diff --git a/tools/demo.ipynb b/tools/demo.ipynb index d7c50ba..78d89a2 100644 --- a/tools/demo.ipynb +++ b/tools/demo.ipynb @@ -28,7 +28,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -150,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -177,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -185,8 +185,8 @@ "name": "stdout", "text": [ "Create on-axis PSF cube\n", - " 2021-03-15 10:52:27: e2e simulation starts, using 10 cores\n", - " 2021-03-15 10:52:33: finished, elapsed 5.702 seconds\n" + " 2021-03-15 10:54:53: e2e simulation starts, using 10 cores\n", + " 2021-03-15 10:54:58: finished, elapsed 5.182 seconds\n" ] } ], @@ -205,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -216,12 +216,12 @@ " mode=RAVC, band=L, pscale=5.47\n", " cube_duration=3600, ncube=10, ndet=403\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", - "Starting time: 2021-03-15 10:52:56\n", + "Starting time: 2021-03-15 10:54:59\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "ALGO : median_sub, FWHM = 3.143404937339865, # BRANCHES = 1, SIGMA = 5, STARPHOT = 100000000000.0\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Finished the throughput calculation\n", - "Running time: 0:00:04.801417\n", + "Running time: 0:00:04.705139\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } @@ -239,14 +239,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {