diff --git a/dev_tools/notebooks/isolated_notebook_test.py b/dev_tools/notebooks/isolated_notebook_test.py
index c906894e9f3..06dc9fd8b60 100644
--- a/dev_tools/notebooks/isolated_notebook_test.py
+++ b/dev_tools/notebooks/isolated_notebook_test.py
@@ -43,7 +43,7 @@
# get_qcs_objects_for_notebook
'docs/tutorials/google/calibration_api.ipynb',
'docs/tutorials/google/colab.ipynb',
- 'docs/tutorials/google/compare_to_calibration.ipynb',
+ 'docs/tutorials/google/identifying_hardware_changes.ipynb',
'docs/tutorials/google/echoes.ipynb',
'docs/tutorials/google/floquet_calibration_example.ipynb',
'docs/tutorials/google/reservations.ipynb',
diff --git a/docs/_book.yaml b/docs/_book.yaml
index 9e2686e24a4..64390c03c4b 100644
--- a/docs/_book.yaml
+++ b/docs/_book.yaml
@@ -198,8 +198,8 @@ upper_tabs:
path: /cirq/tutorials/google/start
- title: "Visualizing calibration metrics"
path: /cirq/tutorials/google/visualizing_calibration_metrics
- - title: "Compare to latest calibration"
- path: /cirq/tutorials/google/compare_to_calibration
+ - title: "Identifying Hardware Changes"
+ path: /cirq/tutorials/google/identifying_hardware_changes
- title: "Qubit picking with Loschmidt echoes"
path: /cirq/tutorials/google/echoes
- title: "Circuit optimization, gate alignment, & spin echoes"
diff --git a/docs/google/calibration_faq.md b/docs/google/calibration_faq.md
index d10b7bca41f..50aa52a4e55 100644
--- a/docs/google/calibration_faq.md
+++ b/docs/google/calibration_faq.md
@@ -275,7 +275,7 @@ In order to ensure an apt comparison, it is important to keep the following poin
- Use parallel readout heatmap to avoid any obviously broken qubits.
- Use two-qubit error heatmaps to choose various patches of qubits with good two-qubit gate performance.
- Use a mini-benchmark circuit to sanity check both qubit choice and basic circuit design.
- - If in doubt, [use parallel XEB to check for issues like drift / TLS](../tutorials/google/compare_to_calibration.ipynb).
+ - If in doubt, [use parallel XEB to check for issues like drift / TLS](../tutorials/google/identifying_hardware_changes.ipynb).
* Start small with a low number of qubits (e.g. 2 qubits, with 5-10 layers of 2 qubit gates), and increase the number of qubits
and gate depth.
diff --git a/docs/tutorials/google/compare_to_calibration.ipynb b/docs/tutorials/google/compare_to_calibration.ipynb
deleted file mode 100644
index 1a514046eda..00000000000
--- a/docs/tutorials/google/compare_to_calibration.ipynb
+++ /dev/null
@@ -1,447 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "zbQstV7P2jS4"
- },
- "outputs": [],
- "source": [
- "##### Copyright 2021 The Cirq Developers"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "cellView": "form",
- "id": "u5UoAtP32lRo"
- },
- "outputs": [],
- "source": [
- "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
- "# you may not use this file except in compliance with the License.\n",
- "# You may obtain a copy of the License at\n",
- "#\n",
- "# https://www.apache.org/licenses/LICENSE-2.0\n",
- "#\n",
- "# Unless required by applicable law or agreed to in writing, software\n",
- "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
- "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
- "# See the License for the specific language governing permissions and\n",
- "# limitations under the License."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "jEkRsYCe55Hu"
- },
- "source": [
- "# Comparing current processor performance to the latest calibration data"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "rLJYmgQ32rDo"
- },
- "source": [
- "
"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "2KEoj85SkMQ0"
- },
- "source": [
- "[Calibration](./visualizing_calibration_metrics.ipynb) runs at periodic intervals, but processor performances changes over time. How does the current state of a processor compare to the latest calibration data? This tutorial shows how to run [parallel XEB](../../qcvv/parallel_xeb.ipynb) and compare current two-qubit gate errors to the most recent calibration report."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "Wo8Uti2WlWHF"
- },
- "source": [
- "**Disclaimer**: The data shown in this tutorial is exemplary and not representative of the QCS in production."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "scdu6m_klCk_"
- },
- "source": [
- "## Setup"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "aWqQUXKX3ssB"
- },
- "source": [
- "First, we install Cirq and import the packages we will use.\n",
- "\n",
- "Note: this notebook relies on unreleased Cirq features. If you want to try these features, make sure you install cirq via `pip install cirq --pre`."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "zFBghsX8lClC"
- },
- "outputs": [],
- "source": [
- "try:\n",
- " import cirq\n",
- "except ImportError:\n",
- " !pip install --quiet cirq --pre"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "AW8OeKgJlClE"
- },
- "outputs": [],
- "source": [
- "import matplotlib.pyplot as plt\n",
- "import networkx as nx\n",
- "import numpy as np\n",
- "\n",
- "import cirq\n",
- "import cirq_google as cg"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "kFghnYO3lClG"
- },
- "source": [
- "Next, we authorize to use the Quantum Computing Service."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "cellView": "form",
- "id": "jTWyiRh6lClI"
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Getting OAuth2 credentials.\n",
- "Press enter after entering the verification code.\n",
- "Authentication complete.\n",
- "Successful authentication to Google Cloud.\n"
- ]
- }
- ],
- "source": [
- "# The Google Cloud Project id to use.\n",
- "project_id = '' #@param {type:\"string\"}\n",
- "processor_id = \"\" #@param {type:\"string\"}\n",
- "\n",
- "from cirq_google.engine.qcs_notebook import get_qcs_objects_for_notebook\n",
- "device_sampler = get_qcs_objects_for_notebook(project_id, processor_id)\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "Duqr4IH833RA"
- },
- "source": [
- "Now, we select a processor and visualize a two-qubit gate calibration metric. See the [Visualizing calibration metrics tutorial](./visualizing_calibration_metrics) for more background."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "cellView": "form",
- "id": "W3HsXsPJ-U-E"
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light",
- "tags": []
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "processor_id = \"\" #@param {type:\"string\"}\n",
- "calibration = cg.get_engine_calibration(processor_id=processor_id)\n",
- "metric = \"two_qubit_sqrt_iswap_gate_xeb_pauli_error_per_cycle\"\n",
- "\n",
- "calibration.heatmap(metric).plot();"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "T5wb9pk-ekjX"
- },
- "source": [
- "## Parallel XEB"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "xMZwXBWF45tV"
- },
- "source": [
- "After viewing the latest calibration data, we now run [parallel XEB](../../qcvv/parallel_xeb.ipynb) on a set of qubits on the processor. Note that you can select a subset of qubits on the device which will shorten the runtime of the experiment."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "7gFE2qbtAAKi"
- },
- "outputs": [],
- "source": [
- "\"\"\"Select qubits to run parallel XEB on.\"\"\"\n",
- "qubits = cg.get_engine_device(processor_id).qubit_set()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "piG_woAwGoMf"
- },
- "outputs": [],
- "source": [
- "\"\"\"Setup for parallel XEB experiment.\"\"\"\n",
- "from cirq.experiments import random_quantum_circuit_generation as rqcg\n",
- "import cirq.contrib.routing as ccr\n",
- "\n",
- "# Generate library of XEB circuits.\n",
- "circuit_library = rqcg.generate_library_of_2q_circuits(\n",
- " n_library_circuits=20, \n",
- " two_qubit_gate=cirq.SQRT_ISWAP,\n",
- " random_state=52,\n",
- ")\n",
- "combs_by_layer = rqcg.get_random_combinations_for_device(\n",
- " n_library_circuits=len(circuit_library),\n",
- " n_combinations=10,\n",
- " device_graph=ccr.gridqubits_to_graph_device(sorted(qubits)),\n",
- " random_state=53,\n",
- ")\n",
- "cycle_depths = np.arange(3, 100, 20)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "H5IGu4SlTvvr"
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "100%|██████████| 207/207 [22:55<00:00, 6.65s/it]\n"
- ]
- }
- ],
- "source": [
- "\"\"\"Collect all data by executing circuits.\"\"\"\n",
- "from cirq.experiments.xeb_sampling import sample_2q_xeb_circuits\n",
- "from cirq.experiments.xeb_fitting import benchmark_2q_xeb_fidelities, fit_exponential_decays\n",
- "\n",
- "sampler = cg.get_engine_sampler(\n",
- " project_id=project_id,\n",
- " processor_id=processor_id,\n",
- " gate_set_name=\"sqrt_iswap\",\n",
- ")\n",
- "\n",
- "# Run XEB circuits on the processor.\n",
- "sampled_df = sample_2q_xeb_circuits(\n",
- " sampler=sampler,\n",
- " circuits=circuit_library,\n",
- " cycle_depths=cycle_depths,\n",
- " combinations_by_layer=combs_by_layer,\n",
- " shuffle=np.random.RandomState(52),\n",
- ")\n",
- "\n",
- "# Run XEB circuits on a simulator and fit exponential decays.\n",
- "fids = benchmark_2q_xeb_fidelities(\n",
- " sampled_df=sampled_df,\n",
- " circuits=circuit_library,\n",
- " cycle_depths=cycle_depths,\n",
- ")\n",
- "fidelities = fit_exponential_decays(fids)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "9sY5bMW9f-Oo"
- },
- "source": [
- "We can visualize these results on a `cirq.TwoQubitInteractionHeatmap` as follows."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "9pDYs3dmjRbZ"
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light",
- "tags": []
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "\"\"\"Grab (pair, sqrt_iswap_pauli_error_per_cycle) data for all qubit pairs.\"\"\"\n",
- "pxeb_results = {\n",
- " pair: (1.0 - fidelity) / (4 / 3)\n",
- " for (_, _, pair), fidelity in fidelities.layer_fid.items()\n",
- "}\n",
- "\n",
- "cirq.TwoQubitInteractionHeatmap(pxeb_results).plot(\n",
- " title=metric.replace(\"_\", \" \").title()\n",
- ");"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "FRVUpTFn5Ma8"
- },
- "source": [
- "Note: The parallel XEB errors are scaled in the previous cell. See the [XEB theory tutorial](https://quantumai.google/cirq/qcvv/xeb_theory#fidelities) for an explanation why."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "PLD7uYvSjLsy"
- },
- "source": [
- "## Side by side comparison"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "9VWnB46K1hxO"
- },
- "source": [
- "To make it easy to compare, we plot both heatmaps side by side on the same color scale."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "Ui4tJHZ6BqYV"
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light",
- "tags": []
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "from matplotlib.colors import LogNorm\n",
- "\n",
- "# Plot options.\n",
- "vmin = 5e-3\n",
- "vmax = 2e-2\n",
- "options = {\"norm\": LogNorm()}\n",
- "format = \"0.3f\"\n",
- "\n",
- "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(15, 7))\n",
- "fig.suptitle(metric.replace(\"_\", \" \").title())\n",
- "\n",
- "calibration.heatmap(metric).plot(\n",
- " ax=axes[0], title=\"Calibration\", vmin=vmin, vmax=vmax, \n",
- " collection_options=options, annotation_format=format,\n",
- ")\n",
- "cirq.TwoQubitInteractionHeatmap(pxeb_results).plot(\n",
- " ax=axes[1], title=\"Current\", vmin=vmin, vmax=vmax, \n",
- " collection_options=options, annotation_format=format,\n",
- ");"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "ufyEo2qS1ooI"
- },
- "source": [
- "We can now inspect these heatmaps to directly compare current processor performance to the latest calibration data."
- ]
- }
- ],
- "metadata": {
- "colab": {
- "collapsed_sections": [],
- "name": "compare_to_calibration.ipynb",
- "toc_visible": true
- },
- "kernelspec": {
- "display_name": "Python 3",
- "name": "python3"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/docs/tutorials/google/identifying_hardware_changes.ipynb b/docs/tutorials/google/identifying_hardware_changes.ipynb
new file mode 100644
index 00000000000..a277a0c0d17
--- /dev/null
+++ b/docs/tutorials/google/identifying_hardware_changes.ipynb
@@ -0,0 +1,743 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "zbQstV7P2jS4"
+ },
+ "outputs": [],
+ "source": [
+ "##### Copyright 2021 The Cirq Developers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "cellView": "form",
+ "id": "u5UoAtP32lRo"
+ },
+ "outputs": [],
+ "source": [
+ "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
+ "# you may not use this file except in compliance with the License.\n",
+ "# You may obtain a copy of the License at\n",
+ "#\n",
+ "# https://www.apache.org/licenses/LICENSE-2.0\n",
+ "#\n",
+ "# Unless required by applicable law or agreed to in writing, software\n",
+ "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
+ "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
+ "# See the License for the specific language governing permissions and\n",
+ "# limitations under the License."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "jEkRsYCe55Hu"
+ },
+ "source": [
+ "# Identifying Hardware Changes"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "rLJYmgQ32rDo"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "2KEoj85SkMQ0"
+ },
+ "source": [
+ "You've run your circuit with Google's [Quantum Computing Service](./start.ipynb) and you're getting results that unexpectedly differ from those you saw when you ran your experiment last week. What's the cause of this and what can you do about it? \n",
+ "\n",
+ "Your experience may be due to changes in the device that have occurred since the most recent maintenance [Calibration](../../cirq/google/calibration_faq#what_is_the_difference_between_the_user-triggered_calibrations_floquet_or_xeb_and_the_maintenance_calibration). Every few days, the QCS devices are calibrated for the highest performance across all of their available qubits and operations. However, in the hours or days since the most recent maintenance calibration, the performance of the device hardware may have changed significantly, affecting your circuit's results. \n",
+ "\n",
+ "The rest of this tutorial will describe these hardware changes, demonstrate how to collect error metrics for identifying if changes have occurred, and provide some examples of how you can compare your metric results to select the most performant qubits for your circuit. \n",
+ "For more further reading on qubit picking methodology, see the [Best Practices](../../google/best_practices.md) guide and [Qubit Picking with Loschmidt Echoes](./echoes.ipynb) tutorial. The method presented in the Loschmidt Echoes tutorial is an alternative way to identify hardware changes. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "LX0V7ziGvBQH"
+ },
+ "source": [
+ "## Hardware Changes\n",
+ "\n",
+ "The device hardware changes occur in both the qubits themselves and the control electronics used to drive gates and measure the state of the qubits. As analog devices, both the qubits and control electronics are subject to interactions with their environment that manifest as a meaningful change to the qubits gate or readout fidelity.\n",
+ "\n",
+ "Quantum processors based on frequency tunable [superconducting qubits](https://en.wikipedia.org/wiki/Superconducting_quantum_computing) use a [direct current (DC) bias](https://en.wikipedia.org/wiki/DC_bias) current to set the frequency of the qubits' $|0\\rangle$ state to $|1\\rangle$ state transition. These DC biases are generated by classical analog control electronics, where resistors and other components can be affected by environmental temperature changes in an interaction called thermal drift. Uncompensated thermal drift results in a change in the qubit's transition frequency, which can cause unintended state transitions in the qubits during circuit execution or incorrect readout of the qubits' state. These manifest as changes to the error rates associated with gate and readout operations.\n",
+ "\n",
+ "Additionally, the qubits may unexpectedly couple to other local energy systems and exchange energy with or lose energy to them. Because a qubit is only able to identify the presence of two levels in the parasitic local system, these interacting states are often referred to as [two-level systems (TLS)](https://en.wikipedia.org/wiki/Two-state_quantum_system). While the exact physical origin of these states is unknown, defects in the hardware materials are a plausible explanation. It has been observed that interactions with these TLS can result in coherence fluctuations in time and frequency, again causing unintended state transitions or incorrect readouts, affecting error rates.\n",
+ "\n",
+ "For more information on DC Bias and TLS and how they affect the devices, see [arXiv:1809.01043](https://arxiv.org/abs/1809.01043)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "HkVEdJnyGaax"
+ },
+ "source": [
+ "## Qubit Error Metrics\n",
+ "\n",
+ "There are many [Calibration Metrics](../../google/calibration.md#individual-metrics) available to measure gate and readout error rates and see if they have changed. The [Visualizing Calibration Metrics](./visualizing_calibration_metrics.ipynb) tutorial demonstrates how to collect and visualize each of these available metrics. You can apply the comparison methods presented in this tutorial to any such metric, but the examples below focus on the two following metrics:\n",
+ "\n",
+ "* [`two_qubit_parallel_sqrt_iswap_gate_xeb_pauli_error_per_cycle`](../../google/calibration.md#): This metric captures the estimated probability for the quantum state on two neighboring qubits to depolarize (as if a Pauli gate was applied to either or both qubits) after applying an $\\sqrt{i\\mathrm{SWAP}}$ gate. This metric includes some coherent error like the error introduced by control hardware. This metric is computed using [Cross Entropy Benchmarking (XEB)](../../qcvv/xeb_theory.ipynb) during maintenance calibration and in this tutorial.\n",
+ "* [`parallel_p11_error`](../../google/calibration.md#): This metric estimates the probability for a readout register to correctly measure a $|1\\rangle$ state on a qubit that was prepared to be in the $|1\\rangle$ state. The Simultaneous Readout experiment used to collect this metric evaluates all of the qubits in parallel/simultaneously.\n",
+ "\n",
+ "Note: The two-qubit metric uses Pauli error, which has two other multiplicatively-related variants: [Average error and Incoherent error](../../google/calibration.md#average-pauli-and-incoherent-error).\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Wo8Uti2WlWHF"
+ },
+ "source": [
+ "**Disclaimer**: The data shown in this tutorial is an example and not representative of the QCS in production."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "scdu6m_klCk_"
+ },
+ "source": [
+ "## Data Collection"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "aWqQUXKX3ssB"
+ },
+ "source": [
+ "### Setup\n",
+ "\n",
+ "First, install Cirq and import the necessary packages.\n",
+ "\n",
+ "Note: this notebook relies on unreleased Cirq features. If you want to try these features, make sure you install cirq via `pip install cirq --pre`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "zFBghsX8lClC"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[K |████████████████████████████████| 47 kB 1.6 MB/s \n",
+ "\u001b[K |████████████████████████████████| 55 kB 2.0 MB/s \n",
+ "\u001b[K |████████████████████████████████| 424 kB 12.1 MB/s \n",
+ "\u001b[K |████████████████████████████████| 328 kB 24.7 MB/s \n",
+ "\u001b[K |████████████████████████████████| 1.6 MB 37.5 MB/s \n",
+ "\u001b[K |████████████████████████████████| 52 kB 980 kB/s \n",
+ "\u001b[K |████████████████████████████████| 97 kB 5.3 MB/s \n",
+ "\u001b[K |████████████████████████████████| 49 kB 2.5 MB/s \n",
+ "\u001b[K |████████████████████████████████| 220 kB 44.5 MB/s \n",
+ "\u001b[K |████████████████████████████████| 53 kB 1.7 MB/s \n",
+ "\u001b[K |████████████████████████████████| 65 kB 2.1 MB/s \n",
+ "\u001b[K |████████████████████████████████| 10.1 MB 38.2 MB/s \n",
+ "\u001b[K |████████████████████████████████| 229 kB 42.4 MB/s \n",
+ "\u001b[K |████████████████████████████████| 28.5 MB 49 kB/s \n",
+ "\u001b[K |████████████████████████████████| 15.7 MB 194 kB/s \n",
+ "\u001b[K |████████████████████████████████| 43 kB 1.6 MB/s \n",
+ "\u001b[K |████████████████████████████████| 243 kB 58.1 MB/s \n",
+ "\u001b[K |████████████████████████████████| 1.4 MB 45.0 MB/s \n",
+ "\u001b[K |████████████████████████████████| 109 kB 63.9 MB/s \n",
+ "\u001b[K |████████████████████████████████| 546 kB 54.3 MB/s \n",
+ "\u001b[?25h Building wheel for lark (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Building wheel for rpcq (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+ "tensorflow 2.6.0 requires numpy~=1.19.2, but you have numpy 1.21.2 which is incompatible.\n",
+ "tensorflow 2.6.0 requires six~=1.15.0, but you have six 1.16.0 which is incompatible.\n",
+ "google-colab 1.0.0 requires six~=1.15.0, but you have six 1.16.0 which is incompatible.\n",
+ "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\n",
+ "albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "try:\n",
+ " import cirq\n",
+ "except ImportError:\n",
+ " !pip install --quiet cirq --pre"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "AW8OeKgJlClE"
+ },
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import networkx as nx\n",
+ "import numpy as np\n",
+ "\n",
+ "import cirq\n",
+ "import cirq_google as cg"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "kFghnYO3lClG"
+ },
+ "source": [
+ "Next, authorize to use the Quantum Computing Service with a `project_id` and `processor_id`, and get a sampler to run your experiments. Set the number of repetitions you'll use for all experiments.\n",
+ "\n",
+ "Note: You can select a subset of the qubits to shorten the runtime of the experiment.\n",
+ "\n",
+ "Note: You need to input a real QCS project_id and processor_id in the next cell. Otherwise, the code will assume you're running with a simulator, causing issues later."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "jTWyiRh6lClI"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Getting OAuth2 credentials.\n",
+ "Press enter after entering the verification code.\n",
+ "Go to the following link in your browser:\n",
+ "\n",
+ " Your link will appear here\n",
+ "\n",
+ "Enter verification code: There will be a box to enter your code here\n",
+ "Authentication complete.\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ " (3, 2)\n",
+ " │\n",
+ " │\n",
+ " (4, 1)───(4, 2)───(4, 3)\n",
+ " │ │ │\n",
+ " │ │ │\n",
+ "(5, 0)───(5, 1)───(5, 2)───(5, 3)───(5, 4)\n",
+ " │ │ │ │\n",
+ " │ │ │ │\n",
+ " (6, 1)───(6, 2)───(6, 3)───(6, 4)───(6, 5)\n",
+ " │ │ │ │\n",
+ " │ │ │ │\n",
+ " (7, 2)───(7, 3)───(7, 4)───(7, 5)───(7, 6)\n",
+ " │ │ │\n",
+ " │ │ │\n",
+ " (8, 3)───(8, 4)───(8, 5)\n",
+ " │\n",
+ " │\n",
+ " (9, 4)\n"
+ ]
+ }
+ ],
+ "source": [
+ "from cirq_google.engine.qcs_notebook import get_qcs_objects_for_notebook\n",
+ "\n",
+ "# Set key variables\n",
+ "project_id = \"your_project_id_here\" #@param {type:\"string\"}\n",
+ "processor_id = \"your_processor_id_here\" #@param {type:\"string\"}\n",
+ "repetitions = 2000 #@param {type:\"integer\"}\n",
+ "\n",
+ "# Get device sampler\n",
+ "qcs_objects = get_qcs_objects_for_notebook(project_id=project_id, processor_id=processor_id)\n",
+ "\n",
+ "device = qcs_objects.device\n",
+ "sampler = qcs_objects.sampler\n",
+ "\n",
+ "# Get qubit set\n",
+ "qubits = device.qubit_set()\n",
+ "\n",
+ "# Limit device qubits to only those before row/column `device_limit`\n",
+ "device_limit = 10 #@param {type:\"integer\"}\n",
+ "qubits = {qb for qb in qubits if qb.row,\n",
+ " array([,\n",
+ " ],\n",
+ " dtype=object))"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
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+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Retreive maintenance calibration data.\n",
+ "calibration = cg.get_engine_calibration(processor_id=processor_id)\n",
+ "\n",
+ "# Heatmap the two metrics.\n",
+ "two_qubit_gate_metric = \"two_qubit_parallel_sqrt_iswap_gate_xeb_pauli_error_per_cycle\" #@param {type:\"string\"}\n",
+ "readout_metric = \"parallel_p11_error\" #@param {type:\"string\"}\n",
+ "\n",
+ "# Plot heatmaps with integrated histogram\n",
+ "calibration.plot(two_qubit_gate_metric, fig=plt.figure(figsize=(22, 10)))\n",
+ "calibration.plot(readout_metric, fig=plt.figure(figsize=(22, 10)))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "yxtktbK-MBUv"
+ },
+ "source": [
+ "You may have already seen this existing maintenance calibration data when you did qubit selection in the first place. Next, you'll run device characterization experiments to collect the same data metrics from the device, to see if their values have changed since the previous calibration."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "T5wb9pk-ekjX"
+ },
+ "source": [
+ "### Current Two-Qubit Metric Data with XEB\n",
+ "\n",
+ "This section is a shortened version of the [Parallel XEB](../../qcvv/parallel_xeb.ipynb) tutorial, which runs characterization experiments to collect data for the `two_qubit_parallel_sqrt_iswap_gate_xeb_pauli_error_per_cycle` metric. First, generate a library of two qubit circuits using the $\\sqrt{i\\mathrm{SWAP}}$ gate . These circuits will be run in parallel in larger circuits according to `combinations_by_layer`. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "piG_woAwGoMf"
+ },
+ "outputs": [],
+ "source": [
+ "\"\"\"Setup for parallel XEB experiment.\"\"\"\n",
+ "from cirq.experiments import random_quantum_circuit_generation as rqcg\n",
+ "from itertools import combinations\n",
+ "\n",
+ "random_seed = 52\n",
+ "\n",
+ "# Generate library of two-qubit XEB circuits.\n",
+ "circuit_library = rqcg.generate_library_of_2q_circuits(\n",
+ " n_library_circuits=20, \n",
+ " two_qubit_gate=cirq.SQRT_ISWAP,\n",
+ " random_state=random_seed,\n",
+ ")\n",
+ "\n",
+ "device_graph = nx.Graph((q1,q2) for (q1,q2) in combinations(qubits, 2) if q1.is_adjacent(q2))\n",
+ "\n",
+ "# Generate different possible pairs of qubits, and randomly assign circuit (indices) to then, n_combinations times. \n",
+ "combinations_by_layer = rqcg.get_random_combinations_for_device(\n",
+ " n_library_circuits=len(circuit_library),\n",
+ " n_combinations=10,\n",
+ " device_graph=device_graph,\n",
+ " random_state=random_seed,\n",
+ ")\n",
+ "# Prepare the circuit depths the circuits will be truncated to. \n",
+ "cycle_depths = np.arange(3, 100, 20)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "QYKspLbhtpzO"
+ },
+ "source": [
+ "Then, run the circuits on the device, combining them into larger circuits and truncating the circuits by length, with `cirq.experiments.xeb_sampling.sample_2q_xeb_circuits`. \n",
+ "\n",
+ "Afterwards, run the same circuits on a perfect simulator, and compare them to the sampled results. Finally, fit the collected data to an exponential decay curve to estimate the error rate per appication of each two-qubit $\\sqrt{i\\mathrm{SWAP}}$ gate. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "H5IGu4SlTvvr"
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 207/207 [06:47<00:00, 1.97s/it]\n"
+ ]
+ }
+ ],
+ "source": [
+ "\"\"\"Collect all data by executing circuits.\"\"\"\n",
+ "from cirq.experiments.xeb_sampling import sample_2q_xeb_circuits\n",
+ "from cirq.experiments.xeb_fitting import benchmark_2q_xeb_fidelities, fit_exponential_decays\n",
+ "\n",
+ "# Run XEB circuits on the processor.\n",
+ "sampled_df = sample_2q_xeb_circuits(\n",
+ " sampler=sampler,\n",
+ " circuits=circuit_library,\n",
+ " cycle_depths=cycle_depths,\n",
+ " combinations_by_layer=combinations_by_layer,\n",
+ " shuffle=np.random.RandomState(random_seed),\n",
+ " repetitions=repetitions,\n",
+ ")\n",
+ "\n",
+ "# Run XEB circuits on a simulator and fit exponential decays to get fidelities.\n",
+ "fidelity_data = benchmark_2q_xeb_fidelities(\n",
+ " sampled_df=sampled_df,\n",
+ " circuits=circuit_library,\n",
+ " cycle_depths=cycle_depths,\n",
+ ")\n",
+ "fidelities = fit_exponential_decays(fidelity_data)\n",
+ "\n",
+ "#Grab (pair, sqrt_iswap_pauli_error_per_cycle) data for all qubit pairs.\n",
+ "pxeb_results = {\n",
+ " pair: (1.0 - fidelity) / (4 / 3) #Scalar to get Pauli error\n",
+ " for (_, _, pair), fidelity in fidelities.layer_fid.items()\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "9sY5bMW9f-Oo"
+ },
+ "source": [
+ "Note: The parallel XEB errors are scaled in pxeb_results. This is because the collected fidelities are the estimated depolarization fidelities, not the Pauli error metrics available from the calibration data. See the [XEB Theory](../../qcvv/xeb_theory.ipynb#fidelities) tutorial for an explanation why, and [Calibration Metrics](../../google/calibration.md) for more information on the difference between these values. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "cgueunn8xUXL"
+ },
+ "source": [
+ "### Current Readout Metric Data with Simultaneous Readout\n",
+ "\n",
+ "To evaluate performance changes in the readout registers, collect the Parallel P11 error data for each qubit with the Simultaneous Readout experiment, accessible with [`estimate_parallel_single_qubit_readout_errors`](https://quantumai.google/reference/python/cirq/experiments/estimate_single_qubit_readout_errors). This function runs the experiment to estimate P00 and P11 errors for each qubit (as opposed to querying for the most recent calibration data). The experiment prepares each qubit in the $|0\\rangle$ and $|1\\rangle$ states, measures them, and evaluates how often the qubits are measured in the expected state. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "o4SMWcQcjxvg"
+ },
+ "outputs": [],
+ "source": [
+ "# Run experiment\n",
+ "sq_result = cirq.estimate_parallel_single_qubit_readout_errors(sampler, qubits=qubits, repetitions=repetitions)\n",
+ "\n",
+ "# Use P11 errors\n",
+ "p11_results = sq_result.one_state_errors"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "PLD7uYvSjLsy"
+ },
+ "source": [
+ "## Heatmap Comparisons\n",
+ "\n",
+ "For each metric, plot the calibration and collected characterization data side by side, on the same scale. Also plot the difference between the two datasets (on a different scale). "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "9VWnB46K1hxO"
+ },
+ "source": [
+ "### Two-Qubit Metric Heatmap Comparison"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "Ui4tJHZ6BqYV"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0.97, 'Two Qubit Parallel Sqrt Iswap Gate Xeb Pauli Error Per Cycle')"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from matplotlib.colors import LogNorm\n",
+ "\n",
+ "# Plot options. You may need to change these if you data shows a lot of the same colors.\n",
+ "vmin = 5e-3\n",
+ "vmax = 3e-2\n",
+ "options = {\"norm\": LogNorm()}\n",
+ "format = \"0.3f\"\n",
+ "\n",
+ "fig, (ax1,ax2,ax3) = plt.subplots(ncols=3, figsize=(30, 9))\n",
+ "\n",
+ "# Calibration two qubit data\n",
+ "calibration.heatmap(two_qubit_gate_metric).plot(\n",
+ " ax=ax1, title=\"Calibration\", vmin=vmin, vmax=vmax, \n",
+ " collection_options=options, annotation_format=format,\n",
+ ")\n",
+ "# Current two qubit data\n",
+ "cirq.TwoQubitInteractionHeatmap(pxeb_results).plot(\n",
+ " ax=ax2, title=\"Current\", vmin=vmin, vmax=vmax, \n",
+ " collection_options=options, annotation_format=format,\n",
+ ")\n",
+ "\n",
+ "# Calculate difference in two-qubit metric\n",
+ "twoq_diffs = {}\n",
+ "for pair,calibration_err in calibration[two_qubit_gate_metric].items():\n",
+ " # The order of the qubits in the result dictionary keys is sometimes swapped. Eg: (Q1,Q2):0.04 vs (Q2,Q1):0.06 \n",
+ " if pair in pxeb_results:\n",
+ " characterization_err = pxeb_results[pair]\n",
+ " else:\n",
+ " characterization_err = pxeb_results[tuple(reversed(pair))]\n",
+ " twoq_diffs[pair] = characterization_err - calibration_err[0]\n",
+ "\n",
+ "# Two qubit difference data\n",
+ "cirq.TwoQubitInteractionHeatmap(twoq_diffs).plot(\n",
+ " ax=ax3, title='Difference in Two Qubit Metrics',\n",
+ " annotation_format=format,\n",
+ ")\n",
+ "\n",
+ "# Add titles\n",
+ "plt.figtext(0.5,0.97, two_qubit_gate_metric.replace(\"_\",\" \").title(), ha=\"center\", va=\"top\", fontsize=14)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "v742PImIDd5v"
+ },
+ "source": [
+ "The large numbers of zero and below values (green and darker colors) in the difference heatmap indicate that the device's two-qubit $\\sqrt{i\\mathrm{SWAP}}$ gates have improved noticeably across the device. In fact, only a couple qubit pairs towards the bottom of the device have worsened since the previous calibration. \n",
+ "\n",
+ "You should try to make use of the qubit pairs $(Q(5,2),Q(5,3))$ and $(Q(5,1),Q(6,1))$, which were previously average but have become the most reliable $\\sqrt{i\\mathrm{SWAP}}$ gates in the device. \n",
+ "\n",
+ "Qubit pairs $(Q(6,2),Q(7,2))$, $(Q(7,2),Q(7,3))$ and especially $(Q(6,4),Q(7,4))$, were the worst qubit pairs on the device, but have improved so significantly that they are within an acceptable range of $0.010$ to $0.016$ Pauli error. You may not need to avoid them now, if you were previously.\n",
+ "\n",
+ "It's important to note that, if you have the option to use a _consistently_ high reliablity qubit or qubit pair, instead of one that demonstrates inconsistent performance, you should do so. For example, qubit pairs $(Q(5,1),Q(5,2))$ and $(Q(5,2),Q(6,2))$ have not changed much, are still around $0.010$ Pauli error, and happen to be near the other two good qubit pairs mentioned earlier, making them a good candidates for inclusion. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "QEUqvRDcB-Iy"
+ },
+ "source": [
+ "### Readout Metric Heatmap Comparisons "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "xzLMpLX4abV5"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0.97, 'Parallel P11 Error')"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot options, with different vmin and vmax for readout data.\n",
+ "vmin = 3e-2\n",
+ "vmax = 1.1e-1\n",
+ "options = {\"norm\": LogNorm()}\n",
+ "format = \"0.3f\"\n",
+ "\n",
+ "fig, (ax1,ax2,ax3) = plt.subplots(ncols=3, figsize=(30, 9))\n",
+ "\n",
+ "# Calibration readout data\n",
+ "calibration.heatmap(readout_metric).plot(\n",
+ " ax=ax1, title=\"Calibration\", vmin=vmin, vmax=vmax, \n",
+ " collection_options=options, annotation_format=format,\n",
+ ")\n",
+ "\n",
+ "# Current readout data\n",
+ "cirq.Heatmap(p11_results).plot(\n",
+ " ax=ax2, title=\"Current\", vmin=vmin, vmax=vmax, \n",
+ " collection_options=options, annotation_format=format,\n",
+ ")\n",
+ "\n",
+ "# Collect difference in readout metrics\n",
+ "readout_diffs = {q[0]:p11_results[q[0]] - err[0] for q,err in calibration[readout_metric].items()}\n",
+ "\n",
+ "# Readout difference data\n",
+ "cirq.Heatmap(readout_diffs).plot(\n",
+ " ax=ax3, title='Difference in Readout Metrics',\n",
+ " annotation_format=format,\n",
+ ")\n",
+ "\n",
+ "# Add title\n",
+ "plt.figtext(0.5,0.97, readout_metric.replace(\"_\",\" \").title(), ha=\"center\", va=\"top\", fontsize=14)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "aEJKPm6ZDfkD"
+ },
+ "source": [
+ "The readout data demonstrates demonstrates more varying results than the two-qubit data. Many of the qubits have not changed significantly, but a few have, by a large margin. \n",
+ "\n",
+ "Qubit $Q(5,0)$ has improved massively, but is still among the least reliable qubits on the device for readouts. Qubit $Q(7,2)$ has also improved, but is still quite high in Pauli error. Qubit $Q(5,4)$ was previously one of the best qubits to perform readout on, but has since deteriorated to be the second worst since the most recent maintenance calibration. Qubits $Q(7,3)$ and $Q(9,4)$ have improved meaningfully, becoming some of the best readout qubits available.\n",
+ "\n",
+ "Again, it is valuable to find reliable qubits that didn't demonstrate significant change. In this case qubits $Q(4,1)$, $Q(4,2)$, and $Q(5,1)$ have not changed much but remain among the better qubits available for readout. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "ufyEo2qS1ooI"
+ },
+ "source": [
+ "Note: If your collected characterization data demonstrates that the device has changed vastly more than shown in these examples, the system may have become too far from the last calibration to be reasonably usable. In this case, please email the quantum engine support team to let them know. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "ebtyuEJxN35_"
+ },
+ "source": [
+ "## What's Next?\n",
+ "\n",
+ "You've selected better candidate qubits for your circuit, based on updated information about the device. What else can you do for further improvements? \n",
+ "\n",
+ "* You need to map your actual circuit's logical qubits to your selected hardware qubits. This is in general a difficult problem, and the best solution can depend on the specific structure of the circuit to be run. Take a look at the [Qubit Picking with Loschmidt Echoes](./echoes.ipynb) tutorial, which estimates the error rates of gates for your specific circuit. Also, consider [Best Practices#Qubit picking](../../google/best_practices.md#qubit-picking) for additional advice on this. \n",
+ "* The [Optimization, Alignment, and Spin Echoes](./spin_echoes.ipynb) tutorial provides resources on how you can improve the reliability of your circuit by: optimizing away redundant or low-impact gates, aligning gates into moments with others of the same type, and preventing decay on idle qubits with by adding spin echoes. \n",
+ "* Other than for qubit picking, you should also use calibration for error compensation. The [XEB and Coherent Error](../../qcvv/xeb_coherent_noise.ipynb), [XEB Calibration Example](./xeb_calibration_example.ipynb), [Parallel XEB](../../qcvv/parallel_xeb.ipynb) and [Isolated XEB](../../qcvv/isolated_xeb.ipynb) tutorials demonstrate how to run a classical optimizer on collected two-qubit gate characterization data, identity the true unitary matrix implemented by each gate, and add [Virtual Pauli Z gates](../../google/devices.md#virtual-z-gates) to compensate for the identified error, improving the reliability of your circuit.\n",
+ "* You are also free to use the characterization data to improve the performance of large batches of experiment circuits. In this case you'd want to prepare your characterization ahead of running all your circuits, and use the data to compensate each circuit, right before running them. See [Calibration FAQ](../../google/calibration_faq.md#i-have-many-circuits-to-calibrate-how-do-i-speed-it-up) for more information. "
+ ]
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "collapsed_sections": [],
+ "name": "identifying_hardware_changes.ipynb",
+ "toc_visible": true
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "name": "python3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}