From 3cec3868a3b4cff81fdf910da17833196b0e3c8e Mon Sep 17 00:00:00 2001 From: Kees van Kempen Date: Mon, 14 Nov 2022 22:20:05 +0100 Subject: [PATCH] 08: Use predefined variables lol --- Exercise sheet 8/exercise_sheet_08.ipynb | 29 ++++++++++------------- Exercise sheet 8/qgdimension.hdf5 | Bin 23344 -> 23344 bytes 2 files changed, 13 insertions(+), 16 deletions(-) diff --git a/Exercise sheet 8/exercise_sheet_08.ipynb b/Exercise sheet 8/exercise_sheet_08.ipynb index 897fae4..536de75 100644 --- a/Exercise sheet 8/exercise_sheet_08.ipynb +++ b/Exercise sheet 8/exercise_sheet_08.ipynb @@ -501,7 +501,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 119, "id": "ee683060", "metadata": { "deletable": false, @@ -528,30 +528,28 @@ "import h5py\n", "\n", "max_distance = 30\n", - "samples = 100\n", - "N_space = 2**np.arange(7, 13)\n", "\n", "with h5py.File(\"qgdimension.hdf5\", \"a\") as f:\n", - " if not \"N-values\" in f:\n", - " f.create_dataset(\"N-values\",data=N_space)\n", + " if not \"num-vertices\" in f:\n", + " f.create_dataset(\"num-vertices\",data=num_vertices)\n", " \n", " for model in models:\n", " models_key = f\"expectation-graph-distance-{model}\"\n", " if not models_key in f:\n", - " graph_distance_expectations = np.zeros((len(N_space), samples))\n", - " for idx_N, N in enumerate(N_space):\n", + " graph_distance_expectations = np.zeros((len(num_vertices), measurements))\n", + " for idx_N, N in enumerate(num_vertices):\n", " V = (N + 4)/2\n", - " for idx_sample in range(samples):\n", + " for idx_measurement in range(measurements):\n", " adj = generate_random_triangulation(N, model)\n", " expectation = 1/V * vertex_distance_profile(adj,max_distance)@np.arange(max_distance)\n", - " graph_distance_expectations[idx_N][idx_sample] = expectation\n", + " graph_distance_expectations[idx_N][idx_measurement] = expectation\n", "\n", " f.create_dataset(models_key,data=graph_distance_expectations)" ] }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 120, "id": "351f7a01", "metadata": { "deletable": false, @@ -570,7 +568,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -595,8 +593,7 @@ "d_H_list = {}\n", "\n", "with h5py.File(\"qgdimension.hdf5\", \"r\") as f:\n", - " N_space = np.array(f[\"N-values\"])\n", - " V_space = (N_space + 4)/2\n", + " num_vertices = np.array(f[\"num-vertices\"])\n", " expectations = {model: np.array(f[f\"expectation-graph-distance-{model}\"]) for model in models}\n", " \n", " fig, axs = plt.subplots(2, 2, figsize=(12, 8))\n", @@ -611,13 +608,13 @@ " fitfunc = lambda V, c, d_H: c*V**(1/d_H)\n", " popt, pcov = curve_fit(fitfunc, V_space, mu, sigma=sigma)\n", " d_H_list[model] = popt[1]\n", - " V_space_fit = np.linspace(np.min(V_space)/2, np.max(V_space)*2, 1000)\n", + " num_vertices_fit = np.linspace(np.min(num_vertices)/2, np.max(num_vertices)*2, 1000)\n", "\n", " ax = axs[idx_model]\n", " ax.set_title(f\"{model_names[model]} ({model})\")\n", - " ax.errorbar(V_space, mu, sigma, label=\"Monte Carlo\",\n", + " ax.errorbar(num_vertices, mu, sigma, label=\"Monte Carlo\",\n", " fmt='.', markersize=10, capsize=4)\n", - " ax.plot(V_space_fit, fitfunc(V_space_fit, *popt),\n", + " ax.plot(num_vertices_fit, fitfunc(num_vertices_fit, *popt),\n", " label=r\"fit: $c = {:.2f}$, $d_H = {:.2f}$\".format(*popt))\n", " ax.set_xlabel(r\"$V$\")\n", " ax.set_ylabel(r\"$\\mathbb{E}[d_T(X,Y)]$\")\n", diff --git a/Exercise sheet 8/qgdimension.hdf5 b/Exercise sheet 8/qgdimension.hdf5 index 92aa6dce9363bdc1651050fbf24d4102687eae5d..2105ed935a235cc15379f1db9be8ce585009fbc3 100644 GIT binary patch literal 23344 zcmeI43AD~t+yBoz-}5}2``q_A<|0Hz>U-29{bbKZQ_?xN4gYq{Rt{E%*rQ_XQnhW;TvP5qaa7B=TSru~1s zuWg&AP1ER3X1ZymsQEwNr?Z-tHX{3fzV9+~d8#D*zqwt0 zPb5v=|C`(XWvBmZT~*^)(sfy+$?$ra2>M{O%<>P-V@7&M0*5D($>tk||KDx*0W8N%%%vy*_Egq)tEHqb#O8E$O`#sR@_iXgx zuN*X7avyzXV89n^@BCuz*>dNhh4g){{Ho$Tjf?lB+xw2vQ-N+C%zIpY<=gxD@rG#_ z+B$bw>)dQSu>9ox%TH!t-vyiKI|Cg@Z|g96n-BWFJgBq#F315l-`D}^NA>DFl&9lP z%Y($h-BP^NIDH4e&EJ2%T#v&8HJU)TbZ}S{mwqk>+--*;!6XkCy;C6NCS5}EX}@_c;Dl%EIS@G>id`H+57c<9^0Qhr{i})|GkuJpOtC@}GQz+rC7HRmht 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