Samples for resource estimation of Lattice Model simulation circuits

[aarthims]

This change adds three Python+Q# Jupyter notebooks that perform resource estimation for simulating (i) a 2D Ising Model; (ii) a 2D Heisenberg Model; and (iii) a 2D Hubbard Model.

The change also removes the Dynamics.qs file which is outdated with respect to the new 2D Ising model notebook.

[github-actions]

Benchmark for 0c100ec

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Test	Base	PR	%
Array append evaluation	865.1±26.07µs	863.7±8.79µs	-0.16%
Array update evaluation	932.8±6.08µs	934.6±8.49µs	+0.19%
Deutsch-Jozsa evaluation	31.3±0.22ms	31.3±0.38ms	0.00%
Large file parity evaluation	36.0±0.18ms	36.1±0.72ms	+0.28%
Large input file	39.4±0.58ms	38.8±0.63ms	-1.52%
Standard library	21.9±0.28ms	21.2±0.40ms	-3.20%
Teleport evaluation	102.4±2.08µs	103.7±4.58µs	+1.27%

[tcNickolas]

Dynamics.qs was used by https://github.com/microsoft/qsharp/blob/main/samples/estimation/estimation-frontier-widgets.ipynb so we want to also figure out what to do with that

[aarthims]

With newest commits, the change replaces the old Dynamics.qs file with updated code to execute the same sample.

[github-actions]

Benchmark for 40deefd

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Test	Base	PR	%
Array append evaluation	860.6±8.66µs	858.9±6.37µs	-0.20%
Array update evaluation	933.0±8.38µs	938.5±25.21µs	+0.59%
Deutsch-Jozsa evaluation	31.4±0.31ms	31.3±0.56ms	-0.32%
Large file parity evaluation	36.0±0.34ms	36.0±0.31ms	0.00%
Large input file	37.5±0.62ms	37.6±0.52ms	+0.27%
Standard library	20.9±0.33ms	20.7±0.26ms	-0.96%
Teleport evaluation	103.7±1.74µs	104.3±1.89µs	+0.58%

[github-actions]

Benchmark for 248f56f

Click to view benchmark

Test	Base	PR	%
Array append evaluation	876.2±15.51µs	856.4±4.61µs	-2.26%
Array update evaluation	949.2±4.14µs	932.5±4.99µs	-1.76%
Deutsch-Jozsa evaluation	31.8±0.94ms	31.3±1.00ms	-1.57%
Large file parity evaluation	36.0±0.15ms	36.0±1.19ms	0.00%
Large input file	38.1±1.80ms	37.8±0.63ms	-0.79%
Standard library	20.8±0.21ms	21.0±1.14ms	+0.96%
Teleport evaluation	103.9±1.36µs	102.2±1.90µs	-1.64%