From 737f2991f104aa4ea695e8ba2d4c36045696cc68 Mon Sep 17 00:00:00 2001 From: Hayk Tepanyan Date: Tue, 24 Sep 2024 03:22:30 -0700 Subject: [PATCH] First draft for the Bluequbit-Pennylane device tutorial (#1127) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit **Intro to the BlueQubit (CPU) device [DRAFT]** First draft on the tutorial on how to use the BlueQubit device and run up to 33 qubit circuit simulations with Pennylane. --------- Co-authored-by: Ivana Kurečić Co-authored-by: Ivana Kurečić --- _static/authors/hayk_tepanyan.jpeg | Bin 0 -> 1473100 bytes _static/authors/hayk_tepanyan.txt | 4 + ...bnail_large_bluequbit-pennylane_device.png | Bin 0 -> 90110 bytes ...OGthumbnail_bluequbit-pennylane_device.png | Bin 0 -> 86864 bytes .../thumbnail_bluequbit-pennylane_device.png | Bin 0 -> 19435 bytes _static/hardware_logos/bluequbit.png | Bin 0 -> 30731 bytes .../tutorial_bluequbit.metadata.json | 60 ++ demonstrations/tutorial_bluequbit.py | 181 +++++ .../objects/hardware.schema.0.1.0.json | 3 +- poetry.lock | 648 +++++++++--------- pyproject.toml | 1 + 11 files changed, 585 insertions(+), 312 deletions(-) create mode 100644 _static/authors/hayk_tepanyan.jpeg create mode 100644 _static/authors/hayk_tepanyan.txt create mode 100644 _static/demo_thumbnails/large_demo_thumbnails/thumbnail_large_bluequbit-pennylane_device.png create mode 100644 _static/demo_thumbnails/opengraph_demo_thumbnails/OGthumbnail_bluequbit-pennylane_device.png create mode 100644 _static/demo_thumbnails/regular_demo_thumbnails/thumbnail_bluequbit-pennylane_device.png create mode 100644 _static/hardware_logos/bluequbit.png create mode 100644 demonstrations/tutorial_bluequbit.metadata.json create mode 100644 demonstrations/tutorial_bluequbit.py diff --git a/_static/authors/hayk_tepanyan.jpeg b/_static/authors/hayk_tepanyan.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..76a8c01ab5af29686f55a9fd38974ec4ccae081d GIT binary patch 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company. 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HcmV?d00001 diff --git a/demonstrations/tutorial_bluequbit.metadata.json b/demonstrations/tutorial_bluequbit.metadata.json new file mode 100644 index 0000000000..95928b86f9 --- /dev/null +++ b/demonstrations/tutorial_bluequbit.metadata.json @@ -0,0 +1,60 @@ +{ + "title": "Using the BlueQubit (CPU) device with PennyLane", + "authors": [ + { + "username": "hayk_tepanyan" + } + ], + "dateOfPublication": "2024-09-24T00:00:00+00:00", + "dateOfLastModification": "2024-09-24T00:00:00+00:00", + "categories": [ + "Devices and Performance", + "Quantum Computing" + ], + "tags": [], + "previewImages": [ + { + "type": "thumbnail", + "uri": "/_static/demo_thumbnails/regular_demo_thumbnails/thumbnail_bluequbit-pennylane_device.png" + }, + { + "type": "large_thumbnail", + "uri": "/_static/demo_thumbnails/large_demo_thumbnails/thumbnail_large_bluequbit-pennylane_device.png" + } + ], + "seoDescription": "Run large-scale quantum simulations with PennyLane and BlueQubit.", + "doi": "", + "canonicalURL": "/qml/demos/tutorial_bluequbit", + "references": [ + { + "id": "Draper2000", + "type": "article", + "title": "Addition on a Quantum Computer", + "authors": "Thomas G. Draper", + "year": "2000", + "journal": "", + "url": "https://arxiv.org/abs/quant-ph/0008033" + } + ], + "basedOnPapers": [], + "referencedByPapers": [], + "relatedContent": [ + { + "type": "demonstration", + "id": "tutorial_qft_arithmetics", + "weight": 1.0 + }, + { + "type": "demonstration", + "id": "tutorial_qft", + "weight": 1.0 + } + ], + "hardware": [ + { + "id": "bluequbit", + "link": "https://app.bluequbit.io/", + "logo": "/_static/hardware_logos/bluequbit.png" + } + ] +} diff --git a/demonstrations/tutorial_bluequbit.py b/demonstrations/tutorial_bluequbit.py new file mode 100644 index 0000000000..95f74963e4 --- /dev/null +++ b/demonstrations/tutorial_bluequbit.py @@ -0,0 +1,181 @@ +r"""Using the BlueQubit (CPU) device with PennyLane +============================================================= + +Running large-scale simulations usually requires lots of memory and compute power, regular laptops already struggle above 20 qubits +and most of the time 30+ qubits are a no-go. +Using the `BlueQubit device `_, PennyLane users can now run circuit simulations on souped up machines and go up to 33 qubits! +Also, Bluequbit uses a custom build of `PennyLane-Lightning `__ that +enables multi-threading and other configurations to achieve the best possible performance. + +Below we will show 2 examples of how to use BlueQubit with PennyLane. +The first is a very simple example building a Bell pair, and the second one is a large 26-qubit circuit that demonstrates the central limit theorem using quantum arithmetic. + + +.. note:: + + To follow along with this tutorial on your own computer, you will need the + `BlueQubit SDK `_. It can be installed via pip: + + .. code-block:: bash + + pip install bluequbit + + +.. figure:: ../_static/demo_thumbnails/opengraph_demo_thumbnails/OGthumbnail_bluequbit-pennylane_device.png + :align: center + :width: 70% + :target: javascript:void(0) + + + +Build your PennyLane circuit +---------------------------- + +Here we will build a simple :doc:`Bell pair ` and simulate it on the BlueQubit backend. +Later in this tutorial we will show a larger example — a 26-qubit circuit that demonstrates the central limit theorem using a `Draper QFT adder `__. + +Here is the example circuit we will be simulating: +""" + +import pennylane as qml +import matplotlib.pyplot as plt +import numpy as np + + +def bell_pair(): + qml.Hadamard(0) + qml.CNOT(wires=(0, 1)) + return qml.probs() + +fig = qml.draw_mpl(bell_pair)() + + +############################################################################## +# Use the BlueQubit device +# ------------------------ +# Here are the 3 easy steps to simulate the above circuit on the BlueQubit backend: +# +# 1. Open an account at `app.bluequbit.io `__ to get a token. You can also view your submitted jobs here later. +# 2. Initialize the `bluequbit` device with your token. +# 3. Submit the circuit for simulation! + +import bluequbit +bluequbit.logger.setLevel("ERROR") + +# STEP 2: Initialize the bluequbit device! +# Using a guest token here. Replace it with your own token for a better experience. +bq_dev = qml.device("bluequbit.cpu", wires=2, token="3hmIGLWGKzKdWmxLoJ5F24P3rivGL04d") + +bell_qnode = qml.QNode(bell_pair, bq_dev) + +# STEP 3: Simulate the circuit! +result = bell_qnode() +print(result) + + +############################################# +# And that's it! Circuit details and visualizations will also appear in your BlueQubit account after this run. +# +# Now we can run even larger (up to 33-qubit) circuit simulations the same way! +# +# Larger workloads: 26 qubits +# --------------------------- +# Here we will see a much larger example — a 26-qubit circuit. +# Inspired by `Guillermo Allonso's `__ PennyLane Demo `Basic arithmetic with the quantum Fourier transform (QFT) `__, +# which implements a quantum adder in PennyLane, we build our own adder and use it to add together quantum registers. +# +# In the quantum world we can use the idea of superposition to add multiple numbers at the same time. +# Furthermore, since each number in the superposition can have its own weight, we can use this adder to sum together distributions! +# Below we will use that idea to demonstrate the `central limit theorem `__: we will add together a couple of sequences of independent and identically distributed variables (namely uniformly distributed) +# and see what their outcome will look like. +# +# It should take approximately 1 minute to run the code below. + + + +def draper_adder(wires_a, wires_b, kind="fixed", include_qft=True, include_iqft=True): + """ + Implement the Draper adder for qubit registers of different sizes using PennyLane. + + Args: + wires_a (list): Wires for the first register (smaller or equal size). + wires_b (list): Wires for the second register (larger or equal size). + kind (str): The kind of adder, can be 'half' or 'fixed' (default: 'fixed'). if kind='half' min(wires_b)-1 is the additional qubit of second register + include_qft (bool): Whether to include the QFT part (default: True). + include_iqft (bool): Whether to include the inverse QFT part (default: True). + """ + m = len(wires_a) + n = len(wires_b) + if kind == "half": + wires_sum = [min(wires_b) - 1] + wires_b + else: + wires_sum = wires_b + # QFT part + if include_qft: + qml.QFT(wires=wires_sum) + # Controlled rotations + for j in range(m): + for k in range(n - j): + lam = np.pi / (2**k) + qml.ControlledPhaseShift(lam, wires=[wires_a[-j-1], wires_sum[j+k]]) + if kind == "half": + for j in range(m): + lam = np.pi / (2 ** (j + 1 + n - m)) + qml.ControlledPhaseShift(lam, wires=[wires_a[j], wires_sum[-1]]) + # Inverse QFT part + if include_iqft: + qml.adjoint(qml.QFT)(wires=wires_sum) + +# Using a guest token here. Replace it with your own token for a better experience. +dev = qml.device("bluequbit.cpu", wires = 26, shots = None, token="3hmIGLWGKzKdWmxLoJ5F24P3rivGL04d") + +@qml.qnode(dev) +def add_4_6qubit_uniforms(): + regs = [list(range(0,6)), + list(range(6,12)), + list(range(12,18)), + list(range(18,26))] + # make each register uniform 0-63 + for reg in regs: + for j in range(6): + qml.Hadamard(reg[-j-1]) + # calcualte sum + draper_adder(regs[0], regs[3][-6:], kind="half") + draper_adder(regs[1], regs[3][-7:], kind="half", include_iqft=False) + draper_adder(regs[2], regs[3], include_qft=False) # skip I=QFT+iQFT, a small optimization + return qml.probs(wires=regs[3]) + +res = add_4_6qubit_uniforms() +plt.figure(figsize=(32, 8)) +bar = plt.bar(np.arange(len(res)), res) +plt.tick_params(axis='x', labelsize=30) +plt.tick_params(axis='y', labelsize=30) + +############################################# +# Wow, that looks like a Gaussian distribution! +# +# That's exactly what's expected from the central limit theorem — adding together multiple sequences of independent and identically distributed variables approximates the normal distribution. + +############################################# +# Conclusion +# ---------- +# +# In this tutorial we saw how PennyLane users can run large circuit simulations on BlueQubit's souped up machines. +# We demonstrated this both on a small example, as well as a large 26-qubit simulation where we added together uniform +# distributions to approximate a normal distribution. +# +# PennyLane users can now simulate large circuits of up to 33 qubits for free using `BlueQubit `_ — we are looking forward to seeing the +# creative and innovative ways researchers and quantum enthusiasts will be using this capability! + +############################################# +# References +# ---------- +# +# .. [#Draper2000] +# +# Thomas G. Draper, "Addition on a Quantum Computer". `arXiv:quant-ph/0008033 `__. + +############################################################################## +# About the author +# ---------------- +# \ No newline at end of file diff --git a/metadata_schemas/objects/hardware.schema.0.1.0.json b/metadata_schemas/objects/hardware.schema.0.1.0.json index bf6ea192db..e0bba0afbc 100644 --- a/metadata_schemas/objects/hardware.schema.0.1.0.json +++ b/metadata_schemas/objects/hardware.schema.0.1.0.json @@ -9,7 +9,8 @@ "description": "The ID of the hardware vendor", "enum": [ "aws", - "covalent" + "covalent", + "bluequbit" ] }, "link": { diff --git a/poetry.lock b/poetry.lock index 7675ebbc6a..c6b12bb177 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. 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