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" 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miter"/> + + + +" clip-path="url(#p4746014441)" style="fill: #ff0d0d; stroke: #000000; stroke-width: 0.5; stroke-linejoin: miter"/> +" clip-path="url(#p4746014441)" style="fill: #ffffff; stroke: #000000; stroke-width: 0.5; stroke-linejoin: miter"/> +" clip-path="url(#p4746014441)" style="fill: #ff0d0d; stroke: #000000; stroke-width: 0.5; stroke-linejoin: miter"/> +" clip-path="url(#p4746014441)" style="fill: #ffffff; stroke: #000000; stroke-width: 0.5; stroke-linejoin: miter"/> +" clip-path="url(#p4746014441)" style="fill: #ff0d0d; stroke: #000000; stroke-width: 0.5; stroke-linejoin: miter"/> - - + @@ -4424,7 +4424,7 @@ z - + @@ -4467,7 +4467,7 @@ z - + @@ -4501,7 +4501,7 @@ z - + @@ -4515,7 +4515,7 @@ z - + @@ -4553,7 +4553,7 @@ z - + @@ -4682,12 +4682,12 @@ z - - + @@ -4700,7 +4700,7 @@ L 3.5 0 - + @@ -4713,7 +4713,7 @@ L 3.5 0 - + @@ -4790,137 +4790,9 @@ L 299.304128 122.4 L 299.304128 7.2 " style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/> - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + - + - + @@ -4945,17 +4817,17 @@ z - + - + - + @@ -5096,6 +4968,34 @@ C 1850 347 1677 51 1408 51 C 1222 51 966 179 966 765 L 966 2585 z +" transform="scale(0.015625)"/> + - + - + - + @@ -5203,7 +5103,7 @@ L 324.075378 46.332872 L 323.951199 44.006655 L 323.94661 43.748187 L 323.94661 43.748187 -" clip-path="url(#p9a50330f41)" style="fill: none; stroke: #ff0d0d; stroke-width: 1.5; stroke-linecap: square"/> +" clip-path="url(#p90258acfc1)" style="fill: none; stroke: #ff0d0d; stroke-width: 1.5; stroke-linecap: square"/> +" clip-path="url(#p90258acfc1)" style="fill: none; stroke-dasharray: 1.5,1.5; stroke-dashoffset: 0; stroke: #ff0d0d; stroke-width: 1.5"/> +" clip-path="url(#p90258acfc1)" style="fill: none; stroke-dasharray: 1.85,0.8; stroke-dashoffset: 0; stroke: #000000; stroke-width: 0.5"/> +" clip-path="url(#p90258acfc1)" style="fill: none; stroke-dasharray: 1.85,0.8; stroke-dashoffset: 0; stroke: #000000; stroke-width: 0.5"/> - + - + - + - + @@ -5299,7 +5199,7 @@ L 356.537736 24.7 L 361.437736 24.7 " style="fill: none; stroke: #ff0d0d; stroke-width: 1.5; stroke-linecap: square"/> - + @@ -5326,7 +5226,7 @@ L 356.537736 40.6728 L 361.437736 40.6728 " style="fill: none; stroke-dasharray: 1.5,1.5; stroke-dashoffset: 0; stroke: #ff0d0d; stroke-width: 1.5"/> - + @@ -5389,10 +5289,10 @@ z - + - + diff --git a/src/performanceEvaluation/visualisePredictionsPureOnlyBoth.py b/src/performanceEvaluation/visualisePredictionsPureOnlyBoth.py index 7da3ea5..cb0813c 100755 --- a/src/performanceEvaluation/visualisePredictionsPureOnlyBoth.py +++ b/src/performanceEvaluation/visualisePredictionsPureOnlyBoth.py @@ -6,10 +6,38 @@ from ase.data import covalent_radii as radii from ase.data.colors import jmol_colors from matplotlib.patches import Circle +from matplotlib.colors import Normalize +from matplotlib.ticker import MultipleLocator, FormatStrFormatter, FuncFormatter import os, re show = True +# XZ tuning knobs: lower row ratio and/or larger z padding reduce perceived z stretching. +XZ_ROW_HEIGHT_RATIO = 0.09 +XZ_Z_PAD_FRAC = 0.01 +XZ_Z_PAD_MIN = 0.10 + +def x_tick_formatter(value, _pos): + rounded = int(round(value)) + if np.isclose(value, 0.0): + return '' + if np.isclose(value, 4.0): + return '' + if np.isclose(value, rounded): + return str(rounded) + return '' + +def structure_x_tick_formatter(value, _pos): + nm_value = value / 10.0 + rounded = int(round(nm_value)) + if np.isclose(nm_value, 0.0): + return '' + if np.isclose(nm_value, 4.0): + return '' + if np.isclose(nm_value, rounded): + return str(rounded) + return '' + def extract_lambda_values(s): """Extract numeric values following 'L' in the input string.""" return [float(x) if '.' in x else int(x) for x in re.findall(r'_L([0-9.]+)', s)] @@ -32,121 +60,199 @@ def extract_lambda_values(s): # %% expImage = '../../data/expPNG' +expNpz = '../../data/expData' predictions = '../../data/structures/predictions' output = '../../results/predictionsPureOnlyBoth' if not os.path.exists(output): os.makedirs(output) # %% -#for perspective in ['xy', 'xz']: -for perspective in ['xy']: - # Look different rotations individually - for angle in angles: - numRows = len(samples) - numCols = len(models) + 2 # Add two for the input images - fig, axs = plt.subplots(numRows, numCols, figsize=(numCols*2, numRows*2+3)) - - for i, sample in enumerate(samples): - x_size, y_size = sizes[i] - # Load the input image: close and far - closeImg = '{}/{}_{}.png'.format(expImage, sample, indexes[i][0]) - farImg = '{}/{}_{}.png'.format(expImage, sample, indexes[i][1]) - close = plt.imread(closeImg, ) - far = plt.imread(farImg) - # Rotate the images - close = np.rot90(close, k=(angle+90)//90) - far = np.rot90(far, k=(angle+90)//90) - # Show the image with corresponding rotation - axs[i, 0].imshow(close, cmap='inferno') - axs[i, 1].imshow(far, cmap='inferno') - # Show no axis - axs[i, 0].axis('off') - axs[i, 1].axis('off') - - for j, model in enumerate(models): - structure = '{}/{}/Prediction_c/{}_d{}_mol.xyz'.format(predictions, model, sample, angle) - atoms = read_xyz_with_atomic_numbers(structure) - - axs[i, j+2].set_aspect('equal') - axs[i, j+2].tick_params(axis='both', direction='in', labelright=False) - - axs[i, j+2].set_xticks([]) - axs[i, j+2].set_yticks([]) - # Sort atoms by z-position to draw farther atoms first - atoms = sorted(atoms, key=lambda atom: atom.position[2]) - - z_values = np.array([atom.position[2] for atom in atoms]) - z_min, z_max = np.min(z_values), np.max(z_values) - z_range = z_max - z_min if z_max > z_min else 1.0 # avoid divide-by-zero - - - for atom in atoms: - color = jmol_colors[atom.number] - radius = radii[atom.number]*1.3 - if perspective == 'xy': - x, y, z = atom.position[0], atom.position[1], atom.position[2] - # Scale size by z depth (closer atoms are larger) - scale = 0.5 + 0.5 * (z - z_min) / z_range # scale between 0.5x and 1.0x - scaled_radius = radius * scale - elif perspective == 'xz': - x, y = atom.position[0], atom.position[2] # height view - scaled_radius = radius - else: - raise ValueError("Perspective must be 'xy' or 'xz'") - circle = Circle((x, y), scaled_radius, facecolor=color, edgecolor='k', linewidth=0.5) - axs[i, j+2].add_patch(circle) - - if j == 0: - x_positions = [atom.position[0] for atom in atoms] - y_positions = [atom.position[1] if perspective == 'xy' else atom.position[2] for atom in atoms] - - axs[i, j+2].set_xlim([0, x_size]) - axs[i, j+2].set_ylim([0, y_size]) - # Draw 1 nm scale bar at top left for the first model - if j == 0: - # 1 nm in Angstroms (10 Å) - scale_length = 10 # 1 nm = 10 Å - # Place bar 5% from left and 10% from top - x0 = 0.05 * x_size - y0 = 0.02 * y_size - x1 = x0 + scale_length - y1 = y0 - axs[i, j+2].plot([x0, x1], [y0, y1], color='k') - axs[i, j+2].text((x0 + x1) / 2, y0 + 0.03 * y_size, '1 nm', color='k', - ha='center', va='bottom', fontsize=10) - # Add the sublabels - #lambdas = [extract_lambda_values(model) for model in models[1:]] - r''' - subLabels = [ - '$v$: Exp. AFM (far)', - 'Exp. AFM (close)', - rf'$F_{{\mathcal{{U}}}}(v)$', - rf'$F_{{\tilde{{\mathcal{{V}}}}}}^{{\lambda_\mathrm{{c}}, \lambda_\mathrm{{i}} = {lambdas[0][0]}, {lambdas[0][1]}}}(v)$', - rf'$F_{{\tilde{{\mathcal{{V}}}}}}^{{\lambda_\mathrm{{c}}, \lambda_\mathrm{{i}} = {lambdas[1][0]}, {lambdas[1][1]}}}(v)$', - rf'$F_{{\tilde{{\mathcal{{V}}}}}}^{{\lambda_\mathrm{{c}}, \lambda_\mathrm{{i}} = {lambdas[2][0]}, {lambdas[2][1]}}}(v)$' - ] - ''' - subLabels = [ - '$v$: Exp. AFM (far)', - 'Exp. AFM (close)', - r'$F_{\mathcal{U}}(v)$: Pure Simulation', - rf'$F_{{\bar{{\mathcal{{V}}}}}}$: Handcrafted', - rf'$F_{{\tilde{{\mathcal{{V}}}}}}$: Style Translated', - rf'$F_{{\bar{{\tilde{{\mathcal{{V}}}}}}}}$: Hybrid' - ] - xoffsets = [-0.14, -0.11, -0.103, -0.055, -0.043, 0.005] - for j in range(numCols): - ax = axs[0, j] # first row's axes - pos = ax.get_position() - x_center = (pos.x0 + pos.x1) / 2 # middle between left and right - y_top = pos.y1 + 0.01 # a little bit above the top - - fig.text(x_center+xoffsets[j], y_top, subLabels[j], - ha='left', va='bottom') - plt.subplots_adjust(wspace=0.02, hspace=0.02, left=0.025, right=0.975) - plt.savefig('{}/predictions_{}_{}.png'.format(output, angle, perspective), dpi=600) - plt.savefig('{}/predictions_{}_{}.pdf'.format(output, angle, perspective)) - plt.savefig('{}/predictions_{}_{}.svg'.format(output, angle, perspective)) - if show: plt.show() +# Look different rotations individually +for angle in angles: + numRows = len(samples) + numCols = len(models) + 2 # Add two for the input images + totalRows = numRows * 2 + height_ratios = [] + for _ in samples: + height_ratios.extend([1.0, XZ_ROW_HEIGHT_RATIO]) + fig, axs = plt.subplots( + totalRows, + numCols, + figsize=(numCols*2, numRows*2.8+3), + gridspec_kw={'height_ratios': height_ratios} + ) + + # Load experimental AFM slices from NPZ and compute a shared color scale. + exp_slices = {} + global_min = np.inf + global_max = -np.inf + for i, sample in enumerate(samples): + npz_file = '{}/{}.npz'.format(expNpz, sample) + npz_data = np.load(npz_file) + exp_data = npz_data['data'] + close = exp_data[:, :, indexes[i][0]] + far = exp_data[:, :, indexes[i][1]] + close = np.rot90(close, k=(angle+90)//90) + far = np.rot90(far, k=(angle+90)//90) + x_size_nm = float(npz_data['lengthX']) / 10.0 + y_size_nm = float(npz_data['lengthY']) / 10.0 + exp_slices[sample] = (close, far, x_size_nm, y_size_nm) + local_min = min(np.nanmin(close), np.nanmin(far)) + local_max = max(np.nanmax(close), np.nanmax(far)) + global_min = min(global_min, local_min) + global_max = max(global_max, local_max) + + shared_norm = Normalize(vmin=global_min, vmax=global_max) + image_mappable = None + + # Preload atom structures and derive one shared z-range for all prediction xz panels. + atoms_cache = {} + global_z_min = np.inf + global_z_max = -np.inf + for i, sample in enumerate(samples): + for j, model in enumerate(models): + structure = '{}/{}/Prediction_c/{}_d{}_mol.xyz'.format(predictions, model, sample, angle) + atoms = sorted(read_xyz_with_atomic_numbers(structure), key=lambda atom: atom.position[2]) + atoms_cache[(i, j)] = atoms + z_values = np.array([atom.position[2] for atom in atoms]) + global_z_min = min(global_z_min, float(np.min(z_values))) + global_z_max = max(global_z_max, float(np.max(z_values))) + + global_z_range = global_z_max - global_z_min if global_z_max > global_z_min else 1.0 + global_z_padding = max(XZ_Z_PAD_MIN, XZ_Z_PAD_FRAC * global_z_range) + global_z_limits = (global_z_min - global_z_padding, global_z_max + global_z_padding) + + for i, sample in enumerate(samples): + row_xy = 2 * i + row_xz = row_xy + 1 + x_size, y_size = sizes[i] + close, far, x_size_nm, y_size_nm = exp_slices[sample] + image_extent = [0, x_size_nm, 0, y_size_nm] + # Show the image with corresponding rotation + image_mappable = axs[row_xy, 0].imshow(close, cmap='inferno', norm=shared_norm, extent=image_extent) + axs[row_xy, 1].imshow(far, cmap='inferno', norm=shared_norm, extent=image_extent) + for image_ax in (axs[row_xy, 0], axs[row_xy, 1]): + image_ax.xaxis.set_major_locator(MultipleLocator(1.0)) + image_ax.yaxis.set_major_locator(MultipleLocator(1.0)) + image_ax.xaxis.set_minor_locator(MultipleLocator(0.5)) + image_ax.yaxis.set_minor_locator(MultipleLocator(0.5)) + image_ax.xaxis.set_major_formatter(FuncFormatter(x_tick_formatter)) + image_ax.yaxis.set_major_formatter(FormatStrFormatter('%d')) + # Major ticks: long with labels. Minor ticks: short unlabeled half-step marks. + # Bottom and left ticks only. + image_ax.tick_params(which='major', axis='x', direction='in', bottom=True, top=False, labelbottom=True, labeltop=False, labelsize=8, length=5, pad=-13) + image_ax.tick_params(which='minor', axis='x', direction='in', bottom=True, top=False, length=3) + image_ax.tick_params(which='major', axis='y', direction='in', left=True, right=False, labelleft=False, labelright=False, length=5) + image_ax.tick_params(which='minor', axis='y', direction='in', left=True, right=False, length=3) + image_ax.set_xlim(0, x_size_nm) + image_ax.set_ylim(0, y_size_nm) + for tick_label in image_ax.get_xticklabels(): + if tick_label.get_text() == '0': + tick_label.set_horizontalalignment('left') + axs[row_xy, 0].text(0.15, 0.045, 'nm', transform=axs[row_xy, 0].transAxes, + ha='right', va='bottom', fontsize=10, color='white') + + # Keep the xz row under AFM image columns empty. + axs[row_xz, 0].axis('off') + axs[row_xz, 1].axis('off') + + for j, model in enumerate(models): + atoms = atoms_cache[(i, j)] + + ax_xy = axs[row_xy, j+2] + ax_xz = axs[row_xz, j+2] + ax_xy.set_aspect('equal', adjustable='box') + ax_xz.set_aspect('auto') + for struct_ax in (ax_xy, ax_xz): + struct_ax.xaxis.set_major_locator(MultipleLocator(10.0)) + struct_ax.xaxis.set_minor_locator(MultipleLocator(5.0)) + struct_ax.yaxis.set_major_locator(MultipleLocator(10.0)) + struct_ax.yaxis.set_minor_locator(MultipleLocator(5.0)) + struct_ax.yaxis.set_major_formatter(FormatStrFormatter('%d')) + struct_ax.tick_params(which='major', axis='y', direction='in', left=True, right=False, labelleft=False, labelright=False, length=5) + struct_ax.tick_params(which='minor', axis='y', direction='in', left=True, right=False, length=3) + + ax_xy.xaxis.set_major_formatter(FuncFormatter(structure_x_tick_formatter)) + ax_xy.tick_params(which='major', axis='x', direction='in', bottom=True, top=False, labelbottom=True, labeltop=False, labelsize=8, length=5, pad=-13) + ax_xy.tick_params(which='minor', axis='x', direction='in', bottom=True, top=False, length=3) + + ax_xz.tick_params(which='major', axis='x', direction='in', bottom=True, top=False, labelbottom=False, labeltop=False, length=5) + ax_xz.tick_params(which='minor', axis='x', direction='in', bottom=True, top=False, length=3) + ax_xz.tick_params(which='major', axis='y', direction='in', left=False, right=True, labelleft=False, labelright=False, length=5) + ax_xz.tick_params(which='minor', axis='y', direction='in', left=False, right=True, length=3) + + # Sort atoms by z-position to draw farther atoms first. + z_values = np.array([atom.position[2] for atom in atoms]) + z_min, z_max = np.min(z_values), np.max(z_values) + z_range = z_max - z_min if z_max > z_min else 1.0 # avoid divide-by-zero + + for atom in atoms: + color = jmol_colors[atom.number] + radius = radii[atom.number] * 1.3 + + # XY: scale marker size by z depth so top atoms are emphasized. + x_xy, y_xy, z = atom.position[0], atom.position[1], atom.position[2] + scale = 0.5 + 0.5 * (z - z_min) / z_range + scaled_radius_xy = radius * scale + ax_xy.add_patch(Circle((x_xy, y_xy), scaled_radius_xy, facecolor=color, edgecolor='k', linewidth=0.5)) + + # XZ cross-view under the XY panel. + x_xz, z_xz = atom.position[0], atom.position[2] + ax_xz.add_patch(Circle((x_xz, z_xz), scaled_radius_xy, facecolor=color, edgecolor='k', linewidth=0.5)) + + ax_xy.set_xlim([0, x_size]) + ax_xy.set_ylim([0, y_size]) + ax_xz.set_xlim(ax_xy.get_xlim()) + ax_xz.set_ylim(global_z_limits) + # Add the sublabels + #lambdas = [extract_lambda_values(model) for model in models[1:]] + r''' + subLabels = [ + '$v$: Exp. AFM (far)', + 'Exp. AFM (close)', + rf'$F_{{\mathcal{{U}}}}(v)$', + rf'$F_{{\tilde{{\mathcal{{V}}}}}}^{{\lambda_\mathrm{{c}}, \lambda_\mathrm{{i}} = {lambdas[0][0]}, {lambdas[0][1]}}}(v)$', + rf'$F_{{\tilde{{\mathcal{{V}}}}}}^{{\lambda_\mathrm{{c}}, \lambda_\mathrm{{i}} = {lambdas[1][0]}, {lambdas[1][1]}}}(v)$', + rf'$F_{{\tilde{{\mathcal{{V}}}}}}^{{\lambda_\mathrm{{c}}, \lambda_\mathrm{{i}} = {lambdas[2][0]}, {lambdas[2][1]}}}(v)$' + ] + ''' + subLabels = [ + '$v$: Exp. AFM (far)', + 'Exp. AFM (close)', + r'$F_{\mathcal{U}}(v)$: Pure Simulation', + rf'$F_{{\overline{{\mathcal{{V}}}}}}$: Handcrafted', + rf'$F_{{\widetilde{{\mathcal{{V}}}}}}$: Style Translated', + rf'$F_{{\mathcal{{V}}^{{\dagger}}}}$: Hybrid' + ] + xoffsets = [-0.14, -0.11, -0.103, -0.055, -0.043, 0.005] + for j in range(numCols): + ax = axs[0, j] # first row's axes + pos = ax.get_position() + x_center = (pos.x0 + pos.x1) / 2 # middle between left and right + y_top = pos.y1 + 0.01 # a little bit above the top + + fig.text(x_center+xoffsets[j], y_top, subLabels[j], + ha='left', va='bottom') + if image_mappable is not None: + pos_left = axs[0, 0].get_position() + pos_right = axs[0, 1].get_position() + cbar_left = pos_left.x0 + cbar_right = pos_right.x1 + cbar_bottom = pos_left.y1 + 0.04 + cbar_height = 0.015 + cax = fig.add_axes([cbar_left, cbar_bottom, cbar_right - cbar_left, cbar_height]) + cbar = fig.colorbar(image_mappable, cax=cax, orientation='horizontal') + cbar.ax.xaxis.set_ticks_position('top') + cbar.ax.xaxis.set_label_position('top') + cbar.ax.tick_params(direction='in', pad=2) + cbar.set_label(r'$\Delta f$ (Hz)') + + plt.subplots_adjust(wspace=0.0, hspace=0.0, left=0.025, right=0.975, top=0.86) + + output_name = '{}/predictions_{}_xy_with_xz'.format(output, angle) + plt.savefig('{}.png'.format(output_name), dpi=600) + plt.savefig('{}.pdf'.format(output_name)) + plt.savefig('{}.svg'.format(output_name)) + if show: plt.show() # %% diff --git a/src/performanceEvaluation/visualiseTrainingData.py b/src/performanceEvaluation/visualiseTrainingData.py index 6bfa1bc..303273f 100755 --- a/src/performanceEvaluation/visualiseTrainingData.py +++ b/src/performanceEvaluation/visualiseTrainingData.py @@ -38,7 +38,7 @@ showScanRegion = False showImageRegion = True showLattice = True -showIndicator = True +showIndicator = False simcolor = '#ed9d2c' expcolor = '#de461c' @@ -164,6 +164,10 @@ def rotate_xy_vector(vx, vy, k): if showIndicator: draw_3d_axis_indicator(ax1, anchor=(0.86, 0.12), length=40, rotate_k=XY_VIEW_ROTATE_K) +# Keep P0/P1 as internal normalized y positions for AFM/cross-section annotations. +p0_y = 0.20 +p1_y = 0.80 + if showScanRegion: sw = ((xy_center[0] - 31.875 / 2, xy_center[1] - 31.875 / 2, sw[0][2]), (xy_center[0] + 31.875 / 2, xy_center[1] + 31.875 / 2, sw[1][2])) @@ -198,6 +202,24 @@ def rotate_xy_vector(vx, vy, k): ax1.plot(ix_plot, iy_plot, color='k', lw=1, label='image region') ax1.text(0.12, 0.88, r"$m$", transform=ax1.transAxes, va='top', ha='left') +# Draw cross-section line and P0/P1 markers (matching the AFM image annotation). +# Physical cross-section: horizontal line at y = xy_center[1] spanning the image x range. +_cs_phys_y = xy_center[1] +_cs_phys_x_start = xy_center[0] - ss[0] / 2 +_cs_phys_x_end = xy_center[0] + ss[0] / 2 +_cs_x0, _cs_y0 = rotate_xy_about_center(_cs_phys_x_start, _cs_phys_y, xy_center[0], xy_center[1], XY_VIEW_ROTATE_K) +_cs_x1, _cs_y1 = rotate_xy_about_center(_cs_phys_x_end, _cs_phys_y, xy_center[0], xy_center[1], XY_VIEW_ROTATE_K) +ax1.plot([_cs_x0, _cs_x1], [_cs_y0, _cs_y1], color=simcolor, linestyle='dashed', lw=1, zorder=10) + +# P0 and P1 physical x: same formula as AFM pixel → xImgMin + (1 - p_y) * ss[0]. +_p0_phys_x = (xy_center[0] - ss[0] / 2) + (1.0 - p0_y) * ss[0] +_p1_phys_x = (xy_center[0] - ss[0] / 2) + (1.0 - p1_y) * ss[0] +_p0_px, _p0_py = rotate_xy_about_center(_p0_phys_x, _cs_phys_y, xy_center[0], xy_center[1], XY_VIEW_ROTATE_K) +_p1_px, _p1_py = rotate_xy_about_center(_p1_phys_x, _cs_phys_y, xy_center[0], xy_center[1], XY_VIEW_ROTATE_K) +ax1.plot(_p0_px, _p0_py, marker='.', color='grey', markersize=10, zorder=11) +ax1.plot(_p1_px, _p1_py, marker='.', color='grey', markersize=10, zorder=11) +ax1.text(_p1_px - 0.3, _p1_py + 1.1, r"P$_1$", va='top', ha='right', fontsize=14, color='grey') +ax1.text(_p0_px - 0.3, _p0_py - 1.1, r"P$_0$", va='bottom', ha='right', fontsize=14, color='grey') yticks = np.arange(20, 70.1, 5) ax1.set_yticks(yticks) @@ -211,9 +233,6 @@ def rotate_xy_vector(vx, vy, k): ax1.set_xlim([xy_center[0]-sw_x/2-offset, xy_center[0]+sw_x/2+offset]) ax1.set_ylim([xy_center[1]-sw_y/2-offset, xy_center[1]+sw_y/2+offset]) -# Keep P0/P1 as internal normalized y positions for AFM/cross-section annotations. -p0_y = 0.20 -p1_y = 0.80 #ax1.set_xlabel(r'$x$ (nm)') #ax1.set_ylabel(r'$y$ (nm)') ax1.set_xlabel(r'$x$ (Å)') @@ -589,7 +608,8 @@ def rotate_pixels(px0, py0, h0, w0, k): ax1.set_xlabel(r'$y$ (Å)') ax1.set_ylabel(r'$z$ (Å)') # ax1.text(offset_text, 1 - offset_text, "b", transform=ax1.transAxes, fontsize=18, fontweight='bold', va='top', ha='left') -draw_3d_axis_indicator(ax1, anchor=(0.85, 0.65), length=36, style='x-out') +if showIndicator: + draw_3d_axis_indicator(ax1, anchor=(0.85, 0.65), length=36, style='x-out') # Add the atoms to the plot as circles. # Reorder atoms by view depth so atoms in the back are plotted first. for idx in np.argsort(depth_view_cs):