def xds_sequence(root, params): print print os.path.relpath(root, params.topdir) init_lp = os.path.join(root, "INIT.LP") xparm = os.path.join(root, "XPARM.XDS") gxparm = os.path.join(root, "GXPARM.XDS") defpix_lp = os.path.join(root, "DEFPIX.LP") correct_lp = os.path.join(root, "CORRECT.LP") integrate_hkl = os.path.join(root, "INTEGRATE.HKL") xac_hkl = os.path.join(root, "XDS_ASCII.HKL") integrate_lp = os.path.join(root, "INTEGRATE.LP") spot_xds = os.path.join(root, "SPOT.XDS") xdsinp = os.path.join(root, "XDS.INP") assert os.path.isfile(xdsinp) if params.cell_prior.force: assert params.cell_prior.check xdsinp_dict = dict(get_xdsinp_keyword(xdsinp)) if params.cell_prior.sgnum > 0: xs_prior = crystal.symmetry(params.cell_prior.cell, params.cell_prior.sgnum) else: xs_prior = None decilog = multi_out() decilog.register("log", open(os.path.join(root, "decision.log"), "a"), atexit_send_to=None) try: print >> decilog, "xds_sequence started at %s in %s\n" % ( time.strftime("%Y-%m-%d %H:%M:%S"), root) if not kamo_test_installation.tst_xds(): print >> decilog, "XDS is not installed or expired!!" return if params.show_progress: decilog.register("stdout", sys.stdout) if params.mode == "initial" and params.resume and os.path.isfile( correct_lp): print >> decilog, " Already processed." return if params.mode == "recycle" and not os.path.isfile(gxparm): print >> decilog, "GXPARM.XDS not found. Cannot do recycle." return if params.fast_delphi and (params.nproc is None or params.nproc > 1): delphi = optimal_delphi_by_nproc(xdsinp=xdsinp, nproc=params.nproc) print >> decilog, " Setting delphi to ", delphi modify_xdsinp(xdsinp, inp_params=[ ("DELPHI", str(delphi)), ]) if params.nproc is not None and params.nproc > 1: modify_xdsinp(xdsinp, inp_params=[ ("MAXIMUM_NUMBER_OF_PROCESSORS", str(params.nproc)), ]) if params.mode == "initial": modify_xdsinp(xdsinp, inp_params=[("JOB", "XYCORR INIT")]) run_xds(wdir=root, show_progress=params.show_progress) initlp = InitLp(init_lp) first_bad = initlp.check_bad_first_frames() if first_bad: print >> decilog, " first frames look bad (too weak) exposure:", first_bad new_data_range = map( int, dict(get_xdsinp_keyword(xdsinp))["DATA_RANGE"].split()) new_data_range[0] = first_bad[-1] + 1 print >> decilog, " changing DATA_RANGE= to", new_data_range modify_xdsinp(xdsinp, inp_params=[("JOB", "INIT"), ("DATA_RANGE", "%d %d" % tuple(new_data_range))]) for f in xds_files.generated_by_INIT: util.rotate_file(os.path.join(root, f), copy=False) run_xds(wdir=root, show_progress=params.show_progress) # Peak search modify_xdsinp(xdsinp, inp_params=[("JOB", "COLSPOT")]) run_xds(wdir=root, show_progress=params.show_progress) if params.auto_frame_exclude_spot_based: sx = idxreflp.SpotXds(spot_xds) sx.set_xdsinp(xdsinp) spots = filter(lambda x: 5 < x[-1] < 30, sx.collected_spots()) # low-res (5 A) frame_numbers = numpy.array(map(lambda x: int(x[2]) + 1, spots)) data_range = map( int, dict(get_xdsinp_keyword(xdsinp))["DATA_RANGE"].split()) # XXX this assumes SPOT_RANGE equals to DATA_RANGE. Is this guaranteed? h = numpy.histogram(frame_numbers, bins=numpy.arange(data_range[0], data_range[1] + 2, step=1)) q14 = numpy.percentile(h[0], [25, 75]) iqr = q14[1] - q14[0] cutoff = max( h[0][h[0] <= iqr * 1.5 + q14[1]]) / 5 # magic number print >> decilog, "DEBUG:: IQR= %.2f, Q1/4= %s, cutoff= %.2f" % ( iqr, q14, cutoff) cut_frames = h[1][h[0] < cutoff] keep_frames = h[1][h[0] >= cutoff] print >> decilog, "DEBUG:: keep_frames=", keep_frames print >> decilog, "DEBUG:: cut_frames=", cut_frames if len(cut_frames) > 0: cut_ranges = [ [cut_frames[0], cut_frames[0]], ] for fn in cut_frames: if fn - cut_ranges[-1][1] <= 1: cut_ranges[-1][1] = fn else: cut_ranges.append([fn, fn]) # Edit XDS.INP cut_inp_str = "".join( map( lambda x: "EXCLUDE_DATA_RANGE= %6d %6d\n" % tuple( x), cut_ranges)) open(xdsinp, "a").write("\n" + cut_inp_str) # Edit SPOT.XDS shutil.copyfile(spot_xds, spot_xds + ".org") sx.write(open(spot_xds, "w"), frame_selection=set(keep_frames)) # Indexing if params.cell_prior.method == "use_first": modify_xdsinp(xdsinp, inp_params=[ ("JOB", "IDXREF"), ("UNIT_CELL_CONSTANTS", " ".join( map(lambda x: "%.3f" % x, params.cell_prior.cell))), ("SPACE_GROUP_NUMBER", "%d" % params.cell_prior.sgnum), ]) else: modify_xdsinp(xdsinp, inp_params=[("JOB", "IDXREF")]) run_xds(wdir=root, show_progress=params.show_progress) print >> decilog, "" # TODO indexing stats like indexed percentage here. if params.tryhard: try_indexing_hard(root, params.show_progress, decilog, known_sgnum=params.cell_prior.sgnum, known_cell=params.cell_prior.cell, tol_length=params.cell_prior.tol_length, tol_angle=params.cell_prior.tol_angle) if not os.path.isfile(xparm): print >> decilog, " Indexing failed." return if params.cell_prior.sgnum > 0: # Check anyway xsxds = XPARM(xparm).crystal_symmetry() cosets = reindex.reindexing_operators( xs_prior, xsxds, params.cell_prior.tol_length, params.cell_prior.tol_angle) if cosets.double_cosets is None: if params.cell_prior.check: print >> decilog, " Incompatible cell. Indexing failed." return else: print >> decilog, " Warning: Incompatible cell." elif params.cell_prior.method == "symm_constraint_only": cell = xsxds.unit_cell().change_basis( cosets.combined_cb_ops()[0]) print >> decilog, " Trying symmetry-constrained cell parameter:", cell modify_xdsinp(xdsinp, inp_params=[ ("JOB", "IDXREF"), ("UNIT_CELL_CONSTANTS", " ".join( map(lambda x: "%.3f" % x, cell.parameters()))), ("SPACE_GROUP_NUMBER", "%d" % params.cell_prior.sgnum), ]) for f in xds_files.generated_by_IDXREF: util.rotate_file(os.path.join(root, f), copy=(f == "SPOT.XDS")) run_xds(wdir=root, show_progress=params.show_progress) if not os.path.isfile(xparm): print >> decilog, " Indexing failed." return # Check again xsxds = XPARM(xparm).crystal_symmetry() if not xsxds.unit_cell().is_similar_to( xs_prior.unit_cell(), params.cell_prior.tol_length, params.cell_prior.tol_angle): print >> decilog, " Resulted in different cell. Indexing failed." return elif params.mode == "recycle": print >> decilog, " Start recycle. original ISa= %.2f" % correctlp.get_ISa( correct_lp, check_valid=True) for f in xds_files.generated_after_DEFPIX + ("XPARM.XDS", "plot_integrate.log"): util.rotate_file(os.path.join(root, f), copy=True) shutil.copyfile(gxparm + ".1", xparm) else: raise "Unknown mode (%s)" % params.mode # To Integration modify_xdsinp(xdsinp, inp_params=[("JOB", "DEFPIX INTEGRATE"), ("INCLUDE_RESOLUTION_RANGE", "50 0")]) run_xds(wdir=root, show_progress=params.show_progress) if os.path.isfile(integrate_lp): xds_plot_integrate.run(integrate_lp, os.path.join(root, "plot_integrate.log")) if not os.path.isfile(integrate_hkl): print >> decilog, " Integration failed." return # Make _noscale.HKL if needed if params.no_scaling: bk_prefix = make_backup(("XDS.INP", ), wdir=root, quiet=True) xparm_obj = XPARM(xparm) modify_xdsinp(xdsinp, inp_params=[ ("JOB", "CORRECT"), ("CORRECTIONS", ""), ("NBATCH", "1"), ("MINIMUM_I/SIGMA", "50"), ("REFINE(CORRECT)", ""), ("UNIT_CELL_CONSTANTS", " ".join( map(lambda x: "%.3f" % x, xparm_obj.unit_cell))), ("SPACE_GROUP_NUMBER", "%d" % xparm_obj.spacegroup), ]) print >> decilog, " running CORRECT without empirical scaling" run_xds(wdir=root, show_progress=params.show_progress) for f in xds_files.generated_by_CORRECT + ("XDS.INP", ): ff = os.path.join(root, f) if not os.path.isfile(ff): continue if ff.endswith(".cbf"): os.remove(ff) else: os.rename(ff, ff + "_noscale") revert_files(("XDS.INP", ), bk_prefix, wdir=root, quiet=True) # Run pointless pointless_integrate = {} if params.use_pointless: worker = Pointless() pointless_integrate = worker.run_for_symm( xdsin=integrate_hkl, logout=os.path.join(root, "pointless_integrate.log")) if "symm" in pointless_integrate: symm = pointless_integrate["symm"] print >> decilog, " pointless using INTEGRATE.HKL suggested", symm.space_group_info( ) if xs_prior: if xtal.is_same_space_group_ignoring_enantiomorph( symm.space_group(), xs_prior.space_group()): print >> decilog, " which is consistent with given symmetry." elif xtal.is_same_laue_symmetry(symm.space_group(), xs_prior.space_group()): print >> decilog, " which has consistent Laue symmetry with given symmetry." else: print >> decilog, " which is inconsistent with given symmetry." sgnum = symm.space_group_info().type().number() cell = " ".join( map(lambda x: "%.2f" % x, symm.unit_cell().parameters())) modify_xdsinp(xdsinp, inp_params=[("SPACE_GROUP_NUMBER", "%d" % sgnum), ("UNIT_CELL_CONSTANTS", cell)]) else: print >> decilog, " pointless failed." flag_do_not_change_symm = False if xs_prior and params.cell_prior.force: modify_xdsinp(xdsinp, inp_params=[("UNIT_CELL_CONSTANTS", " ".join( map(lambda x: "%.3f" % x, params.cell_prior.cell))), ("SPACE_GROUP_NUMBER", "%d" % params.cell_prior.sgnum)]) flag_do_not_change_symm = True elif params.cell_prior.method == "correct_only": xsxds = XPARM(xparm).crystal_symmetry() cosets = reindex.reindexing_operators(xs_prior, xsxds, params.cell_prior.tol_length, params.cell_prior.tol_angle) if cosets.double_cosets is not None: cell = xsxds.unit_cell().change_basis( cosets.combined_cb_ops()[0]) print >> decilog, " Using given symmetry in CORRECT with symmetry constraints:", cell modify_xdsinp(xdsinp, inp_params=[ ("UNIT_CELL_CONSTANTS", " ".join( map(lambda x: "%.3f" % x, cell.parameters()))), ("SPACE_GROUP_NUMBER", "%d" % params.cell_prior.sgnum), ]) flag_do_not_change_symm = True else: print >> decilog, " Tried to use given symmetry in CORRECT, but cell in integration is incompatible." # Do Scaling modify_xdsinp(xdsinp, inp_params=[ ("JOB", "CORRECT"), ]) run_xds(wdir=root, show_progress=params.show_progress) if not os.path.isfile(xac_hkl): print >> decilog, " CORRECT failed." return if not os.path.isfile(gxparm): print >> decilog, " Refinement in CORRECT failed." print >> decilog, " OK. ISa= %.2f" % correctlp.get_ISa( correct_lp, check_valid=True) ret = calc_merging_stats(xac_hkl) if params.cut_resolution: if ret is not None and ret[0] is not None: d_min = ret[0] modify_xdsinp(xdsinp, inp_params=[("JOB", "CORRECT"), ("INCLUDE_RESOLUTION_RANGE", "50 %.2f" % d_min)]) print >> decilog, " Re-scale at %.2f A" % d_min os.rename(os.path.join(root, "CORRECT.LP"), os.path.join(root, "CORRECT_fullres.LP")) os.rename(xac_hkl, os.path.join(root, "XDS_ASCII_fullres.HKL")) run_xds(wdir=root, show_progress=params.show_progress) print >> decilog, " OK. ISa= %.2f" % correctlp.get_ISa( correct_lp, check_valid=True) print >> decilog, " (Original files are saved as *_fullres.*)" else: print >> decilog, "error: Can't decide resolution." last_ISa = correctlp.get_ISa(correct_lp, check_valid=True) # Run pointless and (if result is different from INTEGRATE) re-scale. if params.use_pointless: worker = Pointless() pointless_correct = worker.run_for_symm( xdsin=xac_hkl, logout=os.path.join(root, "pointless_correct.log")) pointless_best_symm = None if "symm" in pointless_correct: symm = pointless_correct["symm"] need_rescale = False if pointless_integrate.get("symm"): symm_by_integrate = pointless_integrate["symm"] if not xtal.is_same_laue_symmetry( symm_by_integrate.space_group(), symm.space_group()): print >> decilog, "pointless suggested %s, which is different Laue symmetry from INTEGRATE.HKL (%s)" % ( symm.space_group_info(), symm_by_integrate.space_group_info()) prob_integrate = pointless_integrate.get( "laue_prob", float("nan")) prob_correct = pointless_correct.get( "laue_prob", float("nan")) print >> decilog, " Prob(%s |INTEGRATE), Prob(%s |CORRECT) = %.4f, %.4f." % ( symm_by_integrate.space_group_info(), symm.space_group_info(), prob_integrate, prob_correct) if prob_correct > prob_integrate: need_rescale = True pointless_best_symm = symm else: pointless_best_symm = symm_by_integrate else: need_rescale = True pointless_best_symm = symm print >> decilog, "pointless using XDS_ASCII.HKL suggested %s" % symm.space_group_info( ) if xs_prior: if xtal.is_same_space_group_ignoring_enantiomorph( symm.space_group(), xs_prior.space_group()): print >> decilog, " which is consistent with given symmetry." elif xtal.is_same_laue_symmetry( symm.space_group(), xs_prior.space_group()): print >> decilog, " which has consistent Laue symmetry with given symmetry." else: print >> decilog, " which is inconsistent with given symmetry." if need_rescale and not flag_do_not_change_symm: sgnum = symm.space_group_info().type().number() cell = " ".join( map(lambda x: "%.2f" % x, symm.unit_cell().parameters())) modify_xdsinp(xdsinp, inp_params=[ ("JOB", "CORRECT"), ("SPACE_GROUP_NUMBER", "%d" % sgnum), ("UNIT_CELL_CONSTANTS", cell), ("INCLUDE_RESOLUTION_RANGE", "50 0") ]) run_xds(wdir=root, show_progress=params.show_progress) ret = calc_merging_stats(xac_hkl) if params.cut_resolution: if ret is not None and ret[0] is not None: d_min = ret[0] modify_xdsinp(xdsinp, inp_params=[ ("JOB", "CORRECT"), ("INCLUDE_RESOLUTION_RANGE", "50 %.2f" % d_min) ]) print >> decilog, " Re-scale at %.2f A" % d_min os.rename(os.path.join(root, "CORRECT.LP"), os.path.join(root, "CORRECT_fullres.LP")) os.rename( xac_hkl, os.path.join(root, "XDS_ASCII_fullres.HKL")) run_xds(wdir=root, show_progress=params.show_progress) print >> decilog, " OK. ISa= %.2f" % correctlp.get_ISa( correct_lp, check_valid=True) print >> decilog, " (Original files are saved as *_fullres.*)" else: print >> decilog, "error: Can't decide resolution." for f in ("CORRECT_fullres.LP", "XDS_ASCII_fullres.HKL"): if os.path.isfile(os.path.join(root, f)): print >> decilog, "removing", f os.remove(os.path.join(root, f)) ISa = correctlp.get_ISa(correct_lp, check_valid=True) if ISa >= last_ISa or last_ISa != last_ISa: # if improved or last_ISa is nan print >> decilog, "ISa improved= %.2f" % ISa else: print >> decilog, "ISa got worse= %.2f" % ISa if pointless_best_symm: xac_symm = XDS_ASCII(xac_hkl, read_data=False).symm if not xtal.is_same_space_group_ignoring_enantiomorph( xac_symm.space_group(), pointless_best_symm.space_group()): if xtal.is_same_laue_symmetry( xac_symm.space_group(), pointless_best_symm.space_group()): tmp = "same Laue symmetry" else: tmp = "different Laue symmetry" print >> decilog, "WARNING: symmetry in scaling is different from Pointless result (%s)." % tmp run_xdsstat(wdir=root) print if params.make_report: html_report.make_individual_report(root, root) except: print >> decilog, traceback.format_exc() finally: print >> decilog, "\nxds_sequence finished at %s" % time.strftime( "%Y-%m-%d %H:%M:%S") decilog.close()