Add rotoselect tutorial #3

angusjlowe · 2019-10-16T19:26:16Z

Title: Rotoselect (circuit structure learning)

Summary: Tutorial for implementing circuit structure learning algorithm that employs a closed form expression for the optimal angle parameters given a fixed slice in parameter space. Depth of the circuit is held constant while the optimal generators of rotation are learned. The performance of the algorithm is compared with vanilla gradient descent and an arbitrary circuit ansatz.

Relevant references: https://arxiv.org/abs/1905.09692

Possible Drawbacks: n/a

Related GitHub Issues: Issue #223 from PennyLane repo.

co9olguy

@angusjlowe Any changes from version that went through code review on pennylane core repo?

.gitignore

Co-Authored-By: Nathan Killoran <co9olguy@users.noreply.github.com>

angusjlowe · 2019-10-16T20:33:03Z

@co9olguy No, apart from updating paths to figures

…rial (#501) * adds m1 Mac instructions (#479) * adds m1 Mac instructions * Update README.md suggestion from Josh Co-authored-by: Josh Izaac <josh146@gmail.com> * updated README instructions for m1 Mac to use norun file * updated README and requirements-norun.txt Co-authored-by: Josh Izaac <josh146@gmail.com> * Added workflow run test * disable * test * Test * a * a * a * a * a * a * a * a * a * a * a * [sc-16868]: Added GitHub workflow with caching. Initial test (#1) * removed unused search page (redirects to qml homepage) (#483) * Updated cache strategy (#2) * Added job matrix (#3) * Fixed issues with caching (#4) * Sc 16868 test GitHub build (#5) * Test cache (#6) * Update index.rst a * Demo for Machine Learning with Classical Shadows (#450) * fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antal…

* adds m1 Mac instructions (#479) * adds m1 Mac instructions * Update README.md suggestion from Josh Co-authored-by: Josh Izaac <josh146@gmail.com> * updated README instructions for m1 Mac to use norun file * updated README and requirements-norun.txt Co-authored-by: Josh Izaac <josh146@gmail.com> * Added workflow run test * disable * test * Test * a * a * a * a * a * a * a * a * a * a * a * [sc-16868]: Added GitHub workflow with caching. Initial test (#1) * removed unused search page (redirects to qml homepage) (#483) * Updated cache strategy (#2) * Added job matrix (#3) * Fixed issues with caching (#4) * Sc 16868 test GitHub build (#5) * Test cache (#6) * Update index.rst a * Demo for Machine Learning with Classical Shadows (#450) * fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gmail.com> * Update…

* adds m1 Mac instructions (#479) * adds m1 Mac instructions * Update README.md suggestion from Josh Co-authored-by: Josh Izaac <josh146@gmail.com> * updated README instructions for m1 Mac to use norun file * updated README and requirements-norun.txt Co-authored-by: Josh Izaac <josh146@gmail.com> * Added workflow run test * disable * test * Test * a * a * a * a * a * a * a * a * a * a * a * [sc-16868]: Added GitHub workflow with caching. Initial test (#1) * removed unused search page (redirects to qml homepage) (#483) * Updated cache strategy (#2) * Added job matrix (#3) * Fixed issues with caching (#4) * Sc 16868 test GitHub build (#5) * Test cache (#6) * Update index.rst a * Demo for Machine Learning with Classical Shadows (#450) * fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gm…

angusjlowe added 4 commits October 16, 2019 15:05

Add tutorial to qml site

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co9olguy reviewed Oct 16, 2019

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Co-Authored-By: Nathan Killoran <co9olguy@users.noreply.github.com>

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co9olguy requested a review from josh146 October 16, 2019 21:09

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josh146 merged commit 735157b into master Oct 16, 2019

josh146 deleted the tutorial-rotoselect branch October 16, 2019 21:59

rashidnhm added a commit that referenced this pull request May 24, 2022

Added job matrix (#3)

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Add rotoselect tutorial #3

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Add rotoselect tutorial #3

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