From 3cfd7079655dfc70b2e9c086a2839f0d42ddb92f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ma=C3=ABl=20Madon?= <mael.madon@irit.fr> Date: Fri, 11 Feb 2022 16:59:41 +0100 Subject: [PATCH] last edit --- analyse_campaign2.ipynb | 47 ++++++++++++++++++++++++++++++++++++++--- 1 file changed, 44 insertions(+), 3 deletions(-) diff --git a/analyse_campaign2.ipynb b/analyse_campaign2.ipynb index e6309a3..236eb08 100644 --- a/analyse_campaign2.ipynb +++ b/analyse_campaign2.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 3, "id": "yellow-parking", "metadata": {}, "outputs": [], @@ -1534,13 +1534,53 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 7, + "id": "99bad491", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 576x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Another one:\n", + "expe_dir = f\"{OUT_DIR}/expe18/replay_user_rigid_window1\"\n", + "js = JobSetMulticore.from_csv(f\"{expe_dir}/_jobs.csv\")\n", + "js_wo_fluid = JobSetMulticore.from_csv(f\"{expe_dir}/_jobs_wo_fluid_w4.csv\")\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=[8,5])\n", + "fig.suptitle(f\"Expe 18\")\n", + "zoom_a, zoom_b = start_dr - 2*3600, start_dr + (4 + 4) * 3600\n", + "\n", + "vleg.plot_load(js.utilisation, js.MaxProcs, time_scale=False, ax=ax)\n", + "vleg.plot_load(js_wo_fluid.utilisation, js.MaxProcs, time_scale=False, ax=ax)\n", + "ax.xaxis.set_ticks(np.arange(zoom_a, zoom_b, 3600))\n", + "ax.xaxis.set_ticklabels(np.arange(14, 16 + 4 + 4, 1))\n", + "ax.set_xlim(zoom_a, zoom_b)\n", + "ax.axvline(x=start_dr, color='green')\n", + "ax.axvline(x=start_dr + 4*3600, color='green')\n", + "plt.savefig(f\"{OUT_DIR}/fluid_residual_explain.svg\", dpi=1000)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, "id": "18760171", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 1080x720 with 1 Axes>" ] @@ -1584,6 +1624,7 @@ "ax.plot(x, -100 * x, '-.r', label='y = -100x')\n", "ax.plot(x, -50 * x, '-.m', label='y = -50x')\n", "ax.set_ylim(-55, 5)\n", + "ax.yaxis.set_major_formatter(\"{x:.0f}%\")\n", "ax.set_xlim(-.01, .65)\n", "plt.legend()\n", "plt.show()" -- GitLab