ZNE demo using catalyst #1207

natestemen · 2024-09-05T06:54:00Z

Title: Digital Zero-Noise Extrapolation with Catalyst

Summary: A simple tutorial walking through how to use the latest features of Catalyst's implementation of ZNE.

If you are writing a demonstration, please answer these questions to facilitate the marketing process.

GOALS — Why are we working on this now?

Promote the capabilities of Catalyst.
AUDIENCE — Who is this for?

Quantum application scientists, and error mitigation researchers.
KEYWORDS — What words should be included in the marketing post?

Error mitigation, JIT
Which of the following types of documentation is most similar to your file?
(more details here)

Tutorial
Demo
How-to

demonstrations/tutorial_zne_catalyst.py

vprusso

I know this is still a WIP and some of the chunks I made comments are are block-commented out, so happy to take subsequent passes on this as it is developed!

vprusso · 2024-09-06T11:34:11Z

demonstrations/tutorial_zne_catalyst.py

+1. an example quantum circuit to run
+2. a way to execute circuits
+
+The circuits we use here will be ..., and the method of execution will be a noisy simulation


The circuits we use here will be ..., . Is the ellipsis a placeholder for types of circuits used?

Yup exactly! @cosenal is going to fill in some of the code, and I wasn't sure what he was changing the circuits too :)

demonstrations/tutorial_zne_catalyst.py

vprusso · 2024-09-06T11:45:01Z

demonstrations/tutorial_zne_catalyst.py

+print(mitigated_circuit())
+
+##############################################################################
+# But there's still a big unanswered question! _If I can do this all in PennyLane, what is Catalyst


This is actually a great question and one that took me a while to thoroughly understand and appreciate!

Co-Authored-By: Vincent Russo <[email protected]>

------------------------------------------------------------------------------------------------------------ **Title:** How to implement VQD with PennyLane **Summary:** **Relevant references:** **Possible Drawbacks:** **Related GitHub Issues:** ---- If you are writing a demonstration, please answer these questions to facilitate the marketing process. * GOALS — Finding first excitation energy is necessary to model reaction * AUDIENCE — Chemistry researchers, beginners in quantum computing. * KEYWORDS — Quantum Chemistry * Which of the following types of documentation is most similar to your file? (more details [here](https://www.notion.so/xanaduai/Different-kinds-of-documentation-69200645fe59442991c71f9e7d8a77f8)) - [x] Tutorial - [x] Demo - [x] How-to [sc-64060] --------- Co-authored-by: Guillermo Alonso-Linaje <[email protected]> Co-authored-by: soranjh <[email protected]> Co-authored-by: Ivana Kurečić <[email protected]> Co-authored-by: Ivana Kurečić <[email protected]>

## Changes - FIx metadata URL

See title change.

…1184) ## Ticket - [sc-70154-update-qml-readme-to-highlight-image-standards](https://app.shortcut.com/xanaduai/story/70154/update-qml-readme-to-highlight-image-standards) ## Changes - Add instructions to `README.md` about image standards to be followed while writing demos this QML repository. - Requirements sources from this [doc](https://www.notion.so/xanaduai/Image-standards-for-web-projects-264c09e45a8941a597918b878a2f1a5e) - Since QML is public & the notion doc is private (accessible by Xanadu only) added the relevant standards in text form in the `README.md` ## Preview - https://github.com/PennyLaneAI/qml/blob/2e9da1bb2bef3cd8a2eb504459f686ab20b9ec0c/README.md

cosenal · 2024-09-19T14:45:18Z

@josh146 @dime10 @nathanshammah The tutorial is ready for review.
(I am not the owner of the PR, so I can't change the title, but please ignore the [Draft] label)

…d/qml into zne-catalyst-tutorial

natestemen · 2024-10-09T19:27:47Z

demonstrations/tutorial_zne_catalyst.py

+##############################################################################
+# About the authors
+# -----------------
+# .. include:: ../_static/authors/alessandro_cosentino.txt
+#
+# .. include:: ../_static/authors/nate_stemen.txt


@ikurecic should this stay here, or is this created as part of the build process now?

@natestemen You can remove it. It doesn't cause any trouble to keep it, but you can remove it.

ikurecic · 2024-10-10T10:55:54Z

demonstrations/tutorial_zne_catalyst.py

+Using ZNE with PennyLane
+------------------------


Would it be possible to either rename this section (for example, 'Demo overview') or simply put in an image (the OGthumbnail at 70% width) instead of the section title?
It's quite a confusing structure for readers as it is right now.

I agree, good suggestion. Done in bc166cf

demonstrations/tutorial_zne_catalyst.py

Co-authored-by: Ivana Kurečić <[email protected]>

josh146 · 2024-10-10T18:39:19Z

demonstrations/tutorial_zne_catalyst.py

+What is zero-noise extrapolation (ZNE)
+-----------


Suggested change

What is zero-noise extrapolation (ZNE)

-----------

What is zero-noise extrapolation (ZNE)

--------------------------------------

josh146

Tutorial looks great 😍

josh146 · 2024-10-10T18:39:47Z

demonstrations/tutorial_zne_catalyst.py

+recommend reading the `Mitiq docs <https://mitiq.readthedocs.io/en/stable/guide/zne-5-theory.html>`_
+and the references therein), let's first review what happens when using the protocol in practice.


pyproject.toml

Co-authored-by: Romain Moyard <[email protected]>

ikurecic

Thanks @cosenal and @natestemen , I have left just a couple of minor suggestions, and I will check in with you about the timeline.

ikurecic · 2024-11-08T10:44:31Z

demonstrations/tutorial_zne_catalyst.py

+leveraging JIT compilation through Catalyst.
+
+.. image:: ../_static/demo_thumbnails/regular_demo_thumbnails/thumbnail_zne_catalyst.png
+    :width: 65%


Suggested change

:width: 65%

:width: 70%

To fit the intended design.

ikurecic · 2024-11-08T10:46:16Z

demonstrations/tutorial_zne_catalyst.py

+Digital zero-noise extrapolation with Catalyst
+==============================================
+
+In this tutorial, you will learn how to use error mitigation, and in particular 


Suggested change

In this tutorial, you will learn how to use error mitigation, and in particular

In this tutorial, you will learn how to use :doc:`error mitigation <tutorial_error_mitigation>`, and in particular

This is just a suggestion.

ikurecic · 2024-11-08T10:47:09Z

demonstrations/tutorial_zne_catalyst.py

+Digital zero-noise extrapolation with Catalyst
+==============================================


Suggested change

Digital zero-noise extrapolation with Catalyst

==============================================

Digital zero-noise extrapolation (ZNE) with Catalyst

====================================================

ikurecic · 2024-11-08T10:49:37Z

demonstrations/tutorial_zne_catalyst.py

+
+ZNE in particular is also offered out of the box in PennyLane as a *differentiable* error mitigation technique,
+for usage in combination with variational workflows. More on this in the tutorial
+:doc:`Differentiating quantum error mitigation transforms <tutorial_diffable-mitigation>`.


Would you want to add this as a related Demo, as well?

ikurecic · 2024-11-08T10:52:08Z

demonstrations/tutorial_zne_catalyst.metadata.json

+    "title": "Digital zero-noise extrapolation with Catalyst",
+    "authors": [
+        {
+            "username": "cosenal"


@cosenal , if you add a Headline to your profile, it will also show up in the author bio summary under the Demo.

ikurecic · 2024-11-08T10:56:04Z

demonstrations/tutorial_zne_catalyst.py

+results by running circuits at varying noise levels and extrapolating back to a hypothetical
+zero-noise case. While this tutorial won't delve into the theory behind ZNE in detail (for which we
+recommend reading the `Mitiq docs <https://mitiq.readthedocs.io/en/stable/guide/zne-5-theory.html>`_
+and the references therein), let's first review what happens when using the protocol in practice.


Suggested change

and the references therein), let's first review what happens when using the protocol in practice.

and the references therein), let's first review what happens when using the protocol in practice, in three stages.

Could we set the expectations like this or in a similar way? As a first-time reader, the structure confused me a bit.

ikurecic · 2024-11-08T10:58:24Z

demonstrations/tutorial_zne_catalyst.py

+zero-noise case. While this tutorial won't delve into the theory behind ZNE in detail (for which we
+recommend reading the `Mitiq docs <https://mitiq.readthedocs.io/en/stable/guide/zne-5-theory.html>`_
+and the references therein), let's first review what happens when using the protocol in practice.
+


I think this is a great way to explain the steps, but I'm a bit confused by how these three stages related to the following sections. Could we maybe align those two a bit better? Even if you just refer to specific stages within the text/code, that would already be valuable.

ikurecic · 2024-11-08T11:00:45Z

demonstrations/tutorial_zne_catalyst.py

+---------------------------
+
+The first step for demoing an error mitigation routine is to define a circuit. 
+Here we build a simple mirror circuit starting off a unitary 2-design. 


Suggested change

Here we build a simple mirror circuit starting off a unitary 2-design.

Here we build a simple mirror circuit starting off a `unitary 2-design <https://en.wikipedia.org/wiki/Quantum_t-design>`__.

Let's include a web reference.

cosenal and others added 2 commits August 22, 2024 18:11

Stub for ZNE Catalyst tutorial

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add description of protocol

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rmoyard self-requested a review September 5, 2024 15:39

josh146 marked this pull request as ready for review September 5, 2024 22:40

josh146 changed the title ~~ZNE demo using catalyst~~ [Draft] ZNE demo using catalyst Sep 5, 2024

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flush out initial workflow; lead into comparison

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natestemen and others added 12 commits September 7, 2024 08:59

Suggestions from @vprusso

faa3c18

Co-Authored-By: Vincent Russo <[email protected]>

fix-tutorial-vqe-vqd-metadata (PennyLaneAI#1200)

25e95e1

## Changes - FIx metadata URL

Fixing incorrect title of Demo in metadata file. (PennyLaneAI#1197)

1a2ccf1

See title change.

Landscape of qem techniques in pennylane

645e763

Merge branch 'master' into zne-catalyst-tutorial

bfefdf5

example with mirror circuits

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zne in non-catalyst pennylane

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measure running time

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better explanations

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cosenal added 3 commits September 19, 2024 18:20

reformat demo with black

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lock poetry file

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opencl in github build

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natestemen changed the title ~~[Draft] ZNE demo using catalyst~~ ZNE demo using catalyst Sep 20, 2024

natestemen requested a review from josh146 September 20, 2024 14:48

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Merge branch 'master' into zne-catalyst-tutorial

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disable opencl on qrack device

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Merge branch 'zne-catalyst-tutorial' of https://github.com/unitaryfun…

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…d/qml into zne-catalyst-tutorial

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cosenal mentioned this pull request Oct 15, 2024

ZNE in Catalyst blog post unitaryfund/unitary.fund#604

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[BUG] One-shot ZNE returns unexpected results PennyLaneAI/pennylane#6440

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ZNE demo using catalyst #1207

ZNE demo using catalyst #1207

natestemen commented Sep 5, 2024 •

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		recommend reading the `Mitiq docs <https://mitiq.readthedocs.io/en/stable/guide/zne-5-theory.html>`_
		and the references therein), let's first review what happens when using the protocol in practice.

	In this tutorial, you will learn how to use error mitigation, and in particular
	In this tutorial, you will learn how to use :doc:`error mitigation <tutorial_error_mitigation>`, and in particular

		Digital zero-noise extrapolation with Catalyst
		==============================================

	Here we build a simple mirror circuit starting off a unitary 2-design.
	Here we build a simple mirror circuit starting off a `unitary 2-design <https://en.wikipedia.org/wiki/Quantum_t-design>`__.

ZNE demo using catalyst #1207

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ZNE demo using catalyst #1207

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natestemen commented Sep 5, 2024 •

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