Demo iqpopt (#1307) #1309

CatalinaAlbornoz · 2025-01-21T19:09:23Z

Title:
IQPopt: Fast optimization of IQP circuits in JAX

Summary:
We created a new package that simulates a specific class of quantum circuits extremely fast. This package can be used for optimization tasks like generative modeling for a large amount of qubits.

Relevant references:

Possible Drawbacks:

Related GitHub Issues:

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

GOALS — Why are we working on this now? Promote a new package created and implemented in a future paper.
AUDIENCE — Who is this for? Quantum Machine Learning researchers, beginners in quantum computing.
KEYWORDS — What words should be included in the marketing post? Quantum Machine Learning, IQP circuits, Optimization, Quantum Computing
Which of the following types of documentation is most similar to your file?
(more details
here)

Tutorial
Demo
How-to

[sc-75586]

**Title:** IQPopt: Fast optimization of IQP circuits in JAX **Summary:** We created a new package that simulates a specific class of quantum circuits extremely fast. This package can be used for optimization tasks like generative modeling for a large amount of qubits. **Relevant references:** **Possible Drawbacks:** **Related GitHub Issues:** ---- If you are writing a demonstration, please answer these questions to facilitate the marketing process. * GOALS — Why are we working on this now? Promote a new package created and implemented in a future paper. * AUDIENCE — Who is this for? Quantum Machine Learning researchers, beginners in quantum computing. * KEYWORDS — What words should be included in the marketing post? Quantum Machine Learning, IQP circuits, Optimization, Quantum Computing * 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 - [ ] Demo - [ ] How-to

github-actions · 2025-01-21T19:09:34Z

👋 Hey, looks like you've updated some demos!

🐘 Don't forget to update the dateOfLastModification in the associated metadata files so your changes are reflected in Glass Onion (search and recommendations).

Please hide this comment once the field(s) are updated. Thanks!

CatalinaAlbornoz

Just changed the author to test if the demo builds

demonstrations/tutorial_iqpopt.metadata.json

demonstrations/tutorial_iqpopt.py

github-actions · 2025-01-21T20:18:38Z

Thank you for opening this pull request.

You can find the built site at this link.

Deployment Info:

Pull Request ID: 1309
Deployment SHA: 93faa2dfbee27cf791fb061d6b70aadf0cb2b587
(The Deployment SHA refers to the latest commit hash the docs were built from)

Note: It may take several minutes for updates to this pull request to be reflected on the deployed site.

… Still need thumbnail and more fixes.

alvaro-at-xanadu

Great demo! Just some copy changes and some clarifications needed.

I think the last section could use a little bit more explanation of the concepts and formulas, it does seem a bit rushed

alvaro-at-xanadu · 2025-02-06T15:02:24Z

demonstrations/tutorial_iqpopt.metadata.json

@@ -0,0 +1,32 @@
+{
+    "title": "IQPopt: Fast optimization of IQP circuits in JAX",


May I suggest a change in the title? The reason is that people will not find this through search easily (not SEO friendly). How about: "Fast optimization of Instantaneous Quantum Polynomial Circuits."
Generally we don't want to use acronym in titles. If IQP is a super well-known acronym in the community, we could do
"Fast optimization of IQP circuits"

alvaro-at-xanadu · 2025-02-06T15:04:07Z

demonstrations/tutorial_iqpopt.metadata.json

+            "uri": "/_static/demo_thumbnails/regular_demo_thumbnails/thumbnail_iqpopt.png"
+        }
+    ],
+    "seoDescription": "Showing how to use the package IQPopt and optimize IQP circuits really fast.",


This has to be more SEO-friendly as well. How about: "Learn how to speed up the optimization of Instantaneous Quantum Polynomial (IQP) circuits using the IQOpt package."

alvaro-at-xanadu · 2025-02-06T15:06:21Z

demonstrations/tutorial_iqpopt.py

+Instantaneous Quantum Polynomial (IQP) circuits are a class of circuits that are expected to be hard
+to sample from using classical computers [2]. In this demo we take a look at the pacakge IQPopt [#Recio]_,
+which shows that despite this, such circuits can still be optimized efficiently!


Suggested change

Instantaneous Quantum Polynomial (IQP) circuits are a class of circuits that are expected to be hard

to sample from using classical computers [2]. In this demo we take a look at the pacakge IQPopt [#Recio]_,

which shows that despite this, such circuits can still be optimized efficiently!

Instantaneous Quantum Polynomial (IQP) circuits are a class of quantum circuits that are expected to be hard

to sample from using classical computers [2]. In this demo we take a look at the pacakge IQPopt [#Recio]_,

which shows that despite this, such circuits can still be optimized efficiently!

Add reference [2].

alvaro-at-xanadu · 2025-02-06T15:07:57Z

demonstrations/tutorial_iqpopt.py

+    :width: 70%
+    :target: javascript:void(0)
+    :alt: IQP circuit optimization
+


Update figure

alvaro-at-xanadu · 2025-02-06T15:12:18Z

demonstrations/tutorial_iqpopt.py

+    :width: 70%
+    :target: javascript:void(0)
+    :alt: IQP circuit optimization
+


Suggested change

..

Figure 1: IQP circuit optimization

This is how the captions are done.

alvaro-at-xanadu · 2025-02-06T17:07:37Z

demonstrations/tutorial_iqpopt.py

+
+######################################################################
+# As we can see the trained circuit closely resembles the ground truth distribution. Although we won't
+# cover it in this demo, the pacakge also contains tools to evaluate generative models and invtesigate


Suggested change

# cover it in this demo, the pacakge also contains tools to evaluate generative models and invtesigate

# cover it in this demo, the package also contains tools to evaluate generative models and investigate

alvaro-at-xanadu · 2025-02-06T17:08:13Z

demonstrations/tutorial_iqpopt.py

+# cover it in this demo, the pacakge also contains tools to evaluate generative models and invtesigate
+# model dropping via the Kernel Generalized Empirical Likelikood.
+# 
+# As a final takeaway, we remark that IQPopt is perhaps the only tool for researchers analyze large


Suggested change

# As a final takeaway, we remark that IQPopt is perhaps the only tool for researchers analyze large

# As a final takeaway, we remark that IQPopt is perhaps the only tool for researchers to analyze large

alvaro-at-xanadu · 2025-02-06T17:08:43Z

demonstrations/tutorial_iqpopt.py

+# 
+# [8] Suman Ravuri, Mélanie Rey, Shakir Mohamed, Marc Peter Deisenroth, "Understanding Deep Generative
+# Models with Generalized Empirical Likelihoods"
+# 


Update all references here and in text

alvaro-at-xanadu · 2025-02-06T17:09:18Z

demonstrations/tutorial_iqpopt.metadata.json

+    ],
+    "dateOfPublication": "2024-12-12T00:00:00+00:00",
+    "dateOfLastModification": "2025-01-16T00:00:00+00:00",
+    "categories": [


alvaro-at-xanadu · 2025-02-06T17:09:36Z

demonstrations/tutorial_iqpopt.metadata.json

+        {
+            "type": "thumbnail",
+            "uri": "/_static/demo_thumbnails/regular_demo_thumbnails/thumbnail_iqpopt.png"
+        }


Merge branch 'master' into iqpopt-demo

359face

CatalinaAlbornoz marked this pull request as ready for review January 21, 2025 19:11

CatalinaAlbornoz added the ci:build-all-qml-demos Build all the Demos for this Pull Request label Jan 21, 2025

CatalinaAlbornoz commented Jan 21, 2025

View reviewed changes

demonstrations/tutorial_iqpopt.metadata.json Outdated Show resolved Hide resolved

demonstrations/tutorial_iqpopt.py Outdated Show resolved Hide resolved

Changed author to test the build

7d4a133

github-actions bot deployed to preview January 21, 2025 20:13 View deployment

Removed spacings, fixed beginning and first reference for iqopt demo.…

a4e1634

… Still need thumbnail and more fixes.

github-actions bot deployed to preview January 24, 2025 04:38 View deployment

Tried to fix formatting errors in iqpopt demo

170b809

github-actions bot deployed to preview January 24, 2025 15:25 View deployment

CatalinaAlbornoz added 3 commits January 24, 2025 14:38

Editted format for iqpopt demo

985603b

Editted format for iqpopt demo

6257f44

Added correct author

93faa2d

github-actions bot deployed to preview January 24, 2025 20:35 View deployment

alvaro-at-xanadu requested changes Feb 6, 2025

View reviewed changes

Provide feedback

Saved searches

Use saved searches to filter your results more quickly

Demo iqpopt (#1307) #1309

Demo iqpopt (#1307) #1309

CatalinaAlbornoz commented Jan 21, 2025 •

edited by justinpickering

Loading

github-actions bot commented Jan 21, 2025

CatalinaAlbornoz left a comment

github-actions bot commented Jan 21, 2025 •

edited

Loading

alvaro-at-xanadu left a comment

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

alvaro-at-xanadu Feb 6, 2025

		@@ -0,0 +1,32 @@
		{
		"title": "IQPopt: Fast optimization of IQP circuits in JAX",

	# cover it in this demo, the pacakge also contains tools to evaluate generative models and invtesigate
	# cover it in this demo, the package also contains tools to evaluate generative models and investigate

	# As a final takeaway, we remark that IQPopt is perhaps the only tool for researchers analyze large
	# As a final takeaway, we remark that IQPopt is perhaps the only tool for researchers to analyze large

Demo iqpopt (#1307) #1309

Are you sure you want to change the base?

Demo iqpopt (#1307) #1309

Conversation

CatalinaAlbornoz commented Jan 21, 2025 • edited by justinpickering Loading

github-actions bot commented Jan 21, 2025

CatalinaAlbornoz left a comment

Choose a reason for hiding this comment

github-actions bot commented Jan 21, 2025 • edited Loading

alvaro-at-xanadu left a comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

Choose a reason for hiding this comment

CatalinaAlbornoz commented Jan 21, 2025 •

edited by justinpickering

Loading

github-actions bot commented Jan 21, 2025 •

edited

Loading