthCheck\n", | |
| "\n", | |
| "checks = (HealthCheck.data_too_large,)\n", | |
| "\n", | |
| "@given(xpst.arrays(\n", | |
| " dtype=xp.uint8,\n", | |
| " shape=5,\n", | |
| " unique=True)\n", | |
| ")\n", | |
| "@settings(max_examples=10)\n", | |
| "def my_1d_uint8_arrays(array):\n", | |
| " print(repr(array))\n", | |
| "\n", | |
| "my_1d_uint8_arrays()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "baab5980-21a8-47d8-aced-78d8c186abd2", | |
| "metadata": {}, | |
| "source": [ | |
| "`arrays()` infers that we need to generate integers as `uint8` was passed as the `dtype`. you can see the arrays don't have any elements `>=256` as `uint8` (unsigned integer of 8 bits) can only contain values between `0` and `255`—the strategy specifically generates integers inside the boundaries inferred from the passed `dtype` i.e. `st.integers(0, 256)`.\n", | |
| "\n", | |
| "lets pass a strategy as the dtype instead. `unsigned_integer_dtypes()` is a strategy that generates all (Array API-compliant) dtypes in NumPy which are unsigned integers." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "828a9b6b-fbce-43b9-b8b5-77616d98e8c2", | |
| "metadata": { | |
| "scrolled": false | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">59</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">135</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">229</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">233</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">59</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">229</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">233</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">73</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">59</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">229</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">233</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">73</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">59</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">233</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">229</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">73</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">59</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">233</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">229</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">73</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| } | |
| ], | |
| "source": [ | |
| "@given(xpst.arrays(\n", | |
| " dtype=xpst.unsigned_integer_dtypes(),\n", | |
| " shape=5,\n", | |
| " unique=True)\n", | |
| ")\n", | |
| "@settings(max_examples=15)\n", | |
| "def my_1d_uint_arrays(array):\n", | |
| " print(repr(array))\n", | |
| "\n", | |
| "my_1d_uint_arrays()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "88c426e4-11f7-4b12-80c9-56598a40c72a", | |
| "metadata": {}, | |
| "source": [ | |
| "heck, lets try all the Array API dtypes with `scalar_dtypes()`." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "id": "c48069b1-91fd-49ce-8c60-026ef4732ec5", | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">22896</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">13150</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">59759</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3523</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24249</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint16</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">15</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">45233</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2528569059402498808</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-83</span><span style=\"font-weight: bold\">])</span>\n", | |
| "</pre>\n" | |
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| " \u001b[1;36m2528569059402498808\u001b[0m, \u001b[1;36m-83\u001b[0m\u001b[1m]\u001b[0m\u001b[1m)\u001b[0m\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">106</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-67</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">43</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-43</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">72</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">int8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.91472382e+307</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.24015508e+308</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.68094669e+308</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.13151926e+308</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5.34953776e+306</span><span style=\"font-weight: bold\">])</span>\n", | |
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| " \u001b[1;36m1.13151926e+308\u001b[0m, \u001b[1;36m5.34953776e+306\u001b[0m\u001b[1m]\u001b[0m\u001b[1m)\u001b[0m\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.6737853e+36</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.7902685e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6918822e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4.4575012e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3277583e+38</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">float32</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| "@given(xpst.arrays(\n", | |
| " dtype=xpst.scalar_dtypes(),\n", | |
| " shape=5,\n", | |
| " unique=True)\n", | |
| ")\n", | |
| "@settings(max_examples=25)\n", | |
| "def my_1d_arrays(array):\n", | |
| " print(repr(array))\n", | |
| "\n", | |
| "my_1d_arrays()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "4eca40ba-3045-4b22-8ae6-56f4052755a7", | |
| "metadata": {}, | |
| "source": [ | |
| "likewise we can generate multi-dimensional arrays." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "id": "3176dc43-e9d6-44e4-9c2e-d8bceff0ab86", | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">98</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">207</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">108</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">93</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">236</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">206</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">140</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">83</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">156</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">183</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">29</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">223</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">120</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">70</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">19</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">219</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">74</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">205</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">187</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">125</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">244</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">33</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">34</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">171</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">176</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">15</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">48</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">149</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">189</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">135</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">238</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">70</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">230</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">163</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">186</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">79</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">81</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">112</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">34</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">172</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">219</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">248</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">123</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">74</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">72</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">95</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">237</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| " \u001b[1m[\u001b[0m \u001b[1;36m48\u001b[0m, \u001b[1;36m149\u001b[0m, \u001b[1;36m189\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m57\u001b[0m, \u001b[1;36m53\u001b[0m, \u001b[1;36m135\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m238\u001b[0m, \u001b[1;36m70\u001b[0m, \u001b[1;36m230\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m163\u001b[0m, \u001b[1;36m186\u001b[0m, \u001b[1;36m79\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m81\u001b[0m, \u001b[1;36m112\u001b[0m, \u001b[1;36m34\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m172\u001b[0m, \u001b[1;36m219\u001b[0m, \u001b[1;36m248\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m123\u001b[0m, \u001b[1;36m74\u001b[0m, \u001b[1;36m72\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m11\u001b[0m, \u001b[1;36m95\u001b[0m, \u001b[1;36m237\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m, \u001b[33mdtype\u001b[0m=\u001b[35muint8\u001b[0m\u001b[1m)\u001b[0m\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">227</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">129</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">34</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">91</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">222</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">183</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">147</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">117</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">152</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">107</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">100</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">87</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">131</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">155</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">154</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">61</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">254</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">237</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">101</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">188</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">72</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">77</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">75</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">20</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">191</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">136</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| " \u001b[1m[\u001b[0m \u001b[1;36m91\u001b[0m, \u001b[1;36m222\u001b[0m, \u001b[1;36m183\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m147\u001b[0m, \u001b[1;36m117\u001b[0m, \u001b[1;36m152\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m52\u001b[0m, \u001b[1;36m107\u001b[0m, \u001b[1;36m100\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m87\u001b[0m, \u001b[1;36m131\u001b[0m, \u001b[1;36m155\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m154\u001b[0m, \u001b[1;36m61\u001b[0m, \u001b[1;36m254\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m237\u001b[0m, \u001b[1;36m101\u001b[0m, \u001b[1;36m188\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m72\u001b[0m, \u001b[1;36m77\u001b[0m, \u001b[1;36m75\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m20\u001b[0m, \u001b[1;36m191\u001b[0m, \u001b[1;36m136\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m, \u001b[33mdtype\u001b[0m=\u001b[35muint8\u001b[0m\u001b[1m)\u001b[0m\n" | |
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| "@given(xpst.arrays(\n", | |
| " dtype=xp.uint8,\n", | |
| " shape=(3, 3, 3),\n", | |
| " unique=True)\n", | |
| ")\n", | |
| "@settings(max_examples=3)\n", | |
| "def my_3d_uint8_arrays(array):\n", | |
| " print(repr(array))\n", | |
| "\n", | |
| "my_3d_uint8_arrays()" | |
| ] | |
| }, | |
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| "id": "e5a895d8-d38d-44fd-9864-1829e908f161", | |
| "metadata": {}, | |
| "source": [ | |
| "we can also pass a strategy as the shape via `array_shapes()`." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "id": "e91d92ca-9e1e-4f02-bccd-0878b78c1800", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">176</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">226</span><span style=\"font-weight: bold\">]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">191</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">180</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">118</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">222</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">134</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">193</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">27</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">219</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">88</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">155</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">181</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">66</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">213</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">169</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">93</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">190</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">206</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">186</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">253</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">151</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">211</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">131</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">71</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">33</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">64</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">163</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">117</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">106</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">122</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">68</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">221</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">102</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| } | |
| ], | |
| "source": [ | |
| "@given(xpst.arrays(\n", | |
| " dtype=xp.uint8,\n", | |
| " shape=xpst.array_shapes(),\n", | |
| " unique=True)\n", | |
| ")\n", | |
| "@settings(max_examples=10)\n", | |
| "def my_nd_uint8_arrays(array):\n", | |
| " print(repr(array))\n", | |
| "\n", | |
| "my_nd_uint8_arrays()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "1aba4571-9b56-4bbb-a40c-7a183c1a8ddf", | |
| "metadata": {}, | |
| "source": [ | |
| "putting everything together and Hypothesis can generate all kind of arrays.\n", | |
| "\n", | |
| "**TODO** limit examples" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "id": "9e0ca1ae-d6b4-4125-84fb-d74b15c05eda", | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
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| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51718</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52539</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10137</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">29994</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">111</span><span style=\"font-weight: bold\">]</span>,\n", | |
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| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">81</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3307805420</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9970</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">62796</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11199</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">56796</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">250</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">494806671</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3827722104</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">752852100</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">42902</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2254225520</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">45633</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">20836</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1512525283</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">194</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">93</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">45807</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26842</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1622033801</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18316</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">54561</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">30645</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">20541</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">41667</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24757</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1109483150</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53157</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">37506</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2661177433</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5439</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">255</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3975572731</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2250643807</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">132</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">13741</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">176</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">102</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11257</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">227</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">39912</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">118270838</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">55457</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3239574410</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">193</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2326</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">119</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40823</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">41075</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">16011</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57298</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1126580708</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24117</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40871</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2802866939</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5297</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3751074592</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8341</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">62254</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">122</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">21</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3528544696</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2224898832</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">208</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2634779614</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3857452022</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">240</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36086</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1534900835</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">125</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">34688</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">219</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31627</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">47847</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3973963874</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36666</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">62083</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">967</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6486</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">46</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">252</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">49869</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8238</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2342826748</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">138</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">21755</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">41779</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">970867180</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7277</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">38120</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3459174297</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">140</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">235</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63815</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">55152</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2152899575</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">48742</span><span style=\"font-weight: bold\">]]]</span>,\n", | |
| " <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint32</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| " \u001b[1m[\u001b[0m \u001b[1;36m184\u001b[0m, \u001b[1;36m14808\u001b[0m, \u001b[1;36m6\u001b[0m, \u001b[1;36m175\u001b[0m, \u001b[1;36m1007869691\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m45\u001b[0m, \u001b[1;36m45522\u001b[0m, \u001b[1;36m1714706451\u001b[0m, \u001b[1;36m159\u001b[0m, \u001b[1;36m2753778415\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m51718\u001b[0m, \u001b[1;36m52539\u001b[0m, \u001b[1;36m10137\u001b[0m, \u001b[1;36m29994\u001b[0m, \u001b[1;36m111\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1\u001b[0m, \u001b[1;36m2927493473\u001b[0m, \u001b[1;36m57\u001b[0m, \u001b[1;36m48\u001b[0m, \u001b[1;36m53851\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m81\u001b[0m, \u001b[1;36m3307805420\u001b[0m, \u001b[1;36m9970\u001b[0m, \u001b[1;36m62796\u001b[0m, \u001b[1;36m11199\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m56796\u001b[0m, \u001b[1;36m250\u001b[0m, \u001b[1;36m494806671\u001b[0m, \u001b[1;36m3827722104\u001b[0m, \u001b[1;36m752852100\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m42902\u001b[0m, \u001b[1;36m2254225520\u001b[0m, \u001b[1;36m45633\u001b[0m, \u001b[1;36m20836\u001b[0m, \u001b[1;36m1512525283\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m194\u001b[0m, \u001b[1;36m93\u001b[0m, \u001b[1;36m45807\u001b[0m, \u001b[1;36m26842\u001b[0m, \u001b[1;36m1622033801\u001b[0m\u001b[1m]\u001b[0m,\n", | |
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| " \u001b[1m[\u001b[0m \u001b[1;36m5439\u001b[0m, \u001b[1;36m255\u001b[0m, \u001b[1;36m3975572731\u001b[0m, \u001b[1;36m2250643807\u001b[0m, \u001b[1;36m132\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m13741\u001b[0m, \u001b[1;36m176\u001b[0m, \u001b[1;36m102\u001b[0m, \u001b[1;36m11257\u001b[0m, \u001b[1;36m227\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m39912\u001b[0m, \u001b[1;36m118270838\u001b[0m, \u001b[1;36m55457\u001b[0m, \u001b[1;36m3239574410\u001b[0m, \u001b[1;36m193\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2326\u001b[0m, \u001b[1;36m119\u001b[0m, \u001b[1;36m40823\u001b[0m, \u001b[1;36m41075\u001b[0m, \u001b[1;36m16011\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m57298\u001b[0m, \u001b[1;36m1126580708\u001b[0m, \u001b[1;36m24117\u001b[0m, \u001b[1;36m40871\u001b[0m, \u001b[1;36m2802866939\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m5297\u001b[0m, \u001b[1;36m3751074592\u001b[0m, \u001b[1;36m40\u001b[0m, \u001b[1;36m8341\u001b[0m, \u001b[1;36m62254\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m122\u001b[0m, \u001b[1;36m21\u001b[0m, \u001b[1;36m3528544696\u001b[0m, \u001b[1;36m2224898832\u001b[0m, \u001b[1;36m208\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m2634779614\u001b[0m, \u001b[1;36m3857452022\u001b[0m, \u001b[1;36m240\u001b[0m, \u001b[1;36m36086\u001b[0m, \u001b[1;36m1534900835\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m125\u001b[0m, \u001b[1;36m34688\u001b[0m, \u001b[1;36m219\u001b[0m, \u001b[1;36m31627\u001b[0m, \u001b[1;36m47847\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
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| " \u001b[1m[\u001b[0m \u001b[1;36m138\u001b[0m, \u001b[1;36m21755\u001b[0m, \u001b[1;36m41779\u001b[0m, \u001b[1;36m970867180\u001b[0m, \u001b[1;36m7277\u001b[0m\u001b[1m]\u001b[0m,\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-87</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">13</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-97</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">86</span><span style=\"font-weight: bold\">]</span>,\n", | |
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| "\n", | |
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| "\n", | |
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| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-13</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">82</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-45</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">124</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">108</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-83</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">70</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-61</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">21</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">50</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-112</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-24</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">int8</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-87</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">13</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-97</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">86</span><span style=\"font-weight: bold\">]</span>,\n", | |
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| "\n", | |
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| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-62</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-30</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">48</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">84</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">65</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">116</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-42</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">118</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-57</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-46</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">123</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">125</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">int8</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-62</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9</span><span style=\"font-weight: bold\">]</span>,\n", | |
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| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-57</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-46</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">123</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">125</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-44</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">16</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-116</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-121</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-115</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">112</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-14</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">43</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">58</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-93</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-70</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">90</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-36</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-67</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-84</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-82</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-20</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">22</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-53</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-41</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-27</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">93</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">71</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-24</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">int8</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-87</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">13</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-97</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">86</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-73</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-85</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">98</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-56</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">105</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">61</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-127</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-18</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-39</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">59</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-55</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-62</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-30</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">48</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">84</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">65</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">116</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-42</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">118</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-57</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-46</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">123</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">125</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-44</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">16</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-116</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-121</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-115</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">112</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-14</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">43</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">58</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-93</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-70</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">90</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-36</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-67</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-84</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-82</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-20</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">22</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-53</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-41</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-27</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">93</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">71</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-24</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">int8</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">77</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36281</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36548</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52415</span><span style=\"font-weight: bold\">]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint16</span><span style=\"font-weight: bold\">)</span>\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36548</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36281</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52415</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">56458</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3196</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">64010</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">23452</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32480</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24050</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">15492</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6676</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32593</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31578</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9131</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">12958</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53978</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3388</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">33226</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63365</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51776</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57331</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">27196</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31092</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">54164</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint16</span><span style=\"font-weight: bold\">)</span>\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36548</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36281</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52415</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">56458</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3196</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">64010</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">23452</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32480</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24050</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">15492</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6676</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32593</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31578</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9131</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">12958</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53978</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3388</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">33226</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63365</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51776</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57331</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">27196</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31092</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">54164</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26615</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52285</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">33025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57261</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26766</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51786</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">43950</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17091</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63614</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">50401</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">43523</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57949</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5164</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">42832</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52296</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9683</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25366</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40329</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31686</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31701</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">55135</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25669</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57509</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">13482</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">19428</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17631</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51769</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">39788</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52239</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">56692</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">16228</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17121</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">58316</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2919</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18654</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">50177</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">62436</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53918</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">19752</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1134</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">46869</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63579</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">28780</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">44296</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25864</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">46076</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">50093</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25966</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">37420</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">425</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">41494</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51124</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">55118</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53484</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6577</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32817</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">54767</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">44413</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10939</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">47433</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">61552</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">48592</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">42002</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">28674</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17886</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">41587</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">54623</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">29138</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">21001</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">21816</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2401</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32410</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint16</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| " \u001b[1m[\u001b[0m\u001b[1;36m23452\u001b[0m, \u001b[1;36m32480\u001b[0m, \u001b[1;36m24050\u001b[0m, \u001b[1;36m15492\u001b[0m, \u001b[1;36m6676\u001b[0m, \u001b[1;36m32593\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m31578\u001b[0m, \u001b[1;36m9131\u001b[0m, \u001b[1;36m12958\u001b[0m, \u001b[1;36m53978\u001b[0m, \u001b[1;36m3388\u001b[0m, \u001b[1;36m33226\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m63365\u001b[0m, \u001b[1;36m51776\u001b[0m, \u001b[1;36m57331\u001b[0m, \u001b[1;36m27196\u001b[0m, \u001b[1;36m31092\u001b[0m, \u001b[1;36m54164\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m26615\u001b[0m, \u001b[1;36m52285\u001b[0m, \u001b[1;36m33025\u001b[0m, \u001b[1;36m57261\u001b[0m, \u001b[1;36m26766\u001b[0m, \u001b[1;36m51786\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m43950\u001b[0m, \u001b[1;36m17091\u001b[0m, \u001b[1;36m63614\u001b[0m, \u001b[1;36m50401\u001b[0m, \u001b[1;36m43523\u001b[0m, \u001b[1;36m57949\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m5164\u001b[0m, \u001b[1;36m42832\u001b[0m, \u001b[1;36m52296\u001b[0m, \u001b[1;36m9683\u001b[0m, \u001b[1;36m25366\u001b[0m, \u001b[1;36m40329\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m31686\u001b[0m, \u001b[1;36m31701\u001b[0m, \u001b[1;36m55135\u001b[0m, \u001b[1;36m25669\u001b[0m, \u001b[1;36m57509\u001b[0m, \u001b[1;36m13482\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m19428\u001b[0m, \u001b[1;36m17631\u001b[0m, \u001b[1;36m51769\u001b[0m, \u001b[1;36m39788\u001b[0m, \u001b[1;36m52239\u001b[0m, \u001b[1;36m56692\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m16228\u001b[0m, \u001b[1;36m17121\u001b[0m, \u001b[1;36m58316\u001b[0m, \u001b[1;36m2919\u001b[0m, \u001b[1;36m18654\u001b[0m, \u001b[1;36m50177\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m62436\u001b[0m, \u001b[1;36m53918\u001b[0m, \u001b[1;36m19752\u001b[0m, \u001b[1;36m1134\u001b[0m, \u001b[1;36m46869\u001b[0m, \u001b[1;36m63579\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m28780\u001b[0m, \u001b[1;36m44296\u001b[0m, \u001b[1;36m25864\u001b[0m, \u001b[1;36m46076\u001b[0m, \u001b[1;36m50093\u001b[0m, \u001b[1;36m25966\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m37420\u001b[0m, \u001b[1;36m425\u001b[0m, \u001b[1;36m41494\u001b[0m, \u001b[1;36m51124\u001b[0m, \u001b[1;36m55118\u001b[0m, \u001b[1;36m53484\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m6577\u001b[0m, \u001b[1;36m32817\u001b[0m, \u001b[1;36m54767\u001b[0m, \u001b[1;36m44413\u001b[0m, \u001b[1;36m10939\u001b[0m, \u001b[1;36m47433\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m61552\u001b[0m, \u001b[1;36m48592\u001b[0m, \u001b[1;36m42002\u001b[0m, \u001b[1;36m28674\u001b[0m, \u001b[1;36m17886\u001b[0m, \u001b[1;36m41587\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m54623\u001b[0m, \u001b[1;36m29138\u001b[0m, \u001b[1;36m21001\u001b[0m, \u001b[1;36m21816\u001b[0m, \u001b[1;36m2401\u001b[0m, \u001b[1;36m32410\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m, \u001b[33mdtype\u001b[0m=\u001b[35muint16\u001b[0m\u001b[1m)\u001b[0m\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36548</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36281</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52415</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">56458</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3196</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">64010</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">23452</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32480</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24050</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">15492</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6676</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32593</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31578</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9131</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">12958</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">33025</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3388</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">33226</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63365</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51776</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57331</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">27196</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31092</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">54164</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26615</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52285</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57261</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26766</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51786</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">43950</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17091</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63614</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">50401</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">43523</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57949</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5164</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">42832</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52296</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9683</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25366</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40329</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31686</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31701</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">55135</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25669</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57509</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">13482</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">19428</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17631</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51769</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">39788</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52239</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">56692</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">16228</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17121</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">58316</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2919</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18654</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">50177</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">62436</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53918</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">19752</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1134</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">46869</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63579</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">28780</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">44296</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25864</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">46076</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">50093</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25966</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">37420</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">425</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">41494</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51124</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">55118</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53484</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6577</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32817</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">54767</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">44413</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10939</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">47433</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">61552</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">48592</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">42002</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">28674</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17886</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">41587</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">54623</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">29138</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">21001</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">21816</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2401</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32410</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35233</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint16</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "\u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m36548\u001b[0m, \u001b[1;36m36281\u001b[0m, \u001b[1;36m52415\u001b[0m, \u001b[1;36m56458\u001b[0m, \u001b[1;36m3196\u001b[0m, \u001b[1;36m64010\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m23452\u001b[0m, \u001b[1;36m32480\u001b[0m, \u001b[1;36m24050\u001b[0m, \u001b[1;36m15492\u001b[0m, \u001b[1;36m6676\u001b[0m, \u001b[1;36m32593\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m31578\u001b[0m, \u001b[1;36m9131\u001b[0m, \u001b[1;36m12958\u001b[0m, \u001b[1;36m33025\u001b[0m, \u001b[1;36m3388\u001b[0m, \u001b[1;36m33226\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m63365\u001b[0m, \u001b[1;36m51776\u001b[0m, \u001b[1;36m57331\u001b[0m, \u001b[1;36m27196\u001b[0m, \u001b[1;36m31092\u001b[0m, \u001b[1;36m54164\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
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| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m26615\u001b[0m, \u001b[1;36m52285\u001b[0m, \u001b[1;36m57261\u001b[0m, \u001b[1;36m26766\u001b[0m, \u001b[1;36m51786\u001b[0m, \u001b[1;36m43950\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m17091\u001b[0m, \u001b[1;36m63614\u001b[0m, \u001b[1;36m50401\u001b[0m, \u001b[1;36m43523\u001b[0m, \u001b[1;36m57949\u001b[0m, \u001b[1;36m5164\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m42832\u001b[0m, \u001b[1;36m52296\u001b[0m, \u001b[1;36m9683\u001b[0m, \u001b[1;36m25366\u001b[0m, \u001b[1;36m40329\u001b[0m, \u001b[1;36m31686\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m31701\u001b[0m, \u001b[1;36m55135\u001b[0m, \u001b[1;36m25669\u001b[0m, \u001b[1;36m57509\u001b[0m, \u001b[1;36m13482\u001b[0m, \u001b[1;36m19428\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m17631\u001b[0m, \u001b[1;36m51769\u001b[0m, \u001b[1;36m39788\u001b[0m, \u001b[1;36m52239\u001b[0m, \u001b[1;36m56692\u001b[0m, \u001b[1;36m16228\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m17121\u001b[0m, \u001b[1;36m58316\u001b[0m, \u001b[1;36m2919\u001b[0m, \u001b[1;36m18654\u001b[0m, \u001b[1;36m50177\u001b[0m, \u001b[1;36m62436\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m53918\u001b[0m, \u001b[1;36m19752\u001b[0m, \u001b[1;36m1134\u001b[0m, \u001b[1;36m46869\u001b[0m, \u001b[1;36m63579\u001b[0m, \u001b[1;36m28780\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m44296\u001b[0m, \u001b[1;36m25864\u001b[0m, \u001b[1;36m46076\u001b[0m, \u001b[1;36m50093\u001b[0m, \u001b[1;36m25966\u001b[0m, \u001b[1;36m37420\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">910</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">50317</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">47564</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">49116</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35340</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">31994</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2651</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40062</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57437</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">62012</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">33818</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5247</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">20859</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">23075</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">43826</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40577</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">269</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">15489</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">51959</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">34250</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">16607</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">62314</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">15481</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">29907</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">37991</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63436</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">15745</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">479</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">44392</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36554</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">19115</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">44610</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">50168</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32452</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57770</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">994</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">23828</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11431</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">20684</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18469</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">54115</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5789</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">35195</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">50811</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">54743</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24420</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17888</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">42292</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">43595</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">58436</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57290</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14747</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">27852</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4061</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">29759</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">25666</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57827</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52235</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26440</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">57028</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">499</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">58578</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40525</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10244</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">28343</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5624</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">23408</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">27821</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2149</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2227</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">64707</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">44389</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">28306</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">11265</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">43426</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5831</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">46295</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">20176</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">60441</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">45440</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">12757</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">61357</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">32042</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">48057</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18928</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">28861</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53412</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4720</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">581</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">56994</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">29653</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24433</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">53842</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2389</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14345</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">24958</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint16</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
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| " \u001b[1m[\u001b[0m\u001b[1;36m20859\u001b[0m, \u001b[1;36m23075\u001b[0m, \u001b[1;36m43826\u001b[0m, \u001b[1;36m40577\u001b[0m, \u001b[1;36m269\u001b[0m, \u001b[1;36m15489\u001b[0m\u001b[1m]\u001b[0m,\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">30</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-57</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">89</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-23</span><span style=\"font-weight: bold\">]</span>,\n", | |
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| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">115</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">87</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">148</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">73</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">111</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">159</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">27</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">164</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">153</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">63</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">117</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">66</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">190</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">129</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">248</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">166</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">102</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">219</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">194</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">104</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">135</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">197</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">80</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">60</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">59</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">108</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">251</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">93</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">uint8</span><span style=\"font-weight: bold\">)</span>\n", | |
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| " \u001b[1m[\u001b[0m \u001b[1;36m99\u001b[0m, \u001b[1;36m101\u001b[0m, \u001b[1;36m193\u001b[0m, \u001b[1;36m53\u001b[0m, \u001b[1;36m6\u001b[0m, \u001b[1;36m19\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m196\u001b[0m, \u001b[1;36m124\u001b[0m, \u001b[1;36m212\u001b[0m, \u001b[1;36m238\u001b[0m, \u001b[1;36m109\u001b[0m, \u001b[1;36m30\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m98\u001b[0m, \u001b[1;36m229\u001b[0m, \u001b[1;36m118\u001b[0m, \u001b[1;36m237\u001b[0m, \u001b[1;36m54\u001b[0m, \u001b[1;36m200\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m51\u001b[0m, \u001b[1;36m216\u001b[0m, \u001b[1;36m160\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m110\u001b[0m, \u001b[1;36m158\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m115\u001b[0m, \u001b[1;36m87\u001b[0m, \u001b[1;36m148\u001b[0m, \u001b[1;36m73\u001b[0m, \u001b[1;36m111\u001b[0m, \u001b[1;36m159\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m27\u001b[0m, \u001b[1;36m164\u001b[0m, \u001b[1;36m153\u001b[0m, \u001b[1;36m63\u001b[0m, \u001b[1;36m117\u001b[0m, \u001b[1;36m66\u001b[0m\u001b[1m]\u001b[0m,\n", | |
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| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2621958e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.4672174e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7246719e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0782915e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5834873e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.1819736e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1268385e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6077711e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.7686795e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.7192092e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.4269315e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3204603e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0323958e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0894436e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3704916e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.1997947e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.5966789e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0759352e+37</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.2508942e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1953551e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.6085170e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3767506e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1630342e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6127214e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.6712939e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2310023e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2577554e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.0014789e+36</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.1988435e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.8628688e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.5174836e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0003858e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.2300007e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8498187e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3440159e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.9160639e+38</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">float32</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
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| " \u001b[1;36m2.6027812e+38\u001b[0m, \u001b[1;36m8.3569060e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.4425617e+38\u001b[0m, \u001b[1;36m3.1478252e+37\u001b[0m, \u001b[1;36m1.3762444e+38\u001b[0m, \u001b[1;36m1.8813807e+38\u001b[0m,\n", | |
| " \u001b[1;36m6.3142026e+37\u001b[0m, \u001b[1;36m6.9762362e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.9062166e+38\u001b[0m, \u001b[1;36m-2.3822495e+38\u001b[0m, \u001b[1;36m2.5015185e+36\u001b[0m, \u001b[1;36m2.1778434e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.8053377e+38\u001b[0m, \u001b[1;36m1.5595480e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m2.6378103e+38\u001b[0m, \u001b[1;36m1.0299536e+38\u001b[0m, \u001b[1;36m-2.1751614e+37\u001b[0m, \u001b[1;36m6.8142614e+37\u001b[0m,\n", | |
| " \u001b[1;36m5.0527704e+36\u001b[0m, \u001b[1;36m-4.1057836e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.1306229e+38\u001b[0m, \u001b[1;36m-2.9087281e+38\u001b[0m, \u001b[1;36m1.3637800e+37\u001b[0m, \u001b[1;36m2.2384448e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.1293422e+38\u001b[0m, \u001b[1;36m2.1199880e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.2362442e+38\u001b[0m, \u001b[1;36m9.7846492e+37\u001b[0m, \u001b[1;36m2.8853734e+38\u001b[0m, \u001b[1;36m-2.8106110e+38\u001b[0m,\n", | |
| " \u001b[1;36m3.3748161e+38\u001b[0m, \u001b[1;36m-3.1641066e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m1.3341149e+38\u001b[0m, \u001b[1;36m-1.2964230e+38\u001b[0m, \u001b[1;36m-1.2910216e+37\u001b[0m, \u001b[1;36m-6.6953187e+37\u001b[0m,\n", | |
| " \u001b[1;36m9.1215776e+37\u001b[0m, \u001b[1;36m2.2953242e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.2747747e+38\u001b[0m, \u001b[1;36m-1.5130627e+38\u001b[0m, \u001b[1;36m3.2287387e+38\u001b[0m, \u001b[1;36m2.3714268e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.4856383e+38\u001b[0m, \u001b[1;36m2.5941476e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.1664810e+38\u001b[0m, \u001b[1;36m2.0741632e+38\u001b[0m, \u001b[1;36m-3.2226599e+38\u001b[0m, \u001b[1;36m-3.0125395e+37\u001b[0m,\n", | |
| " \u001b[1;36m-7.9992323e+37\u001b[0m, \u001b[1;36m-7.9381356e+37\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-1.2621958e+38\u001b[0m, \u001b[1;36m-1.4672174e+38\u001b[0m, \u001b[1;36m-1.7246719e+38\u001b[0m, \u001b[1;36m-3.0782915e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.5834873e+38\u001b[0m, \u001b[1;36m-9.1819736e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.1268385e+38\u001b[0m, \u001b[1;36m-2.6077711e+38\u001b[0m, \u001b[1;36m2.7686795e+38\u001b[0m, \u001b[1;36m1.7192092e+38\u001b[0m,\n", | |
| " \u001b[1;36m2.4269315e+38\u001b[0m, \u001b[1;36m3.3204603e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.0323958e+38\u001b[0m, \u001b[1;36m-3.0894436e+38\u001b[0m, \u001b[1;36m-2.3704916e+38\u001b[0m, \u001b[1;36m-9.1997947e+37\u001b[0m,\n", | |
| " \u001b[1;36m-9.5966789e+37\u001b[0m, \u001b[1;36m1.0759352e+37\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m9.2508942e+37\u001b[0m, \u001b[1;36m-3.1953551e+38\u001b[0m, \u001b[1;36m7.6085170e+37\u001b[0m, \u001b[1;36m-3.3767506e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.1630342e+38\u001b[0m, \u001b[1;36m-2.6127214e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.6712939e+38\u001b[0m, \u001b[1;36m1.2310023e+38\u001b[0m, \u001b[1;36m-1.2577554e+38\u001b[0m, \u001b[1;36m7.0014789e+36\u001b[0m,\n", | |
| " \u001b[1;36m-1.1988435e+38\u001b[0m, \u001b[1;36m-2.8628688e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m6.5174836e+37\u001b[0m, \u001b[1;36m1.0003858e+38\u001b[0m, \u001b[1;36m-4.2300007e+37\u001b[0m, \u001b[1;36m2.8498187e+38\u001b[0m,\n", | |
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| "\n", | |
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| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2362442e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.7846492e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8853734e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.8106110e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3748161e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1641066e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3341149e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2964230e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2910216e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.6953187e+37</span>,\n", | |
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| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2747747e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.5130627e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2287387e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.3714268e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.4856383e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.5941476e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1664810e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0741632e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.2226599e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0125395e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.9992323e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.9381356e+37</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2621958e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.4672174e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7246719e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0782915e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5834873e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.1819736e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1268385e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6077711e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.7686795e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.7192092e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.4269315e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3204603e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0323958e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0894436e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3704916e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.1997947e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.5966789e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0759352e+37</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.2508942e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1953551e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.6085170e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3767506e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1630342e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6127214e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.6712939e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2310023e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2577554e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.0014789e+36</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.1988435e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.8628688e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.5174836e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0003858e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.2300007e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8498187e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3440159e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.9160639e+38</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">float32</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
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| " \u001b[1;36m2.6027812e+38\u001b[0m, \u001b[1;36m8.3569060e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.4425617e+38\u001b[0m, \u001b[1;36m3.1478252e+37\u001b[0m, \u001b[1;36m1.3762444e+38\u001b[0m, \u001b[1;36m1.8813807e+38\u001b[0m,\n", | |
| " \u001b[1;36m6.3142026e+37\u001b[0m, \u001b[1;36m6.9762362e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.9062166e+38\u001b[0m, \u001b[1;36m-2.3822495e+38\u001b[0m, \u001b[1;36m2.5015185e+36\u001b[0m, \u001b[1;36m2.1778434e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.8053377e+38\u001b[0m, \u001b[1;36m1.5595480e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m2.6378103e+38\u001b[0m, \u001b[1;36m1.0299536e+38\u001b[0m, \u001b[1;36m-2.1751614e+37\u001b[0m, \u001b[1;36m6.8142614e+37\u001b[0m,\n", | |
| " \u001b[1;36m5.0527704e+36\u001b[0m, \u001b[1;36m-4.1057836e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.1306229e+38\u001b[0m, \u001b[1;36m-2.9087281e+38\u001b[0m, \u001b[1;36m1.3637800e+37\u001b[0m, \u001b[1;36m2.2384448e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.1293422e+38\u001b[0m, \u001b[1;36m2.1199880e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.2362442e+38\u001b[0m, \u001b[1;36m9.7846492e+37\u001b[0m, \u001b[1;36m2.8853734e+38\u001b[0m, \u001b[1;36m-2.8106110e+38\u001b[0m,\n", | |
| " \u001b[1;36m3.3748161e+38\u001b[0m, \u001b[1;36m-3.1641066e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m1.3341149e+38\u001b[0m, \u001b[1;36m-1.2964230e+38\u001b[0m, \u001b[1;36m-1.2910216e+37\u001b[0m, \u001b[1;36m-6.6953187e+37\u001b[0m,\n", | |
| " \u001b[1;36m9.1215776e+37\u001b[0m, \u001b[1;36m2.2953242e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.2747747e+38\u001b[0m, \u001b[1;36m-1.5130627e+38\u001b[0m, \u001b[1;36m3.2287387e+38\u001b[0m, \u001b[1;36m2.3714268e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.4856383e+38\u001b[0m, \u001b[1;36m2.5941476e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.1664810e+38\u001b[0m, \u001b[1;36m2.0741632e+38\u001b[0m, \u001b[1;36m-3.2226599e+38\u001b[0m, \u001b[1;36m-3.0125395e+37\u001b[0m,\n", | |
| " \u001b[1;36m-7.9992323e+37\u001b[0m, \u001b[1;36m-7.9381356e+37\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-1.2621958e+38\u001b[0m, \u001b[1;36m-1.4672174e+38\u001b[0m, \u001b[1;36m-1.7246719e+38\u001b[0m, \u001b[1;36m-3.0782915e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.5834873e+38\u001b[0m, \u001b[1;36m-9.1819736e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.1268385e+38\u001b[0m, \u001b[1;36m-2.6077711e+38\u001b[0m, \u001b[1;36m2.7686795e+38\u001b[0m, \u001b[1;36m1.7192092e+38\u001b[0m,\n", | |
| " \u001b[1;36m2.4269315e+38\u001b[0m, \u001b[1;36m3.3204603e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.0323958e+38\u001b[0m, \u001b[1;36m-3.0894436e+38\u001b[0m, \u001b[1;36m-2.3704916e+38\u001b[0m, \u001b[1;36m-9.1997947e+37\u001b[0m,\n", | |
| " \u001b[1;36m-9.5966789e+37\u001b[0m, \u001b[1;36m1.0759352e+37\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m9.2508942e+37\u001b[0m, \u001b[1;36m-3.1953551e+38\u001b[0m, \u001b[1;36m7.6085170e+37\u001b[0m, \u001b[1;36m-3.3767506e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.1630342e+38\u001b[0m, \u001b[1;36m-2.6127214e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.6712939e+38\u001b[0m, \u001b[1;36m1.2310023e+38\u001b[0m, \u001b[1;36m-1.2577554e+38\u001b[0m, \u001b[1;36m7.0014789e+36\u001b[0m,\n", | |
| " \u001b[1;36m-1.1988435e+38\u001b[0m, \u001b[1;36m-2.8628688e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m6.5174836e+37\u001b[0m, \u001b[1;36m1.0003858e+38\u001b[0m, \u001b[1;36m-4.2300007e+37\u001b[0m, \u001b[1;36m2.8498187e+38\u001b[0m,\n", | |
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| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.4425617e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.1478252e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3762444e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.8813807e+38</span>,\n", | |
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| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1293422e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1199880e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2362442e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.7846492e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8853734e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.8106110e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3748161e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1641066e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3341149e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2964230e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2910216e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.6953187e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.1215776e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2953242e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2747747e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.5130627e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2287387e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.3714268e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.4856383e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.5941476e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1664810e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0741632e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.2226599e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0125395e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.9992323e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.9381356e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2621958e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.4672174e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7246719e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0782915e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5834873e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.1819736e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1268385e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6077711e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.7686795e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.7192092e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.4269315e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3204603e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0323958e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0894436e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3704916e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.1997947e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.5966789e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0759352e+37</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.2508942e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1953551e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.6085170e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3767506e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1630342e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6127214e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.6712939e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2310023e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2577554e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.0014789e+36</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.1988435e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.8628688e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.5174836e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0003858e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.2300007e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8498187e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3440159e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.9160639e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.0918835e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.1678043e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.0327675e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0592092e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0940452e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.1205724e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3931783e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3040868e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3501247e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6525635e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.8603495e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.0606896e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.1045092e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1133348e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0848277e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5421487e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1913890e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5473947e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1595585e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8.9026534e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3402824e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7293048e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.4591267e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0064871e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4.1102389e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.9922681e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.5453633e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.9256138e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3151113e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2524915e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.4705547e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7604963e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.8590066e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2214069e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3206222e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.8573699e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3807115e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.5161694e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9452261e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-8.8554319e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9601071e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.5285880e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0369732e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3941890e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9088728e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2559411e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0901894e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.3177958e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2121515e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.6495955e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1497730e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0022920e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5372030e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.9623284e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1916403e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8441019e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2613079e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0264086e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2801623e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2103714e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1210271e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.3087684e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.9159750e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.4863953e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2781566e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.7735581e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5.6059723e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.9445995e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3980891e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9549240e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.9897232e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4.2939955e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.8281400e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.0433327e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2790179e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.2078002e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5.2374744e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.5411662e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.7948889e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1045491e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5394553e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.8258629e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.8936802e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3358579e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-8.1906237e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.8913193e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3076749e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.0762844e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5160203e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.8041905e+37</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">float32</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "\u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-2.2839239e+38\u001b[0m, \u001b[1;36m3.8927091e+37\u001b[0m, \u001b[1;36m1.4059270e+38\u001b[0m, \u001b[1;36m7.6035584e+37\u001b[0m,\n", | |
| " \u001b[1;36m2.6027812e+38\u001b[0m, \u001b[1;36m8.3569060e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.4425617e+38\u001b[0m, \u001b[1;36m3.1478252e+37\u001b[0m, \u001b[1;36m1.3762444e+38\u001b[0m, \u001b[1;36m1.8813807e+38\u001b[0m,\n", | |
| " \u001b[1;36m6.3142026e+37\u001b[0m, \u001b[1;36m6.9762362e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.9062166e+38\u001b[0m, \u001b[1;36m-2.3822495e+38\u001b[0m, \u001b[1;36m2.5015185e+36\u001b[0m, \u001b[1;36m2.1778434e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.8053377e+38\u001b[0m, \u001b[1;36m1.5595480e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.6378103e+38\u001b[0m, \u001b[1;36m1.0299536e+38\u001b[0m, \u001b[1;36m-2.1751614e+37\u001b[0m, \u001b[1;36m6.8142614e+37\u001b[0m,\n", | |
| " \u001b[1;36m5.0527704e+36\u001b[0m, \u001b[1;36m-4.1057836e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.1306229e+38\u001b[0m, \u001b[1;36m-2.9087281e+38\u001b[0m, \u001b[1;36m1.3637800e+37\u001b[0m, \u001b[1;36m2.2384448e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.1293422e+38\u001b[0m, \u001b[1;36m2.1199880e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.2362442e+38\u001b[0m, \u001b[1;36m9.7846492e+37\u001b[0m, \u001b[1;36m2.8853734e+38\u001b[0m, \u001b[1;36m-2.8106110e+38\u001b[0m,\n", | |
| " \u001b[1;36m3.3748161e+38\u001b[0m, \u001b[1;36m-3.1641066e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m1.3341149e+38\u001b[0m, \u001b[1;36m-1.2964230e+38\u001b[0m, \u001b[1;36m-1.2910216e+37\u001b[0m, \u001b[1;36m-6.6953187e+37\u001b[0m,\n", | |
| " \u001b[1;36m9.1215776e+37\u001b[0m, \u001b[1;36m2.2953242e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.2747747e+38\u001b[0m, \u001b[1;36m-1.5130627e+38\u001b[0m, \u001b[1;36m3.2287387e+38\u001b[0m, \u001b[1;36m2.3714268e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.4856383e+38\u001b[0m, \u001b[1;36m2.5941476e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.1664810e+38\u001b[0m, \u001b[1;36m2.0741632e+38\u001b[0m, \u001b[1;36m-3.2226599e+38\u001b[0m, \u001b[1;36m-3.0125395e+37\u001b[0m,\n", | |
| " \u001b[1;36m-7.9992323e+37\u001b[0m, \u001b[1;36m-7.9381356e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.2621958e+38\u001b[0m, \u001b[1;36m-1.4672174e+38\u001b[0m, \u001b[1;36m-1.7246719e+38\u001b[0m, \u001b[1;36m-3.0782915e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.5834873e+38\u001b[0m, \u001b[1;36m-9.1819736e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.1268385e+38\u001b[0m, \u001b[1;36m-2.6077711e+38\u001b[0m, \u001b[1;36m2.7686795e+38\u001b[0m, \u001b[1;36m1.7192092e+38\u001b[0m,\n", | |
| " \u001b[1;36m2.4269315e+38\u001b[0m, \u001b[1;36m3.3204603e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.0323958e+38\u001b[0m, \u001b[1;36m-3.0894436e+38\u001b[0m, \u001b[1;36m-2.3704916e+38\u001b[0m, \u001b[1;36m-9.1997947e+37\u001b[0m,\n", | |
| " \u001b[1;36m-9.5966789e+37\u001b[0m, \u001b[1;36m1.0759352e+37\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m9.2508942e+37\u001b[0m, \u001b[1;36m-3.1953551e+38\u001b[0m, \u001b[1;36m7.6085170e+37\u001b[0m, \u001b[1;36m-3.3767506e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.1630342e+38\u001b[0m, \u001b[1;36m-2.6127214e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.6712939e+38\u001b[0m, \u001b[1;36m1.2310023e+38\u001b[0m, \u001b[1;36m-1.2577554e+38\u001b[0m, \u001b[1;36m7.0014789e+36\u001b[0m,\n", | |
| " \u001b[1;36m-1.1988435e+38\u001b[0m, \u001b[1;36m-2.8628688e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m6.5174836e+37\u001b[0m, \u001b[1;36m1.0003858e+38\u001b[0m, \u001b[1;36m-4.2300007e+37\u001b[0m, \u001b[1;36m2.8498187e+38\u001b[0m,\n", | |
| " \u001b[1;36m3.3440159e+37\u001b[0m, \u001b[1;36m2.9160639e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m7.0918835e+37\u001b[0m, \u001b[1;36m3.1678043e+38\u001b[0m, \u001b[1;36m3.0327675e+38\u001b[0m, \u001b[1;36m2.0592092e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.0940452e+38\u001b[0m, \u001b[1;36m-1.1205724e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.3931783e+38\u001b[0m, \u001b[1;36m-1.3040868e+38\u001b[0m, \u001b[1;36m-1.3501247e+38\u001b[0m, \u001b[1;36m-2.6525635e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.8603495e+38\u001b[0m, \u001b[1;36m3.0606896e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.1045092e+38\u001b[0m, \u001b[1;36m1.1133348e+38\u001b[0m, \u001b[1;36m-3.0848277e+38\u001b[0m, \u001b[1;36m1.5421487e+38\u001b[0m,\n", | |
| " \u001b[1;36m-3.1913890e+37\u001b[0m, \u001b[1;36m1.5473947e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-3.1595585e+38\u001b[0m, \u001b[1;36m8.9026534e+37\u001b[0m, \u001b[1;36m-1.3402824e+38\u001b[0m, \u001b[1;36m-1.7293048e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.4591267e+38\u001b[0m, \u001b[1;36m2.0064871e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m4.1102389e+37\u001b[0m, \u001b[1;36m-1.9922681e+38\u001b[0m, \u001b[1;36m2.5453633e+38\u001b[0m, \u001b[1;36m1.9256138e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.3151113e+38\u001b[0m, \u001b[1;36m-1.2524915e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m6.4705547e+37\u001b[0m, \u001b[1;36m-1.7604963e+38\u001b[0m, \u001b[1;36m-1.8590066e+38\u001b[0m, \u001b[1;36m3.2214069e+37\u001b[0m,\n", | |
| " \u001b[1;36m-3.3206222e+37\u001b[0m, \u001b[1;36m-4.8573699e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.3807115e+38\u001b[0m, \u001b[1;36m-2.5161694e+38\u001b[0m, \u001b[1;36m-2.9452261e+38\u001b[0m, \u001b[1;36m-8.8554319e+37\u001b[0m,\n", | |
| " \u001b[1;36m-2.9601071e+38\u001b[0m, \u001b[1;36m-1.5285880e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-3.0369732e+38\u001b[0m, \u001b[1;36m-2.3941890e+38\u001b[0m, \u001b[1;36m-2.9088728e+38\u001b[0m, \u001b[1;36m3.2559411e+38\u001b[0m,\n", | |
| " \u001b[1;36m-3.0901894e+38\u001b[0m, \u001b[1;36m-9.3177958e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.2121515e+38\u001b[0m, \u001b[1;36m1.6495955e+38\u001b[0m, \u001b[1;36m-2.1497730e+38\u001b[0m, \u001b[1;36m-1.0022920e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.5372030e+38\u001b[0m, \u001b[1;36m-1.9623284e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-2.1916403e+38\u001b[0m, \u001b[1;36m2.8441019e+38\u001b[0m, \u001b[1;36m-1.2613079e+38\u001b[0m, \u001b[1;36m2.0264086e+38\u001b[0m,\n", | |
| " \u001b[1;36m2.2801623e+38\u001b[0m, \u001b[1;36m1.2103714e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.1210271e+38\u001b[0m, \u001b[1;36m2.3087684e+38\u001b[0m, \u001b[1;36m-1.9159750e+38\u001b[0m, \u001b[1;36m9.4863953e+37\u001b[0m,\n", | |
| " \u001b[1;36m1.2781566e+38\u001b[0m, \u001b[1;36m-2.7735581e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m5.6059723e+37\u001b[0m, \u001b[1;36m2.9445995e+37\u001b[0m, \u001b[1;36m1.3980891e+38\u001b[0m, \u001b[1;36m-2.9549240e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.9897232e+38\u001b[0m, \u001b[1;36m4.2939955e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.8281400e+38\u001b[0m, \u001b[1;36m-2.0433327e+38\u001b[0m, \u001b[1;36m2.2790179e+38\u001b[0m, \u001b[1;36m9.2078002e+37\u001b[0m,\n", | |
| " \u001b[1;36m5.2374744e+37\u001b[0m, \u001b[1;36m-7.5411662e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.7948889e+38\u001b[0m, \u001b[1;36m-3.1045491e+38\u001b[0m, \u001b[1;36m1.5394553e+38\u001b[0m, \u001b[1;36m1.8258629e+38\u001b[0m,\n", | |
| " \u001b[1;36m-6.8936802e+37\u001b[0m, \u001b[1;36m-2.3358579e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-8.1906237e+37\u001b[0m, \u001b[1;36m-6.8913193e+37\u001b[0m, \u001b[1;36m-1.3076749e+38\u001b[0m, \u001b[1;36m-6.0762844e+37\u001b[0m,\n", | |
| " \u001b[1;36m1.5160203e+38\u001b[0m, \u001b[1;36m-7.8041905e+37\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m, \u001b[33mdtype\u001b[0m=\u001b[35mfloat32\u001b[0m\u001b[1m)\u001b[0m\n" | |
| ] | |
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| "output_type": "display_data" | |
| }, | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.2839239e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.8927091e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.4059270e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.6035584e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.6027812e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8.3569060e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.4425617e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.1478252e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3762444e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.8813807e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.3142026e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.9762362e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9062166e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3822495e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.5015185e+36</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1778434e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.8053377e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5595480e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.6378103e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0299536e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1751614e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.8142614e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5.0527704e+36</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.1057836e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.1306229e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9087281e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3637800e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2384448e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1293422e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1199880e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2362442e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.7846492e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8853734e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.8106110e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3748161e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1641066e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3341149e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2964230e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2910216e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.6953187e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.1215776e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2953242e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2747747e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.5130627e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2287387e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.3714268e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.4856383e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.5941476e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1664810e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0741632e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.2226599e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0125395e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.9992323e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.9381356e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2621958e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.4672174e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7246719e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0782915e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5834873e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.1819736e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1268385e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6077711e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.7686795e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.7192092e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.4269315e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3204603e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0323958e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0894436e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3704916e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.1997947e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.5966789e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0759352e+37</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.2508942e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1953551e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.6085170e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3767506e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1630342e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6127214e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.6712939e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2310023e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2577554e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.0014789e+36</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.1988435e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.8628688e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.5174836e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0003858e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.2300007e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8498187e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3440159e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.9160639e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.0918835e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.1678043e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.0327675e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0592092e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0940452e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.1205724e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3931783e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3040868e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3501247e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6525635e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.8603495e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.0606896e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.1045092e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1133348e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0848277e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5421487e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1913890e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5473947e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1595585e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8.9026534e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3402824e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7293048e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.4591267e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0064871e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4.1102389e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.9922681e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.5453633e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.9256138e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3151113e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2524915e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.4705547e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7604963e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.8590066e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2214069e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3206222e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.8573699e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3807115e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.5161694e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9452261e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-8.8554319e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9601071e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.5285880e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0369732e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3941890e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9088728e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2559411e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0901894e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.3177958e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2121515e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.6495955e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1497730e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0022920e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5372030e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.9623284e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1916403e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8441019e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2613079e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0264086e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2801623e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2103714e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1210271e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.3087684e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.9159750e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.4863953e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2781566e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.7735581e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5.6059723e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.9445995e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3980891e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9549240e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.9897232e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4.2939955e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.8281400e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.0433327e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2790179e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.2078002e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5.2374744e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.5411662e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.7948889e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1045491e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5394553e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.8258629e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.8936802e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3358579e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-8.1906237e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.8913193e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.0762844e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5160203e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.8041905e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3123173e+38</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">float32</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "\u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-2.2839239e+38\u001b[0m, \u001b[1;36m3.8927091e+37\u001b[0m, \u001b[1;36m1.4059270e+38\u001b[0m, \u001b[1;36m7.6035584e+37\u001b[0m,\n", | |
| " \u001b[1;36m2.6027812e+38\u001b[0m, \u001b[1;36m8.3569060e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.4425617e+38\u001b[0m, \u001b[1;36m3.1478252e+37\u001b[0m, \u001b[1;36m1.3762444e+38\u001b[0m, \u001b[1;36m1.8813807e+38\u001b[0m,\n", | |
| " \u001b[1;36m6.3142026e+37\u001b[0m, \u001b[1;36m6.9762362e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.9062166e+38\u001b[0m, \u001b[1;36m-2.3822495e+38\u001b[0m, \u001b[1;36m2.5015185e+36\u001b[0m, \u001b[1;36m2.1778434e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.8053377e+38\u001b[0m, \u001b[1;36m1.5595480e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.6378103e+38\u001b[0m, \u001b[1;36m1.0299536e+38\u001b[0m, \u001b[1;36m-2.1751614e+37\u001b[0m, \u001b[1;36m6.8142614e+37\u001b[0m,\n", | |
| " \u001b[1;36m5.0527704e+36\u001b[0m, \u001b[1;36m-4.1057836e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.1306229e+38\u001b[0m, \u001b[1;36m-2.9087281e+38\u001b[0m, \u001b[1;36m1.3637800e+37\u001b[0m, \u001b[1;36m2.2384448e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.1293422e+38\u001b[0m, \u001b[1;36m2.1199880e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.2362442e+38\u001b[0m, \u001b[1;36m9.7846492e+37\u001b[0m, \u001b[1;36m2.8853734e+38\u001b[0m, \u001b[1;36m-2.8106110e+38\u001b[0m,\n", | |
| " \u001b[1;36m3.3748161e+38\u001b[0m, \u001b[1;36m-3.1641066e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m1.3341149e+38\u001b[0m, \u001b[1;36m-1.2964230e+38\u001b[0m, \u001b[1;36m-1.2910216e+37\u001b[0m, \u001b[1;36m-6.6953187e+37\u001b[0m,\n", | |
| " \u001b[1;36m9.1215776e+37\u001b[0m, \u001b[1;36m2.2953242e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.2747747e+38\u001b[0m, \u001b[1;36m-1.5130627e+38\u001b[0m, \u001b[1;36m3.2287387e+38\u001b[0m, \u001b[1;36m2.3714268e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.4856383e+38\u001b[0m, \u001b[1;36m2.5941476e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.1664810e+38\u001b[0m, \u001b[1;36m2.0741632e+38\u001b[0m, \u001b[1;36m-3.2226599e+38\u001b[0m, \u001b[1;36m-3.0125395e+37\u001b[0m,\n", | |
| " \u001b[1;36m-7.9992323e+37\u001b[0m, \u001b[1;36m-7.9381356e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.2621958e+38\u001b[0m, \u001b[1;36m-1.4672174e+38\u001b[0m, \u001b[1;36m-1.7246719e+38\u001b[0m, \u001b[1;36m-3.0782915e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.5834873e+38\u001b[0m, \u001b[1;36m-9.1819736e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.1268385e+38\u001b[0m, \u001b[1;36m-2.6077711e+38\u001b[0m, \u001b[1;36m2.7686795e+38\u001b[0m, \u001b[1;36m1.7192092e+38\u001b[0m,\n", | |
| " \u001b[1;36m2.4269315e+38\u001b[0m, \u001b[1;36m3.3204603e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.0323958e+38\u001b[0m, \u001b[1;36m-3.0894436e+38\u001b[0m, \u001b[1;36m-2.3704916e+38\u001b[0m, \u001b[1;36m-9.1997947e+37\u001b[0m,\n", | |
| " \u001b[1;36m-9.5966789e+37\u001b[0m, \u001b[1;36m1.0759352e+37\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m9.2508942e+37\u001b[0m, \u001b[1;36m-3.1953551e+38\u001b[0m, \u001b[1;36m7.6085170e+37\u001b[0m, \u001b[1;36m-3.3767506e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.1630342e+38\u001b[0m, \u001b[1;36m-2.6127214e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.6712939e+38\u001b[0m, \u001b[1;36m1.2310023e+38\u001b[0m, \u001b[1;36m-1.2577554e+38\u001b[0m, \u001b[1;36m7.0014789e+36\u001b[0m,\n", | |
| " \u001b[1;36m-1.1988435e+38\u001b[0m, \u001b[1;36m-2.8628688e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m6.5174836e+37\u001b[0m, \u001b[1;36m1.0003858e+38\u001b[0m, \u001b[1;36m-4.2300007e+37\u001b[0m, \u001b[1;36m2.8498187e+38\u001b[0m,\n", | |
| " \u001b[1;36m3.3440159e+37\u001b[0m, \u001b[1;36m2.9160639e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m7.0918835e+37\u001b[0m, \u001b[1;36m3.1678043e+38\u001b[0m, \u001b[1;36m3.0327675e+38\u001b[0m, \u001b[1;36m2.0592092e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.0940452e+38\u001b[0m, \u001b[1;36m-1.1205724e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.3931783e+38\u001b[0m, \u001b[1;36m-1.3040868e+38\u001b[0m, \u001b[1;36m-1.3501247e+38\u001b[0m, \u001b[1;36m-2.6525635e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.8603495e+38\u001b[0m, \u001b[1;36m3.0606896e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.1045092e+38\u001b[0m, \u001b[1;36m1.1133348e+38\u001b[0m, \u001b[1;36m-3.0848277e+38\u001b[0m, \u001b[1;36m1.5421487e+38\u001b[0m,\n", | |
| " \u001b[1;36m-3.1913890e+37\u001b[0m, \u001b[1;36m1.5473947e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-3.1595585e+38\u001b[0m, \u001b[1;36m8.9026534e+37\u001b[0m, \u001b[1;36m-1.3402824e+38\u001b[0m, \u001b[1;36m-1.7293048e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.4591267e+38\u001b[0m, \u001b[1;36m2.0064871e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m4.1102389e+37\u001b[0m, \u001b[1;36m-1.9922681e+38\u001b[0m, \u001b[1;36m2.5453633e+38\u001b[0m, \u001b[1;36m1.9256138e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.3151113e+38\u001b[0m, \u001b[1;36m-1.2524915e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m6.4705547e+37\u001b[0m, \u001b[1;36m-1.7604963e+38\u001b[0m, \u001b[1;36m-1.8590066e+38\u001b[0m, \u001b[1;36m3.2214069e+37\u001b[0m,\n", | |
| " \u001b[1;36m-3.3206222e+37\u001b[0m, \u001b[1;36m-4.8573699e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.3807115e+38\u001b[0m, \u001b[1;36m-2.5161694e+38\u001b[0m, \u001b[1;36m-2.9452261e+38\u001b[0m, \u001b[1;36m-8.8554319e+37\u001b[0m,\n", | |
| " \u001b[1;36m-2.9601071e+38\u001b[0m, \u001b[1;36m-1.5285880e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-3.0369732e+38\u001b[0m, \u001b[1;36m-2.3941890e+38\u001b[0m, \u001b[1;36m-2.9088728e+38\u001b[0m, \u001b[1;36m3.2559411e+38\u001b[0m,\n", | |
| " \u001b[1;36m-3.0901894e+38\u001b[0m, \u001b[1;36m-9.3177958e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.2121515e+38\u001b[0m, \u001b[1;36m1.6495955e+38\u001b[0m, \u001b[1;36m-2.1497730e+38\u001b[0m, \u001b[1;36m-1.0022920e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.5372030e+38\u001b[0m, \u001b[1;36m-1.9623284e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-2.1916403e+38\u001b[0m, \u001b[1;36m2.8441019e+38\u001b[0m, \u001b[1;36m-1.2613079e+38\u001b[0m, \u001b[1;36m2.0264086e+38\u001b[0m,\n", | |
| " \u001b[1;36m2.2801623e+38\u001b[0m, \u001b[1;36m1.2103714e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.1210271e+38\u001b[0m, \u001b[1;36m2.3087684e+38\u001b[0m, \u001b[1;36m-1.9159750e+38\u001b[0m, \u001b[1;36m9.4863953e+37\u001b[0m,\n", | |
| " \u001b[1;36m1.2781566e+38\u001b[0m, \u001b[1;36m-2.7735581e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m5.6059723e+37\u001b[0m, \u001b[1;36m2.9445995e+37\u001b[0m, \u001b[1;36m1.3980891e+38\u001b[0m, \u001b[1;36m-2.9549240e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.9897232e+38\u001b[0m, \u001b[1;36m4.2939955e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.8281400e+38\u001b[0m, \u001b[1;36m-2.0433327e+38\u001b[0m, \u001b[1;36m2.2790179e+38\u001b[0m, \u001b[1;36m9.2078002e+37\u001b[0m,\n", | |
| " \u001b[1;36m5.2374744e+37\u001b[0m, \u001b[1;36m-7.5411662e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.7948889e+38\u001b[0m, \u001b[1;36m-3.1045491e+38\u001b[0m, \u001b[1;36m1.5394553e+38\u001b[0m, \u001b[1;36m1.8258629e+38\u001b[0m,\n", | |
| " \u001b[1;36m-6.8936802e+37\u001b[0m, \u001b[1;36m-2.3358579e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-8.1906237e+37\u001b[0m, \u001b[1;36m-6.8913193e+37\u001b[0m, \u001b[1;36m-6.0762844e+37\u001b[0m, \u001b[1;36m1.5160203e+38\u001b[0m,\n", | |
| " \u001b[1;36m-7.8041905e+37\u001b[0m, \u001b[1;36m-3.3123173e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m, \u001b[33mdtype\u001b[0m=\u001b[35mfloat32\u001b[0m\u001b[1m)\u001b[0m\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">array</span><span style=\"font-weight: bold\">([[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.2839239e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.8927091e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.4059270e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.6035584e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.6027812e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8.3569060e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.4425617e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.1478252e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3762444e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.8813807e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.3142026e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.9762362e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9062166e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3822495e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.5015185e+36</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1778434e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.8053377e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5595480e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.6378103e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0299536e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1751614e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.8142614e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5.0527704e+36</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.1057836e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.1306229e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9087281e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3637800e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2384448e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1293422e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1199880e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2362442e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.7846492e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8853734e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.8106110e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3748161e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1641066e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3341149e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2964230e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2910216e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.6953187e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.1215776e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2953242e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2747747e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.5130627e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2287387e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.3714268e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.4856383e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.5941476e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1664810e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0741632e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.2226599e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0125395e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.9992323e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.9381356e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2621958e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.4672174e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7246719e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0782915e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5834873e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.1819736e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1268385e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6077711e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.7686795e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.7192092e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.4269315e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3204603e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0323958e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0894436e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3704916e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.1997947e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.5966789e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0759352e+37</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.2508942e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1953551e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.6085170e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3767506e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1630342e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6127214e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.6712939e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2310023e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2577554e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.0014789e+36</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.1988435e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.8628688e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.5174836e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0003858e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.2300007e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8498187e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.3440159e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.9160639e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.0918835e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.1678043e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.0327675e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0592092e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0940452e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.1205724e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3931783e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3040868e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3501247e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.6525635e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.8603495e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.0606896e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.1045092e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.1133348e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0848277e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5421487e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1913890e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5473947e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1595585e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8.9026534e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3402824e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7293048e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.4591267e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0064871e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4.1102389e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.9922681e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.5453633e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.9256138e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3151113e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2524915e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6.4705547e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.7604963e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.8590066e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2214069e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3206222e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.8573699e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3807115e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.5161694e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9452261e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-8.8554319e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9601071e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.5285880e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0369732e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3941890e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9088728e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.2559411e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0901894e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-9.3177958e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2121515e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.6495955e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1497730e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0022920e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5372030e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.9623284e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1916403e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8441019e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.2613079e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0264086e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2801623e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2103714e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.1210271e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.3087684e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.9159750e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.4863953e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.2781566e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.7735581e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5.6059723e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.9445995e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3980891e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9549240e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.9897232e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4.2939955e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.8281400e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.0433327e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2790179e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">9.2078002e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5.2374744e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.5411662e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.7948889e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1045491e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5394553e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.8258629e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.8936802e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.3358579e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-8.1906237e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.8913193e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.0762844e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.5160203e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.8041905e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.3123173e+38</span><span style=\"font-weight: bold\">]]</span>,\n", | |
| "\n", | |
| " <span style=\"font-weight: bold\">[[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.0414836e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.9202315e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3224540e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.0440466e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.4550670e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8.6758616e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9670456e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.8653980e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-5.7979205e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.4965389e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.9634000e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.9716000e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.3867001e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.3879612e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-1.5750402e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.5860981e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.4943688e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-7.0713014e+37</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-6.3003142e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0157329e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.7182203e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.5886721e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.1337103e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.7851399e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span> <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8615585e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">8.4033420e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.5717201e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.2218499e+38</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.2774093e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.1689754e+38</span><span style=\"font-weight: bold\">]</span>,\n", | |
| " <span style=\"font-weight: bold\">[</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-2.5073695e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.8884386e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7.7067969e+37</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-3.0905517e+37</span>,\n", | |
| " <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3.1912197e+38</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">-4.7293081e+36</span><span style=\"font-weight: bold\">]]]</span>, <span style=\"color: #808000; text-decoration-color: #808000\">dtype</span>=<span style=\"color: #800080; text-decoration-color: #800080\">float32</span><span style=\"font-weight: bold\">)</span>\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "\u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-2.2839239e+38\u001b[0m, \u001b[1;36m3.8927091e+37\u001b[0m, \u001b[1;36m1.4059270e+38\u001b[0m, \u001b[1;36m7.6035584e+37\u001b[0m,\n", | |
| " \u001b[1;36m2.6027812e+38\u001b[0m, \u001b[1;36m8.3569060e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.4425617e+38\u001b[0m, \u001b[1;36m3.1478252e+37\u001b[0m, \u001b[1;36m1.3762444e+38\u001b[0m, \u001b[1;36m1.8813807e+38\u001b[0m,\n", | |
| " \u001b[1;36m6.3142026e+37\u001b[0m, \u001b[1;36m6.9762362e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.9062166e+38\u001b[0m, \u001b[1;36m-2.3822495e+38\u001b[0m, \u001b[1;36m2.5015185e+36\u001b[0m, \u001b[1;36m2.1778434e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.8053377e+38\u001b[0m, \u001b[1;36m1.5595480e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.6378103e+38\u001b[0m, \u001b[1;36m1.0299536e+38\u001b[0m, \u001b[1;36m-2.1751614e+37\u001b[0m, \u001b[1;36m6.8142614e+37\u001b[0m,\n", | |
| " \u001b[1;36m5.0527704e+36\u001b[0m, \u001b[1;36m-4.1057836e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.1306229e+38\u001b[0m, \u001b[1;36m-2.9087281e+38\u001b[0m, \u001b[1;36m1.3637800e+37\u001b[0m, \u001b[1;36m2.2384448e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.1293422e+38\u001b[0m, \u001b[1;36m2.1199880e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.2362442e+38\u001b[0m, \u001b[1;36m9.7846492e+37\u001b[0m, \u001b[1;36m2.8853734e+38\u001b[0m, \u001b[1;36m-2.8106110e+38\u001b[0m,\n", | |
| " \u001b[1;36m3.3748161e+38\u001b[0m, \u001b[1;36m-3.1641066e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m1.3341149e+38\u001b[0m, \u001b[1;36m-1.2964230e+38\u001b[0m, \u001b[1;36m-1.2910216e+37\u001b[0m, \u001b[1;36m-6.6953187e+37\u001b[0m,\n", | |
| " \u001b[1;36m9.1215776e+37\u001b[0m, \u001b[1;36m2.2953242e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.2747747e+38\u001b[0m, \u001b[1;36m-1.5130627e+38\u001b[0m, \u001b[1;36m3.2287387e+38\u001b[0m, \u001b[1;36m2.3714268e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.4856383e+38\u001b[0m, \u001b[1;36m2.5941476e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.1664810e+38\u001b[0m, \u001b[1;36m2.0741632e+38\u001b[0m, \u001b[1;36m-3.2226599e+38\u001b[0m, \u001b[1;36m-3.0125395e+37\u001b[0m,\n", | |
| " \u001b[1;36m-7.9992323e+37\u001b[0m, \u001b[1;36m-7.9381356e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.2621958e+38\u001b[0m, \u001b[1;36m-1.4672174e+38\u001b[0m, \u001b[1;36m-1.7246719e+38\u001b[0m, \u001b[1;36m-3.0782915e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.5834873e+38\u001b[0m, \u001b[1;36m-9.1819736e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.1268385e+38\u001b[0m, \u001b[1;36m-2.6077711e+38\u001b[0m, \u001b[1;36m2.7686795e+38\u001b[0m, \u001b[1;36m1.7192092e+38\u001b[0m,\n", | |
| " \u001b[1;36m2.4269315e+38\u001b[0m, \u001b[1;36m3.3204603e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.0323958e+38\u001b[0m, \u001b[1;36m-3.0894436e+38\u001b[0m, \u001b[1;36m-2.3704916e+38\u001b[0m, \u001b[1;36m-9.1997947e+37\u001b[0m,\n", | |
| " \u001b[1;36m-9.5966789e+37\u001b[0m, \u001b[1;36m1.0759352e+37\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m \u001b[1;36m9.2508942e+37\u001b[0m, \u001b[1;36m-3.1953551e+38\u001b[0m, \u001b[1;36m7.6085170e+37\u001b[0m, \u001b[1;36m-3.3767506e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.1630342e+38\u001b[0m, \u001b[1;36m-2.6127214e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.6712939e+38\u001b[0m, \u001b[1;36m1.2310023e+38\u001b[0m, \u001b[1;36m-1.2577554e+38\u001b[0m, \u001b[1;36m7.0014789e+36\u001b[0m,\n", | |
| " \u001b[1;36m-1.1988435e+38\u001b[0m, \u001b[1;36m-2.8628688e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m6.5174836e+37\u001b[0m, \u001b[1;36m1.0003858e+38\u001b[0m, \u001b[1;36m-4.2300007e+37\u001b[0m, \u001b[1;36m2.8498187e+38\u001b[0m,\n", | |
| " \u001b[1;36m3.3440159e+37\u001b[0m, \u001b[1;36m2.9160639e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m7.0918835e+37\u001b[0m, \u001b[1;36m3.1678043e+38\u001b[0m, \u001b[1;36m3.0327675e+38\u001b[0m, \u001b[1;36m2.0592092e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.0940452e+38\u001b[0m, \u001b[1;36m-1.1205724e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.3931783e+38\u001b[0m, \u001b[1;36m-1.3040868e+38\u001b[0m, \u001b[1;36m-1.3501247e+38\u001b[0m, \u001b[1;36m-2.6525635e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.8603495e+38\u001b[0m, \u001b[1;36m3.0606896e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m3.1045092e+38\u001b[0m, \u001b[1;36m1.1133348e+38\u001b[0m, \u001b[1;36m-3.0848277e+38\u001b[0m, \u001b[1;36m1.5421487e+38\u001b[0m,\n", | |
| " \u001b[1;36m-3.1913890e+37\u001b[0m, \u001b[1;36m1.5473947e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-3.1595585e+38\u001b[0m, \u001b[1;36m8.9026534e+37\u001b[0m, \u001b[1;36m-1.3402824e+38\u001b[0m, \u001b[1;36m-1.7293048e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.4591267e+38\u001b[0m, \u001b[1;36m2.0064871e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m4.1102389e+37\u001b[0m, \u001b[1;36m-1.9922681e+38\u001b[0m, \u001b[1;36m2.5453633e+38\u001b[0m, \u001b[1;36m1.9256138e+38\u001b[0m,\n", | |
| " \u001b[1;36m-1.3151113e+38\u001b[0m, \u001b[1;36m-1.2524915e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m6.4705547e+37\u001b[0m, \u001b[1;36m-1.7604963e+38\u001b[0m, \u001b[1;36m-1.8590066e+38\u001b[0m, \u001b[1;36m3.2214069e+37\u001b[0m,\n", | |
| " \u001b[1;36m-3.3206222e+37\u001b[0m, \u001b[1;36m-4.8573699e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.3807115e+38\u001b[0m, \u001b[1;36m-2.5161694e+38\u001b[0m, \u001b[1;36m-2.9452261e+38\u001b[0m, \u001b[1;36m-8.8554319e+37\u001b[0m,\n", | |
| " \u001b[1;36m-2.9601071e+38\u001b[0m, \u001b[1;36m-1.5285880e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-3.0369732e+38\u001b[0m, \u001b[1;36m-2.3941890e+38\u001b[0m, \u001b[1;36m-2.9088728e+38\u001b[0m, \u001b[1;36m3.2559411e+38\u001b[0m,\n", | |
| " \u001b[1;36m-3.0901894e+38\u001b[0m, \u001b[1;36m-9.3177958e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.2121515e+38\u001b[0m, \u001b[1;36m1.6495955e+38\u001b[0m, \u001b[1;36m-2.1497730e+38\u001b[0m, \u001b[1;36m-1.0022920e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.5372030e+38\u001b[0m, \u001b[1;36m-1.9623284e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-2.1916403e+38\u001b[0m, \u001b[1;36m2.8441019e+38\u001b[0m, \u001b[1;36m-1.2613079e+38\u001b[0m, \u001b[1;36m2.0264086e+38\u001b[0m,\n", | |
| " \u001b[1;36m2.2801623e+38\u001b[0m, \u001b[1;36m1.2103714e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.1210271e+38\u001b[0m, \u001b[1;36m2.3087684e+38\u001b[0m, \u001b[1;36m-1.9159750e+38\u001b[0m, \u001b[1;36m9.4863953e+37\u001b[0m,\n", | |
| " \u001b[1;36m1.2781566e+38\u001b[0m, \u001b[1;36m-2.7735581e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m5.6059723e+37\u001b[0m, \u001b[1;36m2.9445995e+37\u001b[0m, \u001b[1;36m1.3980891e+38\u001b[0m, \u001b[1;36m-2.9549240e+38\u001b[0m,\n", | |
| " \u001b[1;36m1.9897232e+38\u001b[0m, \u001b[1;36m4.2939955e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-1.8281400e+38\u001b[0m, \u001b[1;36m-2.0433327e+38\u001b[0m, \u001b[1;36m2.2790179e+38\u001b[0m, \u001b[1;36m9.2078002e+37\u001b[0m,\n", | |
| " \u001b[1;36m5.2374744e+37\u001b[0m, \u001b[1;36m-7.5411662e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.7948889e+38\u001b[0m, \u001b[1;36m-3.1045491e+38\u001b[0m, \u001b[1;36m1.5394553e+38\u001b[0m, \u001b[1;36m1.8258629e+38\u001b[0m,\n", | |
| " \u001b[1;36m-6.8936802e+37\u001b[0m, \u001b[1;36m-2.3358579e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-8.1906237e+37\u001b[0m, \u001b[1;36m-6.8913193e+37\u001b[0m, \u001b[1;36m-6.0762844e+37\u001b[0m, \u001b[1;36m1.5160203e+38\u001b[0m,\n", | |
| " \u001b[1;36m-7.8041905e+37\u001b[0m, \u001b[1;36m-3.3123173e+38\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| "\n", | |
| " \u001b[1m[\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m-1.0414836e+38\u001b[0m, \u001b[1;36m-1.9202315e+38\u001b[0m, \u001b[1;36m1.3224540e+38\u001b[0m, \u001b[1;36m2.0440466e+38\u001b[0m,\n", | |
| " \u001b[1;36m2.4550670e+37\u001b[0m, \u001b[1;36m8.6758616e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.9670456e+38\u001b[0m, \u001b[1;36m-2.8653980e+38\u001b[0m, \u001b[1;36m-5.7979205e+37\u001b[0m, \u001b[1;36m-2.4965389e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.9634000e+38\u001b[0m, \u001b[1;36m-7.9716000e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m1.3867001e+38\u001b[0m, \u001b[1;36m-1.3879612e+38\u001b[0m, \u001b[1;36m-1.5750402e+37\u001b[0m, \u001b[1;36m-3.5860981e+37\u001b[0m,\n", | |
| " \u001b[1;36m1.4943688e+38\u001b[0m, \u001b[1;36m-7.0713014e+37\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-6.3003142e+37\u001b[0m, \u001b[1;36m-3.0157329e+37\u001b[0m, \u001b[1;36m1.7182203e+38\u001b[0m, \u001b[1;36m-2.5886721e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.1337103e+38\u001b[0m, \u001b[1;36m1.7851399e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m \u001b[1;36m2.8615585e+37\u001b[0m, \u001b[1;36m8.4033420e+37\u001b[0m, \u001b[1;36m-2.5717201e+38\u001b[0m, \u001b[1;36m2.2218499e+38\u001b[0m,\n", | |
| " \u001b[1;36m-2.2774093e+38\u001b[0m, \u001b[1;36m-3.1689754e+38\u001b[0m\u001b[1m]\u001b[0m,\n", | |
| " \u001b[1m[\u001b[0m\u001b[1;36m-2.5073695e+38\u001b[0m, \u001b[1;36m2.8884386e+38\u001b[0m, \u001b[1;36m7.7067969e+37\u001b[0m, \u001b[1;36m-3.0905517e+37\u001b[0m,\n", | |
| " \u001b[1;36m3.1912197e+38\u001b[0m, \u001b[1;36m-4.7293081e+36\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m\u001b[1m]\u001b[0m, \u001b[33mdtype\u001b[0m=\u001b[35mfloat32\u001b[0m\u001b[1m)\u001b[0m\n" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "@given(xpst.arrays(\n", | |
| " dtype=xpst.scalar_dtypes(),\n", | |
| " shape=xpst.array_shapes(),\n", | |
| " unique=True)\n", | |
| ")\n", | |
| "def my_arrays(array):\n", | |
| " print(repr(array))\n", | |
| "\n", | |
| "my_arrays()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "b68deda3-ac9f-46f9-9e84-10db0141235a", | |
| "metadata": { | |
| "slideshow": { | |
| "slide_type": "slide" | |
| }, | |
| "tags": [] | |
| }, | |
| "source": [ | |
| "---\n", | |
| "\n", | |
| "**TODO** demo with method shown from Array API section" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3 (ipykernel)", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.9.6" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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