* Bumped jax versions

* Updated neural-tangents

* Development branch

* Bumped requirement package versions (#667)

* Bumped jax versions

* Updated neural-tangents

* Apply suggestions from code review

Co-authored-by: Josh Izaac <[email protected]>
Co-authored-by: GitHub Nightly Merge Action <[email protected]>
Co-authored-by: Rashid N H M <[email protected]>

Co-authored-by: Jay Soni <[email protected]>
Co-authored-by: Josh Izaac <[email protected]>
Co-authored-by: GitHub Nightly Merge Action <[email protected]>

* use pyscf for openshell H3

* change date and fix interface warning

* Ibm oslo

* Update to new hardware

* Change to Lima

* Typo

* Replace

* One below

* Added interface, removed deprecated functionality

* Addressing PR comments

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

* More

* typo

* Trigger CI

* lightning req no depth

* Trigger CI

* new version of SPSA demo

* Update demonstrations/spsa.py

Co-authored-by: Josh Izaac <[email protected]>

* simplify code, update outputs and figures

* Apply suggestions from code review

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

* review and tweaking

* make spsa an executing tutorial

* move file

* fix links

* fix some more links

* author bio

* line breaks, undo link change, fixing them actually

* links...

* links again... bio

* update to count executions manually

* reword device executions -> circuit executions. avoid recreating device and qnode

* print executions

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

* fix toric code and classical kernels demos (#740)

* FIx photonics and noisy demos (#742)

* FIx two demos

* small change

* wrap relevant results in np.array (#743)

* Updated demos to work with return types (#744)

* Update demos for new return types (#754)

* remove pennylane-sf from dependencies

* try to use developement lightning

* force upgrade of lightnign

* make tutorial_gbs non-executable

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Co-authored-by: Romain Moyard <[email protected]>
Co-authored-by: Matthew Silverman <[email protected]>
Co-authored-by: Mudit Pandey <[email protected]>
Co-authored-by: lillian542 <[email protected]>

* round outputs on toric code

* Update demonstrations/tutorial_toric_code.py

Co-authored-by: Mudit Pandey <[email protected]>

---------

Co-authored-by: Matthew Silverman <[email protected]>
Co-authored-by: Mudit Pandey <[email protected]>

…se_matrix (#757)

* use lightning in quantumvolume; fix qnspsa for new return

* stop using sparse_hamiltonian

* Added changes to manual demos

* Updated output as found in rerun

* Trigger CI

* add warnings to pennylane-sf plugins, add output

* Apply suggestions from code review

Co-authored-by: Tom Bromley <[email protected]>
Co-authored-by: Josh Izaac <[email protected]>

* add warning to quantum neural net

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Co-authored-by: Tom Bromley <[email protected]>
Co-authored-by: Josh Izaac <[email protected]>