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A collection of useful quantum/ classical codes written or modified by Onri Jay Benally. Some codes are available to run on Google Colab (free, cloud-based programming tool), but may also be compatible with paid GPU cloud tools like Saturn Cloud.

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Name		Name	Last commit message	Last commit date
docs/fqe/tutorials		docs/fqe/tutorials
128_KiB_SRAM_Bank_PHIDL_GDSTK_Graphviz_in_Colab.ipynb		128_KiB_SRAM_Bank_PHIDL_GDSTK_Graphviz_in_Colab.ipynb
2D_Truss_Heatmap_in_Colab.ipynb		2D_Truss_Heatmap_in_Colab.ipynb
2_Qubit_State_Visualization_in_Python.ipynb		2_Qubit_State_Visualization_in_Python.ipynb
3D_Cow_CFD_Visualization_in_Colab.ipynb		3D_Cow_CFD_Visualization_in_Colab.ipynb
3D_Cow_Mesh_and_Dithering_Using_Trimesh.ipynb		3D_Cow_Mesh_and_Dithering_Using_Trimesh.ipynb
3D_Hilbert_Curves_for_Blender.ipynb		3D_Hilbert_Curves_for_Blender.ipynb
3D_Mesh_and_FEA_Basic_Picnic_Bench_in_Colab.ipynb		3D_Mesh_and_FEA_Basic_Picnic_Bench_in_Colab.ipynb
3D_Spin_Representation_Mesh_Using_Trimesh.ipynb		3D_Spin_Representation_Mesh_Using_Trimesh.ipynb
4 x 4 Array of Circles in Shapely.ipynb		4 x 4 Array of Circles in Shapely.ipynb
4_Micron_Josphson_Junction_with_GDSTK.ipynb		4_Micron_Josphson_Junction_with_GDSTK.ipynb
4_Pole_Magnetic_Field_Visualization_with_Python.ipynb		4_Pole_Magnetic_Field_Visualization_with_Python.ipynb
Abrikosov_Vortex_Visualization_with_CuPy_QuTiP_K3D_in_Colab.ipynb		Abrikosov_Vortex_Visualization_with_CuPy_QuTiP_K3D_in_Colab.ipynb
Academic_Salaries_in_the_US.ipynb		Academic_Salaries_in_the_US.ipynb
Analytical_Versus_Numerical_Jacobians_in_Colab.ipynb		Analytical_Versus_Numerical_Jacobians_in_Colab.ipynb
Animated_Plot_of_a_Damped_Harmonic_Oscillator_in_Colab.ipynb		Animated_Plot_of_a_Damped_Harmonic_Oscillator_in_Colab.ipynb
Animated_RGB_Kaleidoscope.ipynb		Animated_RGB_Kaleidoscope.ipynb
Animation_of_Discrete_vs_Continuous_Variables.ipynb		Animation_of_Discrete_vs_Continuous_Variables.ipynb
Applied_Bezier_Curves_vs_Hybrid_Polynomial_Tetration.ipynb		Applied_Bezier_Curves_vs_Hybrid_Polynomial_Tetration.ipynb
Atlas_of_Mathematical_Spaces_Visualized_in_Colab.ipynb		Atlas_of_Mathematical_Spaces_Visualized_in_Colab.ipynb
Atomistic_Curie_Temp_Simulator_py.ipynb		Atomistic_Curie_Temp_Simulator_py.ipynb
Attempt_at_GPU_Accelerated_Pt3Sn_Spin_DOS_Calculation_with_Kwant_+_CuPy_in_Colab.ipynb		Attempt_at_GPU_Accelerated_Pt3Sn_Spin_DOS_Calculation_with_Kwant_+_CuPy_in_Colab.ipynb
Attempt_at_Monte_Carlo_Simulation_of_Electron_Quantum_Tunneling.ipynb		Attempt_at_Monte_Carlo_Simulation_of_Electron_Quantum_Tunneling.ipynb
Attempt_at_a_Hysteresis_Loop_from_Scratch_with_CuPy_in_Colab.ipynb		Attempt_at_a_Hysteresis_Loop_from_Scratch_with_CuPy_in_Colab.ipynb
Automated_Mathematical_Derivation_Engine_Adjacency_in_Colab.ipynb		Automated_Mathematical_Derivation_Engine_Adjacency_in_Colab.ipynb
Automated_Mathematical_Derivation_Engine_in_Colab.ipynb		Automated_Mathematical_Derivation_Engine_in_Colab.ipynb
BA283_Schematic_Construction_Schemdraw_Graphviz_in_Colab.ipynb		BA283_Schematic_Construction_Schemdraw_Graphviz_in_Colab.ipynb
BCC_Fe_Spin_Resolved_Using_Cupy_in_Colab.ipynb		BCC_Fe_Spin_Resolved_Using_Cupy_in_Colab.ipynb
Band_Structure_Data_Extraction_and_Regeneration.ipynb		Band_Structure_Data_Extraction_and_Regeneration.ipynb
Bar_Magnet_Field_Lines_MagPyLib.ipynb		Bar_Magnet_Field_Lines_MagPyLib.ipynb
Bar_Magnet_Field_Lines_MagPyLib_and_K3D_in_Colab.ipynb		Bar_Magnet_Field_Lines_MagPyLib_and_K3D_in_Colab.ipynb
Benefits_of_Greenhouse_Effect_at_Night_in_Colab.ipynb		Benefits_of_Greenhouse_Effect_at_Night_in_Colab.ipynb
Benzene_HMO_Calculator_&_Visualizer.ipynb		Benzene_HMO_Calculator_&_Visualizer.ipynb
Bezier_Curves_to_Bands.ipynb		Bezier_Curves_to_Bands.ipynb
Bloch_Sphere_YZ_Rotation_Animation.ipynb		Bloch_Sphere_YZ_Rotation_Animation.ipynb
Bloch_Sphere_YZ_Rotation_Animation_v2.ipynb		Bloch_Sphere_YZ_Rotation_Animation_v2.ipynb
Bolometer_Calorimetric_Readout_Sim.ipynb		Bolometer_Calorimetric_Readout_Sim.ipynb
Borghi_Peters_and_Markstein_Analysis.ipynb		Borghi_Peters_and_Markstein_Analysis.ipynb
CPW_Field_Magpylib_and_K3D_in_Colab.ipynb		CPW_Field_Magpylib_and_K3D_in_Colab.ipynb
CPW_Heatmap_with_CuPy.ipynb		CPW_Heatmap_with_CuPy.ipynb
CPW_Kinetic_Inductance_Simulation.ipynb		CPW_Kinetic_Inductance_Simulation.ipynb
CPW_Resonance_Response_Calculation_with_CuPy.ipynb		CPW_Resonance_Response_Calculation_with_CuPy.ipynb
CUDA Test Algo 2.ipynb		CUDA Test Algo 2.ipynb
CUDA Test Algo.ipynb		CUDA Test Algo.ipynb
CUDA_Accelerated_Rotating_Wave_Approximation.ipynb		CUDA_Accelerated_Rotating_Wave_Approximation.ipynb
Calibrating_Qubits_Pulse_(State_Classification_&_More).ipynb		Calibrating_Qubits_Pulse_(State_Classification_&_More).ipynb
Cavity_QED_in_Phase_Space_in_Colab.ipynb		Cavity_QED_in_Phase_Space_in_Colab.ipynb
Circuit_Topology_and_Schematic_Generation_with_NetworkX_Graphviz_Schemdraw_Pydot_in_Colab.ipynb		Circuit_Topology_and_Schematic_Generation_with_NetworkX_Graphviz_Schemdraw_Pydot_in_Colab.ipynb
CoFeB_Ferromagnetic_Resonance_Plot.ipynb		CoFeB_Ferromagnetic_Resonance_Plot.ipynb
Colab_CSV_Converter.ipynb		Colab_CSV_Converter.ipynb
Colab_Compatible_CuPy_LBM.ipynb		Colab_Compatible_CuPy_LBM.ipynb
Collective_Excitations_for_Superconductors.ipynb		Collective_Excitations_for_Superconductors.ipynb
Collective_excitation_visualizations_in_Colab.ipynb		Collective_excitation_visualizations_in_Colab.ipynb
Controlled_Rotation_Circuit.ipynb		Controlled_Rotation_Circuit.ipynb
Copy_of_Tile_an_Image_into_3x3_17x11_Inch_Each.ipynb		Copy_of_Tile_an_Image_into_3x3_17x11_Inch_Each.ipynb
Coulomb_Blockades_Coulomb_Diamonds_Attempt.ipynb		Coulomb_Blockades_Coulomb_Diamonds_Attempt.ipynb
Coulomb_Blockades_Coulomb_Diamonds_Attempt_2.ipynb		Coulomb_Blockades_Coulomb_Diamonds_Attempt_2.ipynb
Cryogenic_CMOS_and_Cryogenic_MRAM_Power_Dissipation_Comparison.ipynb		Cryogenic_CMOS_and_Cryogenic_MRAM_Power_Dissipation_Comparison.ipynb
Cryogenic_Classical_Memories_with_Graphviz_in_Colab.ipynb		Cryogenic_Classical_Memories_with_Graphviz_in_Colab.ipynb
Cryogenic_MTJs_Current_Densities.ipynb		Cryogenic_MTJs_Current_Densities.ipynb
Cryogenic_Memory_Hierarchy_Figure.ipynb		Cryogenic_Memory_Hierarchy_Figure.ipynb
Crystal_Structure_Generation_of_FePd.ipynb		Crystal_Structure_Generation_of_FePd.ipynb
Curve_fit_example.ipynb		Curve_fit_example.ipynb
DRAM_vs_SRAM_32_64_96_128GiB_Aug2026_in_Colab.ipynb		DRAM_vs_SRAM_32_64_96_128GiB_Aug2026_in_Colab.ipynb
DXF_import2_WORKING_PR_Test_Polygons.ipynb		DXF_import2_WORKING_PR_Test_Polygons.ipynb
DXF_to_SVG_Converter.ipynb		DXF_to_SVG_Converter.ipynb
Detect_Red_Pixels.ipynb		Detect_Red_Pixels.ipynb
Differential_Algebra_for_TD_Schrodinger_Eq.ipynb		Differential_Algebra_for_TD_Schrodinger_Eq.ipynb
Digital_Signal_Interpolation_Simulator_in_Colab.ipynb		Digital_Signal_Interpolation_Simulator_in_Colab.ipynb
Disk_Magnet_Field_Lines_MagPyLib_and_K3D_in_Colab.ipynb		Disk_Magnet_Field_Lines_MagPyLib_and_K3D_in_Colab.ipynb
Disk_Magnet_Field_MagPyLib_and_K3D_in_Colab.ipynb		Disk_Magnet_Field_MagPyLib_and_K3D_in_Colab.ipynb
Disk_Magnet_Field_MagPyLib_and_PyVista_in_Colab.ipynb		Disk_Magnet_Field_MagPyLib_and_PyVista_in_Colab.ipynb
Dy_and_Tb_Prediction_of_Temperature_Dependence.ipynb		Dy_and_Tb_Prediction_of_Temperature_Dependence.ipynb
Dynamic_Circuits_&_If_Statements.ipynb		Dynamic_Circuits_&_If_Statements.ipynb
EF3_to_EF5_Tornado_Activity_Across_the_US_(2013_2026)_in_Colab.ipynb		EF3_to_EF5_Tornado_Activity_Across_the_US_(2013_2026)_in_Colab.ipynb
EF3_to_EF5_Tornado_Activity_in_the_US_(2013_2026)_in_Colab.ipynb		EF3_to_EF5_Tornado_Activity_in_the_US_(2013_2026)_in_Colab.ipynb
EM_Spectrum_Visualization.ipynb		EM_Spectrum_Visualization.ipynb
Egg_White_Resist_E_Beam_Penetration_Monte_Carlo.ipynb		Egg_White_Resist_E_Beam_Penetration_Monte_Carlo.ipynb
Ehrenfest_Derivation_Engine_Colab.ipynb		Ehrenfest_Derivation_Engine_Colab.ipynb
Eigenmode_Analysis_GDSTK_Fractals.ipynb		Eigenmode_Analysis_GDSTK_Fractals.ipynb
Electrical_Schematic_Example_in_Colab.ipynb		Electrical_Schematic_Example_in_Colab.ipynb
Electron_Orbital_Visualization_with_Plotly.ipynb		Electron_Orbital_Visualization_with_Plotly.ipynb
Electronic_Band_Structure_Comparison_Graphene_and_Hexaboron_Nitride_in_Colab.ipynb		Electronic_Band_Structure_Comparison_Graphene_and_Hexaboron_Nitride_in_Colab.ipynb
Energy_bands_of_a_topological_semimetal.ipynb		Energy_bands_of_a_topological_semimetal.ipynb
Etymology_Arithmetic_vs_Language_Norms_Mind_Maps.ipynb		Etymology_Arithmetic_vs_Language_Norms_Mind_Maps.ipynb
Fermi's_Golden_Rule_Plots.ipynb		Fermi's_Golden_Rule_Plots.ipynb
Fibonacci_Password_Generator_in_Colab.ipynb		Fibonacci_Password_Generator_in_Colab.ipynb
Fluid_Dynamics_ISAT_Example_in_Colab.ipynb		Fluid_Dynamics_ISAT_Example_in_Colab.ipynb
Fluid_Flow_Animation_with_Python.ipynb		Fluid_Flow_Animation_with_Python.ipynb
For_Loops_How_To_in_Colab.ipynb		For_Loops_How_To_in_Colab.ipynb
Fourier_Transform_Demonstration.ipynb		Fourier_Transform_Demonstration.ipynb
Fractal_Quantum_Visualization.ipynb		Fractal_Quantum_Visualization.ipynb
Frequency_Response_Curve_for_Speakers.ipynb		Frequency_Response_Curve_for_Speakers.ipynb
From_Neurons_to_Language_and_Philosophy.ipynb		From_Neurons_to_Language_and_Philosophy.ipynb
GDSTK_Meandering_Curves.ipynb		GDSTK_Meandering_Curves.ipynb
GDSTK_Space_Filling_Curves.ipynb		GDSTK_Space_Filling_Curves.ipynb
GDSTK_Square_Spiral.ipynb		GDSTK_Square_Spiral.ipynb
GPU Approx of Pi.ipynb		GPU Approx of Pi.ipynb
GPU_Accelerated_3D_EM_Simulation_with_CuPy_K3D_in_Colab.ipynb		GPU_Accelerated_3D_EM_Simulation_with_CuPy_K3D_in_Colab.ipynb
GPU_Accelerated_3D_Sound_Wave_Simulation_with_CuPy_K3D_in_Colab.ipynb		GPU_Accelerated_3D_Sound_Wave_Simulation_with_CuPy_K3D_in_Colab.ipynb

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