1# http://pyrocko.org - GPLv3 

2# 

3# The Pyrocko Developers, 21st Century 

4# ---|P------/S----------~Lg---------- 

5 

6from collections import defaultdict 

7import math 

8import logging 

9 

10import numpy as num 

11import matplotlib 

12from matplotlib.axes import Axes 

13# from matplotlib.ticker import MultipleLocator 

14from matplotlib import cm, colors, colorbar, figure 

15 

16from pyrocko.guts import Tuple, Float, Object 

17from pyrocko import plot 

18 

19import scipy.optimize 

20 

21logger = logging.getLogger('pyrocko.plot.smartplot') 

22 

23guts_prefix = 'pf' 

24 

25inch = 2.54 

26 

27 

28class SmartplotAxes(Axes): 

29 

30 if matplotlib.__version__.split('.') < '3.6'.split('.'): 

31 # Subclassing cla is deprecated on newer mpl but need this fallback for 

32 # older versions. Code is duplicated because mpl behaviour depends 

33 # on the existence of cla in the subclass... 

34 def cla(self): 

35 if hasattr(self, 'callbacks'): 

36 callbacks = self.callbacks 

37 Axes.cla(self) 

38 self.callbacks = callbacks 

39 else: 

40 Axes.cla(self) 

41 

42 else: 

43 def clear(self): 

44 if hasattr(self, 'callbacks'): 

45 callbacks = self.callbacks 

46 Axes.clear(self) 

47 self.callbacks = callbacks 

48 else: 

49 Axes.clear(self) 

50 

51 

52class SmartplotFigure(figure.Figure): 

53 

54 def set_smartplot(self, plot): 

55 self._smartplot = plot 

56 

57 def draw(self, *args, **kwargs): 

58 if hasattr(self, '_smartplot'): 

59 try: 

60 self._smartplot._update_layout() 

61 except NotEnoughSpace: 

62 logger.error('Figure is too small to show the plot.') 

63 return 

64 

65 return figure.Figure.draw(self, *args, **kwargs) 

66 

67 

68def limits(points): 

69 lims = num.zeros((3, 2)) 

70 if points.size != 0: 

71 lims[:, 0] = num.min(points, axis=0) 

72 lims[:, 1] = num.max(points, axis=0) 

73 

74 return lims 

75 

76 

77def wcenter(rect): 

78 return rect[0] + rect[2]*0.5 

79 

80 

81def hcenter(rect): 

82 return rect[1] + rect[3]*0.5 

83 

84 

85def window_min(n, w, ml, mu, s, x): 

86 return ml + x/float(n) * (w - (ml + mu + (n-1)*s)) + math.floor(x) * s 

87 

88 

89def window_max(n, w, ml, mu, s, x): 

90 return ml + x/float(n) * (w - (ml + mu + (n-1)*s)) + (math.floor(x)-1) * s 

91 

92 

93def make_smap(cmap, norm=None): 

94 if isinstance(norm, tuple): 

95 norm = colors.Normalize(*norm, clip=False) 

96 smap = cm.ScalarMappable(cmap=cmap, norm=norm) 

97 smap._A = [] # not needed in newer versions of mpl? 

98 return smap 

99 

100 

101def solve_layout_fixed_panels(size, shape, limits, aspects, fracs=None): 

102 

103 weight_aspect = 1000. 

104 

105 sx, sy = size 

106 nx, ny = shape 

107 nvar = nx+ny 

108 vxs, vys = limits 

109 uxs = vxs[:, 1] - vxs[:, 0] 

110 uys = vys[:, 1] - vys[:, 0] 

111 aspects_xx, aspects_yy, aspects_xy = aspects 

112 

113 if fracs is None: 

114 wxs = num.full(nx, sx / nx) 

115 wys = num.full(ny, sy / ny) 

116 else: 

117 frac_x, frac_y = fracs 

118 wxs = sx * frac_x / num.sum(frac_x) 

119 wys = sy * frac_y / num.sum(frac_y) 

120 

121 data = [] 

122 weights = [] 

123 rows = [] 

124 bounds = [] 

125 for ix in range(nx): 

126 u = uxs[ix] 

127 assert u > 0.0 

128 row = num.zeros(nvar) 

129 row[ix] = u 

130 rows.append(row) 

131 data.append(wxs[ix]) 

132 weights.append(1.0 / u) 

133 bounds.append((0, wxs[ix] / u)) 

134 

135 for iy in range(ny): 

136 u = uys[iy] 

137 assert u > 0.0 

138 row = num.zeros(nvar) 

139 row[nx+iy] = u 

140 rows.append(row) 

141 data.append(wys[iy]) 

142 weights.append(1.0) 

143 bounds.append((0, wys[iy] / u)) 

144 

145 for ix1, ix2, aspect in aspects_xx: 

146 row = num.zeros(nvar) 

147 row[ix1] = aspect 

148 row[ix2] = -1.0 

149 weights.append(weight_aspect/aspect) 

150 rows.append(row) 

151 data.append(0.0) 

152 

153 for iy1, iy2, aspect in aspects_yy: 

154 row = num.zeros(nvar) 

155 row[nx+iy1] = aspect 

156 row[nx+iy2] = -1.0 

157 weights.append(weight_aspect/aspect) 

158 rows.append(row) 

159 data.append(0.0) 

160 

161 for ix, iy, aspect in aspects_xy: 

162 row = num.zeros(nvar) 

163 row[ix] = aspect 

164 row[nx+iy] = -1.0 

165 weights.append(weight_aspect/aspect) 

166 rows.append(row) 

167 data.append(0.0) 

168 

169 weights = num.array(weights) 

170 data = num.array(data) 

171 mat = num.vstack(rows) * weights[:, num.newaxis] 

172 data *= weights 

173 

174 bounds = num.array(bounds).T 

175 

176 model = scipy.optimize.lsq_linear(mat, data, bounds).x 

177 

178 cxs = model[:nx] 

179 cys = model[nx:nx+ny] 

180 

181 vlimits_x = num.zeros((nx, 2)) 

182 for ix in range(nx): 

183 u = wxs[ix] / cxs[ix] 

184 vmin, vmax = vxs[ix] 

185 udata = vmax - vmin 

186 eps = 1e-7 * u 

187 assert udata <= u + eps 

188 vlimits_x[ix, 0] = (vmin + vmax) / 2.0 - u / 2.0 

189 vlimits_x[ix, 1] = (vmin + vmax) / 2.0 + u / 2.0 

190 

191 vlimits_y = num.zeros((ny, 2)) 

192 for iy in range(ny): 

193 u = wys[iy] / cys[iy] 

194 vmin, vmax = vys[iy] 

195 udata = vmax - vmin 

196 eps = 1e-7 * u 

197 assert udata <= u + eps 

198 vlimits_y[iy, 0] = (vmin + vmax) / 2.0 - u / 2.0 

199 vlimits_y[iy, 1] = (vmin + vmax) / 2.0 + u / 2.0 

200 

201 def check_aspect(a, awant, eps=1e-2): 

202 if abs(1.0 - (a/awant)) > eps: 

203 logger.error( 

204 'Unable to comply with requested aspect ratio ' 

205 '(wanted: %g, achieved: %g)' % (awant, a)) 

206 

207 for ix1, ix2, aspect in aspects_xx: 

208 check_aspect(cxs[ix2] / cxs[ix1], aspect) 

209 

210 for iy1, iy2, aspect in aspects_yy: 

211 check_aspect(cys[iy2] / cys[iy1], aspect) 

212 

213 for ix, iy, aspect in aspects_xy: 

214 check_aspect(cys[iy] / cxs[ix], aspect) 

215 

216 return (vlimits_x, vlimits_y), (wxs, wys) 

217 

218 

219def solve_layout_iterative(size, shape, limits, aspects, niterations=3): 

220 

221 sx, sy = size 

222 nx, ny = shape 

223 vxs, vys = limits 

224 uxs = vxs[:, 1] - vxs[:, 0] 

225 uys = vys[:, 1] - vys[:, 0] 

226 aspects_xx, aspects_yy, aspects_xy = aspects 

227 

228 fracs_x, fracs_y = num.ones(nx), num.ones(ny) 

229 for i in range(niterations): 

230 (vlimits_x, vlimits_y), (wxs, wys) = solve_layout_fixed_panels( 

231 size, shape, limits, aspects, (fracs_x, fracs_y)) 

232 

233 uxs_view = vlimits_x[:, 1] - vlimits_x[:, 0] 

234 uys_view = vlimits_y[:, 1] - vlimits_y[:, 0] 

235 wxs_used = wxs * uxs / uxs_view 

236 wys_used = wys * uys / uys_view 

237 # wxs_wasted = wxs * (1.0 - uxs / uxs_view) 

238 # wys_wasted = wys * (1.0 - uys / uys_view) 

239 

240 fracs_x = wxs_used 

241 fracs_y = wys_used 

242 

243 return (vlimits_x, vlimits_y), (wxs, wys) 

244 

245 

246class PlotError(Exception): 

247 pass 

248 

249 

250class NotEnoughSpace(PlotError): 

251 pass 

252 

253 

254class PlotConfig(Object): 

255 

256 font_size = Float.T(default=9.0) 

257 

258 size_cm = Tuple.T( 

259 2, Float.T(), default=(20., 20.)) 

260 

261 margins_em = Tuple.T( 

262 4, Float.T(), default=(8., 6., 8., 6.)) 

263 

264 separator_em = Float.T(default=1.5) 

265 

266 colorbar_width_em = Float.T(default=2.0) 

267 

268 label_offset_em = Tuple.T( 

269 2, Float.T(), default=(2., 2.)) 

270 

271 tick_label_offset_em = Tuple.T( 

272 2, Float.T(), default=(0.5, 0.5)) 

273 

274 @property 

275 def size_inch(self): 

276 return self.size_cm[0]/inch, self.size_cm[1]/inch 

277 

278 

279class Plot(object): 

280 

281 def __init__( 

282 self, x_dims=['x'], y_dims=['y'], z_dims=[], config=None, 

283 fig=None, call_mpl_init=True): 

284 

285 if config is None: 

286 config = PlotConfig() 

287 

288 self._shape = len(x_dims), len(y_dims) 

289 

290 dims = [] 

291 for dim in x_dims + y_dims + z_dims: 

292 dim = dim.lstrip('-') 

293 if dim not in dims: 

294 dims.append(dim) 

295 

296 self.config = config 

297 self._disconnect_data = [] 

298 self._width = self._height = self._pixels = None 

299 if call_mpl_init: 

300 self._plt = plot.mpl_init(self.config.font_size) 

301 

302 if fig is None: 

303 fig = self._plt.figure( 

304 figsize=self.config.size_inch, FigureClass=SmartplotFigure) 

305 else: 

306 assert isinstance(fig, SmartplotFigure) 

307 

308 fig.set_smartplot(self) 

309 

310 self._fig = fig 

311 self._colorbar_width = 0.0 

312 self._colorbar_height = 0.0 

313 self._colorbar_axes = [] 

314 

315 self._dims = dims 

316 self._dim_index = self._dims.index 

317 self._ndims = len(dims) 

318 self._labels = {} 

319 self._aspects = {} 

320 

321 self.setup_axes() 

322 

323 self._view_limits = num.zeros((self._ndims, 2)) 

324 

325 self._view_limits[:, :] = num.nan 

326 self._last_mpl_view_limits = None 

327 

328 self._x_dims = [dim.lstrip('-') for dim in x_dims] 

329 self._x_dims_invert = [dim.startswith('-') for dim in x_dims] 

330 

331 self._y_dims = [dim.lstrip('-') for dim in y_dims] 

332 self._y_dims_invert = [dim.startswith('-') for dim in y_dims] 

333 

334 self._z_dims = [dim.lstrip('-') for dim in z_dims] 

335 self._z_dims_invert = [dim.startswith('-') for dim in z_dims] 

336 

337 self._mappables = {} 

338 self._updating_layout = False 

339 

340 self._need_update_layout = True 

341 self._update_geometry() 

342 

343 for axes in self.axes_list: 

344 fig.add_axes(axes) 

345 self._connect(axes, 'xlim_changed', self.lim_changed_handler) 

346 self._connect(axes, 'ylim_changed', self.lim_changed_handler) 

347 

348 self._cid_resize = fig.canvas.mpl_connect( 

349 'resize_event', self.resize_handler) 

350 

351 self._connect(fig, 'dpi_changed', self.dpi_changed_handler) 

352 

353 self._lim_changed_depth = 0 

354 

355 def reset_size(self): 

356 self._fig.set_size_inches(self.config.size_inch) 

357 

358 def axes(self, ix, iy): 

359 if not (isinstance(ix, int) and isinstance(iy, int)): 

360 ix = self._x_dims.index(ix) 

361 iy = self._y_dims.index(iy) 

362 

363 return self._axes[iy][ix] 

364 

365 def set_color_dim(self, mappable, dim): 

366 assert dim in self._dims 

367 self._mappables[mappable] = dim 

368 

369 def set_aspect(self, ydim, xdim, aspect=1.0): 

370 self._aspects[ydim, xdim] = aspect 

371 

372 @property 

373 def dims(self): 

374 return self._dims 

375 

376 @property 

377 def fig(self): 

378 return self._fig 

379 

380 @property 

381 def axes_list(self): 

382 axes = [] 

383 for row in self._axes: 

384 axes.extend(row) 

385 return axes 

386 

387 @property 

388 def axes_bottom_list(self): 

389 return self._axes[0] 

390 

391 @property 

392 def axes_left_list(self): 

393 return [row[0] for row in self._axes] 

394 

395 def setup_axes(self): 

396 rect = [0., 0., 1., 1.] 

397 nx, ny = self._shape 

398 axes = [] 

399 for iy in range(ny): 

400 axes.append([]) 

401 for ix in range(nx): 

402 axes[-1].append(SmartplotAxes(self.fig, rect)) 

403 

404 self._axes = axes 

405 

406 for _, _, axes_ in self.iaxes(): 

407 axes_.set_autoscale_on(False) 

408 

409 def _connect(self, obj, sig, handler): 

410 cid = obj.callbacks.connect(sig, handler) 

411 self._disconnect_data.append((obj, cid)) 

412 

413 def _disconnect_all(self): 

414 for obj, cid in self._disconnect_data: 

415 obj.callbacks.disconnect(cid) 

416 

417 self._fig.canvas.mpl_disconnect(self._cid_resize) 

418 

419 def dpi_changed_handler(self, fig): 

420 if self._updating_layout: 

421 return 

422 

423 self._update_geometry() 

424 

425 def resize_handler(self, event): 

426 if self._updating_layout: 

427 return 

428 

429 self._update_geometry() 

430 

431 def lim_changed_handler(self, axes): 

432 if self._updating_layout: 

433 return 

434 

435 current = self._get_mpl_view_limits() 

436 last = self._last_mpl_view_limits 

437 if last is None: 

438 return 

439 

440 for iy, ix, axes in self.iaxes(): 

441 acurrent = current[iy][ix] 

442 alast = last[iy][ix] 

443 if acurrent[0] != alast[0]: 

444 xdim = self._x_dims[ix] 

445 logger.debug( 

446 'X limits have been changed interactively in subplot ' 

447 '(%i, %i)' % (ix, iy)) 

448 self.set_lim(xdim, *sorted(acurrent[0])) 

449 

450 if acurrent[1] != alast[1]: 

451 ydim = self._y_dims[iy] 

452 logger.debug( 

453 'Y limits have been changed interactively in subplot ' 

454 '(%i, %i)' % (ix, iy)) 

455 self.set_lim(ydim, *sorted(acurrent[1])) 

456 

457 self.need_update_layout() 

458 

459 def _update_geometry(self): 

460 w, h = self._fig.canvas.get_width_height() 

461 dp = self.get_device_pixel_ratio() 

462 p = self.get_pixels_factor() * dp 

463 

464 if (self._width, self._height, self._pixels) != (w, h, p, dp): 

465 logger.debug( 

466 'New figure size: %g x %g, ' 

467 'logical-pixel/point: %g, physical-pixel/logical-pixel: %g' % ( 

468 w, h, p, dp)) 

469 

470 self._width = w # logical pixel 

471 self._height = h # logical pixel 

472 self._pixels = p # logical pixel / point 

473 self._device_pixel_ratio = dp # physical / logical 

474 self.need_update_layout() 

475 

476 @property 

477 def margins(self): 

478 return tuple( 

479 x * self.config.font_size / self._pixels 

480 for x in self.config.margins_em) 

481 

482 @property 

483 def separator(self): 

484 return self.config.separator_em * self.config.font_size / self._pixels 

485 

486 def rect_to_figure_coords(self, rect): 

487 left, bottom, width, height = rect 

488 return ( 

489 left / self._width, 

490 bottom / self._height, 

491 width / self._width, 

492 height / self._height) 

493 

494 def point_to_axes_coords(self, axes, point): 

495 x, y = point 

496 aleft, abottom, awidth, aheight = axes.get_position().bounds 

497 

498 x_fig = x / self._width 

499 y_fig = y / self._height 

500 

501 x_axes = (x_fig - aleft) / awidth 

502 y_axes = (y_fig - abottom) / aheight 

503 

504 return (x_axes, y_axes) 

505 

506 def get_pixels_factor(self): 

507 try: 

508 r = self._fig.canvas.get_renderer() 

509 return 1.0 / r.points_to_pixels(1.0) 

510 except AttributeError: 

511 return 1.0 

512 

513 def get_device_pixel_ratio(self): 

514 try: 

515 return self._fig.canvas.device_pixel_ratio 

516 except AttributeError: 

517 return 1.0 

518 

519 def make_limits(self, lims): 

520 a = plot.AutoScaler(space=0.05) 

521 return a.make_scale(lims)[:2] 

522 

523 def iaxes(self): 

524 for iy, row in enumerate(self._axes): 

525 for ix, axes in enumerate(row): 

526 yield iy, ix, axes 

527 

528 def get_data_limits(self): 

529 dim_to_values = defaultdict(list) 

530 for iy, ix, axes in self.iaxes(): 

531 dim_to_values[self._y_dims[iy]].extend( 

532 axes.get_yaxis().get_data_interval()) 

533 dim_to_values[self._x_dims[ix]].extend( 

534 axes.get_xaxis().get_data_interval()) 

535 

536 for mappable, dim in self._mappables.items(): 

537 dim_to_values[dim].extend(mappable.get_clim()) 

538 

539 lims = num.zeros((self._ndims, 2)) 

540 for idim in range(self._ndims): 

541 dim = self._dims[idim] 

542 if dim in dim_to_values: 

543 vs = num.array( 

544 dim_to_values[self._dims[idim]], dtype=float) 

545 vs = vs[num.isfinite(vs)] 

546 if vs.size > 0: 

547 lims[idim, :] = num.min(vs), num.max(vs) 

548 else: 

549 lims[idim, :] = num.nan, num.nan 

550 else: 

551 lims[idim, :] = num.nan, num.nan 

552 

553 lims[num.logical_not(num.isfinite(lims))] = 0.0 

554 return lims 

555 

556 def set_lim(self, dim, vmin, vmax): 

557 assert vmin <= vmax 

558 self._view_limits[self._dim_index(dim), :] = vmin, vmax 

559 

560 def _get_mpl_view_limits(self): 

561 vl = [] 

562 for row in self._axes: 

563 vl_row = [] 

564 for axes in row: 

565 vl_row.append(( 

566 axes.get_xaxis().get_view_interval().tolist(), 

567 axes.get_yaxis().get_view_interval().tolist())) 

568 

569 vl.append(vl_row) 

570 

571 return vl 

572 

573 def _remember_mpl_view_limits(self): 

574 self._last_mpl_view_limits = self._get_mpl_view_limits() 

575 

576 def window_xmin(self, x): 

577 return window_min( 

578 self._shape[0], self._width, 

579 self.margins[0], self.margins[2] + self._colorbar_width, 

580 self.separator, x) 

581 

582 def window_xmax(self, x): 

583 return window_max( 

584 self._shape[0], self._width, 

585 self.margins[0], self.margins[2] + self._colorbar_width, 

586 self.separator, x) 

587 

588 def window_ymin(self, y): 

589 return window_min( 

590 self._shape[1], self._height, 

591 self.margins[3] + self._colorbar_height, self.margins[1], 

592 self.separator, y) 

593 

594 def window_ymax(self, y): 

595 return window_max( 

596 self._shape[1], self._height, 

597 self.margins[3] + self._colorbar_height, self.margins[1], 

598 self.separator, y) 

599 

600 def need_update_layout(self): 

601 self._need_update_layout = True 

602 

603 def _update_layout(self): 

604 assert not self._updating_layout 

605 

606 if not self._need_update_layout: 

607 return 

608 

609 self._updating_layout = True 

610 try: 

611 data_limits = self.get_data_limits() 

612 

613 limits = num.zeros((self._ndims, 2)) 

614 for idim in range(self._ndims): 

615 limits[idim, :] = self.make_limits(data_limits[idim, :]) 

616 

617 mask = num.isfinite(self._view_limits) 

618 limits[mask] = self._view_limits[mask] 

619 

620 # deltas = limits[:, 1] - limits[:, 0] 

621 

622 # data_w = deltas[0] 

623 # data_h = deltas[1] 

624 

625 ml, mt, mr, mb = self.margins 

626 mr += self._colorbar_width 

627 mb += self._colorbar_height 

628 sw = sh = self.separator 

629 

630 nx, ny = self._shape 

631 

632 # data_r = data_h / data_w 

633 em = self.config.font_size 

634 em_pixels = em / self._pixels 

635 w = self._width 

636 h = self._height 

637 fig_w_avail = w - mr - ml - (nx-1) * sw 

638 fig_h_avail = h - mt - mb - (ny-1) * sh 

639 

640 if fig_w_avail <= 0.0 or fig_h_avail <= 0.0: 

641 raise NotEnoughSpace() 

642 

643 x_limits = num.zeros((nx, 2)) 

644 for ix, xdim in enumerate(self._x_dims): 

645 x_limits[ix, :] = limits[self._dim_index(xdim)] 

646 

647 y_limits = num.zeros((ny, 2)) 

648 for iy, ydim in enumerate(self._y_dims): 

649 y_limits[iy, :] = limits[self._dim_index(ydim)] 

650 

651 def get_aspect(dim1, dim2): 

652 if (dim2, dim1) in self._aspects: 

653 return 1.0/self._aspects[dim2, dim1] 

654 

655 return self._aspects.get((dim1, dim2), None) 

656 

657 aspects_xx = [] 

658 for ix1, xdim1 in enumerate(self._x_dims): 

659 for ix2, xdim2 in enumerate(self._x_dims): 

660 aspect = get_aspect(xdim2, xdim1) 

661 if aspect: 

662 aspects_xx.append((ix1, ix2, aspect)) 

663 

664 aspects_yy = [] 

665 for iy1, ydim1 in enumerate(self._y_dims): 

666 for iy2, ydim2 in enumerate(self._y_dims): 

667 aspect = get_aspect(ydim2, ydim1) 

668 if aspect: 

669 aspects_yy.append((iy1, iy2, aspect)) 

670 

671 aspects_xy = [] 

672 for iy, ix, axes in self.iaxes(): 

673 xdim = self._x_dims[ix] 

674 ydim = self._y_dims[iy] 

675 aspect = get_aspect(ydim, xdim) 

676 if aspect: 

677 aspects_xy.append((ix, iy, aspect)) 

678 

679 (x_limits, y_limits), (aws, ahs) = solve_layout_iterative( 

680 size=(fig_w_avail, fig_h_avail), 

681 shape=(nx, ny), 

682 limits=(x_limits, y_limits), 

683 aspects=( 

684 aspects_xx, 

685 aspects_yy, 

686 aspects_xy)) 

687 

688 for iy, ix, axes in self.iaxes(): 

689 rect = [ 

690 ml + num.sum(aws[:ix])+(ix*sw), 

691 mb + num.sum(ahs[:iy])+(iy*sh), 

692 aws[ix], ahs[iy]] 

693 

694 axes.set_position( 

695 self.rect_to_figure_coords(rect), which='both') 

696 

697 self.set_label_coords( 

698 axes, 'x', [ 

699 wcenter(rect), 

700 self.config.label_offset_em[0]*em_pixels 

701 + self._colorbar_height]) 

702 

703 self.set_label_coords( 

704 axes, 'y', [ 

705 self.config.label_offset_em[1]*em_pixels, 

706 hcenter(rect)]) 

707 

708 axes.get_xaxis().set_tick_params( 

709 bottom=(iy == 0), top=(iy == ny-1), 

710 labelbottom=(iy == 0), labeltop=False) 

711 

712 axes.get_yaxis().set_tick_params( 

713 left=(ix == 0), right=(ix == nx-1), 

714 labelleft=(ix == 0), labelright=False) 

715 

716 istride = -1 if self._x_dims_invert[ix] else 1 

717 axes.set_xlim(*x_limits[ix, ::istride]) 

718 istride = -1 if self._y_dims_invert[iy] else 1 

719 axes.set_ylim(*y_limits[iy, ::istride]) 

720 

721 axes.tick_params( 

722 axis='x', 

723 pad=self.config.tick_label_offset_em[0]*em) 

724 

725 axes.tick_params( 

726 axis='y', 

727 pad=self.config.tick_label_offset_em[0]*em) 

728 

729 self._remember_mpl_view_limits() 

730 

731 for mappable, dim in self._mappables.items(): 

732 mappable.set_clim(*limits[self._dim_index(dim)]) 

733 

734 # scaler = plot.AutoScaler() 

735 

736 # aspect tick incs same 

737 # 

738 # inc = scaler.make_scale( 

739 # [0, min(data_expanded_w, data_expanded_h)], 

740 # override_mode='off')[2] 

741 # 

742 # for axes in self.axes_list: 

743 # axes.set_xlim(*limits[0, :]) 

744 # axes.set_ylim(*limits[1, :]) 

745 # 

746 # tl = MultipleLocator(inc) 

747 # axes.get_xaxis().set_major_locator(tl) 

748 # tl = MultipleLocator(inc) 

749 # axes.get_yaxis().set_major_locator(tl) 

750 

751 for axes, orientation, position in self._colorbar_axes: 

752 if orientation == 'horizontal': 

753 xmin = self.window_xmin(position[0]) 

754 xmax = self.window_xmax(position[1]) 

755 ymin = mb - self._colorbar_height 

756 ymax = mb - self._colorbar_height \ 

757 + self.config.colorbar_width_em * em_pixels 

758 else: 

759 ymin = self.window_ymin(position[0]) 

760 ymax = self.window_ymax(position[1]) 

761 xmin = w - mr + 2 * sw 

762 xmax = w - mr + 2 * sw \ 

763 + self.config.colorbar_width_em * em_pixels 

764 

765 rect = [xmin, ymin, xmax-xmin, ymax-ymin] 

766 axes.set_position( 

767 self.rect_to_figure_coords(rect), which='both') 

768 

769 for ix, axes in enumerate(self.axes_bottom_list): 

770 dim = self._x_dims[ix] 

771 s = self._labels.get(dim, dim) 

772 axes.set_xlabel(s) 

773 

774 for iy, axes in enumerate(self.axes_left_list): 

775 dim = self._y_dims[iy] 

776 s = self._labels.get(dim, dim) 

777 axes.set_ylabel(s) 

778 

779 finally: 

780 self._updating_layout = False 

781 

782 def set_label_coords(self, axes, which, point): 

783 axis = axes.get_xaxis() if which == 'x' else axes.get_yaxis() 

784 axis.set_label_coords(*self.point_to_axes_coords(axes, point)) 

785 

786 def plot(self, points, *args, **kwargs): 

787 for iy, row in enumerate(self._axes): 

788 y = points[:, self._dim_index(self._y_dims[iy])] 

789 for ix, axes in enumerate(row): 

790 x = points[:, self._dim_index(self._x_dims[ix])] 

791 axes.plot(x, y, *args, **kwargs) 

792 

793 def close(self): 

794 self._disconnect_all() 

795 self._plt.close(self._fig) 

796 

797 def show(self): 

798 self._plt.show() 

799 self.reset_size() 

800 

801 def set_label(self, dim, s): 

802 # just set attribute, handle in update_layout 

803 self._labels[dim] = s 

804 

805 def colorbar( 

806 self, dim, 

807 orientation='vertical', 

808 position=None): 

809 

810 if dim not in self._dims: 

811 raise PlotError( 

812 'dimension "%s" is not defined') 

813 

814 if orientation not in ('vertical', 'horizontal'): 

815 raise PlotError( 

816 'orientation must be "vertical" or "horizontal"') 

817 

818 mappable = None 

819 for mappable_, dim_ in self._mappables.items(): 

820 if dim_ == dim: 

821 if mappable is None: 

822 mappable = mappable_ 

823 else: 

824 mappable_.set_cmap(mappable.get_cmap()) 

825 

826 if mappable is None: 

827 raise PlotError( 

828 'no mappable registered for dimension "%s"' % dim) 

829 

830 if position is None: 

831 if orientation == 'vertical': 

832 position = (0, self._shape[1]) 

833 else: 

834 position = (0, self._shape[0]) 

835 

836 em_pixels = self.config.font_size / self._pixels 

837 

838 if orientation == 'vertical': 

839 self._colorbar_width = self.config.colorbar_width_em*em_pixels + \ 

840 self.separator * 2.0 

841 else: 

842 self._colorbar_height = self.config.colorbar_width_em*em_pixels + \ 

843 self.separator + self.margins[3] 

844 

845 axes = SmartplotAxes(self.fig, [0., 0., 1., 1.]) 

846 self.fig.add_axes(axes) 

847 

848 self._colorbar_axes.append( 

849 (axes, orientation, position)) 

850 

851 self.need_update_layout() 

852 # axes.plot([1], [1]) 

853 label = self._labels.get(dim, dim) 

854 return colorbar.Colorbar( 

855 axes, mappable, orientation=orientation, label=label) 

856 

857 def __call__(self, *args): 

858 return self.axes(*args) 

859 

860 

861if __name__ == '__main__': 

862 import sys 

863 from pyrocko import util 

864 

865 logging.getLogger('matplotlib').setLevel(logging.WARNING) 

866 util.setup_logging('smartplot', 'debug') 

867 

868 iplots = [int(x) for x in sys.argv[1:]] 

869 

870 if 0 in iplots: 

871 p = Plot(['x'], ['y']) 

872 n = 100 

873 x = num.arange(n) * 2.0 

874 y = num.random.normal(size=n) 

875 p(0, 0).plot(x, y, 'o') 

876 p.show() 

877 

878 if 1 in iplots: 

879 p = Plot(['x', 'x'], ['y']) 

880 n = 100 

881 x = num.arange(n) * 2.0 

882 y = num.random.normal(size=n) 

883 p(0, 0).plot(x, y, 'o') 

884 x = num.arange(n) * 2.0 

885 y = num.random.normal(size=n) 

886 p(1, 0).plot(x, y, 'o') 

887 p.show() 

888 

889 if 11 in iplots: 

890 p = Plot(['x'], ['y']) 

891 p.set_aspect('y', 'x', 2.0) 

892 n = 100 

893 xy = num.random.normal(size=(n, 2)) 

894 p(0, 0).plot(xy[:, 0], xy[:, 1], 'o') 

895 p.show() 

896 

897 if 12 in iplots: 

898 p = Plot(['x', 'x2'], ['y']) 

899 p.set_aspect('x2', 'x', 2.0) 

900 p.set_aspect('y', 'x', 2.0) 

901 n = 100 

902 xy = num.random.normal(size=(n, 2)) 

903 p(0, 0).plot(xy[:, 0], xy[:, 1], 'o') 

904 p(1, 0).plot(xy[:, 0], xy[:, 1], 'o') 

905 p.show() 

906 

907 if 13 in iplots: 

908 p = Plot(['x'], ['y', 'y2']) 

909 p.set_aspect('y2', 'y', 2.0) 

910 p.set_aspect('y', 'x', 2.0) 

911 n = 100 

912 xy = num.random.normal(size=(n, 2)) 

913 p(0, 0).plot(xy[:, 0], xy[:, 1], 'o') 

914 p(0, 1).plot(xy[:, 0], xy[:, 1], 'o') 

915 p.show() 

916 

917 if 2 in iplots: 

918 p = Plot(['easting', 'depth'], ['northing', 'depth']) 

919 

920 n = 100 

921 

922 ned = num.random.normal(size=(n, 3)) 

923 p(0, 0).plot(ned[:, 1], ned[:, 0], 'o') 

924 p(1, 0).plot(ned[:, 2], ned[:, 0], 'o') 

925 p(0, 1).plot(ned[:, 1], ned[:, 2], 'o') 

926 p.show() 

927 

928 if 3 in iplots: 

929 p = Plot(['easting', 'depth'], ['-depth', 'northing']) 

930 p.set_aspect('easting', 'northing', 1.0) 

931 p.set_aspect('easting', 'depth', 0.5) 

932 p.set_aspect('northing', 'depth', 0.5) 

933 

934 n = 100 

935 

936 ned = num.random.normal(size=(n, 3)) 

937 ned[:, 2] *= 0.25 

938 p(0, 1).plot(ned[:, 1], ned[:, 0], 'o', color='black') 

939 p(0, 0).plot(ned[:, 1], ned[:, 2], 'o') 

940 p(1, 1).plot(ned[:, 2], ned[:, 0], 'o') 

941 p(1, 0).set_visible(False) 

942 p.set_lim('depth', 0., 0.2) 

943 p.show() 

944 

945 if 5 in iplots: 

946 p = Plot(['time'], ['northing', 'easting', '-depth'], ['depth']) 

947 

948 n = 100 

949 

950 t = num.arange(n) 

951 xyz = num.random.normal(size=(n, 4)) 

952 xyz[:, 0] *= 0.5 

953 

954 smap = make_smap('summer') 

955 

956 p(0, 0).scatter( 

957 t, xyz[:, 0], c=xyz[:, 2], cmap=smap.cmap, norm=smap.norm) 

958 p(0, 1).scatter( 

959 t, xyz[:, 1], c=xyz[:, 2], cmap=smap.cmap, norm=smap.norm) 

960 p(0, 2).scatter( 

961 t, xyz[:, 2], c=xyz[:, 2], cmap=smap.cmap, norm=smap.norm) 

962 

963 p.set_lim('depth', -1., 1.) 

964 

965 p.set_color_dim(smap, 'depth') 

966 

967 p.set_aspect('northing', 'easting', 1.0) 

968 p.set_aspect('northing', 'depth', 1.0) 

969 

970 p.set_label('time', 'Time [s]') 

971 p.set_label('depth', 'Depth [km]') 

972 p.set_label('easting', 'Easting [km]') 

973 p.set_label('northing', 'Northing [km]') 

974 

975 p.colorbar('depth') 

976 

977 p.show() 

978 

979 if 6 in iplots: 

980 km = 1000. 

981 p = Plot( 

982 ['easting'], ['northing']*3, ['displacement']) 

983 

984 nn, ne = 50, 40 

985 n = num.linspace(-5*km, 5*km, nn) 

986 e = num.linspace(-10*km, 10*km, ne) 

987 

988 displacement = num.zeros((nn, ne, 3)) 

989 g = num.exp( 

990 -(n[:, num.newaxis]**2 + e[num.newaxis, :]**2) / (5*km)**2) 

991 

992 displacement[:, :, 0] = g 

993 displacement[:, :, 1] = g * 0.5 

994 displacement[:, :, 2] = -g * 0.2 

995 

996 for icomp in (0, 1, 2): 

997 c = p(0, icomp).pcolormesh( 

998 e/km, n/km, displacement[:, :, icomp], shading='gouraud') 

999 p.set_color_dim(c, 'displacement') 

1000 

1001 p.colorbar('displacement') 

1002 p.set_lim('displacement', -1.0, 1.0) 

1003 p.set_label('easting', 'Easting [km]') 

1004 p.set_label('northing', 'Northing [km]') 

1005 p.set_aspect('northing', 'easting') 

1006 

1007 p.set_lim('northing', -5.0, 5.0) 

1008 p.set_lim('easting', -3.0, 3.0) 

1009 p.show()