diff --git "a/plots_display_all.ipynb" "b/plots_display_all.ipynb"
--- "a/plots_display_all.ipynb"
+++ "b/plots_display_all.ipynb"
@@ -8,7 +8,7 @@
"outputs": [
{
"data": {
- "application/mercury+json": "{\n \"widget\": \"App\",\n \"title\": \"Performance Benchmarks\",\n \"description\": \"Collated Performance Benchmarks\",\n \"show_code\": false,\n \"show_prompt\": false,\n \"output\": \"app\",\n \"schedule\": \"\",\n \"notify\": \"{}\",\n \"continuous_update\": true,\n \"static_notebook\": false,\n \"show_sidebar\": true,\n \"full_screen\": true,\n \"allow_download\": true,\n \"model_id\": \"mercury-app\",\n \"code_uid\": \"App.0.40.24.2-rand635f0e3b\"\n}",
+ "application/mercury+json": "{\n \"widget\": \"App\",\n \"title\": \"Performance Benchmarks\",\n \"description\": \"Collated Performance Benchmarks\",\n \"show_code\": false,\n \"show_prompt\": false,\n \"output\": \"app\",\n \"schedule\": \"\",\n \"notify\": \"{}\",\n \"continuous_update\": true,\n \"static_notebook\": false,\n \"show_sidebar\": true,\n \"full_screen\": true,\n \"allow_download\": true,\n \"model_id\": \"mercury-app\",\n \"code_uid\": \"App.0.40.24.2-rand1f48ec37\"\n}",
"text/html": [
"
Mercury Application
This output won't appear in the web app."
],
@@ -33,9 +33,9 @@
"outputs": [
{
"data": {
- "application/mercury+json": "{\n \"widget\": \"Checkbox\",\n \"value\": false,\n \"label\": \"Compare all\",\n \"model_id\": \"4015647f51a3404d9e5a557093f8e878\",\n \"code_uid\": \"Checkbox.0.40.11.1-rand95cef4f3\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
+ "application/mercury+json": "{\n \"widget\": \"Checkbox\",\n \"value\": false,\n \"label\": \"Compare all\",\n \"model_id\": \"2073b2d0f53c4be78e4c863f62e80b56\",\n \"code_uid\": \"Checkbox.0.40.11.1-rand5d2df859\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
"application/vnd.jupyter.widget-view+json": {
- "model_id": "4015647f51a3404d9e5a557093f8e878",
+ "model_id": "2073b2d0f53c4be78e4c863f62e80b56",
"version_major": 2,
"version_minor": 0
},
@@ -48,9 +48,9 @@
},
{
"data": {
- "application/mercury+json": "{\n \"widget\": \"Checkbox\",\n \"value\": false,\n \"label\": \"Compare 1 vs 1\",\n \"model_id\": \"a29e6efcd70540ef842670f0331f861d\",\n \"code_uid\": \"Checkbox.0.40.11.2-randcbbfcdaf\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
+ "application/mercury+json": "{\n \"widget\": \"Checkbox\",\n \"value\": false,\n \"label\": \"Compare 1 vs 1\",\n \"model_id\": \"eefa42462b9546a78db57d8309ac8ea8\",\n \"code_uid\": \"Checkbox.0.40.11.2-rand2b41d5cc\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
"application/vnd.jupyter.widget-view+json": {
- "model_id": "a29e6efcd70540ef842670f0331f861d",
+ "model_id": "eefa42462b9546a78db57d8309ac8ea8",
"version_major": 2,
"version_minor": 0
},
@@ -63,9 +63,9 @@
},
{
"data": {
- "application/mercury+json": "{\n \"widget\": \"Checkbox\",\n \"value\": false,\n \"label\": \"Compare between tasks\",\n \"model_id\": \"fca683739a76471393089e95a3264d1a\",\n \"code_uid\": \"Checkbox.0.40.11.3-randdb327ffc\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
+ "application/mercury+json": "{\n \"widget\": \"Checkbox\",\n \"value\": false,\n \"label\": \"Compare between tasks\",\n \"model_id\": \"eb82bc25d2374bfd9144f0f4488e3a8b\",\n \"code_uid\": \"Checkbox.0.40.11.3-randc061c203\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
"application/vnd.jupyter.widget-view+json": {
- "model_id": "fca683739a76471393089e95a3264d1a",
+ "model_id": "eb82bc25d2374bfd9144f0f4488e3a8b",
"version_major": 2,
"version_minor": 0
},
@@ -78,9 +78,9 @@
},
{
"data": {
- "application/mercury+json": "{\n \"widget\": \"Checkbox\",\n \"value\": false,\n \"label\": \"Multi-GPU\",\n \"model_id\": \"9283d7c195db44a095fa9d6155c4ce4d\",\n \"code_uid\": \"Checkbox.0.40.11.4-randb73e06d1\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
+ "application/mercury+json": "{\n \"widget\": \"Checkbox\",\n \"value\": false,\n \"label\": \"Multi-GPU\",\n \"model_id\": \"d1fe855e04f742b78eda6f1ed98fb418\",\n \"code_uid\": \"Checkbox.0.40.11.4-rand17d5047e\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
"application/vnd.jupyter.widget-view+json": {
- "model_id": "9283d7c195db44a095fa9d6155c4ce4d",
+ "model_id": "d1fe855e04f742b78eda6f1ed98fb418",
"version_major": 2,
"version_minor": 0
},
@@ -101,20 +101,17 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 3,
"id": "2ce780ab",
"metadata": {},
"outputs": [
{
"data": {
- "application/mercury+json": "{\n \"widget\": \"Select\",\n \"value\": \"Heisenberg dynamics\",\n \"choices\": [\n \"Heisenberg dynamics\",\n \"Random Quantum Circuit\",\n \"Quantum Fourier Transform\"\n ],\n \"label\": \"Select Task: \",\n \"model_id\": \"6c7286b447b54fc8ba7a77c314de7603\",\n \"code_uid\": \"Select.0.40.16.17-rand96ceb4f7\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "6c7286b447b54fc8ba7a77c314de7603",
- "version_major": 2,
- "version_minor": 0
- },
+ "text/markdown": [
+ "### Performance Benchmarks of quantum simulators"
+ ],
"text/plain": [
- "mercury.Select"
+ ""
]
},
"metadata": {},
@@ -122,14 +119,11 @@
},
{
"data": {
- "application/mercury+json": "{\n \"widget\": \"Select\",\n \"value\": \"Singlethread\",\n \"choices\": [\n \"Singlethread\",\n \"Multithread\",\n \"GPU\"\n ],\n \"label\": \"Select Compute Capability: \",\n \"model_id\": \"ad6b997778ff4f3bb36b79f4052dcae3\",\n \"code_uid\": \"Select.0.40.16.19-rand5640b57a\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "ad6b997778ff4f3bb36b79f4052dcae3",
- "version_major": 2,
- "version_minor": 0
- },
+ "text/markdown": [
+ "Options on the left include (please select only one):"
+ ],
"text/plain": [
- "mercury.Select"
+ ""
]
},
"metadata": {},
@@ -137,14 +131,11 @@
},
{
"data": {
- "application/mercury+json": "{\n \"widget\": \"Select\",\n \"value\": \"Single\",\n \"choices\": [\n \"Single\",\n \"Double\"\n ],\n \"label\": \"Select Precision : \",\n \"model_id\": \"ee0ececfba944fac8f3c9b9c1fbbb890\",\n \"code_uid\": \"Select.0.40.16.21-rand091e7cb5\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "ee0ececfba944fac8f3c9b9c1fbbb890",
- "version_major": 2,
- "version_minor": 0
- },
+ "text/markdown": [
+ "- Compare all: Compare the TtS of all packages and also the performance relative to a given package"
+ ],
"text/plain": [
- "mercury.Select"
+ ""
]
},
"metadata": {},
@@ -152,14 +143,11 @@
},
{
"data": {
- "application/mercury+json": "{\n \"widget\": \"Select\",\n \"value\": \"qsimcirq\",\n \"choices\": [\n \"qiskit\",\n \"cirq\",\n \"qsimcirq\",\n \"pennylane\",\n \"pennylane_l\",\n \"qibo\",\n \"qibojit\",\n \"yao\",\n \"quest\",\n \"qulacs\",\n \"intel_qs_cpp\",\n \"projectq\",\n \"svsim\",\n \"hybridq\",\n \"hiq\",\n \"qcgpu\",\n \"qrack_sch\",\n \"cuquantum_qiskit\",\n \"cuquantum_qsimcirq\"\n ],\n \"label\": \"Select Package to compare: \",\n \"model_id\": \"3a06159b1e174a4b93c785ac27b96482\",\n \"code_uid\": \"Select.0.40.16.23-rand9abc017c\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "3a06159b1e174a4b93c785ac27b96482",
- "version_major": 2,
- "version_minor": 0
- },
+ "text/markdown": [
+ "- Compare 1 vs 1: Compare the performance by selecting two different set of parameters"
+ ],
"text/plain": [
- "mercury.Select"
+ ""
]
},
"metadata": {},
@@ -167,73 +155,48 @@
},
{
"data": {
- "application/mercury+json": "{\n \"widget\": \"Slider\",\n \"value\": 36,\n \"min\": 6,\n \"max\": 36,\n \"step\": 2,\n \"label\": \"Select System size: \",\n \"model_id\": \"b6280cf0adb6465fba903cd43cd050e7\",\n \"code_uid\": \"Slider.0.40.26.26-randa7850ba1\",\n \"url_key\": \"\",\n \"disabled\": false,\n \"hidden\": false\n}",
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "b6280cf0adb6465fba903cd43cd050e7",
- "version_major": 2,
- "version_minor": 0
- },
+ "text/markdown": [
+ "- Compare between tasks: Compare the performance between two tasks with respect to ratio of gates applied"
+ ],
"text/plain": [
- "mercury.Slider"
+ ""
]
},
"metadata": {},
"output_type": "display_data"
},
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Performance benchmarks of task: Heisenberg dynamics, with compute capability: Singlethread, precision: Single\n"
- ]
- },
{
"data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " -------------------------------------------------------- \n",
- " Comparison to the selected package \n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
+ "text/markdown": [
+ "- Multi-GPU: Compare the performance between different parameters as a function of the number of GPUs"
+ ],
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
"source": [
- "import os\n",
- "ps_path = os.getcwd() + '/plot_scripts'\n",
+ "flag_arr = [all_flag.value, ovo_flag.value, com_task_flag.value, mgpu_flag.value]\n",
"\n",
- "if [all_flag.value, ovo_flag.value, com_task_flag.value, mgpu_flag.value].count(True) > 1:\n",
- " print(\"Select only one option!\")\n",
+ "if flag_arr.count(True) == 0 or flag_arr.count(True) > 1:\n",
+ " mr.Md(\"### Performance Benchmarks of quantum simulators\")\n",
+ " mr.Md(\"Options on the left include (please select only one):\")\n",
+ " mr.Md(\"- Compare all: Compare the TtS of all packages and also the performance relative to a given package\")\n",
+ " mr.Md(\"- Compare 1 vs 1: Compare the performance by selecting two different set of parameters\")\n",
+ " mr.Md(\"- Compare between tasks: Compare the performance between two tasks with respect to ratio of gates applied\")\n",
+ " mr.Md(\"- Multi-GPU: Compare the performance between different parameters as a function of the number of GPUs\")\n",
"\n",
"elif all_flag.value == True:\n",
+ " \n",
" import numpy as np\n",
" import h5py\n",
" import os\n",
"\n",
" import sys\n",
- " sys.path.append(ps_path)\n",
+ " sys.path.append('/plot_scripts/')\n",
" from map_packages_colors_all import *\n",
" from plot_scripts_all import *\n",
" from plot_display_all import *\n",
@@ -252,19 +215,22 @@
" # N_slider = mr.Slider(value=N_slider.value, min=12, max=36, label=\"Select System size: \", step=2)\n",
" N_slider = mr.Slider(value=36, min=6, max=36, label=\"Select System size: \", step=2)\n",
" if task.value == \"Random Quantum Circuit\" and N_slider.value < 12:\n",
- " print(\"Please select a different final N value\")\n",
+ " # print(\"Please select a different final N value\")\n",
+ " mr.Md(\"### Please select a different final N value\")\n",
" else:\n",
- " print('Performance benchmarks of task: {}, with compute capability: {}, precision: {}'.format(task.value, com_cap.value, prec.value))\n",
+ " # print('Performance benchmarks of task: {}, with compute capability: {}, precision: {}'.format(task.value, com_cap.value, prec.value))\n",
+ " mr.Md(f\"Performance benchmarks of task: {task.value}, with compute capability: {com_cap.value}, precision: {prec.value}\")\n",
" \n",
" abs_time(task.value, com_cap.value, prec.value, com_pack.value, N_slider.value+2)\n",
" \n",
"elif ovo_flag.value == True:\n",
+ " \n",
" import numpy as np\n",
" import h5py\n",
" import os\n",
"\n",
" import sys\n",
- " sys.path.append(ps_path)\n",
+ " sys.path.append('/plot_scripts/')\n",
" from map_packages_colors_1v1 import *\n",
" from plot_scripts_1v1 import *\n",
" from plot_display_1v1 import *\n",
@@ -294,20 +260,22 @@
"\n",
" N_slider = mr.Slider(value=36, min=6, max=36, label=\"Select System size: \", step=2)\n",
" if (task.value == \"Random Quantum Circuit\" or task_2.value == \"Random Quantum Circuit\") and N_slider.value < 12:\n",
- " print(\"Please select a different final N value\")\n",
+ " # print(\"Please select a different final N value\")\n",
+ " mr.Md(\"### Please select a different final N value\")\n",
" else:\n",
- " print(\"Absolute Time\")\n",
+ " # print(\"Absolute Time\")\n",
" abs_time(task.value, pack.value, com_cap.value, prec.value, task_2.value, pack_2.value, com_cap_2.value, prec_2.value, N_slider.value+2)\n",
- " print(\"Relative Time\")\n",
+ " # print(\"Relative Time\")\n",
" relative_time_wrt_pack(task.value, pack.value, com_cap.value, prec.value, task_2.value, pack_2.value, com_cap_2.value, prec_2.value, N_slider.value+2)\n",
" \n",
"elif com_task_flag.value == True:\n",
+ " \n",
" import numpy as np\n",
" import h5py\n",
" import os\n",
"\n",
" import sys\n",
- " sys.path.append(ps_path)\n",
+ " sys.path.append('/plot_scripts/')\n",
" from map_packages_colors_all import *\n",
" from plot_scripts_all import *\n",
" from plot_display_com_pack import *\n",
@@ -334,26 +302,35 @@
" \n",
" N_slider = mr.Slider(value=36, min=6, max=36, label=\"Select System size: \", step=2)\n",
" if task_2.value == \"Random Quantum Circuit\" and N_slider.value < 12:\n",
- " print(\"Please select a different final N value\")\n",
- " else:\n",
+ " mr.Md(\"### Please select a different final N value\")\n",
+ " else: \n",
" abs_time_pack(task_1.value, task_2.value, com_cap.value, prec.value, N_slider.value+2)\n",
" \n",
"elif mgpu_flag.value == True:\n",
+ " \n",
" import numpy as np\n",
" import h5py\n",
" import os\n",
"\n",
" import sys\n",
- " sys.path.append(ps_path)\n",
+ " sys.path.append('/plot_scripts/')\n",
" from map_packages_colors_mgpu import *\n",
" from plot_scripts_mgpu import *\n",
" from plot_display_mgpu import *\n",
" \n",
+ " mr.Md(\"### Performance Benchmarks of quantum simulators using multiple GPUs\")\n",
+ " mr.Md(\"Options on the left include (please select only one):\")\n",
+ " mr.Md(\"- Compare all: Compare the TtS of all packages and also the performance relative to a given package\")\n",
+ " mr.Md(\"- Scaling with N GPUs: Compare the TtS with respect to different number of GPUs and also the relative performace with respect to a given number of GPUs\")\n",
+ " \n",
" gpu_all_flag = mr.Checkbox(value=False, label=\"Compare all\")\n",
- " ngpu_flag = mr.Checkbox(value=False, label=\"Scaling with N GPU's\")\n",
+ " ngpu_flag = mr.Checkbox(value=False, label=\"Scaling with N GPUs\")\n",
"\n",
" if gpu_all_flag.value == True and ngpu_flag.value == True:\n",
- " print(\"Select only one option!\")\n",
+ " mr.Md(\"### Performance Benchmarks of quantum simulators using multiple GPUs\")\n",
+ " mr.Md(\"Options on the left include (please select only one):\")\n",
+ " mr.Md(\"- Compare all: Compare the TtS of all packages and also the performance relative to a given package\")\n",
+ " mr.Md(\"- Scaling with N GPUs: Compare the TtS with respect to different number of GPUs and also the relative performace with respect to a given number of GPUs\")\n",
" \n",
" elif gpu_all_flag.value == True:\n",
" \n",