From 9ea467942b425e04716e8377562ac43d3c05f02e Mon Sep 17 00:00:00 2001 From: Henry Zou Date: Thu, 28 May 2026 17:18:23 -0400 Subject: [PATCH 1/4] Update Nishimori phase transition tutorial to conform to new template MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Restructure to match Tutorial_Template.ipynb: Learning outcomes, Prerequisites, Small-scale simulator example, Large-scale hardware example, Next steps, References. - Split execution: small-scale walkthrough now runs on AerSimulator.from_backend(backend) at one plaquette (12 qubits) for fast simulation; large-scale runs the six-plaquette and full-lattice experiments on real hardware. - Consolidate the large-scale section into a single self-contained code block with Step 1–4 separators (rebuilds the plaquette lattice from the backend coupling map, so the block runs after Setup alone). - Add job_tags=["TUT_NPT"] to hardware runs. - Suppress the harmless `Using UFloat objects with std_dev==0` warning from the noiseless analysis, scoped to the block_for_results() call. - Refresh Prerequisites with topic-specific links (Measure qubits, Simulate with Qiskit Aer, Long-range entanglement, Heavy hex lattice). - Add cspell:ignore for author surnames cited in References. - Misc: fix YOUR_API_KEY typo, update plaquette-count example to include ibm_pittsburgh, replace em dashes in prose with colons or parentheses. --- .../nishimori-phase-transition.ipynb | 284 +++++++++++++----- ...2357c6e-5c83-4ac0-811d-22602d9f33d5-0.avif | Bin 10370 -> 6535 bytes ...8581c09-a6a5-4a56-9fc4-abf22b063c6a-0.avif | Bin 3271 -> 0 bytes ...8581c09-a6a5-4a56-9fc4-abf22b063c6a-1.avif | Bin 0 -> 43129 bytes ...8581c09-a6a5-4a56-9fc4-abf22b063c6a-2.avif | Bin 0 -> 3315 bytes ...8581c09-a6a5-4a56-9fc4-abf22b063c6a-3.avif | Bin 0 -> 3024 bytes ...b351d68-3924-445a-94ef-047b16214e8a-0.avif | Bin 5401 -> 3389 bytes ...7e9a4cd-6efb-4ade-ad09-8139db9d58e9-0.avif | Bin 3217 -> 0 bytes ...ecb25c8-e572-49af-a879-9943039db131-0.avif | Bin 3251 -> 3115 bytes ...25882a4-faeb-4d96-b441-c989f43c4dea-0.avif | Bin 8481 -> 11100 bytes ...ead3582-16df-4616-836c-bdce867ad6b8-1.avif | Bin 4896 -> 5019 bytes ...19d63ce-3572-4081-a008-c1332fbbe303-0.avif | Bin 59770 -> 67791 bytes ...9b99d48-8d33-46b5-bff5-480ab1c1c1f2-0.avif | Bin 11724 -> 9458 bytes ...d57d483-c70b-4ad5-b309-15750ad38bac-0.avif | Bin 4533 -> 3217 bytes 14 files changed, 206 insertions(+), 78 deletions(-) delete mode 100644 public/docs/images/tutorials/nishimori-phase-transition/extracted-outputs/08581c09-a6a5-4a56-9fc4-abf22b063c6a-0.avif create mode 100644 public/docs/images/tutorials/nishimori-phase-transition/extracted-outputs/08581c09-a6a5-4a56-9fc4-abf22b063c6a-1.avif create mode 100644 public/docs/images/tutorials/nishimori-phase-transition/extracted-outputs/08581c09-a6a5-4a56-9fc4-abf22b063c6a-2.avif create mode 100644 public/docs/images/tutorials/nishimori-phase-transition/extracted-outputs/08581c09-a6a5-4a56-9fc4-abf22b063c6a-3.avif delete mode 100644 public/docs/images/tutorials/nishimori-phase-transition/extracted-outputs/37e9a4cd-6efb-4ade-ad09-8139db9d58e9-0.avif diff --git a/docs/tutorials/nishimori-phase-transition.ipynb b/docs/tutorials/nishimori-phase-transition.ipynb index a5b3ac16fcf..2182096bd01 100644 --- a/docs/tutorials/nishimori-phase-transition.ipynb +++ b/docs/tutorials/nishimori-phase-transition.ipynb @@ -11,8 +11,29 @@ "---\n", "\n", "\n", + "{/* cspell:ignore Verresen Layden Tantivasadakarn Vishwanath Trebst */}\n", + "\n", "# Nishimori phase transition\n", - "*Usage estimate: 3 minutes on a Heron r2 processor (NOTE: This is an estimate only. Your runtime might vary.)*" + "*Usage estimate: 3 minutes on a Heron r2 processor (NOTE: This is an estimate only. Your runtime may vary.)*" + ] + }, + { + "cell_type": "markdown", + "id": "6113a1ff-5cc0-433a-afd7-5aadc97bb28f", + "metadata": {}, + "source": [ + "## Learning outcomes\n", + "After going through this tutorial, users should expect the following outcomes:\n", + "- Understand the Nishimori phase transition and how it manifests as the appearance of long-range entanglement in the random-bond Ising model.\n", + "- Implement the *generation of entanglement by measurement* (GEM) protocol on quantum hardware using mid-circuit measurements and constant-depth circuits.\n", + "- Characterize the transition by extracting the two-point correlation and the normalized variance of the magnetization from experimental data.\n", + "\n", + "## Prerequisites\n", + "We recommend familiarity with the following topics before going through this tutorial:\n", + "- [Measure qubits](/docs/guides/measure-qubits), in particular the section on mid-circuit measurement that the GEM protocol relies on.\n", + "- [Exact and noisy simulation with Qiskit Aer primitives](/docs/guides/simulate-with-qiskit-aer), which is how the small-scale section is executed.\n", + "- [Long-range entanglement with dynamic circuits](/docs/tutorials/long-range-entanglement), a companion tutorial that uses the same measurement-based-entanglement paradigm.\n", + "- [Heavy hex lattice](https://www.ibm.com/quantum/blog/heavy-hex-lattice), the IBM hardware topology the plaquette lattice is built on." ] }, { @@ -21,7 +42,7 @@ "metadata": {}, "source": [ "## Background\n", - "This tutorial demonstrates how to realize a Nishimori phase transition on an IBM® quantum processor. This experiment was originally described in [*Realizing the Nishimori transition across the error threshold for constant-depth quantum circuits*](https://arxiv.org/abs/2309.02863).\n", + "This tutorial demonstrates how to realize a Nishimori phase transition on a quantum processor. This experiment was originally described in [*Realizing the Nishimori transition across the error threshold for constant-depth quantum circuits*](https://arxiv.org/abs/2309.02863).\n", "\n", "The Nishimori phase transition refers to the transition between short- and long-range ordered phases in the random-bond Ising model. On a quantum computer, the long-range ordered phase manifests as a state in which qubits are entangled across the entire device. This highly entangled state is prepared using the *generation of entanglement by measurement* (GEM) protocol. By utilizing mid-circuit measurements, the GEM protocol is able to entangle qubits across the entire device using circuits of only constant depth. This tutorial uses the implementation of the GEM protocol from the [GEM Suite](https://github.com/qiskit-community/gem-suite) software package." ] @@ -35,8 +56,9 @@ "Before starting this tutorial, be sure you have the following installed:\n", "\n", "- Qiskit SDK v1.0 or later, with [visualization](/docs/api/qiskit/visualization) support\n", - "- Qiskit Runtime v0.22 or later ( `pip install qiskit-ibm-runtime` )\n", - "- GEM Suite ( `pip install gem-suite` )" + "- Qiskit Runtime v0.22 or later (`pip install qiskit-ibm-runtime`)\n", + "- Qiskit Aer v0.14 or later (`pip install qiskit-aer`)\n", + "- GEM Suite (`pip install gem-suite`)" ] }, { @@ -49,16 +71,18 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "4ad70734-54f8-400a-8399-188ee8a0f3ac", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", + "import warnings\n", "\n", "from collections import defaultdict\n", "\n", "from qiskit_ibm_runtime import QiskitRuntimeService\n", + "from qiskit_aer import AerSimulator\n", "\n", "from qiskit.transpiler import generate_preset_pass_manager\n", "\n", @@ -66,18 +90,28 @@ "from gem_suite.experiments import GemExperiment" ] }, + { + "cell_type": "markdown", + "id": "281ec87e-3f50-44b6-8e6f-a906b92fba74", + "metadata": {}, + "source": [ + "## Small-scale simulator example\n", + "\n", + "In this section, the full workflow is walked through on the noiseless `AerSimulator`. The plaquette lattice is restricted to a single plaquette (12 qubits) so the simulation stays small and fast, while still exercising every part of the GEM protocol: mid-circuit measurement, the $R_{ZZ}$ angle sweep, decoding, and the normalized-variance analysis. The same workflow is later scaled up to multiple plaquettes and the full lattice on real hardware." + ] + }, { "cell_type": "markdown", "id": "39f59f3a-eb2a-4160-9da2-2bb83c58771c", "metadata": {}, "source": [ - "## Step 1: Map classical inputs to a quantum problem\n", + "### Step 1: Map classical inputs to a quantum problem\n", "\n", "The GEM protocol works on a quantum processor with qubit connectivity described by a lattice. Today's IBM quantum processors use the [heavy hex lattice](https://www.ibm.com/quantum/blog/heavy-hex-lattice). The qubits of the processor are grouped into *plaquettes* based on which unit cell of the lattice they occupy. Because a qubit might occur in more than one unit cell, the plaquettes are not disjoint. On the heavy hex lattice, a plaquette contains 12 qubits. The plaquettes themselves also form lattice, where two plaquettes are connected if they share any qubits. On the heavy hex lattice, neighboring plaquettes share 3 qubits.\n", "\n", "In the GEM Suite software package, the fundamental class for implementing the GEM protocol is `PlaquetteLattice`, which represents the lattice of plaquettes (which is distinct from the heavy hex lattice). A `PlaquetteLattice` can be initialized from a qubit coupling map. Currently, only heavy hex coupling maps are supported.\n", "\n", - "The following code cell initializes a plaquette lattice from the coupling map of a IBM quantum processor. The plaquette lattice does not always encompass the entire hardware. For example, `ibm_torino` has 133 total qubits, but the largest plaquette lattice that fits on the device uses only 125 of them, and comprises a total of 18 plaquettes. Similar can be observed for IBM Quantum® devices with different qubit counts as well." + "The following code cell initializes a plaquette lattice from the coupling map of an IBM quantum processor. The plaquette lattice does not always encompass the entire hardware. For example, `ibm_torino` has 133 total qubits but the largest plaquette lattice that fits on the device uses only 125 of them, comprising 18 plaquettes; `ibm_pittsburgh` (156 qubits) similarly fits 144 qubits into 21 plaquettes. The same pattern holds for other heavy-hex IBM Quantum® processors with different qubit counts." ] }, { @@ -90,18 +124,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Number of qubits in backend: 133\n", - "Number of qubits in plaquette lattice: 125\n", - "Number of plaquettes: 18\n" + "Number of qubits in backend: 156\n", + "Number of qubits in plaquette lattice: 144\n", + "Number of plaquettes: 21\n" ] } ], "source": [ - "# QiskitRuntimeService.save_account(channel=\"ibm_quantum\", token=\"\", overwrite=True, set_as_default=True)\n", + "# QiskitRuntimeService.save_account(channel=\"ibm_quantum\", token=\"\", overwrite=True, set_as_default=True)\n", "service = QiskitRuntimeService()\n", "backend = service.least_busy(\n", " operational=True, simulator=False, min_num_qubits=127\n", ")\n", + "aer_backend = AerSimulator.from_backend(backend)\n", "plaquette_lattice = PlaquetteLattice.from_coupling_map(backend.coupling_map)\n", "\n", "print(f\"Number of qubits in backend: {backend.num_qubits}\")\n", @@ -121,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "id": "625882a4-faeb-4d96-b441-c989f43c4dea", "metadata": {}, "outputs": [ @@ -131,7 +166,7 @@ "\"Output" ] }, - "execution_count": 7, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -150,17 +185,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "id": "e412a612-c7d5-4689-840a-2383dd538f06", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "PyPlaquette(index=0, qubits=[0, 1, 2, 3, 4, 15, 16, 19, 20, 21, 22, 23], neighbors=[3, 1])" + "PyPlaquette(index=0, qubits=[3, 4, 5, 6, 7, 16, 17, 23, 24, 25, 26, 27], neighbors=[4, 3, 1])" ] }, - "execution_count": 8, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -182,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "id": "a19d63ce-3572-4081-a008-c1332fbbe303", "metadata": {}, "outputs": [ @@ -192,7 +227,7 @@ "\"Output" ] }, - "execution_count": 9, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -211,12 +246,12 @@ "- Each site qubit is labeled either (A) or (B), indicating one of two roles a site qubit can play in the GEM protocol (the roles are explained later).\n", "- Each edge is colored using one of six colors, thus partitioning the edges into six groups. This partitioning determines how two-qubit gates can be parallelized, as well as different scheduling patterns that are likely to incur different amounts of error on a noisy quantum processor. Because edges in a group are disjoint, a layer of two-qubit gates can be applied on those edges simultaneously. In fact, it is possible to partition the six colors into three groups of two colors such that the union of each group of two colors is still disjoint. Therefore, only three layers of two-qubit gates are needed to activate every edge. There are 12 ways to so partition the six colors, and each such partition yields a different 3-layer gate schedule.\n", "\n", - "Now that you have created a plaquette lattice, the next step is to initialize a `GemExperiment` object, passing both the plaquette lattice and the backend that you intend to run the experiment on. The `GemExperiment` class manages the actual implementation of the GEM protocol, including generating circuits, submitting jobs, and analyzing the data. The following code cell initializes the experiment class while restricting the plaquette lattice to only two of the plaquettes (21 qubits), reducing the size of the experiment to ensure that the noise in the hardware doesn't overwhelm the signal." + "Now that you have created a plaquette lattice, the next step is to initialize a `GemExperiment` object, passing both the plaquette lattice and the backend that you intend to run the experiment on. The `GemExperiment` class manages the actual implementation of the GEM protocol, including generating circuits, submitting jobs, and analyzing the data. The following code cell initializes the experiment class while restricting the plaquette lattice to a single plaquette (12 qubits), keeping the simulation small and fast. The full plaquette lattice is used later when scaling up to real hardware." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 6, "id": "02357c6e-5c83-4ac0-811d-22602d9f33d5", "metadata": {}, "outputs": [ @@ -226,16 +261,19 @@ "\"Output" ] }, - "execution_count": 16, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gem_exp = GemExperiment(plaquette_lattice.filter([9, 12]), backend=backend)\n", + "# Filter the plaquette lattice down to a single plaquette (12 qubits)\n", + "# so the AerSimulator run stays fast. The full lattice is used later\n", + "# in the large-scale hardware example.\n", + "gem_exp = GemExperiment(plaquette_lattice.filter([9]), backend=aer_backend)\n", "\n", "# visualize the plaquette lattice after filtering\n", - "plaquette_lattice.filter([9, 12]).draw_qubits()" + "plaquette_lattice.filter([9]).draw_qubits()" ] }, { @@ -269,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "id": "8e2ade62-9a57-42c3-9a85-3fe2dec3c426", "metadata": {}, "outputs": [ @@ -296,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "id": "4f8a2c73-752d-47b9-95d5-83439933fc08", "metadata": {}, "outputs": [ @@ -335,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "id": "fd57d483-c70b-4ad5-b309-15750ad38bac", "metadata": {}, "outputs": [ @@ -345,7 +383,7 @@ "\"Output" ] }, - "execution_count": 14, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -364,7 +402,7 @@ "id": "a3aa063b-44cf-49f3-9e12-23b2f6a1c85b", "metadata": {}, "source": [ - "## Step 2: Optimize problem for quantum hardware execution\n", + "### Step 2: Optimize problem for quantum hardware execution\n", "\n", "Transpiling quantum circuits for execution on hardware typically involves a [number of stages](/docs/guides/transpiler-stages). Typically, the stages that incur the most computational overhead are choosing the qubit layout, routing the two-qubit gates to conform to the qubit connectivity of the hardware, and optimizing the circuit to minimize its gate count and depth. In the GEM protocol, the layout and routing stages are unnecessary because the hardware connectivity is already incorporated into the design of the protocol. The circuits already have a qubit layout, and the two-qubit gates are already mapped onto native connections. Furthermore, in order to preserve the structure of the circuit as the $R_{ZZ}$ angle is varied, only very basic circuit optimization should be performed.\n", "\n", @@ -373,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "id": "e9b99d48-8d33-46b5-bff5-480ab1c1c1f2", "metadata": {}, "outputs": [ @@ -383,7 +421,7 @@ "\"Output" ] }, - "execution_count": 15, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -394,7 +432,7 @@ " optimization_level=1 # This is the default optimization level\n", ")\n", "pass_manager = generate_preset_pass_manager(\n", - " backend=backend,\n", + " backend=aer_backend,\n", " initial_layout=list(gem_exp.physical_qubits),\n", " **dict(gem_exp.transpile_options),\n", ")\n", @@ -407,14 +445,14 @@ "id": "8d0dcd59-54ef-4af8-9213-0784ef94b838", "metadata": {}, "source": [ - "## Step 3: Execute using Qiskit primitives\n", + "### Step 3: Execute using Qiskit primitives\n", "\n", "To execute the GEM protocol circuits on the hardware, call the `run` method of the `GemExperiment` object. You can specify the number of shots you want to sample from each circuit. The `run` method returns an [ExperimentData](https://qiskit-community.github.io/qiskit-experiments/stubs/qiskit_experiments.framework.ExperimentData.html) object which you should save to a variable. Note that the `run` method only submits jobs without waiting for them to finish, so it is a non-blocking call." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "6171a383-dd58-4e3f-88aa-bbec7b5870df", "metadata": {}, "outputs": [], @@ -432,23 +470,31 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "ed14a067-35ba-4ffc-8534-4ae5ec6bc4c9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "ExperimentData(GemExperiment, d0d5880a-34c1-4aab-a7b6-c4f58516bc03, job_ids=['cwg12ptmptp00082khhg'], metadata=<5 items>, figure_names=['two_point_correlation.svg', 'normalized_variance.svg', 'plaquette_ops.svg', 'bond_ops.svg'])" + "ExperimentData(GemExperiment, 90bf2a90-f729-4c4e-a6da-664aecb11039, job_ids=['04a7c405-47fd-46ca-aa4b-aaf7e339cfbe'], metadata=<5 items>, figure_names=['two_point_correlation.svg', 'normalized_variance.svg', 'plaquette_ops.svg', 'bond_ops.svg'])" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "exp_data.block_for_results()" + "# The noiseless AerSimulator produces zero-variance UFloat objects in the\n", + "# analysis, which triggers a harmless warning from the `uncertainties`\n", + "# library. Suppress it so the output stays clean.\n", + "with warnings.catch_warnings():\n", + " warnings.filterwarnings(\n", + " \"ignore\", message=\"Using UFloat objects with std_dev==0\"\n", + " )\n", + " exp_data.block_for_results()\n", + "exp_data" ] }, { @@ -456,7 +502,7 @@ "id": "36e0570b-f091-45f2-bb83-143edbc3b433", "metadata": {}, "source": [ - "## Step 4: Post-process and return result in desired classical format\n", + "### Step 4: Post-process and return result in desired classical format\n", "\n", "At an $R_{ZZ}$ angle of $\\frac{\\pi}{2}$, the decoded state would be the GHZ state in the absence of noise. The long-range order of the GHZ state can be visualized by plotting the magnetization of the measured bitstrings. The magnetization $M$ is defined as the sum of the single-qubit Pauli $Z$ operators,\n", "$$\n", @@ -471,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "8ead3582-16df-4616-836c-bdce867ad6b8", "metadata": {}, "outputs": [ @@ -481,7 +527,7 @@ "Text(0.5, 1.0, 'Magnetization distribution with and without decoding')" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -556,7 +602,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "4ecb25c8-e572-49af-a879-9943039db131", "metadata": {}, "outputs": [ @@ -566,7 +612,7 @@ "\"Output" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -589,7 +635,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "2b351d68-3924-445a-94ef-047b16214e8a", "metadata": {}, "outputs": [ @@ -599,7 +645,7 @@ "\"Output" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -613,48 +659,51 @@ "id": "a94e0cbe-8429-487c-b203-50a8b2eacee3", "metadata": {}, "source": [ - "## Scale up the experiment\n", + "## Large-scale hardware example\n", + "\n", + "Having validated the protocol on a simulator, the experiment is now scaled up and run on the real quantum hardware backend selected in the [Setup](#setup) section. Two larger problem sizes are used:\n", "\n", - "The following code cells run the experiment for six plaquettes (49 qubits) and the full 12 plaquettes (125 qubits) and plot the normalized variance. As the experiment is scaled to larger sizes, the greater amount of noise shifts the critical point rightwards." + "- **Six plaquettes (~49 qubits)**: a mid-size run that already shows the rightward shift of the critical point under hardware noise.\n", + "- **The full plaquette lattice**: every plaquette the device's heavy-hex topology supports (for example, 18 plaquettes / 125 qubits on `ibm_torino` or 21 plaquettes / 144 qubits on `ibm_pittsburgh`), entangling qubits across the entire device with constant-depth circuits.\n", + "\n", + "The single code cell below is self-contained: it builds the plaquette lattice from the backend's coupling map and runs both experiments, so this section can be executed after the [Setup](#setup) cells without first running the small-scale section." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "08581c09-a6a5-4a56-9fc4-abf22b063c6a", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total number of circuits (full lattice): 21\n" + ] + }, { "data": { "text/plain": [ - "\"Output" + "\"Output" ] }, - "execution_count": 15, "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gem_exp = GemExperiment(\n", - " plaquette_lattice.filter(range(3, 9)), backend=backend\n", - ")\n", - "gem_exp.set_experiment_options(schedule_idx=0)\n", - "exp_data = gem_exp.run(shots=10_000)\n", - "exp_data.block_for_results()\n", - "exp_data.figure(\"normalized_variance\")" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "37e9a4cd-6efb-4ade-ad09-8139db9d58e9", - "metadata": {}, - "outputs": [ + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "\"Output" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/plain": [ - "\"Output" + "\"Output" ] }, "execution_count": 16, @@ -663,11 +712,74 @@ } ], "source": [ - "gem_exp = GemExperiment(plaquette_lattice, backend=backend)\n", - "gem_exp.set_experiment_options(schedule_idx=0)\n", - "exp_data = gem_exp.run(shots=10_000)\n", - "exp_data.block_for_results()\n", - "exp_data.figure(\"normalized_variance\")" + "# -------------------------Step 1-------------------------\n", + "# Initialize the runtime service, pick a real quantum hardware backend,\n", + "# and build the plaquette lattice from its coupling map. This is repeated\n", + "# from the small-scale example so this cell can run standalone after the\n", + "# Setup section. The full plaquette lattice is the \"large-scale\" target;\n", + "# a six-plaquette subset (range(3, 9)) is also used to show an intermediate\n", + "# scaling step.\n", + "service = QiskitRuntimeService()\n", + "backend = service.least_busy(\n", + " operational=True, simulator=False, min_num_qubits=127\n", + ")\n", + "plaquette_lattice = PlaquetteLattice.from_coupling_map(backend.coupling_map)\n", + "\n", + "# Build a GemExperiment for the full plaquette lattice and one for the\n", + "# six-plaquette subset, each restricted to a single scheduling pattern so\n", + "# the experiment has one circuit per RZZ angle (21 circuits total).\n", + "gem_exp_full = GemExperiment(plaquette_lattice, backend=backend)\n", + "gem_exp_full.set_experiment_options(schedule_idx=0)\n", + "gem_exp_6 = GemExperiment(\n", + " plaquette_lattice.filter(range(3, 9)), backend=backend\n", + ")\n", + "gem_exp_6.set_experiment_options(schedule_idx=0)\n", + "\n", + "circuits = gem_exp_full.circuits()\n", + "print(f\"Total number of circuits (full lattice): {len(circuits)}\")\n", + "\n", + "# -------------------------Step 2-------------------------\n", + "# GemExperiment transpiles internally for the target backend: the layout\n", + "# and routing stages are overridden because the plaquette lattice already\n", + "# matches the hardware connectivity, and optimization is restricted so the\n", + "# RZZ angle structure is preserved. The code below manually transpiles one\n", + "# circuit from the six-plaquette experiment with the same settings the\n", + "# experiment will use, and draws it for inspection. (The full-lattice\n", + "# transpiled circuit has too many qubits to visualize cleanly, so the\n", + "# six-plaquette circuit is used here as a representative example.)\n", + "gem_exp_6.set_transpile_options(optimization_level=1)\n", + "circuits_6 = gem_exp_6.circuits()\n", + "pass_manager = generate_preset_pass_manager(\n", + " backend=backend,\n", + " initial_layout=list(gem_exp_6.physical_qubits),\n", + " **dict(gem_exp_6.transpile_options),\n", + ")\n", + "transpiled = pass_manager.run(circuits_6[5])\n", + "display(transpiled.draw(\"mpl\", idle_wires=False, fold=-1, scale=0.5))\n", + "\n", + "# -------------------------Step 3-------------------------\n", + "# Run both problem sizes on real hardware:\n", + "# 1. Six plaquettes (~49 qubits) — an intermediate scale-up.\n", + "# 2. The full plaquette lattice — every plaquette the device supports.\n", + "exp_data_6 = gem_exp_6.run(shots=10_000, job_tags=[\"TUT_NPT\"])\n", + "exp_data_full = gem_exp_full.run(shots=10_000, job_tags=[\"TUT_NPT\"])\n", + "exp_data_6.block_for_results()\n", + "exp_data_full.block_for_results()\n", + "\n", + "# -------------------------Step 4-------------------------\n", + "# Plot the normalized variance at each scale. The peak marks the critical\n", + "# point of the Nishimori transition; as the system grows, hardware noise\n", + "# shifts the peak rightward.\n", + "display(exp_data_6.figure(\"normalized_variance\"))\n", + "exp_data_full.figure(\"normalized_variance\")" + ] + }, + { + "cell_type": "markdown", + "id": "da03c8eb-5ec5-4c9c-8eb7-d44c5948b43c", + "metadata": {}, + "source": [ + "Note that, depending on the noise level of the backend used, the normalized-variance curves at the larger sizes may not show a clear peak within the swept angle range. In the runs above, the peak has been pushed all the way to $0.5 \\pi$, the right edge of the sweep (the analysis reports `critical_angle = 0.5000` for both the six-plaquette and full-lattice runs). This means hardware noise has shifted the critical point to (or just past) the boundary of the protocol's physically meaningful angle range, so the transition is at the edge of what this sweep can resolve. The trend remains consistent with the theory: as the system grows, the noise budget grows with it and the critical point shifts rightward." ] }, { @@ -682,14 +794,30 @@ }, { "cell_type": "markdown", - "id": "b9562a76", + "id": "717f22c6-4945-4719-b9ba-ae44cde58da8", + "metadata": {}, + "source": [ + "## Next steps\n", + "\n", + "\n", + "\n", + "If you found this work interesting, you might be interested in the following material:\n", + "- [Long-range entanglement with dynamic circuits](/docs/tutorials/long-range-entanglement)\n", + "- [Repetition codes](/docs/tutorials/repetition-codes)\n", + "- [Classical feedforward and control flow](/docs/guides/classical-feedforward-and-control-flow)\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "bf0dc8db-004f-4567-8162-f09be453b434", "metadata": {}, "source": [ - "## Tutorial survey\n", + "## References\n", "\n", - "Please take this short survey to provide feedback on this tutorial. Your insights will help us improve our content offerings and user experience.\n", + "[1] E. H. Chen, G.-Y. Zhu, R. Verresen, A. Seif, E. Bäumer, D. Layden, N. Tantivasadakarn, G. Zhu, S. Sheldon, A. Vishwanath, S. Trebst, A. Kandala. *Realizing the Nishimori transition across the error threshold for constant-depth quantum circuits.* [arXiv:2309.02863](https://arxiv.org/abs/2309.02863) (2023).\n", "\n", - "[Link to survey](https://your.feedback.ibm.com/jfe/form/SV_bsCKQkgzuQUQ7ky)" + "[2] [GEM Suite](https://github.com/qiskit-community/gem-suite) software package." ] } ], diff --git a/public/docs/images/tutorials/nishimori-phase-transition/extracted-outputs/02357c6e-5c83-4ac0-811d-22602d9f33d5-0.avif b/public/docs/images/tutorials/nishimori-phase-transition/extracted-outputs/02357c6e-5c83-4ac0-811d-22602d9f33d5-0.avif index c5e9d643237cf6d8bfe39569fe85ed62a449ff38..ebf483c01b372f3689f5f44de8a9dc5e7427e065 100644 GIT binary patch delta 6397 zcmVlQHL`i0000SW^{RQVRmU|00000ZE0pPVRmU|ZE0a<0004SkswGT0RR91 z00EQ$0RR910000Nx&Q(I0000PP5=P_000000023Wi#tiLX>f9I0001rX>en20000C zVRkV?fdC8u0000KX>)L8000000005*0003g0000GaA|mH000000|*ER0000CVRkV? zfdCu;lLi4ve;sLXZD9Za0000000IC31Azhq00IPr0tJQu000_ka%E-!00000000hQ zb$Dz50ssL30RR9O`)y=lbP@mx3K$|ivW5rpdFRMKD2S`~Qu)j<=kVJo0DMMB&Wp%bfD;*k9?e;7?(ivJ-HVA%+Oyv>?|K`+XOr8p!Rs4p(A!eTH)@bfFD?Hx2Yf zj(=t@f7wFpyE5O85rix)=lQQcs3XvN>9LiOqgh0=r*>ipMM|yWY}-dHZ4*E#!{bOTJcS0F&o~wMnGZWtxTL}?7#fIif;suLj-`}4yuNNN5*e?|pDU~Z7)V$1zcj=||w+1<37C2jo|^QwNt zw14}^Xo&B%I>y;mljV_e_MZRy`akM%kkCeLTN;5-m~`z0slWFp-*ZRm-oN9vlfm({C?H?HX1)5MsJ6Yb|!QY{!N)7w3KH5nW`MyJcI^CS-^uF)9SGE$}gqd+-UluG|_x^`h!($^%pxU;1!+ zQ-$?B2Q!EkBfDBUQ|4Unp{tNg-B$8(TvUhI^waJ1TB7V+C zRM3zv2C~FlO+t(ZGes@GK*FhqrHt0P-@ar4g|aIh0kq=2B0P7;>KYxwH`ESt27w+; zGQb1#>DCzlnX=gyA_1;N3{>TAFg7J1emn~WM>tQrxJDrvhE_X!i)0V;e{nCR-p?K7 z{y0;~w{>*gDuIph&gJ#`Rf&;Ba1P!!fXw&JzN&V8SQ z`w#9Q;XWC1f=5W%N1#Y;1kY(lCTEqsf{EtGXK!C6v+{gw1-lE{2@HBiu=OBBJhG*<~lPKLC#8RV_`cjmlb4IMC z!FB0Qg4%NjPHPMrEZ~;VO;D}fkh8-Olhd6rAVB`I8)o$G>)77g?-==49BqmmbHM_4 zo_x*=kTUTR@nBp>m)4n!bp=aRj3eMWI%os3IC(s)2Tj0u)GdTMe~jC~MMh=x0KIxN zy`9lWXWQ=!UdZ^HRc5wSUq$!M7Kvl&*yxqh@-SIP*uqm?nTn6=aihjiGGPKFUE(&z z+lZ1Mt)X5{cD1`RkNi1`ro&Yqobs(4JoK8O#3;th0t=0fM zgXcF~G%pr68$_oh1~RG7KDwejcxRM#W6&knlvN;XXT<8V{&$@My zOI@>IK&Fr|f1lV(>XTT=zPVoB9FvEJ=zYde+&NKUUzo+mUd}3`U~l*pYQCT6v8H@$ z7(Y3YKdz<4d<)ljYyrC9vx`rau?I@2%sbbX5mHmxNdhrIfm79I@Md54__uk-mL-&* zF@y?wH)joLhhZ_gBSP`i6+xQ_Uvd(HdP_C|@9(_c1`z zqJkvbm8&?zbV4l>w>wgQEH&{79vf7y${owq8*<3_5NyM4ftXwJVnM7+*N`6J#Oq<{J_3kSSGL9k;Te1drjmm|)9N-yybrIcitCFz z*`mYUo>(we8cyTnkvJ}T0b|sMT7p^@AgRp#i_hdS1{LFI1bEb@9w5MbIZ<}2fmBf3 z+b^8P^b-pwcJ>cyJy-PxFykQ~#>{@J#_C;hP z$6+Xf=Q(Wlw&L!;xoH*dPq)Z2!yr~&)eiup%Losnm;8&R^t{Ps+FaUDVQ!VuK^Y2qC+Byj7?M ze>^R@7*t8YLqyXn6*|4HDT&TnmE_qZ#o%bk-E;lG8P9+q9b@ z^(&8D&`H@4tg3~@NDP$UOX@Z6XXRcbKL7Y3-aCSkA#WXTXRz}I^L3u&*wF!pVA)5d zi<4aLU@s48yPB@PF7T4^$VbknzN*vkf4w66YMsm~MpTtX|2k`Vh$z!K1z-ix=z}%y zb1*j!ZVgGFw606wqUG_USH^DEkOj>o0;4IdqAm*Ybje-FjvsQI1YhE0@j6w1;(`!# zgI89c!x_C4P1iAjp!tcLrysqkHmPqN;DT4S*VMnY-+JCS@1SBo^&yDT=fWmGe+yHv zswnliMF$J!bBDmSF z`Tda&YKvqeP^)Pua&yBinPvB<;7$o>Is>v4v!9lW2I%MX2!t!VyZj~&K>ldmT$1_G zo}RVfOEN_Y+0qA#-N6O&rwBdL)~Jn-Emhj{fdMu3v@$z9R_%2I;;pB{e@@`@LDmNv=|oR?A91##=L)ILQ>GFMhs-sM@(rG zE=+}B8@R@14Dw`_>;ppf$f`V6MF~st%nzriT>DzL7S$1t{?M+xRB5_!H4(;DKAoli z)&9p=bC3-xF8EKMe`rTHIxcDbO!mb%cNK6+|09V=F%4%IAc9L%s~S9?2Y!IqR#oic zI|ZOkWSpG@d?o-_bbL-C*5lM&y8I9oZ;#gIY(&;i5m=7E+Lg>{pEzOkkkRgpg2c;a z1z*PyTdWTr3B+v=>P?wzR6i1jjcJz+&B>~*QRc!H8sWVwf18MQ493O{QZ<-FLhIpW zmW6O4+u;?9%+@@n0YADGOi%WcdisT-QRPM+4CR4XwYw2`c*gPYO^^}`#`d|DAy5_3 zb&s@6QpyKYFF)C$!UoyHRoRP23>@c> zW?m1_Swri4srzaQuLuLqsmJ~UH}%Ne;bmrkQhRoCe+0;lD59mNI8&LbBVGzP7uLz| z1J14OXWku6U?xac%Bsa$or}iQ`WneMg!~sN> zI$rlNphA%05H{%wlT&70PoSf<-%oF{5LaihpK>xa5cyWiBxF$tI})019J?F&`*yko zEL`c3QSE;mi}yJc00{!uRgLY4vZULf|FxZhFDodo02FZmr=e{w0xS_D%nTiQAAY7v ze+&FK-AVd&lk}-p+0Y~d6(#ji05eU$NoZN$K&OaC{s+@~1m1|T7nRLIom1L}(G zyPa{9hoL>x?7PvckT5J9^E>*;%A)$`KnR_J2Zui~t7{*Z8 zEo&Mlbkql*q$(x?Aps>}eWf#tyt(`EO{Q&g2x+Ttr>~ZQW3n@neX06Om@wd?HsxW! z$`U2XMVHPG>+B0ZxD0*yoNB&|rDY(_aBgf5;ybkxXkq!n=nNR(gXM;sM6$Rq*tWIQps?e||bV zT&|*Ms!{J4bpKodF+^vRKjLY!{?kx67>6u@6DBev_5 zDR(xOWLMvGSHq~{2j5`+l_(kHBY8;0gF}m?H!kQ1HbOx+S{pgXAFeW<$y~`YS$+d2 z12^x9ElK!#(cPzxRZ$x8tl2T#W1!A#U>k*=j298Tz+7GOo#Y1fahkPO-Cfx4grbn!Qb^)kox z8jt|lyK78to^UeoP79%7XZU+rbdv{pk2&J0;)O&t5v zNWkl)hJPJZq0N7ce@R7@vYn04S~Q^&v}Dlss-pyikR7Zeayv+=n32biPSeQty+6n5f41bWRx4SiBTgZoYs
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z(l`EG|3_UKypz23vkm0r0d8rb=8EB~#rFDbB>XDUNg$rqexEKP3A~xWxKz!thS$83 zNDQ46^J(Qd?CgA&RYk+&(v>k`CRJX(N}IOIwE7g<2*CcuK0;Pra}5b;$73#fT7_eJr&R()Qr3`7WV40)nv-s=H~dNyeA ztT~IufPcS`giE7W_YYSN4qL$kKeNdRMnDJhFHteIV4;bcu(a^W{k)uy;GT`O?T+=^ z>*C;3?=<~(T9KXr=@8_tTbJ>Q;0X<}iAcldy;`F9`wcnJw0c7-NIj)a}m$P7f} z_>_mDdjr?j$!KcxyIvnOD?0I9xNij+*lj+u1@%S4jlp|^N6UsJzHe*7a2H*#U z_*tQNOS7d-XIp>epVDx{QP0}?qbm^|Rb5*R9TjFT?_OMmIHf7+86kGX%sJhC&&y5~ zol4%YGGnvC%Tid~=i&&@bOoZ;o2^V;;*+7=-!l|}zhZm(duxoqHTfd*n1=Je)82d0 z31(b{n=eHX0nX$seZTpc;=#xhzb4%j)x?9d!S~MzIgqg=o-bQi#XPh@O%3RPT&9$0 z%ag_I9RY1NN>NO1o%MveQ#ot5JN$j&Ia@R1)oS7(JDn?DTUuow0gzLPR#p-HijYl% z5FwM3Ljw_3{oLp_dm?!lI{xB`I=5+oDC1c0#I1I@yio+Mb|$v)CIOml;LNpOh#lVx Sr@!r7DD23em{X-Lvi}E0r8XJ> From 8a7b36eb9e218be3ad2aa38cd5e5e48252039749 Mon Sep 17 00:00:00 2001 From: Henry Zou <87874865+henryzou50@users.noreply.github.com> Date: Fri, 5 Jun 2026 10:20:32 -0400 Subject: [PATCH 2/4] Update docs/tutorials/nishimori-phase-transition.ipynb Co-authored-by: Kaelyn Ferris <43348706+kaelynj@users.noreply.github.com> --- docs/tutorials/nishimori-phase-transition.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/tutorials/nishimori-phase-transition.ipynb b/docs/tutorials/nishimori-phase-transition.ipynb index 2182096bd01..b5cae3d6bab 100644 --- a/docs/tutorials/nishimori-phase-transition.ipynb +++ b/docs/tutorials/nishimori-phase-transition.ipynb @@ -743,7 +743,7 @@ "# and routing stages are overridden because the plaquette lattice already\n", "# matches the hardware connectivity, and optimization is restricted so the\n", "# RZZ angle structure is preserved. The code below manually transpiles one\n", - "# circuit from the six-plaquette experiment with the same settings the\n", + "# circuit from the six-plaquette experiment with the same settings this\n", "# experiment will use, and draws it for inspection. (The full-lattice\n", "# transpiled circuit has too many qubits to visualize cleanly, so the\n", "# six-plaquette circuit is used here as a representative example.)\n", From 100e964fa09344026d6e4e698ac5e0708dd8524a Mon Sep 17 00:00:00 2001 From: Henry Zou <87874865+henryzou50@users.noreply.github.com> Date: Fri, 5 Jun 2026 10:20:41 -0400 Subject: [PATCH 3/4] Update docs/tutorials/nishimori-phase-transition.ipynb Co-authored-by: Kaelyn Ferris <43348706+kaelynj@users.noreply.github.com> --- docs/tutorials/nishimori-phase-transition.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/tutorials/nishimori-phase-transition.ipynb b/docs/tutorials/nishimori-phase-transition.ipynb index b5cae3d6bab..3d4bcebd6a6 100644 --- a/docs/tutorials/nishimori-phase-transition.ipynb +++ b/docs/tutorials/nishimori-phase-transition.ipynb @@ -779,7 +779,7 @@ "id": "da03c8eb-5ec5-4c9c-8eb7-d44c5948b43c", "metadata": {}, "source": [ - "Note that, depending on the noise level of the backend used, the normalized-variance curves at the larger sizes may not show a clear peak within the swept angle range. In the runs above, the peak has been pushed all the way to $0.5 \\pi$, the right edge of the sweep (the analysis reports `critical_angle = 0.5000` for both the six-plaquette and full-lattice runs). This means hardware noise has shifted the critical point to (or just past) the boundary of the protocol's physically meaningful angle range, so the transition is at the edge of what this sweep can resolve. The trend remains consistent with the theory: as the system grows, the noise budget grows with it and the critical point shifts rightward." + "Note that, depending on the noise level of the backend used, the normalized-variance curves at the larger sizes may not show a clear peak within the swept angle range. In the runs above, the peak has been pushed all the way to $0.5 \\pi$, the right edge of the sweep (the analysis reports `critical_angle = 0.5000` for both the six-plaquette and full-lattice runs). This means hardware noise has shifted the critical point to (or just past) the boundary of the protocol's physically meaningful angle range, so the transition is at the edge of what this sweep can resolve." ] }, { From 0204b2ad87b541a43d4a38978cb8ccf329f954a7 Mon Sep 17 00:00:00 2001 From: Henry Zou Date: Fri, 5 Jun 2026 10:23:28 -0400 Subject: [PATCH 4/4] Applied kaelynj's suggestion --- docs/tutorials/nishimori-phase-transition.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/tutorials/nishimori-phase-transition.ipynb b/docs/tutorials/nishimori-phase-transition.ipynb index 3d4bcebd6a6..f9d3f9398d9 100644 --- a/docs/tutorials/nishimori-phase-transition.ipynb +++ b/docs/tutorials/nishimori-phase-transition.ipynb @@ -789,7 +789,7 @@ "source": [ "## Conclusion\n", "\n", - "In this tutorial, you realized a Nishimori phase transition on a quantum processor using the GEM protocol. The metrics that you examined during post-processing, in particular the two-point correlation and the normalized variance, serve as benchmarks of the device's ability to generate long-range entangled states. These benchmarks extend the utility of the GEM protocol beyond probing interesting physics. As part of the protocol, you entangled qubits across the entire device using circuits of only constant depth. This feat is only possible due to the protocol's use of mid-circuit measurements. In this experiment, the entangled state was immediately measured, but an interesting avenue to explore would be to continue using the state in additional quantum processing!" + "In this tutorial, you realized a Nishimori phase transition on a quantum processor using the GEM protocol. The metrics that you examined during post-processing, in particular the two-point correlation and the normalized variance, serve as benchmarks of the device's ability to generate long-range entangled states. These benchmarks extend the utility of the GEM protocol beyond probing interesting physics. As part of the protocol, you entangled qubits across the entire device using circuits of only constant depth. This feat is only possible due to the protocol's use of mid-circuit measurements. In this experiment, the entangled state was immediately measured, but an interesting avenue to explore would be to continue using this state in additional quantum processing!" ] }, {