diff --git a/analyse_campaign2.ipynb b/analyse_campaign2.ipynb index e15fbeb59d68b30a1af77d30ba57c6a18fe21fd3..e6309a36e8859a7eca22e368d94a0479069d18e7 100644 --- a/analyse_campaign2.ipynb +++ b/analyse_campaign2.ipynb @@ -1405,7 +1405,9 @@ "metadata": {}, "source": [ "## Analysis \"fluid mass\"\n", - "First, for all the experiences with rigid behavior, make a `_jobs.csv` without the fluid mass for a window of 1 and 4 hours." + "First, for all the experiences with rigid behavior, make a `_jobs.csv` without the fluid mass for a window of 1 and 4 hours.\n", + "\n", + "Then compute and save the value of fluid and residual mass for each experiment." ] }, { @@ -1427,6 +1429,34 @@ " jobs_wo_fluid.to_csv(f\"{expe_dir}/_jobs_wo_fluid_w{window}.csv\")" ] }, + { + "cell_type": "code", + "execution_count": 180, + "id": "0fd8f2e0", + "metadata": {}, + "outputs": [], + "source": [ + "fluid_residual = {'XP': [], 'window': [], 'residual_mass': []}\n", + "\n", + "# Compute the residual mass from the previously created csv files\n", + "for xp in range(nb_exp):\n", + " expe_dir = f\"{OUT_DIR}/expe{xp}/replay_user_rigid_window1\"\n", + " for i in range(2):\n", + " js = JobSetMulticore.from_csv(f\"{expe_dir}/_jobs_wo_fluid_w{win[i]}.csv\")\n", + " \n", + " fluid_residual[\"XP\"].append(xp)\n", + " fluid_residual[\"window\"].append(win[i])\n", + " fluid_residual[\"residual_mass\"].append(\n", + " js.mean_utilisation(start_dr, end_dr[i]) * (end_dr_h[i] - start_dr_h))\n", + "\n", + "df = pd.DataFrame(fluid_residual)\n", + "load_in_dr = pd.read_csv(f\"{OUT_DIR}/load_in_dr.csv\")\n", + "df = df.join(load_in_dr.set_index([\"XP\", \"window\"]), on=[\"XP\", \"window\"], rsuffix=\"*\")\n", + "df['fluid_mass'] = df['mass_in_dr'] - df['residual_mass']\n", + "df['ratio_fl_res'] = df['fluid_mass'] / df['residual_mass']\n", + "df.to_csv(f\"{OUT_DIR}/fluid_residual.csv\")\n" + ] + }, { "cell_type": "markdown", "id": "63b0bf48", @@ -1502,10 +1532,67 @@ "# js_w4.plot()" ] }, + { + "cell_type": "code", + "execution_count": 199, + "id": "18760171", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1080x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "metrics_relative = pd.read_csv(f\"{OUT_DIR}/metrics_relative_campaign2.csv\")\n", + "fluid_residual = pd.read_csv(f\"{OUT_DIR}/fluid_residual.csv\")\n", + "# Compute the ratio explicative of the results:\n", + "fluid_residual['ratio_fl_mass'] = fluid_residual['fluid_mass'] / fluid_residual['mass_in_dr']\n", + "\n", + "jointure = metrics_relative.join(fluid_residual.set_index([\"XP\", \"window\"]), on=[\"XP\", \"window\"], rsuffix=\"*\")\n", + "j_w_1 = jointure[jointure.window==1]\n", + "j_w_4 = jointure[jointure.window==4]\n", + "\n", + "fig, ax = plt.subplots(1,1, figsize=[15,10])\n", + "# fig, ax = plt.subplots(2, 2, figsize=[15,10])\n", + "# Delay / renounce\n", + "j_w_1[j_w_1.behavior==\"dm_user_renonce\"].plot.scatter(marker='x', x=\"ratio_fl_mass\",\n", + " y=\"NRJ_in\", color='g', label=\"(window 1) renounce/delay\", ax=ax)#ax[i//2][i%2])\n", + "j_w_4[j_w_4.behavior==\"dm_user_renonce\"].plot.scatter(\n", + " x=\"ratio_fl_mass\", y=\"NRJ_in\", color='g', label=\"(window 4) renounce/delay\", ax=ax)#ax[i//2][i%2])\n", + "# Degrad\n", + "j_w_1[j_w_1.behavior==\"dm_user_degrad\"].plot.scatter(marker='x', x=\"ratio_fl_mass\",\n", + " y=\"NRJ_in\", color='y', label=\"(window 1) degrad\", ax=ax)\n", + "j_w_4[j_w_4.behavior==\"dm_user_degrad\"].plot.scatter(\n", + " x=\"ratio_fl_mass\", y=\"NRJ_in\", color='y', label=\"(window 4) degrad\", ax=ax)\n", + "# Reconfig\n", + "j_w_1[j_w_1.behavior==\"dm_user_reconfig\"].plot.scatter(marker='x', x=\"ratio_fl_mass\",\n", + " y=\"NRJ_in\", color='k', label=\"(window 1) reconfig\", ax=ax)\n", + "j_w_4[j_w_4.behavior==\"dm_user_reconfig\"].plot.scatter(\n", + " x=\"ratio_fl_mass\", y=\"NRJ_in\", color='k', label=\"(window 4) reconfig\", ax=ax)\n", + "\n", + "# Droites de pente -1 et -1/2\n", + "x = np.linspace(0, 0.70, 100)\n", + "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.set_xlim(-.01, .65)\n", + "plt.legend()\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "0fd8f2e0", + "id": "6993a15c", "metadata": {}, "outputs": [], "source": []