From 05936cb65918413394e4c4ade1cbf1d644e17c51 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Tue, 25 Jul 2023 14:58:48 -0400 Subject: [PATCH 01/93] Change output to proper BED --- segway/_util.py | 1 + segway/layer.py | 6 +- segway/output.py | 177 ++++++++++++++++++++++++++++------------------- segway/run.py | 19 ++++- segway/task.py | 12 +--- 5 files changed, 131 insertions(+), 84 deletions(-) diff --git a/segway/_util.py b/segway/_util.py index 1670bcf2..25d4158f 100644 --- a/segway/_util.py +++ b/segway/_util.py @@ -40,6 +40,7 @@ FILTERS_GZIP = Filters(complevel=1) EXT_BED = "bed" +EXT_TRACK = "track" EXT_LIST = "list" EXT_INT = "int" EXT_FLOAT = "float32" diff --git a/segway/layer.py b/segway/layer.py index 6b25180e..d78318d4 100644 --- a/segway/layer.py +++ b/segway/layer.py @@ -144,11 +144,11 @@ def make_layer_filename(filename): """ exported to run.py - replace .bed from right side with .layered.bed + replace .track from right side with .layered.track """ - left, _, right = filename.rpartition(".bed") + left, _, right = filename.rpartition(".track") - return ".layered.bed".join([left, right]) + return ".layered.track".join([left, right]) def make_csv(seq): return ",".join(map(str, seq)) diff --git a/segway/output.py b/segway/output.py index da11b770..d84f077f 100644 --- a/segway/output.py +++ b/segway/output.py @@ -9,14 +9,18 @@ ## Copyright 2012, 2013 Michael M. Hoffman from six.moves import range +import colorbrewer from .bed import parse_bed4 from .layer import layer, make_layer_filename -from ._util import Copier, maybe_gzip_open +from ._util import Copier, maybe_gzip_open, BED_SCORE, BED_STRAND INDEX_BED_START = 1 INDEX_BED_THICKSTART = INDEX_BED_START + 5 +NUM_COLORS = 8 +SCHEME = colorbrewer.Dark2[NUM_COLORS] + def make_bed_attr(key, value): if " " in value: value = '"%s"' % value @@ -33,69 +37,94 @@ def make_bed_attrs(mapping): # Takes a list of filepaths, each of which points to a segmentation bed file. # Concatenates the files, merging entries if necessary. Start file with # header. Used by IdentifySaver and PosteriorSaver. -def concatenate_window_segmentations(window_filenames, header, outfilename): +def concatenate_window_segmentations(window_filenames, header, + bedfilename, trackfilename): + # Iterate through window files to build a label list + labels = set() + for window_filename in window_filenames: + with maybe_gzip_open(window_filename) as window_file: + for line in window_file: + labels.add(line.split()[3]) + # Build a color assignment from the label list + label2color = {label: ','.join(map(str, SCHEME[i % NUM_COLORS])) + for i, label in enumerate(sorted(list(labels)))} + # values for comparison to combine adjoining segments last_line = "" last_start = None last_vals = (None, None, None) # (chrom, coord, seg) - with maybe_gzip_open(outfilename, "wt") as outfile: - # XXX: add in browser track line (see SVN revisions - # previous to 195) - print(header, file=outfile) - - for window_index, window_filename in enumerate(window_filenames): - - with maybe_gzip_open(window_filename) as window_file: - lines = window_file.readlines() - first_line = lines[0] - first_row, first_coords = parse_bed4(first_line) - (chrom, start, end, seg) = first_coords - - # write the last line and the first line, after - # potentially merging - if last_vals == (chrom, start, seg): - # update start position - first_row[INDEX_BED_START] = last_start - # update thickStart position - first_row[INDEX_BED_THICKSTART] = last_start - - # add back trailing newline eliminated by line.split() - merged_line = "\t".join(first_row) + "\n" - - # if there's just a single line in the BED file - if len(lines) == 1: - last_line = merged_line - last_vals = (chrom, end, seg) - # last_start is already set correctly - # postpone writing until after additional merges - continue - else: - # write the merged line - outfile.write(merged_line) - else: - if len(lines) == 1: - # write the last line of the last file. - # hold back the first line of this file, - # and treat it as the last line - outfile.write(last_line) + with maybe_gzip_open(bedfilename, "wt") as bedfile: + with maybe_gzip_open(trackfilename, "wt") as trackfile: + # XXX: add in browser track line (see SVN revisions + # previous to 195) + print(header, file=trackfile) + + for window_filename in window_filenames: + with maybe_gzip_open(window_filename) as window_file: + lines = window_file.readlines() + # Created BED9 lines from the BED4 data + for i, line in enumerate(lines): + _, coords = parse_bed4(line) + (chrom, start, end, seg) = coords + bed9row = [chrom, start, end, seg, BED_SCORE, + BED_STRAND, start, end, label2color[seg]] + lines[i] = '\t'.join(bed9row) + '\n' + + # Prepare the first line of the BED9 data + first_line = lines[0] + first_row, first_coords = parse_bed4(first_line) + (chrom, start, end, seg) = first_coords + + # write the last line and the first line, after + # potentially merging + if last_vals == (chrom, start, seg): + # update start position + first_row[INDEX_BED_START] = last_start + # update thickStart position + first_row[INDEX_BED_THICKSTART] = last_start + + # add back trailing newline eliminated by line.split() + merged_line = "\t".join(first_row) + "\n" + + # if there's just a single line in the BED file + if len(lines) == 1: + last_line = merged_line + last_vals = (chrom, end, seg) + # last_start is already set correctly + # postpone writing until after additional merges + continue + else: + # write the merged line + bedfile.write(merged_line) + trackfile.write(merged_line) else: - # write the last line of the last file, first - # line of this file - outfile.writelines([last_line, first_line]) - - # write the bulk of the lines - outfile.writelines(lines[1:-1]) - - # set last_line - last_line = lines[-1] - last_row, last_coords = parse_bed4(last_line) - (chrom, start, end, seg) = last_coords - last_vals = (chrom, end, seg) - last_start = start - - # write the very last line of all files - outfile.write(last_line) + if len(lines) == 1: + # write the last line of the last file. + # hold back the first line of this file, + # and treat it as the last line + bedfile.write(last_line) + trackfile.write(last_line) + else: + # write the last line of the last file, first + # line of this file + bedfile.writelines([last_line, first_line]) + trackfile.writelines([last_line, first_line]) + + # write the bulk of the lines + bedfile.writelines(lines[1:-1]) + trackfile.writelines(lines[1:-1]) + + # set last_line + last_line = lines[-1] + last_row, last_coords = parse_bed4(last_line) + (chrom, start, end, seg) = last_coords + last_vals = (chrom, end, seg) + last_start = start + + # write the very last line of all files + bedfile.write(last_line) + trackfile.write(last_line) class OutputSaver(Copier): copy_attrs = ["tracks", "uuid", "num_worlds", "num_segs", "num_subsegs"] @@ -116,7 +145,7 @@ def make_filename(self, fmt, world): return fmt % world - def make_bed_header(self): + def make_track_header(self): attrs = self.attrs.copy() attrs["name"] = self.name_tmpl % (__package__, self.uuid) @@ -127,7 +156,7 @@ def make_bed_header(self): return make_bed_attrs(attrs) class IdentifySaver(OutputSaver): - copy_attrs = OutputSaver.copy_attrs + ["bed_filename", "viterbi_filenames", "bigbed_filename", "windows"] + copy_attrs = OutputSaver.copy_attrs + ["bed_filename", "track_filename", "viterbi_filenames", "bigbed_filename", "windows"] def get_world_indexes(self, world): return [index @@ -136,26 +165,29 @@ def get_world_indexes(self, world): def concatenate(self, world): # the final bed filename, not the individual viterbi_filenames - outfilename = self.make_filename(self.bed_filename, world) + bedfilename = self.make_filename(self.bed_filename, world) + trackfilename = self.make_filename(self.track_filename, world) windows = self.windows world_viterbi_filenames = [viterbi_filename for window_index, viterbi_filename in enumerate(self.viterbi_filenames) if windows[window_index].world == world] - header = self.make_bed_header() - concatenate_window_segmentations(world_viterbi_filenames, header, outfilename) + header = self.make_track_header() + concatenate_window_segmentations(world_viterbi_filenames, header, + bedfilename, trackfilename) def __call__(self, world): self.concatenate(world) - bed_filename = self.make_filename(self.bed_filename, world) - layer(bed_filename, make_layer_filename(bed_filename), + track_filename = self.make_filename(self.track_filename, world) + layer(track_filename, make_layer_filename(track_filename), bigbed_outfilename=self.make_filename(self.bigbed_filename, world)) class PosteriorSaver(OutputSaver): copy_attrs = OutputSaver.copy_attrs + ["bedgraph_filename", "bed_filename", + "track_filename", "posterior_filenames", "output_label"] @@ -174,10 +206,13 @@ def make_bedgraph_header(self, num_seg): def __call__(self, world): # Save posterior code bed file - posterior_code_filename = self.make_filename(self.bed_filename, world) + posterior_code_bedfilename = self.make_filename(self.bed_filename, world) + posterior_code_trackfilename = self.make_filename(self.track_filename, world) posterior_code_filenames = [posterior_tmpl % "_code" for posterior_tmpl in self.posterior_filenames] - header = self.make_bed_header() - concatenate_window_segmentations(posterior_code_filenames, header, posterior_code_filename) + trackheader = self.make_track_header() + concatenate_window_segmentations(posterior_code_filenames, trackheader, + posterior_code_bedfilename, + posterior_code_trackfilename) # Save posterior bedgraph files posterior_bedgraph_tmpl = self.make_filename(self.bedgraph_filename, world) @@ -191,5 +226,7 @@ def __call__(self, world): label_print_range = range(self.num_segs) for num_seg in label_print_range: posterior_filenames = [posterior_tmpl % num_seg for posterior_tmpl in self.posterior_filenames] - header = self.make_bedgraph_header(num_seg) - concatenate_window_segmentations(posterior_filenames, header, posterior_bedgraph_tmpl % num_seg) + trackheader = self.make_bedgraph_header(num_seg) + concatenate_window_segmentations(posterior_filenames, trackheader, + "/dev/null", + posterior_bedgraph_tmpl % num_seg) diff --git a/segway/run.py b/segway/run.py index eec12201..442a38a0 100644 --- a/segway/run.py +++ b/segway/run.py @@ -57,8 +57,8 @@ from ._util import (ceildiv, data_filename, DTYPE_OBS_INT, DISTRIBUTION_NORM, DISTRIBUTION_GAMMA, DISTRIBUTION_ASINH_NORMAL, DELIMITER_BED, - EXT_BED, EXT_FLOAT, EXT_GZ, EXT_INT, EXT_PARAMS, - EXT_TAB, extjoin, extjoin_not_none, GB, + EXT_BED, EXT_TRACK, EXT_FLOAT, EXT_GZ, EXT_INT, + EXT_PARAMS, EXT_TAB, extjoin, extjoin_not_none, GB, ISLAND_BASE_NA, ISLAND_LST_NA, load_coords, make_default_filename, make_filelistpath, make_prefix_fmt, MB, memoized_property, @@ -247,9 +247,15 @@ # "segway.bed.gz" BED_FILEBASENAME = extjoin(__package__, EXT_BED, EXT_GZ) +# "segway.track.gz" +TRACK_FILEBASENAME = extjoin(__package__, EXT_TRACK, EXT_GZ) + # "segway.%d.bed.gz" BED_FILEBASEFMT = extjoin(__package__, "%d", EXT_BED, EXT_GZ) +# "segway.%d.track.gz" +TRACK_FILEBASEFMT = extjoin(__package__, "%d", EXT_TRACK, EXT_GZ) + # "posterior%s.bed.gz" BEDGRAPH_FILEBASENAME = extjoin(PREFIX_POSTERIOR, EXT_BEDGRAPH, EXT_GZ) @@ -1435,6 +1441,15 @@ def bed_filename(self): return self.work_dirpath / basename + @memoized_property + def track_filename(self): + if self.num_worlds == 1: + basename = TRACK_FILEBASENAME + else: + basename = TRACK_FILEBASEFMT + + return self.work_dirpath / basename + @memoized_property def bedgraph_filename(self): if self.num_worlds == 1: diff --git a/segway/task.py b/segway/task.py index f734de47..e2d183c2 100644 --- a/segway/task.py +++ b/segway/task.py @@ -373,22 +373,16 @@ def write_bed(outfile, start_pos, labels, coord, resolution, num_labels, assert region_end == start_pos[-1] - resolution + remainder start_pos[-1] = region_end - # score_step = (SCORE_MAX - SCORE_MIN) / (num_labels - 1) - label_colors = [get_label_color(extract_superlabel(seg_label)) for - seg_label in labels] - - zipper = zip(start_pos[:-1], start_pos[1:], labels, label_colors) + zipper = zip(start_pos[:-1], start_pos[1:], labels) # this is easily concatenated since it has no context - for seg_start, seg_end, seg_label, label_color in zipper: + for seg_start, seg_end, seg_label in zipper: name = str(seg_label) chrom_start = str(seg_start) chrom_end = str(seg_end) - item_rgb = label_color - row = [chrom, chrom_start, chrom_end, name, BED_SCORE, BED_STRAND, - chrom_start, chrom_end, item_rgb][:num_cols] + row = [chrom, chrom_start, chrom_end, name][:num_cols] print(*row, sep="\t", file=outfile) From ef9298937976609b1a9f39a07fbb1aa4443bf43b Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Tue, 25 Jul 2023 16:02:17 -0400 Subject: [PATCH 02/93] Last file of BED format change --- segway/output.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/segway/output.py b/segway/output.py index d84f077f..f2428188 100644 --- a/segway/output.py +++ b/segway/output.py @@ -46,7 +46,7 @@ def concatenate_window_segmentations(window_filenames, header, for line in window_file: labels.add(line.split()[3]) # Build a color assignment from the label list - label2color = {label: ','.join(map(str, SCHEME[i % NUM_COLORS])) + label2color = {label: ','.join(map(str, SCHEME[(i + 1) % NUM_COLORS])) for i, label in enumerate(sorted(list(labels)))} # values for comparison to combine adjoining segments From c6c873c01145b5f6952ae0b6bba1c1b5fb370d64 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Tue, 25 Jul 2023 16:02:39 -0400 Subject: [PATCH 03/93] Fix simpleseg test --- test/simpleseg/simpleseg-changes.tar.gz | Bin 0 -> 67 bytes .../touchstone/identifydir/segway.bed.gz | Bin 249 -> 124 bytes ...y.layered.bed.gz => segway.layered.track.gz} | Bin .../touchstone/identifydir/segway.track.gz | Bin 0 -> 249 bytes .../touchstone/identifydir/viterbi/viterbi0.bed | 12 ++++++------ 5 files changed, 6 insertions(+), 6 deletions(-) create mode 100644 test/simpleseg/simpleseg-changes.tar.gz rename test/simpleseg/touchstone/identifydir/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100644 test/simpleseg/touchstone/identifydir/segway.track.gz diff --git a/test/simpleseg/simpleseg-changes.tar.gz b/test/simpleseg/simpleseg-changes.tar.gz new file mode 100644 index 0000000000000000000000000000000000000000..0bb979f45d3dbc7b85eb9af773b3d633f652df8c GIT binary patch literal 67 zcmb2|=HO6MKaj%ozc@3uASbmrHC;D3BQY;MwOFqtv54XAK}KE%28KfmzWe9$nJ)k` RA)vvWdDcBybp{Ov1_1p-6U6`k literal 0 HcmV?d00001 diff --git a/test/simpleseg/touchstone/identifydir/segway.bed.gz b/test/simpleseg/touchstone/identifydir/segway.bed.gz index e92b1cd1a214b8207f3faf5548a9cddb4204b9a0..fc78a3ba6e380f6ef410fdb613e858e0d56614fe 100644 GIT binary patch literal 124 zcmV-?0E7P@iwFpm9l&G&19N3(cVT%hbaG*1YXD`=F%Ezr429vjo~1E;1qIH-;_Uqg zrG(VRiSYFwUcYXTkctR_FrIz=6@}Zuy7dtmCG*ue;Y|T$ls0SAZ1+_=X#!_3Qk}8k e874Tz6-FhjaQdw8eVc(Um=YGIgz4JG|WO zL!@zS3#`R3HrTQqm!hi#qhlU#fDC`V7R1<`E`=Ga);4ISGux-ln~HNASMT46{@FZ> zFT(o^HN?)SBMhUXf@8eVc(Um=YGIgz4JG|WO zL!@zS3#`R3HrTQqm!hi#qhlU#fDC`V7R1<`E`=Ga);4ISGux-ln~HNASMT46{@FZ> zFT(o^HN?)SBMhUXf@ Date: Tue, 25 Jul 2023 16:44:13 -0400 Subject: [PATCH 04/93] Bugfix color assignment and posterior --- segway/output.py | 50 +++++++++++++++++++++++++++++------------------- 1 file changed, 30 insertions(+), 20 deletions(-) diff --git a/segway/output.py b/segway/output.py index f2428188..71cfc31a 100644 --- a/segway/output.py +++ b/segway/output.py @@ -38,16 +38,23 @@ def make_bed_attrs(mapping): # Concatenates the files, merging entries if necessary. Start file with # header. Used by IdentifySaver and PosteriorSaver. def concatenate_window_segmentations(window_filenames, header, - bedfilename, trackfilename): - # Iterate through window files to build a label list - labels = set() - for window_filename in window_filenames: - with maybe_gzip_open(window_filename) as window_file: - for line in window_file: - labels.add(line.split()[3]) - # Build a color assignment from the label list - label2color = {label: ','.join(map(str, SCHEME[(i + 1) % NUM_COLORS])) - for i, label in enumerate(sorted(list(labels)))} + bedfilename, trackfilename, + bed9 = True): + # If converting to BED9, build a color assignment using all labels + if bed9: + # Iterate through window files to build a label list + labels = set() + for window_filename in window_filenames: + with maybe_gzip_open(window_filename) as window_file: + for line in window_file: + labels.add(line.split()[3]) + # Build a color assignment from the label list + if all(label.isdecimal() for label in labels): # Index into color list + label2color = {label: ','.join(map(str, SCHEME[int(label) % NUM_COLORS])) + for label in labels} + else: # Sort and assign colors by order + label2color = {label: ','.join(map(str, SCHEME[i % NUM_COLORS])) + for i, label in enumerate(sorted(list(labels)))} # values for comparison to combine adjoining segments last_line = "" @@ -63,15 +70,17 @@ def concatenate_window_segmentations(window_filenames, header, for window_filename in window_filenames: with maybe_gzip_open(window_filename) as window_file: lines = window_file.readlines() - # Created BED9 lines from the BED4 data - for i, line in enumerate(lines): - _, coords = parse_bed4(line) - (chrom, start, end, seg) = coords - bed9row = [chrom, start, end, seg, BED_SCORE, - BED_STRAND, start, end, label2color[seg]] - lines[i] = '\t'.join(bed9row) + '\n' - - # Prepare the first line of the BED9 data + + # If converting to BED9, add extra columns to BED4 data + if bed9: + for i, line in enumerate(lines): + _, coords = parse_bed4(line) + (chrom, start, end, seg) = coords + bed9row = [chrom, start, end, seg, BED_SCORE, + BED_STRAND, start, end, label2color[seg]] + lines[i] = '\t'.join(bed9row) + '\n' + + # Prepare the first line of the data first_line = lines[0] first_row, first_coords = parse_bed4(first_line) (chrom, start, end, seg) = first_coords @@ -229,4 +238,5 @@ def __call__(self, world): trackheader = self.make_bedgraph_header(num_seg) concatenate_window_segmentations(posterior_filenames, trackheader, "/dev/null", - posterior_bedgraph_tmpl % num_seg) + posterior_bedgraph_tmpl % num_seg, + bed9 = False) From a4edc871885c0a8e4f67a36b3f1dec994104cf5c Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Tue, 25 Jul 2023 16:44:37 -0400 Subject: [PATCH 05/93] Fix data test --- test/data/data-changes.tar.gz | Bin 0 -> 62 bytes .../posterior/posterior_code.0.bed | 1730 ++++++++--------- .../data/touchstone/identifydir/segway.bed.gz | Bin 8302 -> 8079 bytes ...layered.bed.gz => segway.layered.track.gz} | Bin .../touchstone/identifydir/segway.track.gz | Bin 0 -> 8302 bytes .../identifydir/viterbi/viterbi0.bed | 1600 +++++++-------- 6 files changed, 1665 insertions(+), 1665 deletions(-) create mode 100644 test/data/data-changes.tar.gz rename test/data/touchstone/identifydir/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100644 test/data/touchstone/identifydir/segway.track.gz diff --git a/test/data/data-changes.tar.gz b/test/data/data-changes.tar.gz new file mode 100644 index 0000000000000000000000000000000000000000..cd75460145edd411f4c2efc0c0173233dfba57bf GIT binary patch literal 62 zcmb2|=HQ4jK9IunKP9mwQ8zgwF)ux}Sg$0ph~e!)MqUO6hC>U!`{(kRF90$jpuwDZ M);(Eu1`P%V0E5~Q)&Kwi literal 0 HcmV?d00001 diff --git a/test/data/touchstone/identifydir/posterior/posterior_code.0.bed b/test/data/touchstone/identifydir/posterior/posterior_code.0.bed index c4247794..08276892 100644 --- a/test/data/touchstone/identifydir/posterior/posterior_code.0.bed +++ b/test/data/touchstone/identifydir/posterior/posterior_code.0.bed @@ -1,865 +1,865 @@ -chr21 9411193 9411277 3 1000 . 9411193 9411277 231,41,138 -chr21 9411277 9411529 1 1000 . 9411277 9411529 217,95,2 -chr21 9411529 9411634 3 1000 . 9411529 9411634 231,41,138 -chr21 9411634 9411878 2 1000 . 9411634 9411878 117,112,179 -chr21 9411878 9413151 3 1000 . 9411878 9413151 231,41,138 -chr21 9413151 9413439 2 1000 . 9413151 9413439 117,112,179 -chr21 9413439 9413944 3 1000 . 9413439 9413944 231,41,138 -chr21 9413944 9414169 2 1000 . 9413944 9414169 117,112,179 -chr21 9414169 9414197 1 1000 . 9414169 9414197 217,95,2 -chr21 9414197 9414222 2 1000 . 9414197 9414222 117,112,179 -chr21 9414222 9414299 1 1000 . 9414222 9414299 217,95,2 -chr21 9414299 9414499 3 1000 . 9414299 9414499 231,41,138 -chr21 9414499 9414620 2 1000 . 9414499 9414620 117,112,179 -chr21 9414620 9415936 3 1000 . 9414620 9415936 231,41,138 -chr21 9415936 9416328 2 1000 . 9415936 9416328 117,112,179 -chr21 9416328 9416397 1 1000 . 9416328 9416397 217,95,2 -chr21 9416397 9416545 3 1000 . 9416397 9416545 231,41,138 -chr21 9416545 9416585 2 1000 . 9416545 9416585 117,112,179 -chr21 9416585 9416991 3 1000 . 9416585 9416991 231,41,138 -chr21 9416991 9417047 1 1000 . 9416991 9417047 217,95,2 -chr21 9417047 9417242 0 1000 . 9417047 9417242 27,158,119 -chr21 9417242 9417541 1 1000 . 9417242 9417541 217,95,2 -chr21 9417541 9417564 2 1000 . 9417541 9417564 117,112,179 -chr21 9417564 9418445 3 1000 . 9417564 9418445 231,41,138 -chr21 9418445 9418487 1 1000 . 9418445 9418487 217,95,2 -chr21 9418487 9418545 3 1000 . 9418487 9418545 231,41,138 -chr21 9418545 9418580 1 1000 . 9418545 9418580 217,95,2 -chr21 9418580 9418607 0 1000 . 9418580 9418607 27,158,119 -chr21 9418607 9418669 1 1000 . 9418607 9418669 217,95,2 -chr21 9418669 9418727 2 1000 . 9418669 9418727 117,112,179 -chr21 9418727 9418795 1 1000 . 9418727 9418795 217,95,2 -chr21 9418795 9418825 2 1000 . 9418795 9418825 117,112,179 -chr21 9418825 9419332 3 1000 . 9418825 9419332 231,41,138 -chr21 9419332 9419561 1 1000 . 9419332 9419561 217,95,2 -chr21 9419561 9419599 2 1000 . 9419561 9419599 117,112,179 -chr21 9419599 9420206 3 1000 . 9419599 9420206 231,41,138 -chr21 9420206 9420476 2 1000 . 9420206 9420476 117,112,179 -chr21 9420476 9420795 3 1000 . 9420476 9420795 231,41,138 -chr21 9420795 9421010 1 1000 . 9420795 9421010 217,95,2 -chr21 9421010 9421072 3 1000 . 9421010 9421072 231,41,138 -chr21 9421072 9421328 2 1000 . 9421072 9421328 117,112,179 -chr21 9421328 9421364 3 1000 . 9421328 9421364 231,41,138 -chr21 9421364 9421848 2 1000 . 9421364 9421848 117,112,179 -chr21 9421848 9422033 3 1000 . 9421848 9422033 231,41,138 -chr21 9422033 9422156 1 1000 . 9422033 9422156 217,95,2 -chr21 9422156 9422195 3 1000 . 9422156 9422195 231,41,138 -chr21 9422195 9422260 2 1000 . 9422195 9422260 117,112,179 -chr21 9422260 9422661 3 1000 . 9422260 9422661 231,41,138 -chr21 9422661 9422846 2 1000 . 9422661 9422846 117,112,179 -chr21 9422846 9423087 1 1000 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29cc1b82e5b172b80e55770e1b12a580a5a907d0 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Tue, 25 Jul 2023 16:54:41 -0400 Subject: [PATCH 06/93] Fix multipledatasets test --- test/data/data-changes.tar.gz | Bin 62 -> 0 bytes .../touchstone/identifydir/segway.0.bed.gz | Bin 285 -> 142 bytes ...layered.bed.gz => segway.0.layered.track.gz} | Bin .../touchstone/identifydir/segway.0.track.gz | Bin 0 -> 287 bytes .../touchstone/identifydir/segway.1.bed.gz | Bin 287 -> 144 bytes ...layered.bed.gz => segway.1.layered.track.gz} | Bin .../touchstone/identifydir/segway.1.track.gz | Bin 0 -> 289 bytes .../touchstone/identifydir/viterbi/viterbi0.bed | 16 ++++++++-------- .../touchstone/identifydir/viterbi/viterbi1.bed | 16 ++++++++-------- 9 files changed, 16 insertions(+), 16 deletions(-) delete mode 100644 test/data/data-changes.tar.gz rename test/multipledatasets/touchstone/identifydir/{segway.0.layered.bed.gz => segway.0.layered.track.gz} (100%) create mode 100644 test/multipledatasets/touchstone/identifydir/segway.0.track.gz rename test/multipledatasets/touchstone/identifydir/{segway.1.layered.bed.gz => segway.1.layered.track.gz} (100%) create mode 100644 test/multipledatasets/touchstone/identifydir/segway.1.track.gz diff --git a/test/data/data-changes.tar.gz b/test/data/data-changes.tar.gz deleted file mode 100644 index cd75460145edd411f4c2efc0c0173233dfba57bf..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 62 zcmb2|=HQ4jK9IunKP9mwQ8zgwF)ux}Sg$0ph~e!)MqUO6hC>U!`{(kRF90$jpuwDZ M);(Eu1`P%V0E5~Q)&Kwi diff --git a/test/multipledatasets/touchstone/identifydir/segway.0.bed.gz b/test/multipledatasets/touchstone/identifydir/segway.0.bed.gz index b680c8e35a4e0d170865325abc64ef1acddce275..a64be042f333110a7939c3864c6c9a08ff70d473 100644 GIT binary patch literal 142 zcmV;90CE2xiwFpFHNa#519N3(cVT%hFfL+cWB^^xF%Ezr429tt&(auP0fF|kr|8ARDlI~@~Jnzfov7@R#i2Aa_ORZXzL(`BWntIfqRu8@0 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zXn8z|Gs@CV)UrcX_Hr;{HqqE3BegMe2i)UG>?1*AhsF+z9k$;fWn}+&thwzTL@&8N zzPsK&le7|P`|`!;_x1*TDtUTPy)v4UJFrr#T6M~t`9Tg^UNx^1BqRYsNJ9O$TQop{ z0Vsx|@;RTHAGSmTq6}~b7+C4UJ~uyP2?s=Nb6(o^-)09hcXSB{MD30$$J9q1%2#^> l`Zw9p+tuWNE+;!!tR@F^IoZK-H94Ta$v-nHMiDjw002kKf}#Kb diff --git a/test/multipledatasets/touchstone/identifydir/segway.1.layered.bed.gz b/test/multipledatasets/touchstone/identifydir/segway.1.layered.track.gz similarity index 100% rename from test/multipledatasets/touchstone/identifydir/segway.1.layered.bed.gz rename to test/multipledatasets/touchstone/identifydir/segway.1.layered.track.gz diff --git a/test/multipledatasets/touchstone/identifydir/segway.1.track.gz b/test/multipledatasets/touchstone/identifydir/segway.1.track.gz new file mode 100644 index 0000000000000000000000000000000000000000..b7eabf34d03bb3167d7f9ab140b950d03c7635d4 GIT binary patch literal 289 zcmV++0p9)}iwFprHNa#519N3(cVT%hF)nm+VPk6mWsXfx#2^@i&-GW3O*YYlZg`=! ztqBMB>`9Nt1MSk4*bh_C&BplOrC^1w7sxy_nRm=2nl~gq%=pxZPV%vB(Lw5FQtw8M z1K((QJc%>P(oWQ}Lss^3Fk&{**dimfF>?pp<4EiyL1Tx;4vQVO-ymgV|9Gsq?H)ug zxj(+U-aeDG5^4ML#pw6;27M}ddQiPGnv*-QQma~Z%AEN@4q9F{uM;FB0YXSZ{kK~* zK!E`$hNAL0pPC=GL<6D>a0VDy>BBxZKV%69L~V0k+V&jw;90M;*#n ndjtA6+0on8 Date: Tue, 25 Jul 2023 17:08:37 -0400 Subject: [PATCH 07/93] Fix runroundinstance test --- .../posterior/posterior_code.0.bed | 1776 ++++++++--------- .../touchstone/identifydir/segway.bed.gz | Bin 8553 -> 8339 bytes ...layered.bed.gz => segway.layered.track.gz} | Bin .../touchstone/identifydir/segway.track.gz | Bin 0 -> 8555 bytes .../identifydir/viterbi/viterbi0.bed | 1662 +++++++-------- 5 files changed, 1719 insertions(+), 1719 deletions(-) rename test/runroundinstance/touchstone/identifydir/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100644 test/runroundinstance/touchstone/identifydir/segway.track.gz diff --git a/test/runroundinstance/touchstone/identifydir/posterior/posterior_code.0.bed b/test/runroundinstance/touchstone/identifydir/posterior/posterior_code.0.bed index 4dc2f1fc..3a83ddde 100644 --- a/test/runroundinstance/touchstone/identifydir/posterior/posterior_code.0.bed +++ b/test/runroundinstance/touchstone/identifydir/posterior/posterior_code.0.bed @@ -1,888 +1,888 @@ -chr21 9411193 9411245 2 1000 . 9411193 9411245 117,112,179 -chr21 9411245 9411481 3 1000 . 9411245 9411481 231,41,138 -chr21 9411481 9411513 1 1000 . 9411481 9411513 217,95,2 -chr21 9411513 9411536 0 1000 . 9411513 9411536 27,158,119 -chr21 9411536 9411629 2 1000 . 9411536 9411629 117,112,179 -chr21 9411629 9411872 0 1000 . 9411629 9411872 27,158,119 -chr21 9411872 9413180 2 1000 . 9411872 9413180 117,112,179 -chr21 9413180 9413447 0 1000 . 9413180 9413447 27,158,119 -chr21 9413447 9413729 2 1000 . 9413447 9413729 117,112,179 -chr21 9413729 9413867 3 1000 . 9413729 9413867 231,41,138 -chr21 9413867 9414069 0 1000 . 9413867 9414069 27,158,119 -chr21 9414069 9414200 1 1000 . 9414069 9414200 217,95,2 -chr21 9414200 9414237 0 1000 . 9414200 9414237 27,158,119 -chr21 9414237 9414460 3 1000 . 9414237 9414460 231,41,138 -chr21 9414460 9414494 0 1000 . 9414460 9414494 27,158,119 -chr21 9414494 9415186 2 1000 . 9414494 9415186 117,112,179 -chr21 9415186 9415615 3 1000 . 9415186 9415615 231,41,138 -chr21 9415615 9415934 2 1000 . 9415615 9415934 117,112,179 -chr21 9415934 9415965 0 1000 . 9415934 9415965 27,158,119 -chr21 9415965 9416210 1 1000 . 9415965 9416210 217,95,2 -chr21 9416210 9416486 0 1000 . 9416210 9416486 27,158,119 -chr21 9416486 9416968 2 1000 . 9416486 9416968 117,112,179 -chr21 9416968 9417020 0 1000 . 9416968 9417020 27,158,119 -chr21 9417020 9417028 3 1000 . 9417020 9417028 231,41,138 -chr21 9417028 9417356 1 1000 . 9417028 9417356 217,95,2 -chr21 9417356 9417418 0 1000 . 9417356 9417418 27,158,119 -chr21 9417418 9417525 1 1000 . 9417418 9417525 217,95,2 -chr21 9417525 9417573 0 1000 . 9417525 9417573 27,158,119 -chr21 9417573 9417614 2 1000 . 9417573 9417614 117,112,179 -chr21 9417614 9417721 0 1000 . 9417614 9417721 27,158,119 -chr21 9417721 9417841 3 1000 . 9417721 9417841 231,41,138 -chr21 9417841 9417860 0 1000 . 9417841 9417860 27,158,119 -chr21 9417860 9418402 2 1000 . 9417860 9418402 117,112,179 -chr21 9418402 9418623 3 1000 . 9418402 9418623 231,41,138 -chr21 9418623 9418649 1 1000 . 9418623 9418649 217,95,2 -chr21 9418649 9418833 0 1000 . 9418649 9418833 27,158,119 -chr21 9418833 9418879 2 1000 . 9418833 9418879 117,112,179 -chr21 9418879 9418943 0 1000 . 9418879 9418943 27,158,119 -chr21 9418943 9419292 2 1000 . 9418943 9419292 117,112,179 -chr21 9419292 9419541 3 1000 . 9419292 9419541 231,41,138 -chr21 9419541 9419552 1 1000 . 9419541 9419552 217,95,2 -chr21 9419552 9419600 0 1000 . 9419552 9419600 27,158,119 -chr21 9419600 9420207 2 1000 . 9419600 9420207 117,112,179 -chr21 9420207 9420289 0 1000 . 9420207 9420289 27,158,119 -chr21 9420289 9420415 1 1000 . 9420289 9420415 217,95,2 -chr21 9420415 9420465 0 1000 . 9420415 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9417525 9417575 0 1000 . 9417525 9417575 27,158,119 -chr21 9417575 9417615 2 1000 . 9417575 9417615 117,112,179 -chr21 9417615 9417721 0 1000 . 9417615 9417721 27,158,119 -chr21 9417721 9417841 3 1000 . 9417721 9417841 231,41,138 -chr21 9417841 9417860 0 1000 . 9417841 9417860 27,158,119 -chr21 9417860 9418401 2 1000 . 9417860 9418401 117,112,179 -chr21 9418401 9418620 3 1000 . 9418401 9418620 231,41,138 -chr21 9418620 9418646 1 1000 . 9418620 9418646 217,95,2 -chr21 9418646 9418834 0 1000 . 9418646 9418834 27,158,119 -chr21 9418834 9418878 2 1000 . 9418834 9418878 117,112,179 -chr21 9418878 9418949 0 1000 . 9418878 9418949 27,158,119 -chr21 9418949 9419294 2 1000 . 9418949 9419294 117,112,179 -chr21 9419294 9419545 3 1000 . 9419294 9419545 231,41,138 -chr21 9419545 9419594 0 1000 . 9419545 9419594 27,158,119 -chr21 9419594 9420210 2 1000 . 9419594 9420210 117,112,179 -chr21 9420210 9420464 0 1000 . 9420210 9420464 27,158,119 -chr21 9420464 9420781 2 1000 . 9420464 9420781 117,112,179 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9439759 217,95,2 -chr21 9439759 9439803 3 1000 . 9439759 9439803 231,41,138 -chr21 9439803 9439866 0 1000 . 9439803 9439866 27,158,119 -chr21 9439866 9440042 3 1000 . 9439866 9440042 231,41,138 -chr21 9440042 9440370 1 1000 . 9440042 9440370 217,95,2 -chr21 9440370 9440405 0 1000 . 9440370 9440405 27,158,119 -chr21 9440405 9440746 1 1000 . 9440405 9440746 217,95,2 -chr21 9440746 9440821 0 1000 . 9440746 9440821 27,158,119 -chr21 9440821 9440887 1 1000 . 9440821 9440887 217,95,2 -chr21 9440887 9440902 0 1000 . 9440887 9440902 27,158,119 -chr21 9440902 9441127 3 1000 . 9440902 9441127 231,41,138 -chr21 9441127 9441160 0 1000 . 9441127 9441160 27,158,119 -chr21 9441160 9441503 2 1000 . 9441160 9441503 117,112,179 -chr21 9441503 9441675 0 1000 . 9441503 9441675 27,158,119 -chr21 9441675 9441845 1 1000 . 9441675 9441845 217,95,2 -chr21 9441845 9442140 3 1000 . 9441845 9442140 231,41,138 -chr21 9442140 9442249 1 1000 . 9442140 9442249 217,95,2 -chr21 9442249 9442284 3 1000 . 9442249 9442284 231,41,138 -chr21 9442284 9442330 1 1000 . 9442284 9442330 217,95,2 -chr21 9442330 9442448 0 1000 . 9442330 9442448 27,158,119 -chr21 9442448 9442523 2 1000 . 9442448 9442523 117,112,179 -chr21 9442523 9442602 0 1000 . 9442523 9442602 27,158,119 -chr21 9442602 9442720 2 1000 . 9442602 9442720 117,112,179 -chr21 9442720 9442939 3 1000 . 9442720 9442939 231,41,138 -chr21 9442939 9443077 0 1000 . 9442939 9443077 27,158,119 -chr21 9443077 9443190 3 1000 . 9443077 9443190 231,41,138 -chr21 9443190 9443251 0 1000 . 9443190 9443251 27,158,119 -chr21 9443251 9443798 3 1000 . 9443251 9443798 231,41,138 -chr21 9443798 9444008 1 1000 . 9443798 9444008 217,95,2 -chr21 9444008 9444071 0 1000 . 9444008 9444071 27,158,119 -chr21 9444071 9444395 2 1000 . 9444071 9444395 117,112,179 -chr21 9444395 9444479 0 1000 . 9444395 9444479 27,158,119 -chr21 9444479 9444781 3 1000 . 9444479 9444781 231,41,138 -chr21 9444781 9445070 2 1000 . 9444781 9445070 117,112,179 -chr21 9445070 9445209 0 1000 . 9445070 9445209 27,158,119 -chr21 9445209 9445422 2 1000 . 9445209 9445422 117,112,179 -chr21 9445422 9445548 0 1000 . 9445422 9445548 27,158,119 -chr21 9445548 9445806 2 1000 . 9445548 9445806 117,112,179 -chr21 9445806 9445824 0 1000 . 9445806 9445824 27,158,119 -chr21 9445824 9446170 1 1000 . 9445824 9446170 217,95,2 -chr21 9446170 9446186 0 1000 . 9446170 9446186 27,158,119 -chr21 9446186 9446380 2 1000 . 9446186 9446380 117,112,179 -chr21 9446380 9446598 3 1000 . 9446380 9446598 231,41,138 -chr21 9446598 9446881 1 1000 . 9446598 9446881 217,95,2 -chr21 9446881 9446914 0 1000 . 9446881 9446914 27,158,119 -chr21 9446914 9446976 2 1000 . 9446914 9446976 117,112,179 -chr21 9446976 9447148 0 1000 . 9446976 9447148 27,158,119 -chr21 9447148 9447264 1 1000 . 9447148 9447264 217,95,2 -chr21 9447264 9447655 0 1000 . 9447264 9447655 27,158,119 -chr21 9447655 9447883 2 1000 . 9447655 9447883 117,112,179 -chr21 9447883 9448047 0 1000 . 9447883 9448047 27,158,119 -chr21 9448047 9448125 3 1000 . 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9573396 2 +chr21 9573396 9573547 0 +chr21 9573547 9573708 3 +chr21 9573708 9573981 1 +chr21 9573981 9573996 0 +chr21 9573996 9574243 1 +chr21 9574243 9575000 2 +chr21 9575000 9575237 0 +chr21 9575237 9575341 2 +chr21 9575341 9575435 0 +chr21 9575435 9575629 3 +chr21 9575629 9575823 1 +chr21 9575823 9576001 0 +chr21 9576001 9576045 2 +chr21 9576045 9576089 0 +chr21 9576089 9576296 1 +chr21 9576296 9576388 0 +chr21 9576388 9576474 2 +chr21 9576474 9576580 3 +chr21 9576580 9576795 0 +chr21 9576795 9578270 2 +chr21 9578270 9578295 0 +chr21 9578295 9578493 1 +chr21 9578493 9578784 2 +chr21 9578784 9579195 1 +chr21 9579195 9579231 3 +chr21 9579231 9579372 1 +chr21 9579372 9579528 0 +chr21 9579528 9579718 2 +chr21 9579718 9579734 0 +chr21 9579734 9579993 1 +chr21 9579993 9580045 3 +chr21 9580045 9580278 2 +chr21 9580278 9580323 0 +chr21 9580323 9580383 3 +chr21 9580383 9580517 0 +chr21 9580517 9580688 2 +chr21 9580688 9580872 3 +chr21 9580872 9580996 2 +chr21 9580996 9581085 0 +chr21 9581085 9581338 2 +chr21 9581338 9581505 0 +chr21 9581505 9582375 2 +chr21 9582375 9582435 3 +chr21 9582435 9582680 1 +chr21 9582680 9582709 0 +chr21 9582709 9584432 2 +chr21 9584432 9584506 0 +chr21 9584506 9585018 2 +chr21 9585018 9585283 0 +chr21 9585283 9585552 1 +chr21 9585552 9585605 0 +chr21 9585605 9586790 2 +chr21 9586790 9586832 0 +chr21 9586832 9587243 2 +chr21 9587243 9587322 1 +chr21 9587322 9587378 2 +chr21 9587378 9587395 0 +chr21 9587395 9587596 1 +chr21 9587596 9587643 0 +chr21 9587643 9587779 2 +chr21 9587779 9587896 3 +chr21 9587896 9588195 0 +chr21 9588195 9588424 3 +chr21 9588424 9588953 2 +chr21 9588953 9589122 3 +chr21 9589122 9589190 2 +chr21 9589190 9589408 3 +chr21 9589408 9589432 0 +chr21 9589432 9589733 2 +chr21 9589733 9589763 0 +chr21 9589763 9590090 1 +chr21 9590090 9590304 0 +chr21 9590304 9590549 2 +chr21 9590549 9590758 3 +chr21 9590758 9590853 2 +chr21 9590853 9591049 0 +chr21 9591049 9591304 1 +chr21 9591304 9591396 3 +chr21 9591396 9591423 1 +chr21 9591423 9591644 2 +chr21 9591644 9591803 0 +chr21 9591803 9592532 2 +chr21 9592532 9592803 1 +chr21 9592803 9592839 0 +chr21 9592839 9593036 3 +chr21 9593036 9593170 1 +chr21 9593170 9593851 3 +chr21 9593851 9593913 0 +chr21 9593913 9594857 3 +chr21 9594857 9594896 2 +chr21 9594896 9595304 1 +chr21 9595304 9595405 3 +chr21 9595405 9595448 2 +chr21 9595448 9595548 1 From eb5525e4a256fe3cf89cba54cb35a742e6c4a243 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Tue, 25 Jul 2023 17:42:13 -0400 Subject: [PATCH 08/93] Fix simpleconcat test --- .../touchstone/identifydir/segway.0.bed.gz | Bin 282 -> 143 bytes ...layered.bed.gz => segway.0.layered.track.gz} | Bin .../touchstone/identifydir/segway.0.track.gz | Bin 0 -> 284 bytes .../touchstone/identifydir/segway.1.bed.gz | Bin 282 -> 142 bytes ...layered.bed.gz => segway.1.layered.track.gz} | Bin .../touchstone/identifydir/segway.1.track.gz | Bin 0 -> 284 bytes .../touchstone/identifydir/viterbi/viterbi0.bed | 16 ++++++++-------- .../touchstone/identifydir/viterbi/viterbi1.bed | 16 ++++++++-------- 8 files changed, 16 insertions(+), 16 deletions(-) rename test/simpleconcat/touchstone/identifydir/{segway.0.layered.bed.gz => segway.0.layered.track.gz} (100%) create mode 100644 test/simpleconcat/touchstone/identifydir/segway.0.track.gz rename test/simpleconcat/touchstone/identifydir/{segway.1.layered.bed.gz => segway.1.layered.track.gz} (100%) create mode 100644 test/simpleconcat/touchstone/identifydir/segway.1.track.gz diff --git a/test/simpleconcat/touchstone/identifydir/segway.0.bed.gz b/test/simpleconcat/touchstone/identifydir/segway.0.bed.gz index 22476410f9e4b5c15ac8c73c232fd447d8b15318..89768dc04a36e42ca7b0d240e2bd40019ad91672 100644 GIT binary patch literal 143 zcmV;A0C4{wiwFo~K)_@G19N3(cVT%hFfL+cWB_H3F%Ezr3`J)=OJn+r2%Lw-+4~P- zk<{t};q}qHcAN+tz|29$wazz?2@pcAOS`>c-3L$AkaRhf{^5}oM%^=IL(*5*L^4!G xn+~UHNFrzhA(kO4Os?0^FInmCk_~;66=s)g$R{f*F4@p4`2x?p24-LZ006*)JhA`) literal 282 zcmV+#0pjLOSH8t!)Rg 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test/simpleconcat/touchstone/identifydir/segway.1.layered.bed.gz rename to test/simpleconcat/touchstone/identifydir/segway.1.layered.track.gz diff --git a/test/simpleconcat/touchstone/identifydir/segway.1.track.gz b/test/simpleconcat/touchstone/identifydir/segway.1.track.gz new file mode 100644 index 0000000000000000000000000000000000000000..3d861acd496a437ba0d52a6bef354ffaa6bb1964 GIT binary patch literal 284 zcmV+%0ptE3iwFpoK)_@G19N3(cVT%hF)nm+VPk6mU5?9Y!!Qs<*X~z{K%fOVXk@## z3tA-WuG(ekLUzWfs2{;n8$#*7*OqEzWi#TQxr~k(W&KIyml**A z3Q6H=4$cFXrbirdT4t2Hszu2>*i!X~=M=Jn0+g<7VQM!^*&~?l0&oiXf7{Y5@b&0c i*}}&_*`rX|qC8Oc=vLXnB2e~dt^5ZVKmynt0ssKaJB!)? literal 0 HcmV?d00001 diff --git a/test/simpleconcat/touchstone/identifydir/viterbi/viterbi0.bed b/test/simpleconcat/touchstone/identifydir/viterbi/viterbi0.bed index c06a2ec8..1da8774a 100644 --- a/test/simpleconcat/touchstone/identifydir/viterbi/viterbi0.bed +++ b/test/simpleconcat/touchstone/identifydir/viterbi/viterbi0.bed @@ -1,8 +1,8 @@ -chr1 0 1000 2 1000 . 0 1000 117,112,179 -chr1 1000 2000 0 1000 . 1000 2000 27,158,119 -chr1 2000 3000 1 1000 . 2000 3000 217,95,2 -chr1 3000 4000 3 1000 . 3000 4000 231,41,138 -chr1 4000 5000 2 1000 . 4000 5000 117,112,179 -chr1 5000 6000 0 1000 . 5000 6000 27,158,119 -chr1 6000 7000 1 1000 . 6000 7000 217,95,2 -chr1 7000 8000 3 1000 . 7000 8000 231,41,138 +chr1 0 1000 2 +chr1 1000 2000 0 +chr1 2000 3000 1 +chr1 3000 4000 3 +chr1 4000 5000 2 +chr1 5000 6000 0 +chr1 6000 7000 1 +chr1 7000 8000 3 diff --git a/test/simpleconcat/touchstone/identifydir/viterbi/viterbi1.bed b/test/simpleconcat/touchstone/identifydir/viterbi/viterbi1.bed index 664cda4c..674073d5 100644 --- a/test/simpleconcat/touchstone/identifydir/viterbi/viterbi1.bed +++ b/test/simpleconcat/touchstone/identifydir/viterbi/viterbi1.bed @@ -1,8 +1,8 @@ -chr1 0 1000 3 1000 . 0 1000 231,41,138 -chr1 1000 2000 1 1000 . 1000 2000 217,95,2 -chr1 2000 3000 0 1000 . 2000 3000 27,158,119 -chr1 3000 4000 2 1000 . 3000 4000 117,112,179 -chr1 4000 5000 3 1000 . 4000 5000 231,41,138 -chr1 5000 6000 1 1000 . 5000 6000 217,95,2 -chr1 6000 7000 0 1000 . 6000 7000 27,158,119 -chr1 7000 8000 2 1000 . 7000 8000 117,112,179 +chr1 0 1000 3 +chr1 1000 2000 1 +chr1 2000 3000 0 +chr1 3000 4000 2 +chr1 4000 5000 3 +chr1 5000 6000 1 +chr1 6000 7000 0 +chr1 7000 8000 2 From 5db562904e126819a35b627e5580feb05347b959 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 26 Jul 2023 12:30:57 -0400 Subject: [PATCH 09/93] Fix simpleidentifysteps test --- .../touchstone_finish/identifydir/segway.bed.gz | Bin 249 -> 111 bytes ...y.layered.bed.gz => segway.layered.track.gz} | Bin .../identifydir/segway.track.gz | Bin 0 -> 249 bytes .../identifydir/viterbi/viterbi0.bed | 12 ++++++------ .../identifydir/viterbi/viterbi0.bed | 12 ++++++------ 5 files changed, 12 insertions(+), 12 deletions(-) rename test/simpleidentifysteps/touchstone_finish/identifydir/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100644 test/simpleidentifysteps/touchstone_finish/identifydir/segway.track.gz diff --git a/test/simpleidentifysteps/touchstone_finish/identifydir/segway.bed.gz b/test/simpleidentifysteps/touchstone_finish/identifydir/segway.bed.gz index e92b1cd1a214b8207f3faf5548a9cddb4204b9a0..951cd4a89a753e0b0109df970021ad87d20b73f7 100644 GIT binary patch literal 111 zcmb2|=3oE==G1eBd<_abtq*t3TWVO#%6jhbqc?xqm$qCv*7@P9eBA!L2@|?F8V%;v z{uOP#eQ?)TK}prmS1lj8eVc(Um=YGIgz4JG|WO zL!@zS3#`R3HrTQqm!hi#qhlU#fDC`V7R1<`E`=Ga);4ISGux-ln~HNASMT46{@FZ> zFT(o^HN?)SBMhUXf@8eVc(Um=YGIgz4JG|WO zL!@zS3#`R3HrTQqm!hi#qhlU#fDC`V7R1<`E`=Ga);4ISGux-ln~HNASMT46{@FZ> zFT(o^HN?)SBMhUXf@ Date: Wed, 26 Jul 2023 12:38:18 -0400 Subject: [PATCH 10/93] Fixed simplerecover test --- .../touchstone/identifydir/segway.bed.gz | Bin 251 -> 111 bytes ...y.layered.bed.gz => segway.layered.track.gz} | Bin .../touchstone/identifydir/segway.track.gz | Bin 0 -> 251 bytes .../touchstone/identifydir/viterbi/viterbi0.bed | 12 ++++++------ 4 files changed, 6 insertions(+), 6 deletions(-) rename test/simplerecover/touchstone/identifydir/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100644 test/simplerecover/touchstone/identifydir/segway.track.gz diff --git a/test/simplerecover/touchstone/identifydir/segway.bed.gz b/test/simplerecover/touchstone/identifydir/segway.bed.gz index 91e4bd5b365e47bcf2c5545d8bdb6e091ee9c7b3..edd62dbe3da86feb31c911bea05b8dad6da5dc09 100644 GIT binary patch literal 111 zcmb2|=3oE==GZ<%z5@yzuIW``mp)t!v+ehOey={`sDzhzXTSKTU!~10Aub#(hTp!1 zi{!DtzSf?iadWec`>X?!Jt50;3~r~L?E7$!bxPo^Exq#;4+gF=2ytp%T;F<7N=v3z OTkihNBa&>43=9CL*e-hj literal 251 zcmVCEIg%0R8UR)FlTHXuF7ivd1%cr)d`-MV4OAC*(g+)OBEj&CdECTv#@e6CH2HmCs003?J BcD(=q diff --git a/test/simplerecover/touchstone/identifydir/segway.layered.bed.gz b/test/simplerecover/touchstone/identifydir/segway.layered.track.gz similarity index 100% rename from test/simplerecover/touchstone/identifydir/segway.layered.bed.gz rename to test/simplerecover/touchstone/identifydir/segway.layered.track.gz diff --git a/test/simplerecover/touchstone/identifydir/segway.track.gz b/test/simplerecover/touchstone/identifydir/segway.track.gz new file mode 100644 index 0000000000000000000000000000000000000000..91e4bd5b365e47bcf2c5545d8bdb6e091ee9c7b3 GIT binary patch literal 251 zcmVCEIg%0R8UR)FlTHXuF7ivd1%cr)d`-MV4OAC*(g+)OBEj&CdECTv#@e6CH2HmCs003?J BcD(=q literal 0 HcmV?d00001 diff --git a/test/simplerecover/touchstone/identifydir/viterbi/viterbi0.bed b/test/simplerecover/touchstone/identifydir/viterbi/viterbi0.bed index 69135d2b..b3a8feef 100644 --- a/test/simplerecover/touchstone/identifydir/viterbi/viterbi0.bed +++ b/test/simplerecover/touchstone/identifydir/viterbi/viterbi0.bed @@ -1,6 +1,6 @@ -chr1 0 2000 1 1000 . 0 2000 217,95,2 -chr1 2000 3000 3 1000 . 2000 3000 231,41,138 -chr1 3000 4000 2 1000 . 3000 4000 117,112,179 -chr1 4000 6000 1 1000 . 4000 6000 217,95,2 -chr1 6000 7000 3 1000 . 6000 7000 231,41,138 -chr1 7000 8000 2 1000 . 7000 8000 117,112,179 +chr1 0 2000 1 +chr1 2000 3000 3 +chr1 3000 4000 2 +chr1 4000 6000 1 +chr1 6000 7000 3 +chr1 7000 8000 2 From 7b389b195805d7f0e747691d4795f5cdb85cbd5c Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 26 Jul 2023 12:42:06 -0400 Subject: [PATCH 11/93] Fixed simpleresolution test --- .../touchstone/identifydir/segway.bed.gz | Bin 249 -> 111 bytes ...y.layered.bed.gz => segway.layered.track.gz} | Bin .../touchstone/identifydir/segway.track.gz | Bin 0 -> 249 bytes .../touchstone/identifydir/viterbi/viterbi0.bed | 12 ++++++------ 4 files changed, 6 insertions(+), 6 deletions(-) rename test/simpleresolution/touchstone/identifydir/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100644 test/simpleresolution/touchstone/identifydir/segway.track.gz diff --git a/test/simpleresolution/touchstone/identifydir/segway.bed.gz b/test/simpleresolution/touchstone/identifydir/segway.bed.gz index 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zL!@zS3#`R3HrTQqm!hi#qhlU#fDC`V7R1<`E`=Ga);4ISGux-ln~HNASMT46{@FZ> zFT(o^HN?)SBMhUXf@RC8 literal 0 HcmV?d00001 diff --git a/test/simpleresolution/touchstone/identifydir/viterbi/viterbi0.bed b/test/simpleresolution/touchstone/identifydir/viterbi/viterbi0.bed index 6429586f..bcc81532 100644 --- a/test/simpleresolution/touchstone/identifydir/viterbi/viterbi0.bed +++ b/test/simpleresolution/touchstone/identifydir/viterbi/viterbi0.bed @@ -1,6 +1,6 @@ -chr1 0 2000 1 1000 . 0 2000 217,95,2 -chr1 2000 3000 2 1000 . 2000 3000 117,112,179 -chr1 3000 4000 3 1000 . 3000 4000 231,41,138 -chr1 4000 6000 1 1000 . 4000 6000 217,95,2 -chr1 6000 7000 2 1000 . 6000 7000 117,112,179 -chr1 7000 8000 3 1000 . 7000 8000 231,41,138 +chr1 0 2000 1 +chr1 2000 3000 2 +chr1 3000 4000 3 +chr1 4000 6000 1 +chr1 6000 7000 2 +chr1 7000 8000 3 From 178ac841f46033dea5ae356615c0612c80c53d36 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 26 Jul 2023 13:09:08 -0400 Subject: [PATCH 12/93] Fixed simplesemisupervised test --- .../touchstone/identifydir/segway.bed.gz | Bin 269 -> 129 bytes ...y.layered.bed.gz => segway.layered.track.gz} | Bin .../touchstone/identifydir/segway.track.gz | Bin 0 -> 269 bytes .../touchstone/identifydir/viterbi/viterbi0.bed | 16 ++++++++-------- 4 files changed, 8 insertions(+), 8 deletions(-) mode change 100755 => 100644 test/simplesemisupervised/touchstone/identifydir/segway.bed.gz rename test/simplesemisupervised/touchstone/identifydir/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100755 test/simplesemisupervised/touchstone/identifydir/segway.track.gz diff --git a/test/simplesemisupervised/touchstone/identifydir/segway.bed.gz b/test/simplesemisupervised/touchstone/identifydir/segway.bed.gz old mode 100755 new mode 100644 index 9987f3fea82bf4ef4025a46b6257521da297f824..4c3284729267049436a8d9d5a4255d3a9b1ef416 GIT binary patch literal 129 zcmV-{0Dk`;iwFP!0000016|HB4uBvGh2a^`(wM#i0_SmY_WpxXB(*FMzPynCylw;z zVCE3Vwa>RiPy!*=?d-FG{ouJYl0wLpfHua8u^*UYBSE2-Nybzusn4kq-YFo2@_nqD jU9Zuata!L&qcvHvxMU-rtW;gH(LebC_WWvnU;zLCT?{;P literal 269 zcmV+o0rLJIiwFqLTasJ?19N3(cVT%hVr66iU5-sl#4r#*&-GV?g$0Fl$)v4qh5Q3g zdK3?7ce)1qANoC>tqM-qvU|DlN~IhNoC>tqM-qvU|DlN~Ih Date: Wed, 26 Jul 2023 13:11:05 -0400 Subject: [PATCH 13/93] Attempt to fix simplesubseg test --- .../posterior/posterior_code.0.bed | 16 ++++++++-------- .../touchstone/identifydir-full/segway.bed.gz | Bin 261 -> 132 bytes ...y.layered.bed.gz => segway.layered.track.gz} | Bin .../touchstone/identifydir-full/segway.track.gz | Bin 0 -> 263 bytes .../identifydir-full/viterbi/viterbi0.bed | 16 ++++++++-------- .../posterior/posterior_code.0.bed | 16 ++++++++-------- .../touchstone/identifydir-seg/segway.bed.gz | Bin 252 -> 124 bytes ...y.layered.bed.gz => segway.layered.track.gz} | Bin .../touchstone/identifydir-seg/segway.track.gz | Bin 0 -> 254 bytes .../identifydir-seg/viterbi/viterbi0.bed | 16 ++++++++-------- 10 files changed, 32 insertions(+), 32 deletions(-) rename test/simplesubseg/touchstone/identifydir-full/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100644 test/simplesubseg/touchstone/identifydir-full/segway.track.gz rename test/simplesubseg/touchstone/identifydir-seg/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100644 test/simplesubseg/touchstone/identifydir-seg/segway.track.gz diff --git a/test/simplesubseg/touchstone/identifydir-full/posterior/posterior_code.0.bed b/test/simplesubseg/touchstone/identifydir-full/posterior/posterior_code.0.bed index a3dab24a..5a0e77e8 100644 --- a/test/simplesubseg/touchstone/identifydir-full/posterior/posterior_code.0.bed +++ b/test/simplesubseg/touchstone/identifydir-full/posterior/posterior_code.0.bed @@ -1,8 +1,8 @@ -chr1 0 1000 1.1 1000 . 0 1000 217,95,2 -chr1 1000 2000 0.0 1000 . 1000 2000 27,158,119 -chr1 2000 3000 1.0 1000 . 2000 3000 217,95,2 -chr1 3000 4000 0.1 1000 . 3000 4000 27,158,119 -chr1 4000 5000 1.1 1000 . 4000 5000 217,95,2 -chr1 5000 6000 0.0 1000 . 5000 6000 27,158,119 -chr1 6000 7000 1.0 1000 . 6000 7000 217,95,2 -chr1 7000 8000 0.1 1000 . 7000 8000 27,158,119 +chr1 0 1000 1.1 +chr1 1000 2000 0.0 +chr1 2000 3000 1.0 +chr1 3000 4000 0.1 +chr1 4000 5000 1.1 +chr1 5000 6000 0.0 +chr1 6000 7000 1.0 +chr1 7000 8000 0.1 diff --git a/test/simplesubseg/touchstone/identifydir-full/segway.bed.gz b/test/simplesubseg/touchstone/identifydir-full/segway.bed.gz index 1f5ca813bb19be22b817dacbe6aab7d74131e1c1..7392beb5aacd676b137ff65d29c47de4d53f0406 100644 GIT binary patch literal 132 zcmV-~0DJ!*iwFp#Pr+mW19N3(cVT%hVr66iUCuEMfFKNo;aShpkQPPYJS@)Me^A=M zlP-jOY5u%+KeF*A%-<8lK4D0dOf^y5TR$`E4+kEXz?ex=A(3k5iid^gIdE+&oz|W! mfWEDm+-Tt1R=V77pl>T?w;Q;&m5SR9{Iy@=1sM%$0RR9KAv{F@ literal 261 zcmV+g0s8(QiwFp#0U%od19N3(cVT%hVr66iU5?9Y!!Qs<*U49iK%fQLNJ?GD0sTQ& z$+C1IJL7byAH|w9gwlVHEs?0!W|%p1Ib0e{^~KDY`a@+J(0yIABiL%dZ^FLQD+{NK zxiXbBri6x#XA2#f>B;(<5m=(hA$i!W|-z`ddG< 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6000 7000 1 +chr1 7000 8000 0 From 431a57826ff9d326257b74c9eee953a78448b953 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 26 Jul 2023 13:16:24 -0400 Subject: [PATCH 14/93] Fixed simpletrainsteps test --- .../touchstone_final/identifydir/segway.bed.gz | Bin 249 -> 111 bytes ...y.layered.bed.gz => segway.layered.track.gz} | Bin .../identifydir/segway.track.gz | Bin 0 -> 249 bytes .../identifydir/viterbi/viterbi0.bed | 12 ++++++------ 4 files changed, 6 insertions(+), 6 deletions(-) rename test/simpletrainsteps/touchstone_final/identifydir/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100644 test/simpletrainsteps/touchstone_final/identifydir/segway.track.gz diff --git a/test/simpletrainsteps/touchstone_final/identifydir/segway.bed.gz b/test/simpletrainsteps/touchstone_final/identifydir/segway.bed.gz index e92b1cd1a214b8207f3faf5548a9cddb4204b9a0..951cd4a89a753e0b0109df970021ad87d20b73f7 100644 GIT binary patch literal 111 zcmb2|=3oE==G1eBd<_abtq*t3TWVO#%6jhbqc?xqm$qCv*7@P9eBA!L2@|?F8V%;v z{uOP#eQ?)TK}prmS1lj8eVc(Um=YGIgz4JG|WO zL!@zS3#`R3HrTQqm!hi#qhlU#fDC`V7R1<`E`=Ga);4ISGux-ln~HNASMT46{@FZ> zFT(o^HN?)SBMhUXf@8eVc(Um=YGIgz4JG|WO zL!@zS3#`R3HrTQqm!hi#qhlU#fDC`V7R1<`E`=Ga);4ISGux-ln~HNASMT46{@FZ> zFT(o^HN?)SBMhUXf@ Date: Wed, 26 Jul 2023 13:22:04 -0400 Subject: [PATCH 15/93] Fixed simplevirtualevidence test --- .../touchstone/identifydir/segway.bed.gz | Bin 269 -> 128 bytes ...y.layered.bed.gz => segway.layered.track.gz} | Bin .../touchstone/identifydir/segway.track.gz | Bin 0 -> 269 bytes .../touchstone/identifydir/viterbi/viterbi0.bed | 16 ++++++++-------- 4 files changed, 8 insertions(+), 8 deletions(-) rename test/simplevirtualevidence/touchstone/identifydir/{segway.layered.bed.gz => segway.layered.track.gz} (100%) create mode 100644 test/simplevirtualevidence/touchstone/identifydir/segway.track.gz diff --git a/test/simplevirtualevidence/touchstone/identifydir/segway.bed.gz b/test/simplevirtualevidence/touchstone/identifydir/segway.bed.gz index 2ba7b1598d73fbf6c23fbe6524fdef036dafb324..478573e4db3448608018f01de91585295a017619 100644 GIT binary patch literal 128 zcmb2|=3oE==G1eBd<_abtq&v5Uy_JpZ2Y{zqWZt1rrFkA9X~4+>+St?5*;}l`+e(o z2o$LfEB!bG~?st<}5vVrmT|^X|Ym35*O30DN{dk^lez literal 269 zcmV+o0rLJIiwFqvil$ru19N3(cVT%hVr66iWsXft#4r#*&+D%U3kwSAl1W?JF61A0 z(xZ4tyVEt;4{2sy7V*E^CYBhzB$=1T@MzM_8`EbRpBmkv8rzl~(KeHLCo>LeYw>i^ zSC%E6uCZhD*yBKY`DA0u2rbdF19*7LEi;7uq8bC@{$8oUh{A{U^N4hQ1B|} z(yI=oj<0G!FslHPL-DiN(aim?c0e)(o&krn^s<9_)Em&>WC!n~LeYw>i^ zSC%E6uCZhD*yBKY`DA0u2rbdF19*7LEi;7uq8bC@{$8oUh{A{U^N4hQ1B|} z(yI=oj<0G!FslHPL-DiN(aim?c0e)(o&krn^s<9_)Em&>WC!n~ Date: Wed, 26 Jul 2023 15:07:35 -0400 Subject: [PATCH 16/93] Fix Pyflakes warnings --- segway/task.py | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/segway/task.py b/segway/task.py index e2d183c2..00685605 100644 --- a/segway/task.py +++ b/segway/task.py @@ -22,12 +22,11 @@ from .observations import (make_continuous_cells, make_supervision_cells, make_virtual_evidence_cells, _save_window) -from ._util import (BED_SCORE, BED_STRAND, ceildiv, DTYPE_IDENTIFY, EXT_FLOAT, - EXT_INT, EXT_LIST, EXT_VIRTUAL_EVIDENCE, extract_superlabel, - fill_array, find_segment_starts, get_label_color, TRAIN_PROG, - POSTERIOR_PROG, POSTERIOR_SCALE_FACTOR, read_posterior, - SEGWAY_ENCODING, VALIDATE_PROG, VITERBI_PROG, - VIRTUAL_EVIDENCE_LIST_FILENAME_PLACEHOLDER) +from ._util import (ceildiv, DTYPE_IDENTIFY, EXT_FLOAT, EXT_INT, EXT_LIST, + EXT_VIRTUAL_EVIDENCE, fill_array, find_segment_starts, + TRAIN_PROG, POSTERIOR_PROG, POSTERIOR_SCALE_FACTOR, + read_posterior, SEGWAY_ENCODING, VALIDATE_PROG, + VITERBI_PROG, VIRTUAL_EVIDENCE_LIST_FILENAME_PLACEHOLDER) MSG_SUCCESS = "____ PROGRAM ENDED SUCCESSFULLY WITH STATUS 0 AT" From e0878b9b62db47e62d56a5c4512a649db7ea742c Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 26 Jul 2023 15:13:13 -0400 Subject: [PATCH 17/93] Change to coloring by superlabel --- segway/output.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/segway/output.py b/segway/output.py index 71cfc31a..99f74d13 100644 --- a/segway/output.py +++ b/segway/output.py @@ -13,7 +13,8 @@ from .bed import parse_bed4 from .layer import layer, make_layer_filename -from ._util import Copier, maybe_gzip_open, BED_SCORE, BED_STRAND +from ._util import (Copier, maybe_gzip_open, extract_superlabel, + BED_SCORE, BED_STRAND) INDEX_BED_START = 1 INDEX_BED_THICKSTART = INDEX_BED_START + 5 @@ -47,7 +48,7 @@ def concatenate_window_segmentations(window_filenames, header, for window_filename in window_filenames: with maybe_gzip_open(window_filename) as window_file: for line in window_file: - labels.add(line.split()[3]) + labels.add(extract_superlabel(line.split()[3])) # Build a color assignment from the label list if all(label.isdecimal() for label in labels): # Index into color list label2color = {label: ','.join(map(str, SCHEME[int(label) % NUM_COLORS])) From 028f261585240f8ef447e30aed04b208300b6010 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 26 Jul 2023 15:24:12 -0400 Subject: [PATCH 18/93] Bugfix extract_superlabel return type --- segway/_util.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/segway/_util.py b/segway/_util.py index 25d4158f..dcf289a9 100644 --- a/segway/_util.py +++ b/segway/_util.py @@ -348,7 +348,7 @@ def extract_superlabel(label): returned """ if isinstance(label, str): - return int(label.split(".")[0]) + return label.split(".")[0] else: return label From 82914c7df46ec28a2fa2668f117e4b31abfcd04b Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 26 Jul 2023 16:07:56 -0400 Subject: [PATCH 19/93] Bugfix color assignment to superlabel --- segway/output.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/segway/output.py b/segway/output.py index 99f74d13..e17bd3ac 100644 --- a/segway/output.py +++ b/segway/output.py @@ -78,7 +78,8 @@ def concatenate_window_segmentations(window_filenames, header, _, coords = parse_bed4(line) (chrom, start, end, seg) = coords bed9row = [chrom, start, end, seg, BED_SCORE, - BED_STRAND, start, end, label2color[seg]] + BED_STRAND, start, end, + label2color[extract_superlabel(seg)]] lines[i] = '\t'.join(bed9row) + '\n' # Prepare the first line of the data From 70854a584885578bca8cb4ce74fb66e05ec8f92c Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 27 Jul 2023 16:11:27 -0400 Subject: [PATCH 20/93] Begin addressing Eric's comments --- .gitignore | 1 + segway/output.py | 63 +++++++++++++++++++++++++++--------------------- 2 files changed, 36 insertions(+), 28 deletions(-) diff --git a/.gitignore b/.gitignore index 4da92353..70b05cf2 100644 --- a/.gitignore +++ b/.gitignore @@ -6,3 +6,4 @@ doc/_build/* doc/_static/* doc/_templates/* test-* +.DS_Store diff --git a/segway/output.py b/segway/output.py index e17bd3ac..3f0943d3 100644 --- a/segway/output.py +++ b/segway/output.py @@ -14,13 +14,13 @@ from .bed import parse_bed4 from .layer import layer, make_layer_filename from ._util import (Copier, maybe_gzip_open, extract_superlabel, - BED_SCORE, BED_STRAND) + BED_SCORE, BED_STRAND, NUM_COLORS, SCHEME) INDEX_BED_START = 1 INDEX_BED_THICKSTART = INDEX_BED_START + 5 -NUM_COLORS = 8 -SCHEME = colorbrewer.Dark2[NUM_COLORS] +LABEL_INDEX = 3 + def make_bed_attr(key, value): if " " in value: @@ -35,27 +35,34 @@ def make_bed_attrs(mapping): return "track %s" % res -# Takes a list of filepaths, each of which points to a segmentation bed file. -# Concatenates the files, merging entries if necessary. Start file with -# header. Used by IdentifySaver and PosteriorSaver. +def create_color_assignment(window_filenames): + # Build a color assignment for each superlabel in the window files + labels = set() + for window_filename in window_filenames: + with maybe_gzip_open(window_filename) as window_file: + for line in window_file: + label = extract_superlabel(line.split()[LABEL_INDEX]) + labels.add(label) + # If labels are numbers, use as indices into color list + if all(label.isdecimal() for label in labels): # Index into color list + return {label: ','.join(map(str, SCHEME[int(label) % NUM_COLORS])) + for label in labels} + # Otherwise, assign colors by alphabetical order + return {label: ','.join(map(str, SCHEME[i % NUM_COLORS])) + for i, label in enumerate(sorted(list(labels)))} + + +# Takes a list of filepaths, each of which points to a segmentation BED4 file. +# Concatenates the files, merging entries if necessary. Produces a BED file +# and a track file with an additional header, by default with 9 columns. +# Used by IdentifySaver and PosteriorSaver. def concatenate_window_segmentations(window_filenames, header, bedfilename, trackfilename, - bed9 = True): - # If converting to BED9, build a color assignment using all labels - if bed9: - # Iterate through window files to build a label list - labels = set() - for window_filename in window_filenames: - with maybe_gzip_open(window_filename) as window_file: - for line in window_file: - labels.add(extract_superlabel(line.split()[3])) - # Build a color assignment from the label list - if all(label.isdecimal() for label in labels): # Index into color list - label2color = {label: ','.join(map(str, SCHEME[int(label) % NUM_COLORS])) - for label in labels} - else: # Sort and assign colors by order - label2color = {label: ','.join(map(str, SCHEME[i % NUM_COLORS])) - for i, label in enumerate(sorted(list(labels)))} + as9cols = True): + # If converting to 9-column output formats, build a color + # assignment using all labels + if as9cols: + color_assignement = create_color_assignment(window_filenames) # values for comparison to combine adjoining segments last_line = "" @@ -64,22 +71,22 @@ def concatenate_window_segmentations(window_filenames, header, with maybe_gzip_open(bedfilename, "wt") as bedfile: with maybe_gzip_open(trackfilename, "wt") as trackfile: - # XXX: add in browser track line (see SVN revisions - # previous to 195) + # Write header to trackfile only print(header, file=trackfile) for window_filename in window_filenames: with maybe_gzip_open(window_filename) as window_file: lines = window_file.readlines() - # If converting to BED9, add extra columns to BED4 data - if bed9: + # If converting to 9 column format, add extra columns + # to BED4 data + if as9cols: for i, line in enumerate(lines): _, coords = parse_bed4(line) (chrom, start, end, seg) = coords bed9row = [chrom, start, end, seg, BED_SCORE, BED_STRAND, start, end, - label2color[extract_superlabel(seg)]] + color_assignement[extract_superlabel(seg)]] lines[i] = '\t'.join(bed9row) + '\n' # Prepare the first line of the data @@ -241,4 +248,4 @@ def __call__(self, world): concatenate_window_segmentations(posterior_filenames, trackheader, "/dev/null", posterior_bedgraph_tmpl % num_seg, - bed9 = False) + as9cols = False) From 852886fb1883324a98e95fc4c639b7bd4b04bbff Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 27 Jul 2023 16:49:50 -0400 Subject: [PATCH 21/93] Remove unneeded import --- segway/output.py | 1 - 1 file changed, 1 deletion(-) diff --git a/segway/output.py b/segway/output.py index 3f0943d3..9fe8eb9c 100644 --- a/segway/output.py +++ b/segway/output.py @@ -9,7 +9,6 @@ ## Copyright 2012, 2013 Michael M. Hoffman from six.moves import range -import colorbrewer from .bed import parse_bed4 from .layer import layer, make_layer_filename From 77fdf95b1fe2da61b56eb467a8c205e53f1f064b Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 28 Jul 2023 09:55:08 -0400 Subject: [PATCH 22/93] Begin responding to Eric's comments --- segway/output.py | 171 ++++++++++++++++++++++++----------------------- 1 file changed, 86 insertions(+), 85 deletions(-) diff --git a/segway/output.py b/segway/output.py index 9fe8eb9c..9fa849b0 100644 --- a/segway/output.py +++ b/segway/output.py @@ -55,9 +55,8 @@ def create_color_assignment(window_filenames): # Concatenates the files, merging entries if necessary. Produces a BED file # and a track file with an additional header, by default with 9 columns. # Used by IdentifySaver and PosteriorSaver. -def concatenate_window_segmentations(window_filenames, header, - bedfilename, trackfilename, - as9cols = True): +def merge_windows_to_bed(window_filenames, header, bedfilename, trackfilename, + as9cols = True): # If converting to 9-column output formats, build a color # assignment using all labels if as9cols: @@ -68,80 +67,80 @@ def concatenate_window_segmentations(window_filenames, header, last_start = None last_vals = (None, None, None) # (chrom, coord, seg) - with maybe_gzip_open(bedfilename, "wt") as bedfile: - with maybe_gzip_open(trackfilename, "wt") as trackfile: - # Write header to trackfile only - print(header, file=trackfile) - - for window_filename in window_filenames: - with maybe_gzip_open(window_filename) as window_file: - lines = window_file.readlines() - - # If converting to 9 column format, add extra columns - # to BED4 data - if as9cols: - for i, line in enumerate(lines): - _, coords = parse_bed4(line) - (chrom, start, end, seg) = coords - bed9row = [chrom, start, end, seg, BED_SCORE, - BED_STRAND, start, end, - color_assignement[extract_superlabel(seg)]] - lines[i] = '\t'.join(bed9row) + '\n' - - # Prepare the first line of the data - first_line = lines[0] - first_row, first_coords = parse_bed4(first_line) - (chrom, start, end, seg) = first_coords - - # write the last line and the first line, after - # potentially merging - if last_vals == (chrom, start, seg): - # update start position - first_row[INDEX_BED_START] = last_start - # update thickStart position - first_row[INDEX_BED_THICKSTART] = last_start - - # add back trailing newline eliminated by line.split() - merged_line = "\t".join(first_row) + "\n" - - # if there's just a single line in the BED file - if len(lines) == 1: - last_line = merged_line - last_vals = (chrom, end, seg) - # last_start is already set correctly - # postpone writing until after additional merges - continue - else: - # write the merged line - bedfile.write(merged_line) - trackfile.write(merged_line) + with (maybe_gzip_open(bedfilename, "wt") as bedfile, + maybe_gzip_open(trackfilename, "wt") as trackfile): + # Write header to trackfile only + print(header, file=trackfile) + + for window_filename in window_filenames: + with maybe_gzip_open(window_filename) as window_file: + lines = window_file.readlines() + + # If converting to 9 column format, add extra columns + # to BED4 data + if as9cols: + for i, line in enumerate(lines): + _, coords = parse_bed4(line) + (chrom, start, end, seg) = coords + bed9row = [chrom, start, end, seg, BED_SCORE, + BED_STRAND, start, end, + color_assignement[extract_superlabel(seg)]] + lines[i] = '\t'.join(bed9row) + '\n' + + # Prepare the first line of the data + first_line = lines[0] + first_row, first_coords = parse_bed4(first_line) + (chrom, start, end, seg) = first_coords + + # write the last line and the first line, after + # potentially merging + if last_vals == (chrom, start, seg): + # update start position + first_row[INDEX_BED_START] = last_start + # update thickStart position + first_row[INDEX_BED_THICKSTART] = last_start + + # add back trailing newline eliminated by line.split() + merged_line = "\t".join(first_row) + "\n" + + # if there's just a single line in the BED file + if len(lines) == 1: + last_line = merged_line + last_vals = (chrom, end, seg) + # last_start is already set correctly + # postpone writing until after additional merges + continue else: - if len(lines) == 1: - # write the last line of the last file. - # hold back the first line of this file, - # and treat it as the last line - bedfile.write(last_line) - trackfile.write(last_line) - else: - # write the last line of the last file, first - # line of this file - bedfile.writelines([last_line, first_line]) - trackfile.writelines([last_line, first_line]) - - # write the bulk of the lines - bedfile.writelines(lines[1:-1]) - trackfile.writelines(lines[1:-1]) - - # set last_line - last_line = lines[-1] - last_row, last_coords = parse_bed4(last_line) - (chrom, start, end, seg) = last_coords - last_vals = (chrom, end, seg) - last_start = start - - # write the very last line of all files - bedfile.write(last_line) - trackfile.write(last_line) + # write the merged line + bedfile.write(merged_line) + trackfile.write(merged_line) + else: + if len(lines) == 1: + # write the last line of the last file. + # hold back the first line of this file, + # and treat it as the last line + bedfile.write(last_line) + trackfile.write(last_line) + else: + # write the last line of the last file, first + # line of this file + bedfile.writelines([last_line, first_line]) + trackfile.writelines([last_line, first_line]) + + # write the bulk of the lines + bedfile.writelines(lines[1:-1]) + trackfile.writelines(lines[1:-1]) + + # set last_line + last_line = lines[-1] + last_row, last_coords = parse_bed4(last_line) + (chrom, start, end, seg) = last_coords + last_vals = (chrom, end, seg) + last_start = start + + # write the very last line of all files + bedfile.write(last_line) + trackfile.write(last_line) class OutputSaver(Copier): copy_attrs = ["tracks", "uuid", "num_worlds", "num_segs", "num_subsegs"] @@ -191,8 +190,8 @@ def concatenate(self, world): in enumerate(self.viterbi_filenames) if windows[window_index].world == world] header = self.make_track_header() - concatenate_window_segmentations(world_viterbi_filenames, header, - bedfilename, trackfilename) + merge_windows_to_bed(world_viterbi_filenames, header, + bedfilename, trackfilename) def __call__(self, world): self.concatenate(world) @@ -227,11 +226,12 @@ def __call__(self, world): posterior_code_trackfilename = self.make_filename(self.track_filename, world) posterior_code_filenames = [posterior_tmpl % "_code" for posterior_tmpl in self.posterior_filenames] trackheader = self.make_track_header() - concatenate_window_segmentations(posterior_code_filenames, trackheader, - posterior_code_bedfilename, - posterior_code_trackfilename) + merge_windows_to_bed(posterior_code_filenames, trackheader, + posterior_code_bedfilename, + posterior_code_trackfilename) # Save posterior bedgraph files + posterior_track_tmpl = self.make_filename(self.track_filename, world) posterior_bedgraph_tmpl = self.make_filename(self.bedgraph_filename, world) if self.output_label == "subseg": label_print_range = range(self.num_segs * self.num_subsegs) @@ -242,9 +242,10 @@ def __call__(self, world): else: label_print_range = range(self.num_segs) for num_seg in label_print_range: + # GIVE BED OUTPUT posterior_filenames = [posterior_tmpl % num_seg for posterior_tmpl in self.posterior_filenames] trackheader = self.make_bedgraph_header(num_seg) - concatenate_window_segmentations(posterior_filenames, trackheader, - "/dev/null", - posterior_bedgraph_tmpl % num_seg, - as9cols = False) + merge_windows_to_bed(posterior_filenames, trackheader, + posterior_bedgraph_tmpl % num_seg, + posterior_track_tmpl % num_seg, + as9cols = False) From 0cecaecf4738e5582e31f15b73d311f284a0c224 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 28 Jul 2023 10:25:16 -0400 Subject: [PATCH 23/93] Complete posterior track output --- segway/output.py | 10 +++++++--- segway/run.py | 19 ++++++++++++++++++- 2 files changed, 25 insertions(+), 4 deletions(-) diff --git a/segway/output.py b/segway/output.py index 9fa849b0..53d1b255 100644 --- a/segway/output.py +++ b/segway/output.py @@ -202,7 +202,9 @@ def __call__(self, world): class PosteriorSaver(OutputSaver): - copy_attrs = OutputSaver.copy_attrs + ["bedgraph_filename", "bed_filename", + copy_attrs = OutputSaver.copy_attrs + ["bedgraph_filename", + "posterior_track_filename", + "bed_filename", "track_filename", "posterior_filenames", "output_label"] @@ -231,8 +233,10 @@ def __call__(self, world): posterior_code_trackfilename) # Save posterior bedgraph files - posterior_track_tmpl = self.make_filename(self.track_filename, world) - posterior_bedgraph_tmpl = self.make_filename(self.bedgraph_filename, world) + posterior_bedgraph_tmpl = self.make_filename(self.bedgraph_filename, + world) + posterior_track_tmpl = self.make_filename(self.posterior_track_filename, + world) if self.output_label == "subseg": label_print_range = range(self.num_segs * self.num_subsegs) elif self.output_label == "full": diff --git a/segway/run.py b/segway/run.py index 442a38a0..7f320e3d 100644 --- a/segway/run.py +++ b/segway/run.py @@ -259,8 +259,16 @@ # "posterior%s.bed.gz" BEDGRAPH_FILEBASENAME = extjoin(PREFIX_POSTERIOR, EXT_BEDGRAPH, EXT_GZ) -# "posterior%s.%%d.bed.gz" +# "posterior%s.%%d.bedgraph.gz" BEDGRAPH_FILEBASEFMT = extjoin(PREFIX_POSTERIOR, "%%d", EXT_BEDGRAPH, EXT_GZ) + + +# "posterior%s.track.gz" +POSTERIOR_TRACK_FILEBASENAME = extjoin(PREFIX_POSTERIOR, EXT_TRACK, EXT_GZ) + +# "posterior%s.%%d.track.gz" +POSTERIOR_TRACK_FILEBASEFMT = extjoin(PREFIX_POSTERIOR, "%%d", EXT_TRACK, EXT_GZ) + FLOAT_TABFILEBASENAME = extjoin("observations", EXT_TAB) TRAIN_FILEBASENAME = extjoin(PREFIX_TRAIN, EXT_TAB) TRAIN_RESULTS_TMPL = extjoin(PREFIX_TRAIN_RESULTS, EXT_TAB, "tmpl") @@ -1458,6 +1466,15 @@ def bedgraph_filename(self): basename = BEDGRAPH_FILEBASEFMT return self.work_dirpath / basename + + @memoized_property + def posterior_track_filename(self): + if self.num_worlds == 1: + basename = POSTERIOR_TRACK_FILEBASENAME + else: + basename = POSTERIOR_TRACK_FILEBASEFMT + + return self.work_dirpath / basename @memoized_property def train_prog(self): From 1cc687f32a3b105420b5002312b30f32a0d8e837 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 28 Jul 2023 10:25:34 -0400 Subject: [PATCH 24/93] Fix data test --- test/data/data-changes.tar.gz | Bin 0 -> 482509 bytes .../identifydir/posterior0.bedGraph.gz | Bin 22108 -> 21844 bytes .../identifydir/posterior0.track.gz | Bin 0 -> 22128 bytes .../identifydir/posterior1.bedGraph.gz | Bin 65390 -> 65120 bytes .../identifydir/posterior1.track.gz | Bin 0 -> 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2001 From: Isaiah Hazelwood Date: Fri, 28 Jul 2023 10:36:45 -0400 Subject: [PATCH 25/93] Fix runroundinstance test --- .../identifydir/posterior0.bedGraph.gz | Bin 97401 -> 97112 bytes .../identifydir/posterior0.track.gz | Bin 0 -> 97398 bytes .../identifydir/posterior1.bedGraph.gz | Bin 42226 -> 41937 bytes .../identifydir/posterior1.track.gz | Bin 0 -> 42223 bytes .../identifydir/posterior2.bedGraph.gz | Bin 86739 -> 86481 bytes .../identifydir/posterior2.track.gz | Bin 0 -> 86764 bytes .../identifydir/posterior3.bedGraph.gz | Bin 43386 -> 43098 bytes .../identifydir/posterior3.track.gz | Bin 0 -> 43383 bytes 8 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 test/runroundinstance/touchstone/identifydir/posterior0.track.gz create mode 100644 test/runroundinstance/touchstone/identifydir/posterior1.track.gz create mode 100644 test/runroundinstance/touchstone/identifydir/posterior2.track.gz create mode 100644 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+atatatatatatatatatatatatatatatatatatatatatatatatat +atatatatatatatatatatatatatatatatatatatatatatatatat +atatatatatatatatatatatatatatatatatatatatatatatatat +atatatatatatatatatatatatatatatatatatatatatatatatat +atatatatatatatatatatatatatatatatatatatatatatatatat +atatatatatatatatatatatatatatatatatatatatatatatatat +atatatatatatatatatatatatatatatatatatatatatatatatat +atatatatatatatatatatatatatatatatatatatatatatatatat +atatatatatatatatatatatatatatatatatatatatatatatatat diff --git a/test/simplelabel/correct-emission.txt b/test/simplelabel/correct-emission.txt new file mode 100644 index 00000000..c18ad30f --- /dev/null +++ b/test/simplelabel/correct-emission.txt @@ -0,0 +1,7 @@ +#label testtrack1 testtrack2 +0 0 0 +1 0 1 +2 1 0 +3 1 1 + +asinh 1 == 0.881373587019543 diff --git a/test/simplelabel/correct-segmentation.bed b/test/simplelabel/correct-segmentation.bed new file mode 100644 index 00000000..4cdbd613 --- /dev/null +++ b/test/simplelabel/correct-segmentation.bed @@ -0,0 +1,8 @@ +chr1 0 1000 0 +chr1 1000 2000 1 +chr1 2000 3000 2 +chr1 3000 4000 3 +chr1 4000 5000 0 +chr1 5000 6000 1 +chr1 6000 7000 2 +chr1 7000 8000 3 diff --git a/test/simplelabel/include-coords.bed b/test/simplelabel/include-coords.bed new file mode 100644 index 00000000..cd208dbd --- /dev/null +++ b/test/simplelabel/include-coords.bed @@ -0,0 +1 @@ +chr1 0 8000 diff --git a/test/simplelabel/make-genomedata.sh b/test/simplelabel/make-genomedata.sh new file mode 100755 index 00000000..fd029268 --- /dev/null +++ b/test/simplelabel/make-genomedata.sh @@ -0,0 +1 @@ +genomedata-load --sequence=chr1.fa --track=testtrack1=testtrack1.bedgraph --track=testtrack2=testtrack2.bedgraph --file-mode --verbose genomedata diff --git a/test/simplelabel/readme.txt b/test/simplelabel/readme.txt new file mode 100644 index 00000000..407bf961 --- /dev/null +++ b/test/simplelabel/readme.txt @@ -0,0 +1,4 @@ +The make-genomedata.sh script creates the simplelabel.genomedata genomedata archive from testtrack1A.bedgraph, testtrack1B.bedgraph, chr1.fa + +run.sh creates a temporary directory and runs the Viterbi inference against simplelabel.genomedata, using the structure in simplelabel.str + diff --git a/test/simplelabel/run.sh b/test/simplelabel/run.sh new file mode 100755 index 00000000..64e96ab9 --- /dev/null +++ b/test/simplelabel/run.sh @@ -0,0 +1,38 @@ +#!/usr/bin/env bash + +## run.sh: test segway + +## $Revision: -1 $ + +set -o nounset -o pipefail -o errexit + +if [ $# != 0 ]; then + echo usage: "$0" + exit 2 +fi + +testdir="$(mktemp -dp . "test-$(date +%Y%m%d).XXXXXX")" + +echo >&2 "entering directory $testdir" +cd "$testdir" + +if [ "${SEGWAY_TEST_CLUSTER_OPT:-}" ]; then + cluster_arg="--cluster-opt=$SEGWAY_TEST_CLUSTER_OPT" +else + cluster_arg="--cluster-opt=" +fi + +set -x + +SEGWAY_RAND_SEED=1498730685 segway "$cluster_arg" \ + train --include-coords="../include-coords.bed" \ + --tracks-from="../tracks.txt" --num-labels=4 \ + --structure="../simplelabel.str" --max-train-rounds=1 \ + "../simplelabel.genomedata" traindir + +segway "$cluster_arg" identify --include-coords="../include-coords.bed" \ + "../simplelabel.genomedata" traindir identifydir + +cd .. + +python${SEGWAY_TEST_PYTHON_VERSION:-""} ../compare_directory.py ../simplelabel/touchstone ../simplelabel/${testdir#"./"} diff --git a/test/simplelabel/simplelabel.genomedata b/test/simplelabel/simplelabel.genomedata new file mode 100644 index 0000000000000000000000000000000000000000..1d6729eb26f8cdfdecb3cd60078ed16f476814b1 GIT binary patch literal 14671 zcmeHOZEO@p7@pm`UiaE7T!GjIBy1HTia?7+iW=B!DO^oyOIx8ergvw1r4@Qt?!%PC zgccD?f}|!&2m#ZWm^6{3A`S9`$PtJk1_=;^{?XJQq9PWz97KQg_>yu*O%07_ z_%!+;eqD9tYpkMCJY!eL#?tDVvdRjMXF~_^1xxbj8^a4%A2Mqm3 zoyLDLog|5njTAwAF2yONs=n4yTwYq^T3cDY-cjpHl1ypJ2!n2vJBPKA;=3E|_^budj)V5~b@b z5*cPgIa**mbdQch9GRFytS`}A7z3hEZ*|iIZV2GX)&r+q0C8MGGQ*o98qlu?D%AUg zEmi?R?=~L6mjqwf9}WsRt_wx6@T710^`J^vMoH5dfLIOSxL0S3_-+vYU)BSOWQe^7 zbTkQOJlt2~Jc_=F&Zi8@rZtg7%xr0N=fU1(lZeiw`*HRzfn6hWxkQ33;pXP8UP#M0 zSUQO`d7HO-LeY4ImV>1?$?|YE^|@m}a5G@1!y-Q4|7xYaJ;vH4%;d&|C64N9M?EXQ zn3#Kj+zq^9+{hp$Wba%MB=B%vFPfeJFh!%I?J?f&V@ol%N7U|H$TgL!9m>{SiOA#5 zS;~-Dr}sV>zb}uh#~AO11`G`t8Zb0qXu#0GzgYvg-@EprC}kfM z_Hmy_bV#>;IBF%DVv5u+crWw*gA=O6Xn%bZGb6q2(83Z6!-GsYyFWJ$;)Tx13t6yuWFpaREikz_Wg zX#kE(?awec5yhIU4O$8|=%cogqH|k1KQk?@t6fvJUYxa}UYSZot3-V~Gwo(V>hKQS zMx6YewXZ_kAQbR4Zt;2Ayl_^rA+iHyGmBg3-`2CJ{EAeVh$<9nvN8 zZaym{cXa@)2S(Siixuj=6&_)Y7tdXOPQ>bQdcF+>u{gCN9vdNt7RATu`Q~sfM9Y^S zj?dTpd@LX0^n5?-__Rau`SKUX@*z&o*Z)E+uIfyDzI!@8#Oe9A7sm3rZ^Y+2yCgnN z&sVZM7T2DwM+o`8rSWlkbQbIl1ey@!LmbW*C^vjV1BM0+4Hz0QG+=1p@o9jXeuJm2 zB%j*QzUwXFfqhpOn5}PEs!nbielkz%Om06<8q;O%dO{fIYJ>aJnFkyqvzr-bb7rK2 zMLx1i6rek2aAewGg+P=mAA$I`Jo9kGCP>_y)USJrpul~Lgh8mCjHDk{yyuyLE77mX z6jSetuMS>1^3$qrZKq_i*mCpTk$@XeyYF^bx2#NdPCNN^W>;jJS-Fxq z|MfTDC0+Gh_j7Uh? z@wtNA!k&P*44F{9V|ek3Wjb#UU%1W1KEiMJxB5b~#EIGiuUa&?r$Rq^1tdPVZ)y#M Tw$qZ&qL1hc3e

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zj&28*bE`+Wv76edUtFP!`jaKc#y1UE?|d{H#P#@njX+L!xw;qQ;>otLEU*|6i$BVF oGd<-)$h4g~IlnBNOs_L1=eLEE>3!zp{PA#p0gDfPXm^&ElMRxTB1?R% zVEr0OE^<(o!ER43dRaL+zZOoWx5c>wMWqS~cL4wZLmhDD From 89082957739f8a59a3d34ed696186ce8ef5ed7c4 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 22 May 2024 15:10:06 -0400 Subject: [PATCH 37/93] Draft GMTK API integration --- segway/gmtk/input_master.py | 142 +++++++++++++++++++++++++++++----- segway/segway_input_master.py | 115 ++++++++++++++++++++------- 2 files changed, 209 insertions(+), 48 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 61212a44..05aad7f8 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -19,8 +19,10 @@ OBJ_KIND_MC = "MC" OBJ_KIND_MX = "MX" OBJ_KIND_DT = "DT" -OBJ_KIND_VE_CPT = "VE_CPT" -OBJ_KIND_ARBITRARY_STRING = "ARBITRARY_STRING" +OBJ_KIND_VECPT = "VE_CPT" +OBJ_KIND_ARBITRARYSTRING = "ARBITRARY_STRING" +OBJ_KIND_RM = "REAL_MAT" +OBJ_KIND_DIRICHLETTAB = "DIRICHLET_TAB" # "kind" refers to a kind of GMTK object. GMTK often calls these classes @@ -56,7 +58,7 @@ def __new__(cls, *args: NumericArrayLike, keep_shape: bool = False) \ # Ensure all arguments belong to the correct type if not all(isinstance(arg, NumericArrayLike) for arg in args): # If union iterable, fix. Otherwise, hardwrite - raise TypeError("Argument has incompatible tupe." + raise TypeError("Argument has incompatible type." f"Expected {NumericArrayLike}") input_array = array(args) @@ -72,21 +74,19 @@ def __new__(cls, *args: NumericArrayLike, keep_shape: bool = False) \ return res -class DenseCPT(Array): +class MultiDimArray(Array): """ - A single DenseCPT object. + Abstract class providing features for multidimensional arrays which are + represented on multiple lines. """ - kind = OBJ_KIND_DENSECPT - - # todo check if sums to 1.0 - + def __str__(self) -> str: """ Return string representation of this DenseCPT object. """ return f"{array2text(self)}\n" - def get_header_info(self) -> str: + def get_header_info(self, dirichlet_name = None) -> str: """ Return number of parents, cardinality line, for header in input.master section. @@ -96,6 +96,27 @@ def get_header_info(self) -> str: line.append(" ".join(cardinality_line)) # cardinalities return " ".join(line) + +class DenseCPT(MultiDimArray): + """ + A single DenseCPT object. + """ + kind = OBJ_KIND_DENSECPT + + # todo check if sums to 1.0 + + def get_header_info(self, dirichlet_name = None) -> str: + """ + Return multidimensional array header with dimensions. + If the dirichlet_name parameter is provided, include an additional line + in the header referencing the DirichletTable with that name. + """ + line = MultiDimArray.get_header_info(self) + if dirichlet_name is not None: + dirichlet_line = f"DirichletTable dirichlet_{dirichlet_name}" + line = "\n".join((line, dirichlet_line)) + return line + @classmethod def uniform_from_shape(cls, *shape: int, self_transition: float = 0.0) -> DenseCPT: @@ -154,6 +175,13 @@ def uniform_from_shape(cls, *shape: int, return DenseCPT(values, keep_shape=True) +class DirichletTable(MultiDimArray): + """ + A single DirichletTable object. + """ + kind = OBJ_KIND_DIRICHLETTAB + + class NameCollection(list): """ A single NameCollection object. @@ -165,7 +193,7 @@ def __init__(self, names: List[str]): Initialize a single NameCollection object. :param names: List[str]: names in this NameCollection """ - # Ensure all list items are strings + # Ensure all arguments are strings or lists of strings if not all(isinstance(name, str) for name in names): raise TypeError("All arguments must be str instances.") @@ -220,6 +248,24 @@ class Covar(OneLineKind): kind = OBJ_KIND_COVAR +class RealMat(OneLineKind): + """ + An entry in a Real matrix object. Also used for Gamma real matrices. + __init__ and __str__ methods defined in superclass. + """ + kind = OBJ_KIND_RM + + def get_header_info(self) -> str: + """ + Return string representation of own information, for header in + input.master section. + """ + # TODO: Should the second 1 be hardcoded? Or is this 2D data? + line = [str(len(self)), "1"] # dimension, additional value + line.append(array2text(self)) # array values + return " ".join(line) + + # These types must be defined before they are referenced, so these constants # are defined here rather than the top of the file. @@ -298,29 +344,78 @@ def get_header_info(self) -> str: class DiagGaussianMC(MC, object): """ Attributes: - component_type = 0 + component_type = "COMPONENT_TYPE_DIAG_GAUSSIAN" = 0 mean: str: name of Mean object associated to this MC covar: str: name of Covar obejct associated to this MC - suffix: str: suffix string to add after mean and covar """ - def __init__(self, mean: str, covar: str, suffix: str = ""): + def __init__(self, mean: str, covar: str): """ Initialize a single DiagGaussianMC object. :param mean: name of Mean object associated to this MC :param covar: name of Covar obejct associated to this MC - :param suffix: suffix string to add after mean and covar """ # more component types? super().__init__("COMPONENT_TYPE_DIAG_GAUSSIAN") self.mean = mean self.covar = covar - self.suffix = suffix def __str__(self) -> str: """ Return string representation of this MC object. """ - return " ".join([self.mean, self.covar, self.suffix]) + return " ".join([self.mean, self.covar]) + + +class MissingFeatureDiagGaussianMC(MC, object): + """ + Attributes: + component_type = "COMPONENT_TYPE_MISSING_FEATURE_SCALED_DIAG_GAUSSIAN" + mean: str: name of Mean object associated to this MC + covar: str: name of Covar obejct associated to this MC + """ + def __init__(self, mean: str, covar: str): + """ + Initialize a single MissingFeatureDiagGaussianMC object. + :param mean: name of Mean object associated to this MC + :param covar: name of Covar obejct associated to this MC + """ + # more component types? + super().__init__("COMPONENT_TYPE_MISSING_FEATURE_SCALED_DIAG_GAUSSIAN") + self.mean = mean + self.covar = covar + + def __str__(self) -> str: + """ + Return string representation of this MC object. + """ + return " ".join([self.mean, self.covar, "matrix_weightscale_1x1"]) + + +class GammaMC(MC, object): + """ + Attributes: + component_type = COMPONENT_TYPE_GAMMA + min_track: str: value less than a minimum in the track + scale: str: name of RealMat object for scale associated to this MC + shape: str: name of RealMat object for shape associated to this MC + """ + def __init__(self, min_track, scale, shape): + """ + Initialie a single GammaMC object. + :param min_track: value less than a minimum in the trac + :param scale: name of RealMat object for scale associated to this MC + :param scale: name of RealMat object for shape associated to this MC + """ + super().__init__("COMPONENT_TYPE_GAMMA") + self.min_track = min_track + self.scale = scale + self.shape = shape + + def __str__(self) -> str: + """ + Return string representation of this MC object. + """ + return " ".join([self.min_track, self.scale, self.shape]) class MX: @@ -415,7 +510,7 @@ class ArbitraryString: Attributes: contents: str: Arbitrary string to write to input.master """ - kind = OBJ_KIND_ARBITRARY_STRING + kind = OBJ_KIND_ARBITRARYSTRING def __init__(self, contents: str): """ @@ -509,7 +604,7 @@ def __str__(self) -> str: # if stored items are arbitrary strings, return them out without # any additional formatting. Otherwise, apply formatting - if self.kind == OBJ_KIND_ARBITRARY_STRING: + if self.kind == OBJ_KIND_ARBITRARYSTRING: lines = self.get_unformatted_lines() else: lines = self.get_formatted_lines() @@ -671,7 +766,11 @@ def __init__(self, preamble=INPUT_MASTER_PREAMBLE): self.mx = InlineMXSection(dpmf=self.dpmf, mc=self.mc) self.name_collection = InlineSection(OBJ_KIND_NAMECOLLECTION) self.dt = InlineSection(OBJ_KIND_DT) - self.hardcoded = InlineSection(OBJ_KIND_ARBITRARY_STRING) + self.hardcoded = InlineSection(OBJ_KIND_ARBITRARYSTRING) + self.gamma_scale = InlineSection(OBJ_KIND_RM) + self.gamma_shape = InlineSection(OBJ_KIND_RM) + self.dirichlet = InlineSection(OBJ_KIND_DIRICHLETTAB) + self.real_mat = InlineSection(OBJ_KIND_RM) def __str__(self) -> str: """ @@ -681,7 +780,8 @@ def __str__(self) -> str: sections = [self.preamble, self.dt, self.deterministic_cpt, self.name_collection, self.mean, self.covar, self.dense_cpt, self.dpmf, self.mc, self.mx, - self.virtual_evidence, self.hardcoded] + self.hardcoded, self.gamma_scale, + self.gamma_shape, self.dirichlet, self.real_mat] return "\n".join([str(section) for section in sections]) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 8056c011..dab60317 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -25,8 +25,9 @@ SUPERVISION_UNSUPERVISED, USE_MFSDG, VIRTUAL_EVIDENCE_LIST_FILENAME) from .gmtk.input_master import (ArbitraryString, DecisionTree, DenseCPT, - DeterministicCPT, DiagGaussianMC, DPMF, - InputMaster, MX) + DeterministicCPT, DiagGaussianMC, + DirichletTable, DPMF, GammaMC, InputMaster, + MissingFeatureDiagGaussianMC, MX, RealMat) # NB: Currently Segway relies on older (Numpy < 1.14) printed representations # of scalars and vectors in the parameter output. By default in newer (> 1.14) @@ -255,11 +256,16 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.dt["map_supervisionLabel_seg_alwaysTrue"] = \ DecisionTree(map_supervisionLabel_seg_alwaysTrue) - # TODO: Dirichlet Table param spec - # if self.len_seg_strength > 0: - # dirichlet_spec = DirichletTabParamSpec(self) - # else: - # dirichlet_spec = "" + if runner.len_seg_strength > 0: + # Make Dirichlet table data + probs = make_dense_cpt_segCountDown_seg_segTransition(runner) + total_pseudocounts = runner.len_seg_strength * runner.num_bases + divisor = runner.card_seg_countdown * runner.num_segs + pseudocounts_per_row = total_pseudocounts / divisor + pseudocounts = (probs * pseudocounts_per_row).astype(int) + + input_master.dirichlet["dirichlet_segCountDown_seg_segTransition"] = \ + DirichletTable(pseudocounts) # Deterministic CPTs input_master.deterministic_cpt["seg_segCountDown"] = \ @@ -298,10 +304,10 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.dense_cpt["seg_subseg_subseg"] = \ DenseCPT.uniform_from_shape(num_segs, num_subsegs, num_subsegs) input_master.dense_cpt["segCountDown_seg_segTransition"] = \ - make_dense_cpt_segCountDown_seg_segTransition(runner) + make_dense_cpt_segCountDown_seg_segTransition_cpt(runner) if runner.use_dinucleotide: input_master.dense_cpt["seg_dinucleotide"] = \ - make_dense_cpt_seg_dinucleotide() + make_dense_cpt_seg_dinucleotide_cpt() distribution = runner.distribution # Normal distributions @@ -347,30 +353,51 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, mc_name = f"mc_{distribution}_{seg_name}_" f"{subseg_name}_{track_name}{component_suffix}" if USE_MFSDG: # Add weights to end of Gaussian - suffix = "matrix_weightscale_1x1" + input_master.mc[mc_name] = \ + MissingFeatureDiagGaussianMC(mean=mean_name, + covar=covar_name) else: - suffix = "" - input_master.mc[mc_name] = \ - DiagGaussianMC(mean=mean_name, covar=covar_name, - suffix=suffix) + input_master.mc[mc_name] = \ + DiagGaussianMC(mean=mean_name, covar=covar_name) - # if USE_MFSDG: - # real_mat_spec = RealMatParamSpec(self) - # else: - # real_mat_spec = "" + if USE_MFSDG: + input_master.real_mat["matrix_weightscale_1x1"] = RealMat(1.0) - # elif distribution == DISTRIBUTION_GAMMA: - # mean_spec = "" - # covar_spec = "" + elif distribution == DISTRIBUTION_GAMMA: # XXX: another option is to calculate an ML estimate for # the gamma distribution rather than the ML estimate for the # mean and converting - # real_mat_spec = GammaRealMatParamSpec(self) - # mc_spec = GammaMCParamSpec(self) - # else: - # raise ValueError("distribution %s not supported" % distribution) + # TODO: Should GammaRealMat be a different class for clarification? + # Should there be further subclasses for shape and scale? + scales = make_scales_data(runner) + shapes = make_shapes_data(runner) + for seg_index in range(num_segs): + seg_name = f"seg{seg_index}" + for subseg_index in range(num_subsegs): + subseg_name = f"subseg{subseg_index}" + for track_index, track_group in enumerate(runner.track_groups): + track_name = track_group[0].name + + # Make GammaRealMat scale + scale = jitter(scales[track_index], runner.random_state) + rm_scale_name = f"gammascale_{seg_name}_{subseg_name}_{track_name}" + input_master.gamma_scale[rm_scale_name] = RealMat(scale) + + # Make GammaRealMat shape + shape = jitter(shapes[track_index], runner.random_state) + rm_shape_name = f"gammashape_{seg_name}_{subseg_name}_{track_name}" + input_master.gamma_shape[rm_shape_name] = RealMat(shape) + + # Make GammaMCParam + min_track = get_track_lt_min(runner, track_index) + gamma_mc_name = f"mc_gamma_{seg_name}_{subseg_name}_{track_name}" + input_master.mc[gamma_mc_name] = \ + GammaMC(min_track, rm_scale_name, rm_shape_name) + + else: + raise ValueError("distribution %s not supported" % distribution) # Mixtures and Name Collection for track_index, track_group in enumerate(runner.track_groups): @@ -509,7 +536,18 @@ def make_dense_cpt_segCountDown_seg_segTransition(runner): # noqa res[1:seg_countdown_allow, label] = probs_allow_transition res[seg_countdown_allow:, label] = probs_prevent_transition - return DenseCPT(res) + return res + + +def make_dense_cpt_segCountDown_seg_segTransition_cpt(runner): + probs = make_dense_cpt_segCountDown_seg_segTransition(runner) + + if runner.len_seg_strength > 0: + dirichlet_name = "segCountDown_seg_segTransition" + else: + dirichlet_name = None + + return DenseCPT(probs, dirichlet_name) def calc_prob_transition(resolution, length): @@ -523,7 +561,7 @@ def calc_prob_transition(resolution, length): return prob_self_self, prob_self_other -def make_dense_cpt_seg_dinucleotide(runner): +def make_dense_cpt_seg_dinucleotide_cpt(runner): dinucleotide_table = [make_dinucleotide_table_row(runner) for _ in range(runner.num_segs)] return DenseCPT(dinucleotide_table) @@ -568,6 +606,29 @@ def make_covar_data(runner): return vstack_tile(runner.vars, runner.num_segs, runner.num_subsegs) +def make_scales_data(runner): + return runner.vars / runner.means + + +def make_shapes_data(runner): + return (runner.means ** 2) / runner.vars + + +def get_track_lt_min(runner, track_index): + """ + return a value less than the minimum in a track + """ + # TODO: Still refactor? (copied comment from original) + min_track = runner.mins[track_index] + + # fudge by a small amount + # TODO: Does this still need to be restored after GMTK issues are fixed? + # (copied comment) from original + min_track_f32 = float32(min_track) + assert (min_track_f32 - float32(ABSOLUTE_FUDGE) != min_track_f32) + return min_track_f32 - ABSOLUTE_FUDGE + + class ParamSpec(object): """ base class for parameter specifications used in input.master files From c7eea281f1169b482c0911e9ae2882ef83e8868e Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 22 May 2024 16:07:27 -0400 Subject: [PATCH 38/93] Bugfix DenseCPT DirichletTable implementation --- segway/gmtk/input_master.py | 14 ++++++++++---- segway/segway_input_master.py | 7 +++---- 2 files changed, 13 insertions(+), 8 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 05aad7f8..de994809 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -86,7 +86,7 @@ def __str__(self) -> str: """ return f"{array2text(self)}\n" - def get_header_info(self, dirichlet_name = None) -> str: + def get_header_info(self) -> str: """ Return number of parents, cardinality line, for header in input.master section. @@ -105,15 +105,21 @@ class DenseCPT(MultiDimArray): # todo check if sums to 1.0 + def set_dirichlet_table(self, dirichlet_name) -> str: + """ + Set the name of a Dirichlet table which this CPT will reference. + """ + self.dirichlet_name = dirichlet_name + def get_header_info(self, dirichlet_name = None) -> str: """ Return multidimensional array header with dimensions. - If the dirichlet_name parameter is provided, include an additional line + If the dirichlet_name attribute was set, include an additional line in the header referencing the DirichletTable with that name. """ line = MultiDimArray.get_header_info(self) - if dirichlet_name is not None: - dirichlet_line = f"DirichletTable dirichlet_{dirichlet_name}" + if hasattr(self, "dirichlet_name"): + dirichlet_line = f"DirichletTable dirichlet_{self.dirichlet_name}" line = "\n".join((line, dirichlet_line)) return line diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index dab60317..c6b50f73 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -541,13 +541,12 @@ def make_dense_cpt_segCountDown_seg_segTransition(runner): # noqa def make_dense_cpt_segCountDown_seg_segTransition_cpt(runner): probs = make_dense_cpt_segCountDown_seg_segTransition(runner) + res = DenseCPT(probs) if runner.len_seg_strength > 0: - dirichlet_name = "segCountDown_seg_segTransition" - else: - dirichlet_name = None + res.set_dirichlet_table("segCountDown_seg_segTransition") - return DenseCPT(probs, dirichlet_name) + return res def calc_prob_transition(resolution, length): From 63615eb70be02834c5bb87635be5f2e98f0304ad Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 22 May 2024 16:48:52 -0400 Subject: [PATCH 39/93] Place format strings on one line --- segway/gmtk/input_master.py | 10 +++++----- segway/segway_input_master.py | 17 ++++++----------- 2 files changed, 11 insertions(+), 16 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index de994809..4e11094b 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -783,11 +783,11 @@ def __str__(self) -> str: Return string representation of all the attributes (GMTK types) by calling the attributes' (InlineSection and its subclasses) `__str__()`. """ - sections = [self.preamble, self.dt, self.deterministic_cpt, - self.name_collection, self.mean, self.covar, - self.dense_cpt, self.dpmf, self.mc, self.mx, - self.hardcoded, self.gamma_scale, - self.gamma_shape, self.dirichlet, self.real_mat] + sections = [self.preamble, self.dt, self.name_collection, self.mean, + self.deterministic_cpt, self.covar, self.dense_cpt, + self.dpmf, self.mc, self.mx, self.hardcoded, + self.gamma_scale, self.gamma_shape, self.dirichlet, + self.real_mat] return "\n".join([str(section) for section in sections]) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index c6b50f73..72b40bc9 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -327,8 +327,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, component_suffix = "" else: component_suffix = f"_component{component}" - mean_name = f"mean_{seg_name}_{subseg_name}_" - f"{track_name}{component_suffix}" + mean_name = f"mean_{seg_name}_{subseg_name}_{track_name}{component_suffix}" input_master.mean[mean_name] = \ mean_data[seg_index, subseg_index, track_index] @@ -336,22 +335,19 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # If COVAR_TIED, write one covar per track and # component if COVAR_TIED: - covar_name = f"covar_{track_name}" - f"{component_suffix}" + covar_name = f"covar_{track_name}{component_suffix}" if seg_index == 0 and subseg_index == 0: input_master.covar[covar_name] = \ covar_data[seg_index, subseg_index, track_index] else: # Otherwise, write for every seg and subseg - covar_name = f"covar_{seg_name}_{subseg_name}_" - f"{track_name}{component_suffix}" + covar_name = f"covar_{seg_name}_{subseg_name}_{track_name}{component_suffix}" input_master.covar[covar_name] = \ covar_data[seg_index, subseg_index, track_index] # Diag Gaussian MC with mean and covar name - mc_name = f"mc_{distribution}_{seg_name}_" - f"{subseg_name}_{track_name}{component_suffix}" + mc_name = f"mc_{distribution}_{seg_name}_{subseg_name}_{track_name}{component_suffix}" if USE_MFSDG: # Add weights to end of Gaussian input_master.mc[mc_name] = \ MissingFeatureDiagGaussianMC(mean=mean_name, @@ -423,9 +419,8 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, component_suffix = "" else: component_suffix = f"_component{component}" - mx_components.append(f"mc_{distribution}_{seg_name}_" - f"{subseg_name}_{track_name}" - f"{component_suffix}") + mx_component_name = f"mc_{distribution}_{seg_name}_{subseg_name}_{track_name}{component_suffix}" + mx_components.append(mx_component_name) input_master.mx[mx_name] = MX(dpmf_name, mx_components) input_master.name_collection[name_collection_name] = \ From eff60d6228c87a928be2e47f196a248b6fb7c7a6 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 22 May 2024 17:02:31 -0400 Subject: [PATCH 40/93] Reorder sections to match template --- segway/gmtk/input_master.py | 11 +++++------ segway/segway_input_master.py | 2 +- 2 files changed, 6 insertions(+), 7 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 4e11094b..c3749607 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -772,7 +772,7 @@ def __init__(self, preamble=INPUT_MASTER_PREAMBLE): self.mx = InlineMXSection(dpmf=self.dpmf, mc=self.mc) self.name_collection = InlineSection(OBJ_KIND_NAMECOLLECTION) self.dt = InlineSection(OBJ_KIND_DT) - self.hardcoded = InlineSection(OBJ_KIND_ARBITRARYSTRING) + self.virtual_evidence = InlineSection(OBJ_KIND_ARBITRARYSTRING) self.gamma_scale = InlineSection(OBJ_KIND_RM) self.gamma_shape = InlineSection(OBJ_KIND_RM) self.dirichlet = InlineSection(OBJ_KIND_DIRICHLETTAB) @@ -783,11 +783,10 @@ def __str__(self) -> str: Return string representation of all the attributes (GMTK types) by calling the attributes' (InlineSection and its subclasses) `__str__()`. """ - sections = [self.preamble, self.dt, self.name_collection, self.mean, - self.deterministic_cpt, self.covar, self.dense_cpt, - self.dpmf, self.mc, self.mx, self.hardcoded, - self.gamma_scale, self.gamma_shape, self.dirichlet, - self.real_mat] + sections = [self.preamble, self.dt, self.name_collection, + self.dirichlet, self.deterministic_cpt, self.virtual_evidence, + self.dense_cpt, self.mean, self.covar, self.dpmf, self.mc, + self.mx, self.gamma_scale, self.gamma_shape, self.real_mat] return "\n".join([str(section) for section in sections]) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 72b40bc9..bd0c3839 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -452,7 +452,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, 0 seg_virtualEvidence 1 {num_segs} 2 {VIRTUAL_EVIDENCE_LIST_FILENAME} nfs:{num_segs} nis:0 fmt:ascii END """ - input_master.hardcoded["virtualEvidence"] = \ + input_master.virtual_evidence["virtualEvidence"] = \ ArbitraryString(virtual_evidence) if not input_master_filename: From ebe17ea60c4d714185daaeb44177f21c6160bc99 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 23 May 2024 16:13:33 -0400 Subject: [PATCH 41/93] Add conditional statement on INPUT_PARAMS_FILENAME --- segway/gmtk/input_master.py | 16 +++++++---- segway/segway_input_master.py | 52 +++++++++++++++++++++++++++-------- 2 files changed, 50 insertions(+), 18 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index c3749607..676c3c79 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -763,19 +763,23 @@ def __init__(self, preamble=INPUT_MASTER_PREAMBLE): and its subclasses). """ self.preamble = preamble + self.dt = InlineSection(OBJ_KIND_DT) + self.name_collection = InlineSection(OBJ_KIND_NAMECOLLECTION) + self.dirichlet = InlineSection(OBJ_KIND_DIRICHLETTAB) + self.deterministic_cpt = InlineSection(OBJ_KIND_DETERMINISTICCPT) + self.virtual_evidence = InlineSection(OBJ_KIND_ARBITRARYSTRING) + self.if_input_params = InlineSection(OBJ_KIND_ARBITRARYSTRING) + self.dense_cpt = InlineSection(OBJ_KIND_DENSECPT) self.mean = InlineSection(OBJ_KIND_MEAN) self.covar = InlineSection(OBJ_KIND_COVAR) self.dpmf = InlineSection(OBJ_KIND_DPMF) - self.dense_cpt = InlineSection(OBJ_KIND_DENSECPT) - self.deterministic_cpt = InlineSection(OBJ_KIND_DETERMINISTICCPT) self.mc = InlineMCSection(mean=self.mean, covar=self.covar) self.mx = InlineMXSection(dpmf=self.dpmf, mc=self.mc) - self.name_collection = InlineSection(OBJ_KIND_NAMECOLLECTION) - self.dt = InlineSection(OBJ_KIND_DT) - self.virtual_evidence = InlineSection(OBJ_KIND_ARBITRARYSTRING) + self.else_input_params = InlineSection(OBJ_KIND_ARBITRARYSTRING) + # TODO: This prints these as separate sections. Will that create + # problems compared to including them in a single section? self.gamma_scale = InlineSection(OBJ_KIND_RM) self.gamma_shape = InlineSection(OBJ_KIND_RM) - self.dirichlet = InlineSection(OBJ_KIND_DIRICHLETTAB) self.real_mat = InlineSection(OBJ_KIND_RM) def __str__(self) -> str: diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index bd0c3839..77dfe663 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -169,6 +169,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, Save the input.master file using the GMTK API. """ + # Initialize InputMaster option input_master = InputMaster() # Preamble @@ -184,7 +185,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, """ input_master.preamble = segway_preamble - # Decision Trees + # Decision Trees (DT_IN_FILE) segCountDown_tree = make_segCountDown_tree(runner) map_frameIndex_ruler_tree = \ @@ -256,6 +257,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.dt["map_supervisionLabel_seg_alwaysTrue"] = \ DecisionTree(map_supervisionLabel_seg_alwaysTrue) + # Dirichlet Table if runner.len_seg_strength > 0: # Make Dirichlet table data probs = make_dense_cpt_segCountDown_seg_segTransition(runner) @@ -310,6 +312,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, make_dense_cpt_seg_dinucleotide_cpt() distribution = runner.distribution + # Normal distributions if distribution in DISTRIBUTIONS_LIKE_NORM: # Mean and Covar @@ -327,13 +330,14 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, component_suffix = "" else: component_suffix = f"_component{component}" - mean_name = f"mean_{seg_name}_{subseg_name}_{track_name}{component_suffix}" + # Mean (MEAN_IN_FILE) + mean_name = f"mean_{seg_name}_{subseg_name}_{track_name}{component_suffix}" input_master.mean[mean_name] = \ mean_data[seg_index, subseg_index, track_index] - # If COVAR_TIED, write one covar per track and - # component + # Covar (COVAR_IN_FILE) + # If COVAR_TIED, write one covar per track and component if COVAR_TIED: covar_name = f"covar_{track_name}{component_suffix}" if seg_index == 0 and subseg_index == 0: @@ -346,7 +350,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, covar_data[seg_index, subseg_index, track_index] - # Diag Gaussian MC with mean and covar name + # Diag Gaussian MC with mean and covar name (MC_IN_FILE) mc_name = f"mc_{distribution}_{seg_name}_{subseg_name}_{track_name}{component_suffix}" if USE_MFSDG: # Add weights to end of Gaussian input_master.mc[mc_name] = \ @@ -356,6 +360,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.mc[mc_name] = \ DiagGaussianMC(mean=mean_name, covar=covar_name) + # RealMat if USE_MFSDG: input_master.real_mat["matrix_weightscale_1x1"] = RealMat(1.0) @@ -376,17 +381,17 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, for track_index, track_group in enumerate(runner.track_groups): track_name = track_group[0].name - # Make GammaRealMat scale + # Make GammaRealMat scale (in RealMat) scale = jitter(scales[track_index], runner.random_state) rm_scale_name = f"gammascale_{seg_name}_{subseg_name}_{track_name}" input_master.gamma_scale[rm_scale_name] = RealMat(scale) - # Make GammaRealMat shape + # Make GammaRealMat shape (In RealMat) shape = jitter(shapes[track_index], runner.random_state) rm_shape_name = f"gammashape_{seg_name}_{subseg_name}_{track_name}" input_master.gamma_shape[rm_shape_name] = RealMat(shape) - # Make GammaMCParam + # Make GammaMCParam (MC_IN_FILE) min_track = get_track_lt_min(runner, track_index) gamma_mc_name = f"mc_gamma_{seg_name}_{subseg_name}_{track_name}" input_master.mc[gamma_mc_name] = \ @@ -405,8 +410,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, for subseg_index in range(num_subsegs): subseg_name = f"subseg{subseg_index}" - mx_name = f"mx_{seg_name}_{subseg_name}_{track_name}" - name_collection_items.append(mx_name) + # Mixture model (MX_IN_FILE) if runner.num_mix_components == 1: dpmf_name = "dpmf_always" @@ -422,11 +426,15 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, mx_component_name = f"mc_{distribution}_{seg_name}_{subseg_name}_{track_name}{component_suffix}" mx_components.append(mx_component_name) + mx_name = f"mx_{seg_name}_{subseg_name}_{track_name}" + name_collection_items.append(mx_name) input_master.mx[mx_name] = MX(dpmf_name, mx_components) + + # Name Collection (NAME_COLLECTION_IN_LINE) input_master.name_collection[name_collection_name] = \ name_collection_items - # DPMF + # DPMF (DPMF_IN_FILE) if runner.num_mix_components == 1: input_master.dpmf["dpmf_always"] = DPMF.uniform_from_shape(1) else: @@ -442,7 +450,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.dpmf[dpmf_name] = \ DPMF.uniform_from_shape(runner.num_mix_components) - # Virtual Evidence + # Virtual Evidence (VE_CPT_IN_FILE) # TODO: This is a hardcoded string rather than a custom type as the one # line type supports only array-like data if runner.virtual_evidence: @@ -454,6 +462,26 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, """ input_master.virtual_evidence["virtualEvidence"] = \ ArbitraryString(virtual_evidence) + + # if condition on INPUT_PARAMS_FILENAME + if_input_params_clause = "#ifndef INPUT_PARAMS_FILENAME" + else_input_params_clause = \ +""" +#else + +DENSE_CPT_IN_FILE INPUT_PARAMS_FILENAME ascii +MEAN_IN_FILE INPUT_PARAMS_FILENAME ascii +COVAR_IN_FILE INPUT_PARAMS_FILENAME ascii +DPMF_IN_FILE INPUT_PARAMS_FILENAME ascii +MC_IN_FILE INPUT_PARAMS_FILENAME ascii +MX_IN_FILE INPUT_PARAMS_FILENAME ascii + +#endif +""" + input_master.if_input_params["if_clause"] = \ + ArbitraryString(if_input_params_clause) + input_master.else_input_params["else_clause"] = \ + ArbitraryString(else_input_params_clause) if not input_master_filename: input_master_filename = \ From 7947649965080a36699d6cc8703fd58386eadf90 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 23 May 2024 16:25:10 -0400 Subject: [PATCH 42/93] Add clause to print condition on INPUT_PARAMS_FILENAME --- segway/gmtk/input_master.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 676c3c79..39ef1637 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -788,9 +788,11 @@ def __str__(self) -> str: calling the attributes' (InlineSection and its subclasses) `__str__()`. """ sections = [self.preamble, self.dt, self.name_collection, - self.dirichlet, self.deterministic_cpt, self.virtual_evidence, + self.dirichlet, self.deterministic_cpt, + self.virtual_evidence, self.if_input_params, self.dense_cpt, self.mean, self.covar, self.dpmf, self.mc, - self.mx, self.gamma_scale, self.gamma_shape, self.real_mat] + self.mx, self.else_input_params, self.gamma_scale, + self.gamma_shape, self.real_mat] return "\n".join([str(section) for section in sections]) From f3d9819fee4ac381e8ade59ba802c2efa3934c78 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 23 May 2024 16:30:55 -0400 Subject: [PATCH 43/93] Use Segway toolkit as official input.master --- segway/run.py | 6 +++--- segway/segway_input_master.py | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/segway/run.py b/segway/run.py index 42d526cd..71dfb9e7 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2043,9 +2043,9 @@ def save_input_master(self, instance_index=None, new=False): else: input_master_filename = self.input_master_filename - _, input_master_filename_is_new = \ - InputMasterSaver(self)(input_master_filename, self.params_dirpath, - self.clobber, instance_index) + # _, input_master_filename_is_new = \ + # InputMasterSaver(self)(input_master_filename, self.params_dirpath, + # self.clobber, instance_index) save_input_master(self, input_master_filename, self.params_dirpath, self.clobber, instance_index) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 77dfe663..cfe10318 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -488,7 +488,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, make_default_filename(input_master_filename, params_dirpath, instance_index) - input_master.save(input_master_filename + ".test") + input_master.save(input_master_filename) def make_segCountDown_tree(runner): From c7e3ab1fe4c3e6537716a4a25b881490a6cb9ffd Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 23 May 2024 16:44:14 -0400 Subject: [PATCH 44/93] Fix segCountDown_seg_segTransition prob shape --- segway/segway_input_master.py | 1 + 1 file changed, 1 insertion(+) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index cfe10318..fd6a9070 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -559,6 +559,7 @@ def make_dense_cpt_segCountDown_seg_segTransition(runner): # noqa res[1:seg_countdown_allow, label] = probs_allow_transition res[seg_countdown_allow:, label] = probs_prevent_transition + res = res.squeeze() # Remove leading dimension of size 1 return res From 39a8f201a26563cf312b4ae490d2e296da6dacce Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 23 May 2024 16:48:30 -0400 Subject: [PATCH 45/93] Print from-template input.master for testing --- segway/run.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/segway/run.py b/segway/run.py index 71dfb9e7..6081c15f 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2043,9 +2043,10 @@ def save_input_master(self, instance_index=None, new=False): else: input_master_filename = self.input_master_filename - # _, input_master_filename_is_new = \ - # InputMasterSaver(self)(input_master_filename, self.params_dirpath, - # self.clobber, instance_index) + _, input_master_filename_is_new = \ + InputMasterSaver(self)(input_master_filename + + ".fromtmpl", + self.params_dirpath, self.clobber, + instance_index) save_input_master(self, input_master_filename, self.params_dirpath, self.clobber, instance_index) @@ -3230,7 +3231,7 @@ def init_train(self): # input_master_filename_is_new will be wrong input_master_filename, input_master_filename_is_new = \ - InputMasterSaver(self)(self.input_master_filename, + InputMasterSaver(self)(self.input_master_filename + ".fromtmpl", self.params_dirpath, self.clobber) save_input_master(self, input_master_filename, self.params_dirpath, self.clobber) From 6e61b11a714c94f0211af06835a41d524ba0dd79 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 23 May 2024 16:49:21 -0400 Subject: [PATCH 46/93] Bugfix filename suffix --- segway/run.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/segway/run.py b/segway/run.py index 6081c15f..2db25512 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2044,7 +2044,7 @@ def save_input_master(self, instance_index=None, new=False): input_master_filename = self.input_master_filename _, input_master_filename_is_new = \ - InputMasterSaver(self)(input_master_filename + + ".fromtmpl", + InputMasterSaver(self)(input_master_filename + ".fromtmpl", self.params_dirpath, self.clobber, instance_index) save_input_master(self, input_master_filename, self.params_dirpath, From 39c3d584e92dff18c2bdafa8d67c1fdee87d83b9 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 23 May 2024 16:53:22 -0400 Subject: [PATCH 47/93] Bugfix template input.master suffix --- segway/run.py | 4 ++-- segway/segway_input_master.py | 3 +++ 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/segway/run.py b/segway/run.py index 2db25512..37b24b07 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2044,7 +2044,7 @@ def save_input_master(self, instance_index=None, new=False): input_master_filename = self.input_master_filename _, input_master_filename_is_new = \ - InputMasterSaver(self)(input_master_filename + ".fromtmpl", + InputMasterSaver(self)(input_master_filename, self.params_dirpath, self.clobber, instance_index) save_input_master(self, input_master_filename, self.params_dirpath, @@ -3231,7 +3231,7 @@ def init_train(self): # input_master_filename_is_new will be wrong input_master_filename, input_master_filename_is_new = \ - InputMasterSaver(self)(self.input_master_filename + ".fromtmpl", + InputMasterSaver(self)(self.input_master_filename, self.params_dirpath, self.clobber) save_input_master(self, input_master_filename, self.params_dirpath, self.clobber) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index fd6a9070..e367e915 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -1418,3 +1418,6 @@ def make_mapping(self): ve_spec = VirtualEvidenceSpec(self) return locals() # dict of vars set in this function + + def __call__(self, filename, *args, **kwargs): + super().__call__(self, filename + ".fromtmpl", *args, **kwargs) From f91348c39e3cbd2f9f1d63989ad6a2734b6cb55f Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 23 May 2024 16:54:26 -0400 Subject: [PATCH 48/93] Undo previous bugfix --- segway/segway_input_master.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index e367e915..fd6a9070 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -1418,6 +1418,3 @@ def make_mapping(self): ve_spec = VirtualEvidenceSpec(self) return locals() # dict of vars set in this function - - def __call__(self, filename, *args, **kwargs): - super().__call__(self, filename + ".fromtmpl", *args, **kwargs) From dd7b63c7bfb8b11a7dfc5e6e55b3492e0bb39b68 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 23 May 2024 16:59:16 -0400 Subject: [PATCH 49/93] Attempt to debug segCountDown_seg_segTransition dimension --- segway/segway_input_master.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index fd6a9070..10c7187c 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -565,7 +565,7 @@ def make_dense_cpt_segCountDown_seg_segTransition(runner): # noqa def make_dense_cpt_segCountDown_seg_segTransition_cpt(runner): probs = make_dense_cpt_segCountDown_seg_segTransition(runner) - res = DenseCPT(probs) + res = DenseCPT(probs, keep_shape=True) if runner.len_seg_strength > 0: res.set_dirichlet_table("segCountDown_seg_segTransition") From edb2074bbbd847756d496061dba1165a3d8d06bd Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 24 May 2024 17:16:40 -0400 Subject: [PATCH 50/93] Remove support for Segway toolkit gamma distribution --- segway/gmtk/input_master.py | 36 ++-------------------- segway/segway_input_master.py | 57 ----------------------------------- 2 files changed, 2 insertions(+), 91 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 39ef1637..67992799 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -256,7 +256,7 @@ class Covar(OneLineKind): class RealMat(OneLineKind): """ - An entry in a Real matrix object. Also used for Gamma real matrices. + An entry in a Real matrix object. __init__ and __str__ methods defined in superclass. """ kind = OBJ_KIND_RM @@ -397,33 +397,6 @@ def __str__(self) -> str: return " ".join([self.mean, self.covar, "matrix_weightscale_1x1"]) -class GammaMC(MC, object): - """ - Attributes: - component_type = COMPONENT_TYPE_GAMMA - min_track: str: value less than a minimum in the track - scale: str: name of RealMat object for scale associated to this MC - shape: str: name of RealMat object for shape associated to this MC - """ - def __init__(self, min_track, scale, shape): - """ - Initialie a single GammaMC object. - :param min_track: value less than a minimum in the trac - :param scale: name of RealMat object for scale associated to this MC - :param scale: name of RealMat object for shape associated to this MC - """ - super().__init__("COMPONENT_TYPE_GAMMA") - self.min_track = min_track - self.scale = scale - self.shape = shape - - def __str__(self) -> str: - """ - Return string representation of this MC object. - """ - return " ".join([self.min_track, self.scale, self.shape]) - - class MX: """ A single mixture (MX) object. @@ -776,10 +749,6 @@ def __init__(self, preamble=INPUT_MASTER_PREAMBLE): self.mc = InlineMCSection(mean=self.mean, covar=self.covar) self.mx = InlineMXSection(dpmf=self.dpmf, mc=self.mc) self.else_input_params = InlineSection(OBJ_KIND_ARBITRARYSTRING) - # TODO: This prints these as separate sections. Will that create - # problems compared to including them in a single section? - self.gamma_scale = InlineSection(OBJ_KIND_RM) - self.gamma_shape = InlineSection(OBJ_KIND_RM) self.real_mat = InlineSection(OBJ_KIND_RM) def __str__(self) -> str: @@ -791,8 +760,7 @@ def __str__(self) -> str: self.dirichlet, self.deterministic_cpt, self.virtual_evidence, self.if_input_params, self.dense_cpt, self.mean, self.covar, self.dpmf, self.mc, - self.mx, self.else_input_params, self.gamma_scale, - self.gamma_shape, self.real_mat] + self.mx, self.else_input_params, self.real_mat] return "\n".join([str(section) for section in sections]) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 10c7187c..1871e5b0 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -364,39 +364,6 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, if USE_MFSDG: input_master.real_mat["matrix_weightscale_1x1"] = RealMat(1.0) - elif distribution == DISTRIBUTION_GAMMA: - - # XXX: another option is to calculate an ML estimate for - # the gamma distribution rather than the ML estimate for the - # mean and converting - - # TODO: Should GammaRealMat be a different class for clarification? - # Should there be further subclasses for shape and scale? - scales = make_scales_data(runner) - shapes = make_shapes_data(runner) - for seg_index in range(num_segs): - seg_name = f"seg{seg_index}" - for subseg_index in range(num_subsegs): - subseg_name = f"subseg{subseg_index}" - for track_index, track_group in enumerate(runner.track_groups): - track_name = track_group[0].name - - # Make GammaRealMat scale (in RealMat) - scale = jitter(scales[track_index], runner.random_state) - rm_scale_name = f"gammascale_{seg_name}_{subseg_name}_{track_name}" - input_master.gamma_scale[rm_scale_name] = RealMat(scale) - - # Make GammaRealMat shape (In RealMat) - shape = jitter(shapes[track_index], runner.random_state) - rm_shape_name = f"gammashape_{seg_name}_{subseg_name}_{track_name}" - input_master.gamma_shape[rm_shape_name] = RealMat(shape) - - # Make GammaMCParam (MC_IN_FILE) - min_track = get_track_lt_min(runner, track_index) - gamma_mc_name = f"mc_gamma_{seg_name}_{subseg_name}_{track_name}" - input_master.mc[gamma_mc_name] = \ - GammaMC(min_track, rm_scale_name, rm_shape_name) - else: raise ValueError("distribution %s not supported" % distribution) @@ -411,7 +378,6 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, subseg_name = f"subseg{subseg_index}" # Mixture model (MX_IN_FILE) - if runner.num_mix_components == 1: dpmf_name = "dpmf_always" else: @@ -629,29 +595,6 @@ def make_covar_data(runner): return vstack_tile(runner.vars, runner.num_segs, runner.num_subsegs) -def make_scales_data(runner): - return runner.vars / runner.means - - -def make_shapes_data(runner): - return (runner.means ** 2) / runner.vars - - -def get_track_lt_min(runner, track_index): - """ - return a value less than the minimum in a track - """ - # TODO: Still refactor? (copied comment from original) - min_track = runner.mins[track_index] - - # fudge by a small amount - # TODO: Does this still need to be restored after GMTK issues are fixed? - # (copied comment) from original - min_track_f32 = float32(min_track) - assert (min_track_f32 - float32(ABSOLUTE_FUDGE) != min_track_f32) - return min_track_f32 - ABSOLUTE_FUDGE - - class ParamSpec(object): """ base class for parameter specifications used in input.master files From ec4ba8d8f9d43b8e4ce71b87cf52bbf26ab93a3e Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 24 May 2024 17:17:22 -0400 Subject: [PATCH 51/93] Bugfix removing Gamma distribution --- segway/segway_input_master.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 1871e5b0..16761d6c 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -26,7 +26,7 @@ VIRTUAL_EVIDENCE_LIST_FILENAME) from .gmtk.input_master import (ArbitraryString, DecisionTree, DenseCPT, DeterministicCPT, DiagGaussianMC, - DirichletTable, DPMF, GammaMC, InputMaster, + DirichletTable, DPMF, InputMaster, MissingFeatureDiagGaussianMC, MX, RealMat) # NB: Currently Segway relies on older (Numpy < 1.14) printed representations From 5035df774efc8edd70fc6f7bed02639095a19e27 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 13:31:04 -0400 Subject: [PATCH 52/93] Add preprocessor condition on VIRTUAL_EVIDENCE --- segway/segway_input_master.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 16761d6c..55cb6011 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -421,10 +421,14 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # line type supports only array-like data if runner.virtual_evidence: virtual_evidence = \ -f"""VE_CPT_IN_FILE inline +f""" +#if VIRTUAL_EVIDENCE == 1 +VE_CPT_IN_FILE inline 1 0 seg_virtualEvidence 1 {num_segs} 2 {VIRTUAL_EVIDENCE_LIST_FILENAME} nfs:{num_segs} nis:0 fmt:ascii END + +#endif """ input_master.virtual_evidence["virtualEvidence"] = \ ArbitraryString(virtual_evidence) From 0ebf3a10d3337ec88d542832d0c190245039a1ce Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 13:44:42 -0400 Subject: [PATCH 53/93] Add keep_shape for Dirichlet Table --- segway/gmtk/input_master.py | 2 +- segway/segway_input_master.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 67992799..d5ef84df 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -111,7 +111,7 @@ def set_dirichlet_table(self, dirichlet_name) -> str: """ self.dirichlet_name = dirichlet_name - def get_header_info(self, dirichlet_name = None) -> str: + def get_header_info(self) -> str: """ Return multidimensional array header with dimensions. If the dirichlet_name attribute was set, include an additional line diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 55cb6011..0cd47b1d 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -267,7 +267,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, pseudocounts = (probs * pseudocounts_per_row).astype(int) input_master.dirichlet["dirichlet_segCountDown_seg_segTransition"] = \ - DirichletTable(pseudocounts) + DirichletTable(pseudocounts, keep_shape=True) # Deterministic CPTs input_master.deterministic_cpt["seg_segCountDown"] = \ From 904cb4223590a7546291de0c84f83647bc3e5936 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 13:49:12 -0400 Subject: [PATCH 54/93] Fix get_header_info for Dirichlet Tables --- segway/gmtk/input_master.py | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index d5ef84df..e54721d9 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -187,6 +187,16 @@ class DirichletTable(MultiDimArray): """ kind = OBJ_KIND_DIRICHLETTAB + def get_header_info(self) -> str: + """ + Return number of parents, cardinality line, for header in + input.master section. + """ + line = [str(len(self.shape))] # number of parents + cardinality_line = map(str, self.shape) + line.append(" ".join(cardinality_line)) # cardinalities + return " ".join(line) + class NameCollection(list): """ From 3d47d64cff6646eeda537fb1a80a3f8ad7178ad3 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 14:51:00 -0400 Subject: [PATCH 55/93] Remove calls to InputMasterSaver class --- segway/run.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/segway/run.py b/segway/run.py index 37b24b07..e566fdd4 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2043,10 +2043,10 @@ def save_input_master(self, instance_index=None, new=False): else: input_master_filename = self.input_master_filename - _, input_master_filename_is_new = \ - InputMasterSaver(self)(input_master_filename, - self.params_dirpath, self.clobber, - instance_index) + # _, input_master_filename_is_new = \ + # InputMasterSaver(self)(input_master_filename, + # self.params_dirpath, self.clobber, + # instance_index) save_input_master(self, input_master_filename, self.params_dirpath, self.clobber, instance_index) @@ -3230,9 +3230,9 @@ def init_train(self): # must be before file creation. Otherwise # input_master_filename_is_new will be wrong - input_master_filename, input_master_filename_is_new = \ - InputMasterSaver(self)(self.input_master_filename, - self.params_dirpath, self.clobber) + # input_master_filename, input_master_filename_is_new = \ + # InputMasterSaver(self)(self.input_master_filename, + # self.params_dirpath, self.clobber) save_input_master(self, input_master_filename, self.params_dirpath, self.clobber) From cfb36e00afadaddb634879992a06d96d3b17802e Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 14:59:13 -0400 Subject: [PATCH 56/93] Attempt to fix filename creation --- segway/run.py | 22 ++++++++++++++++++---- 1 file changed, 18 insertions(+), 4 deletions(-) diff --git a/segway/run.py b/segway/run.py index e566fdd4..45b3c05d 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2047,8 +2047,15 @@ def save_input_master(self, instance_index=None, new=False): # InputMasterSaver(self)(input_master_filename, # self.params_dirpath, self.clobber, # instance_index) - save_input_master(self, input_master_filename, self.params_dirpath, - self.clobber, instance_index) + if input_master_filename: + is_new = self.clobber or not Path(input_master_filename).exists() + else: + input_master_filename = make_default_filename(input_master_filename, self.params_dirpath, instance_index) + is_new = True + + if is_new: + save_input_master(self, input_master_filename, self.params_dirpath, + self.clobber, instance_index) def load_supervision(self): # The semi-supervised mode changes the DBN structure so there is an @@ -3233,8 +3240,15 @@ def init_train(self): # input_master_filename, input_master_filename_is_new = \ # InputMasterSaver(self)(self.input_master_filename, # self.params_dirpath, self.clobber) - save_input_master(self, input_master_filename, self.params_dirpath, - self.clobber) + if self.input_master_filename: + is_new = self.clobber or not Path(self.input_master_filename).exists() + else: + input_master_filename = make_default_filename(self.input_master_filename, self.params_dirpath, None) + is_new = True + + if is_new: + save_input_master(self, input_master_filename, self.params_dirpath, + self.clobber, None) self.input_master_filename = input_master_filename From e5f55643684e5d962e5d758d3e0c24a229c254a9 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 15:03:43 -0400 Subject: [PATCH 57/93] Hardcode input.master.tmpl resource name --- segway/run.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/segway/run.py b/segway/run.py index 45b3c05d..6e69f701 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2050,7 +2050,7 @@ def save_input_master(self, instance_index=None, new=False): if input_master_filename: is_new = self.clobber or not Path(input_master_filename).exists() else: - input_master_filename = make_default_filename(input_master_filename, self.params_dirpath, instance_index) + input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, instance_index) is_new = True if is_new: @@ -3243,7 +3243,7 @@ def init_train(self): if self.input_master_filename: is_new = self.clobber or not Path(self.input_master_filename).exists() else: - input_master_filename = make_default_filename(self.input_master_filename, self.params_dirpath, None) + input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, None) is_new = True if is_new: From 2520f26364dd98e9511b37152c65e59c7ab26f23 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 15:04:44 -0400 Subject: [PATCH 58/93] Bugfix new file creation --- segway/run.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/segway/run.py b/segway/run.py index 6e69f701..58010da6 100644 --- a/segway/run.py +++ b/segway/run.py @@ -3269,7 +3269,7 @@ def init_train(self): self.random_state = RandomState(instance_random_seed) self.save_input_master(index, True) - if not input_master_filename_is_new: + if not is_new: # do not overwrite existing file input_master_filename = None From ae9d1ee3903c0431d5bb9e7d6f2fbc6b617de6ae Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 15:45:02 -0400 Subject: [PATCH 59/93] Bugfix filename assignment --- segway/run.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/segway/run.py b/segway/run.py index 58010da6..f565bc09 100644 --- a/segway/run.py +++ b/segway/run.py @@ -3243,15 +3243,13 @@ def init_train(self): if self.input_master_filename: is_new = self.clobber or not Path(self.input_master_filename).exists() else: - input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, None) + self.input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, None) is_new = True if is_new: - save_input_master(self, input_master_filename, self.params_dirpath, + save_input_master(self, self.input_master_filename, self.params_dirpath, self.clobber, None) - self.input_master_filename = input_master_filename - # save file locations to tab-delimited file self.save_tab_file(self, TRAIN_OPTION_TYPES, TRAIN_FILEBASENAME) From 853531f29c08841087cad82cc1beb597810d01c7 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 16:15:08 -0400 Subject: [PATCH 60/93] Add header and footers to sections for preprocessor conditions --- segway/gmtk/input_master.py | 53 ++++++++++++++++++++++++++--------- segway/segway_input_master.py | 42 +++++++++++++-------------- 2 files changed, 59 insertions(+), 36 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index e54721d9..21109c4c 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -539,8 +539,12 @@ class Section(dict): Key: name of GMTK object Value: GMTK object Attributes: - kind: str: specifies the kind of GMTK object - (default assumes that `self` has no kind) + kind: str: specifies the kind of GMTK object (default assumes that + `self` has no kind) + line_before: str: string to print before the section, often a + preprocessor rule + line_after: str: string to print after the section, often a + preprocessor rule """ def __init__(self, kind: Optional[str] = None): """ @@ -548,6 +552,8 @@ def __init__(self, kind: Optional[str] = None): """ super().__init__() self.kind = kind + self.line_before = None + self.line_after = None def __setitem__( self, @@ -591,16 +597,24 @@ def __str__(self) -> str: if len(self) == 0: return "" + # if line_before is set, use it to begin the section's lines + if self.line_before is not None: + lines = [self.line_before] + # if stored items are arbitrary strings, return them out without # any additional formatting. Otherwise, apply formatting if self.kind == OBJ_KIND_ARBITRARYSTRING: - lines = self.get_unformatted_lines() + lines += self.get_unformatted_lines() else: - lines = self.get_formatted_lines() + lines += self.get_formatted_lines() + + # if line_after is set, use it to end the section's lines + if self.line_after is not None: + lines += [self.line_after] return "\n".join(lines + [""]) - def get_formatted_lines(self) -> str: + def get_formatted_lines(self) -> List[str]: """ Format the GMTK objects with a section header and object headers """ @@ -621,7 +635,7 @@ def get_formatted_lines(self) -> str: return lines - def get_unformatted_lines(self) -> str: + def get_unformatted_lines(self) -> List[str]: """ Extract the string representation of all GMTK objects, with no headers or additional formatting. Intended for representing @@ -655,8 +669,12 @@ def __str__(self) -> str: """ if len(self) == 0: return "" + + # if line_before is set, use it to begin the section's lines + if self.line_before is not None: + lines = [self.line_before] - lines = self.get_header_lines() + lines += self.get_header_lines() for index, (name, obj) in enumerate(list(self.items())): # check if dimension of Mean and Covar of this MC are the same mean_ndim = len(self.mean[obj.mean]) @@ -673,6 +691,10 @@ def __str__(self) -> str: obj_line.append(str(obj)) lines.append(" ".join(obj_line)) + # if line_after is set, use it to end the section's lines + if self.line_after is not None: + lines += [self.line_after] + return "\n".join(lines + [""]) @@ -702,8 +724,12 @@ def __str__(self) -> str: """ if len(self) == 0: return "" + + # if line_before is set, use it to begin the section's lines + if self.line_before is not None: + lines = [self.line_before] - lines = self.get_header_lines() + lines += self.get_header_lines() for index, (name, obj) in enumerate(list(self.items())): # Assert number of components is equal to length of DPMF dpmf_ndim = len(self.dpmf[obj.dpmf]) @@ -720,6 +746,10 @@ def __str__(self) -> str: # string representation of this MX object lines.append(" ".join(obj_line)) + # if line_after is set, use it to end the section's lines + if self.line_after is not None: + lines += [self.line_after] + return "\n".join(lines + [""]) @@ -751,14 +781,12 @@ def __init__(self, preamble=INPUT_MASTER_PREAMBLE): self.dirichlet = InlineSection(OBJ_KIND_DIRICHLETTAB) self.deterministic_cpt = InlineSection(OBJ_KIND_DETERMINISTICCPT) self.virtual_evidence = InlineSection(OBJ_KIND_ARBITRARYSTRING) - self.if_input_params = InlineSection(OBJ_KIND_ARBITRARYSTRING) self.dense_cpt = InlineSection(OBJ_KIND_DENSECPT) self.mean = InlineSection(OBJ_KIND_MEAN) self.covar = InlineSection(OBJ_KIND_COVAR) self.dpmf = InlineSection(OBJ_KIND_DPMF) self.mc = InlineMCSection(mean=self.mean, covar=self.covar) self.mx = InlineMXSection(dpmf=self.dpmf, mc=self.mc) - self.else_input_params = InlineSection(OBJ_KIND_ARBITRARYSTRING) self.real_mat = InlineSection(OBJ_KIND_RM) def __str__(self) -> str: @@ -768,9 +796,8 @@ def __str__(self) -> str: """ sections = [self.preamble, self.dt, self.name_collection, self.dirichlet, self.deterministic_cpt, - self.virtual_evidence, self.if_input_params, - self.dense_cpt, self.mean, self.covar, self.dpmf, self.mc, - self.mx, self.else_input_params, self.real_mat] + self.virtual_evidence, self.dense_cpt, self.mean, + self.covar, self.dpmf, self.mc, self.mx, self.real_mat] return "\n".join([str(section) for section in sections]) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 0cd47b1d..e2ee28f8 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -295,6 +295,8 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, assert (runner.supervision_type == SUPERVISION_SUPERVISED or runner.supervision_type == SUPERVISION_UNSUPERVISED) + # DenseCPT begins the block conditional on INPUT_PARAMS_FILENAME + input_master.dense_cpt.line_before = "#ifndef INPUT_PARAMS_FILENAME" # Dense CPTs num_segs = runner.num_segs num_subsegs = runner.num_subsegs @@ -399,6 +401,21 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # Name Collection (NAME_COLLECTION_IN_LINE) input_master.name_collection[name_collection_name] = \ name_collection_items + + # Mixture collection ends the block conditional on INPUT_PARAMS_FILENAME + input_master.mx.line_after = \ +""" +#else + +DENSE_CPT_IN_FILE INPUT_PARAMS_FILENAME ascii +MEAN_IN_FILE INPUT_PARAMS_FILENAME ascii +COVAR_IN_FILE INPUT_PARAMS_FILENAME ascii +DPMF_IN_FILE INPUT_PARAMS_FILENAME ascii +MC_IN_FILE INPUT_PARAMS_FILENAME ascii +MX_IN_FILE INPUT_PARAMS_FILENAME ascii + +#endif +""" # DPMF (DPMF_IN_FILE) if runner.num_mix_components == 1: @@ -422,36 +439,15 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, if runner.virtual_evidence: virtual_evidence = \ f""" -#if VIRTUAL_EVIDENCE == 1 VE_CPT_IN_FILE inline 1 0 seg_virtualEvidence 1 {num_segs} 2 {VIRTUAL_EVIDENCE_LIST_FILENAME} nfs:{num_segs} nis:0 fmt:ascii END - -#endif """ input_master.virtual_evidence["virtualEvidence"] = \ ArbitraryString(virtual_evidence) - - # if condition on INPUT_PARAMS_FILENAME - if_input_params_clause = "#ifndef INPUT_PARAMS_FILENAME" - else_input_params_clause = \ -""" -#else - -DENSE_CPT_IN_FILE INPUT_PARAMS_FILENAME ascii -MEAN_IN_FILE INPUT_PARAMS_FILENAME ascii -COVAR_IN_FILE INPUT_PARAMS_FILENAME ascii -DPMF_IN_FILE INPUT_PARAMS_FILENAME ascii -MC_IN_FILE INPUT_PARAMS_FILENAME ascii -MX_IN_FILE INPUT_PARAMS_FILENAME ascii - -#endif -""" - input_master.if_input_params["if_clause"] = \ - ArbitraryString(if_input_params_clause) - input_master.else_input_params["else_clause"] = \ - ArbitraryString(else_input_params_clause) + input_master.virtual_evidence.line_before = "#if VIRTUAL_EVIDENCE == 1" + input_master.virtual_evidence.line_after = "#endif" if not input_master_filename: input_master_filename = \ From 44d22557bb7f9d8c87a63fa154d4339f18d09350 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 16:17:04 -0400 Subject: [PATCH 61/93] Bugfix line_before --- segway/gmtk/input_master.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 21109c4c..1fdaccf7 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -598,8 +598,9 @@ def __str__(self) -> str: return "" # if line_before is set, use it to begin the section's lines + lines = [] if self.line_before is not None: - lines = [self.line_before] + lines += [self.line_before] # if stored items are arbitrary strings, return them out without # any additional formatting. Otherwise, apply formatting @@ -671,8 +672,9 @@ def __str__(self) -> str: return "" # if line_before is set, use it to begin the section's lines + lines = [] if self.line_before is not None: - lines = [self.line_before] + lines += [self.line_before] lines += self.get_header_lines() for index, (name, obj) in enumerate(list(self.items())): @@ -726,8 +728,9 @@ def __str__(self) -> str: return "" # if line_before is set, use it to begin the section's lines + lines = [] if self.line_before is not None: - lines = [self.line_before] + lines += [self.line_before] lines += self.get_header_lines() for index, (name, obj) in enumerate(list(self.items())): From 00a419a44766dfeef46a7fb9a822b471f5e44063 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 16:46:16 -0400 Subject: [PATCH 62/93] Add VirtualEvidence class --- segway/gmtk/input_master.py | 43 ++++++++++++++++++++++++++++++----- segway/segway_input_master.py | 12 +++++----- 2 files changed, 43 insertions(+), 12 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 1fdaccf7..10337219 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -229,7 +229,7 @@ def get_header_info(self) -> str: return str(len(self)) -class OneLineKind(Array): +class OneLineArray(Array): """ An abstract Python class acting as the parent for Python classes representing Array-like GMTK kinds that have one-line string @@ -248,7 +248,7 @@ def get_header_info(self) -> str: return " ".join(line) -class Mean(OneLineKind): +class Mean(OneLineArray): """ A single Mean object. __init__ and __str__ methods defined in superclass. @@ -256,7 +256,7 @@ class Mean(OneLineKind): kind = OBJ_KIND_MEAN -class Covar(OneLineKind): +class Covar(OneLineArray): """ A single Covar object. __init__ and __str__ methods defined in superclass. @@ -264,7 +264,7 @@ class Covar(OneLineKind): kind = OBJ_KIND_COVAR -class RealMat(OneLineKind): +class RealMat(OneLineArray): """ An entry in a Real matrix object. __init__ and __str__ methods defined in superclass. @@ -280,6 +280,36 @@ def get_header_info(self) -> str: line = [str(len(self)), "1"] # dimension, additional value line.append(array2text(self)) # array values return " ".join(line) + + +class VirtualEvidence: + """ + A Virtual Evidence object, with syntax inferred from the input.master + template implementation. + Intended to be printed as one line. + Attributes: + num_segs: int: number of segments for this Virtual Evidence + ve_list_filename: str: filename (or C preprocessor macro) containing + the Virtual Evidence list + """ + kind = OBJ_KIND_VECPT + + def __init__(self, num_segs: int, ve_list_filename): + """ + Initialize a sinlge Virtual Evidence object. + :param num_segs: int: number of segments + :param ve_list_filename: str: filename containing Virtual Evidence list + """ + self.num_segs = num_segs + self.ve_list_filename = ve_list_filename + + def get_header_info(self) -> str: + """ + Return string representation of own information, for header in + input.master section. + """ + + return f"1 {self.num_segs} 2 {self.ve_list_filename} nfs:{self.num_segs} nis:0 fmt:ascii END" # These types must be defined before they are referenced, so these constants @@ -316,7 +346,7 @@ def convert( return cls(value) -class DPMF(OneLineKind): +class DPMF(OneLineArray): """ A single DPMF object. """ @@ -631,7 +661,8 @@ def get_formatted_lines(self) -> List[str]: lines.append(" ".join(obj_header).rstrip()) # If not one line kind, write the object's remaining lines - if not isinstance(value, OneLineKind): + if not (isinstance(value, OneLineArray) or + isinstance(value, VirtualEvidence)): lines.append(str(value)) return lines diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index e2ee28f8..41b7a2ec 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -24,10 +24,10 @@ SUPERVISION_SUPERVISED, SUPERVISION_UNSUPERVISED, USE_MFSDG, VIRTUAL_EVIDENCE_LIST_FILENAME) -from .gmtk.input_master import (ArbitraryString, DecisionTree, DenseCPT, - DeterministicCPT, DiagGaussianMC, - DirichletTable, DPMF, InputMaster, - MissingFeatureDiagGaussianMC, MX, RealMat) +from .gmtk.input_master import (DecisionTree, DenseCPT, DeterministicCPT, + DiagGaussianMC, DirichletTable, DPMF, + InputMaster, MissingFeatureDiagGaussianMC, MX, + RealMat, VirtualEvidence) # NB: Currently Segway relies on older (Numpy < 1.14) printed representations # of scalars and vectors in the parameter output. By default in newer (> 1.14) @@ -444,8 +444,8 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, 0 seg_virtualEvidence 1 {num_segs} 2 {VIRTUAL_EVIDENCE_LIST_FILENAME} nfs:{num_segs} nis:0 fmt:ascii END """ - input_master.virtual_evidence["virtualEvidence"] = \ - ArbitraryString(virtual_evidence) + input_master.virtual_evidence["seg_virtualEvidence"] = \ + VirtualEvidence(num_segs, VIRTUAL_EVIDENCE_LIST_FILENAME) input_master.virtual_evidence.line_before = "#if VIRTUAL_EVIDENCE == 1" input_master.virtual_evidence.line_after = "#endif" From 380ed43f25f5425b105248a317bb06ce5f86b1f3 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 16:47:51 -0400 Subject: [PATCH 63/93] Fix type of VirtualEvidence section --- segway/gmtk/input_master.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 10337219..6e554f4f 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -814,7 +814,7 @@ def __init__(self, preamble=INPUT_MASTER_PREAMBLE): self.name_collection = InlineSection(OBJ_KIND_NAMECOLLECTION) self.dirichlet = InlineSection(OBJ_KIND_DIRICHLETTAB) self.deterministic_cpt = InlineSection(OBJ_KIND_DETERMINISTICCPT) - self.virtual_evidence = InlineSection(OBJ_KIND_ARBITRARYSTRING) + self.virtual_evidence = InlineSection(OBJ_KIND_VECPT) self.dense_cpt = InlineSection(OBJ_KIND_DENSECPT) self.mean = InlineSection(OBJ_KIND_MEAN) self.covar = InlineSection(OBJ_KIND_COVAR) From ff66b3e160928beb205d2477f17465ada876bdeb Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 27 May 2024 16:49:55 -0400 Subject: [PATCH 64/93] Cleanup VirtualEvidence string --- segway/segway_input_master.py | 7 ------- 1 file changed, 7 deletions(-) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 41b7a2ec..558dc9e3 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -437,13 +437,6 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # TODO: This is a hardcoded string rather than a custom type as the one # line type supports only array-like data if runner.virtual_evidence: - virtual_evidence = \ -f""" -VE_CPT_IN_FILE inline -1 - -0 seg_virtualEvidence 1 {num_segs} 2 {VIRTUAL_EVIDENCE_LIST_FILENAME} nfs:{num_segs} nis:0 fmt:ascii END -""" input_master.virtual_evidence["seg_virtualEvidence"] = \ VirtualEvidence(num_segs, VIRTUAL_EVIDENCE_LIST_FILENAME) input_master.virtual_evidence.line_before = "#if VIRTUAL_EVIDENCE == 1" From f57ff1faed1e20e30adf3a8e9557c7c2795918ed Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 29 May 2024 17:36:35 -0400 Subject: [PATCH 65/93] Minor code cleanup --- segway/gmtk/input_master.py | 6 +----- segway/segway_input_master.py | 9 +++------ 2 files changed, 4 insertions(+), 11 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 6e554f4f..1de3d9e3 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -5,10 +5,6 @@ from numpy import array, asarray, empty, ndarray, squeeze -INPUT_MASTER_PREAMBLE = \ - """#define COMPONENT_TYPE_DIAG_GAUSSIAN 0""" - - COMPONENT_TYPE_DIAG_GAUSSIAN = 0 OBJ_KIND_MEAN = "MEAN" OBJ_KIND_COVAR = "COVAR" @@ -804,7 +800,7 @@ class InputMaster: input master """ - def __init__(self, preamble=INPUT_MASTER_PREAMBLE): + def __init__(self, preamble=""): """ Initialize InputMaster instance with empty attributes (InlineSection and its subclasses). diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 558dc9e3..a654416b 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -169,9 +169,6 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, Save the input.master file using the GMTK API. """ - # Initialize InputMaster option - input_master = InputMaster() - # Preamble include_filename = runner.gmtk_include_filename_relative card_seg = runner.num_segs @@ -183,7 +180,9 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, #endif """ - input_master.preamble = segway_preamble + + # Initialize InputMaster option + input_master = InputMaster(preamble=segway_preamble) # Decision Trees (DT_IN_FILE) segCountDown_tree = make_segCountDown_tree(runner) @@ -434,8 +433,6 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, DPMF.uniform_from_shape(runner.num_mix_components) # Virtual Evidence (VE_CPT_IN_FILE) - # TODO: This is a hardcoded string rather than a custom type as the one - # line type supports only array-like data if runner.virtual_evidence: input_master.virtual_evidence["seg_virtualEvidence"] = \ VirtualEvidence(num_segs, VIRTUAL_EVIDENCE_LIST_FILENAME) From 9b376e81e03bac79c8a03967640f9260959c2b73 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 30 May 2024 16:27:10 -0400 Subject: [PATCH 66/93] Move testing to generate input.master into save_input_master --- segway/run.py | 22 ++++------------------ segway/segway_input_master.py | 22 +++++++++++++++++++--- 2 files changed, 23 insertions(+), 21 deletions(-) diff --git a/segway/run.py b/segway/run.py index f565bc09..8310ca1d 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2047,15 +2047,8 @@ def save_input_master(self, instance_index=None, new=False): # InputMasterSaver(self)(input_master_filename, # self.params_dirpath, self.clobber, # instance_index) - if input_master_filename: - is_new = self.clobber or not Path(input_master_filename).exists() - else: - input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, instance_index) - is_new = True - - if is_new: - save_input_master(self, input_master_filename, self.params_dirpath, - self.clobber, instance_index) + save_input_master(self, input_master_filename, self.params_dirpath, + instance_index) def load_supervision(self): # The semi-supervised mode changes the DBN structure so there is an @@ -3240,15 +3233,8 @@ def init_train(self): # input_master_filename, input_master_filename_is_new = \ # InputMasterSaver(self)(self.input_master_filename, # self.params_dirpath, self.clobber) - if self.input_master_filename: - is_new = self.clobber or not Path(self.input_master_filename).exists() - else: - self.input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, None) - is_new = True - - if is_new: - save_input_master(self, self.input_master_filename, self.params_dirpath, - self.clobber, None) + save_input_master(self, self.input_master_filename, self.params_dirpath, + None) # save file locations to tab-delimited file self.save_tab_file(self, TRAIN_OPTION_TYPES, TRAIN_FILEBASENAME) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index a654416b..6b89b82a 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -10,6 +10,7 @@ from math import frexp, ldexp from string import Template import sys +from path import Path from genomedata._util import fill_array from numpy import (array, empty, float32, outer, set_printoptions, sqrt, tile, @@ -17,7 +18,7 @@ from six.moves import map, range from ._util import (copy_attrs, data_string, DISTRIBUTION_ASINH_NORMAL, - DISTRIBUTION_GAMMA, DISTRIBUTION_NORM, + DISTRIBUTION_GAMMA, DISTRIBUTION_NORM, extjoin_not_none, make_default_filename, OFFSET_END, OFFSET_START, OFFSET_STEP, resource_substitute, Saver, SEGWAY_ENCODING, SUPERVISION_SEMISUPERVISED, @@ -72,7 +73,8 @@ # TODO[PY2-EOL]: remove ROUND_NDIGITS = 12 -INPUT_MASTER_NAME = "input.master.tmpl" +INPUT_MASTER_PREFIX = "input" +INPUT_MASTER_EXT = "master" def vstack_tile(array_like, *reps): @@ -164,10 +166,24 @@ def jitter_cell(cell, random_state): def save_input_master(runner, input_master_filename, params_dirpath=None, - clobber=False, instance_index=None): + instance_index=None): """ Save the input.master file using the GMTK API. """ + # Determine if the given input.master file already exits. + # If input_master_filename is None, use the default name input.master + if input_master_filename: + is_new = runner.clobber or not Path(input_master_filename).exists() + else: + input_master_filebasename = \ + extjoin_not_none(INPUT_MASTER_PREFIX, instance_index, INPUT_MASTER_EXT) + input_master_filename = Path(runner.params_dirpath) / input_master_filebasename + is_new = True + + # If the input.master file already exits, do not create it and exit + if not is_new: + return + # Otherwise, create the new input.master file # Preamble include_filename = runner.gmtk_include_filename_relative From 588996230953ea01f370115a1dbf27a63bb51fd6 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 30 May 2024 16:30:34 -0400 Subject: [PATCH 67/93] Re-add INPUT_MASTER_FILENAME --- segway/segway_input_master.py | 1 + 1 file changed, 1 insertion(+) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 6b89b82a..5f774a37 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -73,6 +73,7 @@ # TODO[PY2-EOL]: remove ROUND_NDIGITS = 12 +INPUT_MASTER_FILENAME = "input.master.tmpl" INPUT_MASTER_PREFIX = "input" INPUT_MASTER_EXT = "master" From b02316b3d290843c238c637270ee7b188af547b6 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 30 May 2024 16:34:54 -0400 Subject: [PATCH 68/93] Fix exported filename --- segway/segway_input_master.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 5f774a37..1fd665be 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -73,7 +73,7 @@ # TODO[PY2-EOL]: remove ROUND_NDIGITS = 12 -INPUT_MASTER_FILENAME = "input.master.tmpl" +INPUT_MASTER_NAME = "input.master.tmpl" INPUT_MASTER_PREFIX = "input" INPUT_MASTER_EXT = "master" From d096ea20b6c80f7ee5e37d291c888047a8f8ee3f Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 30 May 2024 16:40:12 -0400 Subject: [PATCH 69/93] Bugfix code change --- segway/run.py | 4 ---- segway/segway_input_master.py | 7 +++++-- 2 files changed, 5 insertions(+), 6 deletions(-) diff --git a/segway/run.py b/segway/run.py index 8310ca1d..92c64beb 100644 --- a/segway/run.py +++ b/segway/run.py @@ -3253,10 +3253,6 @@ def init_train(self): self.random_state = RandomState(instance_random_seed) self.save_input_master(index, True) - if not is_new: - # do not overwrite existing file - input_master_filename = None - def get_thread_run_func(self): if len(self.num_segs_range) > 1 or self.num_instances > 1: return self.run_train_multithread diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index 1fd665be..c59c0bd9 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -167,9 +167,10 @@ def jitter_cell(cell, random_state): def save_input_master(runner, input_master_filename, params_dirpath=None, - instance_index=None): + instance_index=None) -> bool: """ Save the input.master file using the GMTK API. + Returns if the input.master file is new (was newly created or already existed) """ # Determine if the given input.master file already exits. # If input_master_filename is None, use the default name input.master @@ -183,7 +184,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # If the input.master file already exits, do not create it and exit if not is_new: - return + return False # Otherwise, create the new input.master file # Preamble @@ -463,6 +464,8 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.save(input_master_filename) + return True + def make_segCountDown_tree(runner): num_segs = runner.num_segs From a038925a4b04cc1d8d957792cf6fba9496b3ed6a Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 30 May 2024 16:52:10 -0400 Subject: [PATCH 70/93] Attempt to bugfix input_master_filename --- segway/segway_input_master.py | 11 +++-------- 1 file changed, 3 insertions(+), 8 deletions(-) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index c59c0bd9..d4a17855 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -177,9 +177,9 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, if input_master_filename: is_new = runner.clobber or not Path(input_master_filename).exists() else: - input_master_filebasename = \ - extjoin_not_none(INPUT_MASTER_PREFIX, instance_index, INPUT_MASTER_EXT) - input_master_filename = Path(runner.params_dirpath) / input_master_filebasename + input_master_filename = make_default_filename(INPUT_MASTER_NAME, + params_dirpath, + instance_index) is_new = True # If the input.master file already exits, do not create it and exit @@ -457,11 +457,6 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.virtual_evidence.line_before = "#if VIRTUAL_EVIDENCE == 1" input_master.virtual_evidence.line_after = "#endif" - if not input_master_filename: - input_master_filename = \ - make_default_filename(input_master_filename, params_dirpath, - instance_index) - input_master.save(input_master_filename) return True From 97d75cf3089c285451708b01a62ed92d5d7b30a9 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 30 May 2024 17:04:22 -0400 Subject: [PATCH 71/93] Undo attempted changes from today --- segway/run.py | 26 ++++---------------------- segway/segway_input_master.py | 29 ++++++++++++++++++++++------- 2 files changed, 26 insertions(+), 29 deletions(-) diff --git a/segway/run.py b/segway/run.py index f565bc09..92c64beb 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2047,15 +2047,8 @@ def save_input_master(self, instance_index=None, new=False): # InputMasterSaver(self)(input_master_filename, # self.params_dirpath, self.clobber, # instance_index) - if input_master_filename: - is_new = self.clobber or not Path(input_master_filename).exists() - else: - input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, instance_index) - is_new = True - - if is_new: - save_input_master(self, input_master_filename, self.params_dirpath, - self.clobber, instance_index) + save_input_master(self, input_master_filename, self.params_dirpath, + instance_index) def load_supervision(self): # The semi-supervised mode changes the DBN structure so there is an @@ -3240,15 +3233,8 @@ def init_train(self): # input_master_filename, input_master_filename_is_new = \ # InputMasterSaver(self)(self.input_master_filename, # self.params_dirpath, self.clobber) - if self.input_master_filename: - is_new = self.clobber or not Path(self.input_master_filename).exists() - else: - self.input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, None) - is_new = True - - if is_new: - save_input_master(self, self.input_master_filename, self.params_dirpath, - self.clobber, None) + save_input_master(self, self.input_master_filename, self.params_dirpath, + None) # save file locations to tab-delimited file self.save_tab_file(self, TRAIN_OPTION_TYPES, TRAIN_FILEBASENAME) @@ -3267,10 +3253,6 @@ def init_train(self): self.random_state = RandomState(instance_random_seed) self.save_input_master(index, True) - if not is_new: - # do not overwrite existing file - input_master_filename = None - def get_thread_run_func(self): if len(self.num_segs_range) > 1 or self.num_instances > 1: return self.run_train_multithread diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index a654416b..d4a17855 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -10,6 +10,7 @@ from math import frexp, ldexp from string import Template import sys +from path import Path from genomedata._util import fill_array from numpy import (array, empty, float32, outer, set_printoptions, sqrt, tile, @@ -17,7 +18,7 @@ from six.moves import map, range from ._util import (copy_attrs, data_string, DISTRIBUTION_ASINH_NORMAL, - DISTRIBUTION_GAMMA, DISTRIBUTION_NORM, + DISTRIBUTION_GAMMA, DISTRIBUTION_NORM, extjoin_not_none, make_default_filename, OFFSET_END, OFFSET_START, OFFSET_STEP, resource_substitute, Saver, SEGWAY_ENCODING, SUPERVISION_SEMISUPERVISED, @@ -73,6 +74,8 @@ ROUND_NDIGITS = 12 INPUT_MASTER_NAME = "input.master.tmpl" +INPUT_MASTER_PREFIX = "input" +INPUT_MASTER_EXT = "master" def vstack_tile(array_like, *reps): @@ -164,10 +167,25 @@ def jitter_cell(cell, random_state): def save_input_master(runner, input_master_filename, params_dirpath=None, - clobber=False, instance_index=None): + instance_index=None) -> bool: """ Save the input.master file using the GMTK API. + Returns if the input.master file is new (was newly created or already existed) """ + # Determine if the given input.master file already exits. + # If input_master_filename is None, use the default name input.master + if input_master_filename: + is_new = runner.clobber or not Path(input_master_filename).exists() + else: + input_master_filename = make_default_filename(INPUT_MASTER_NAME, + params_dirpath, + instance_index) + is_new = True + + # If the input.master file already exits, do not create it and exit + if not is_new: + return False + # Otherwise, create the new input.master file # Preamble include_filename = runner.gmtk_include_filename_relative @@ -439,13 +457,10 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.virtual_evidence.line_before = "#if VIRTUAL_EVIDENCE == 1" input_master.virtual_evidence.line_after = "#endif" - if not input_master_filename: - input_master_filename = \ - make_default_filename(input_master_filename, params_dirpath, - instance_index) - input_master.save(input_master_filename) + return True + def make_segCountDown_tree(runner): num_segs = runner.num_segs From 9c26a70f9c392b28e14fc79d98a244ebc041ac60 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 30 May 2024 17:22:52 -0400 Subject: [PATCH 72/93] Revert changes from today --- segway/run.py | 26 ++++++++++++++++++++++---- segway/segway_input_master.py | 29 +++++++---------------------- 2 files changed, 29 insertions(+), 26 deletions(-) diff --git a/segway/run.py b/segway/run.py index 92c64beb..f565bc09 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2047,8 +2047,15 @@ def save_input_master(self, instance_index=None, new=False): # InputMasterSaver(self)(input_master_filename, # self.params_dirpath, self.clobber, # instance_index) - save_input_master(self, input_master_filename, self.params_dirpath, - instance_index) + if input_master_filename: + is_new = self.clobber or not Path(input_master_filename).exists() + else: + input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, instance_index) + is_new = True + + if is_new: + save_input_master(self, input_master_filename, self.params_dirpath, + self.clobber, instance_index) def load_supervision(self): # The semi-supervised mode changes the DBN structure so there is an @@ -3233,8 +3240,15 @@ def init_train(self): # input_master_filename, input_master_filename_is_new = \ # InputMasterSaver(self)(self.input_master_filename, # self.params_dirpath, self.clobber) - save_input_master(self, self.input_master_filename, self.params_dirpath, - None) + if self.input_master_filename: + is_new = self.clobber or not Path(self.input_master_filename).exists() + else: + self.input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, None) + is_new = True + + if is_new: + save_input_master(self, self.input_master_filename, self.params_dirpath, + self.clobber, None) # save file locations to tab-delimited file self.save_tab_file(self, TRAIN_OPTION_TYPES, TRAIN_FILEBASENAME) @@ -3253,6 +3267,10 @@ def init_train(self): self.random_state = RandomState(instance_random_seed) self.save_input_master(index, True) + if not is_new: + # do not overwrite existing file + input_master_filename = None + def get_thread_run_func(self): if len(self.num_segs_range) > 1 or self.num_instances > 1: return self.run_train_multithread diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index d4a17855..a654416b 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -10,7 +10,6 @@ from math import frexp, ldexp from string import Template import sys -from path import Path from genomedata._util import fill_array from numpy import (array, empty, float32, outer, set_printoptions, sqrt, tile, @@ -18,7 +17,7 @@ from six.moves import map, range from ._util import (copy_attrs, data_string, DISTRIBUTION_ASINH_NORMAL, - DISTRIBUTION_GAMMA, DISTRIBUTION_NORM, extjoin_not_none, + DISTRIBUTION_GAMMA, DISTRIBUTION_NORM, make_default_filename, OFFSET_END, OFFSET_START, OFFSET_STEP, resource_substitute, Saver, SEGWAY_ENCODING, SUPERVISION_SEMISUPERVISED, @@ -74,8 +73,6 @@ ROUND_NDIGITS = 12 INPUT_MASTER_NAME = "input.master.tmpl" -INPUT_MASTER_PREFIX = "input" -INPUT_MASTER_EXT = "master" def vstack_tile(array_like, *reps): @@ -167,25 +164,10 @@ def jitter_cell(cell, random_state): def save_input_master(runner, input_master_filename, params_dirpath=None, - instance_index=None) -> bool: + clobber=False, instance_index=None): """ Save the input.master file using the GMTK API. - Returns if the input.master file is new (was newly created or already existed) """ - # Determine if the given input.master file already exits. - # If input_master_filename is None, use the default name input.master - if input_master_filename: - is_new = runner.clobber or not Path(input_master_filename).exists() - else: - input_master_filename = make_default_filename(INPUT_MASTER_NAME, - params_dirpath, - instance_index) - is_new = True - - # If the input.master file already exits, do not create it and exit - if not is_new: - return False - # Otherwise, create the new input.master file # Preamble include_filename = runner.gmtk_include_filename_relative @@ -457,9 +439,12 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.virtual_evidence.line_before = "#if VIRTUAL_EVIDENCE == 1" input_master.virtual_evidence.line_after = "#endif" - input_master.save(input_master_filename) + if not input_master_filename: + input_master_filename = \ + make_default_filename(input_master_filename, params_dirpath, + instance_index) - return True + input_master.save(input_master_filename) def make_segCountDown_tree(runner): From f15876a80759a8e20609bf1b8a52d4ce00a7132f Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 6 Jun 2024 16:33:14 -0400 Subject: [PATCH 73/93] Remove old template system for input.master --- segway/run.py | 10 +- segway/segway_input_master.py | 783 +--------------------------------- 2 files changed, 7 insertions(+), 786 deletions(-) diff --git a/segway/run.py b/segway/run.py index f565bc09..bc34716d 100644 --- a/segway/run.py +++ b/segway/run.py @@ -65,8 +65,7 @@ from .include import IncludeSaver from .observations import Observations from .output import IdentifySaver, PosteriorSaver -from .segway_input_master import (INPUT_MASTER_NAME, InputMasterSaver, - save_input_master) +from .segway_input_master import (INPUT_MASTER_NAME, save_input_master) from .structure import StructureSaver from .task import MSG_SUCCESS from .version import __version__ @@ -2043,10 +2042,6 @@ def save_input_master(self, instance_index=None, new=False): else: input_master_filename = self.input_master_filename - # _, input_master_filename_is_new = \ - # InputMasterSaver(self)(input_master_filename, - # self.params_dirpath, self.clobber, - # instance_index) if input_master_filename: is_new = self.clobber or not Path(input_master_filename).exists() else: @@ -3237,9 +3232,6 @@ def init_train(self): # must be before file creation. Otherwise # input_master_filename_is_new will be wrong - # input_master_filename, input_master_filename_is_new = \ - # InputMasterSaver(self)(self.input_master_filename, - # self.params_dirpath, self.clobber) if self.input_master_filename: is_new = self.clobber or not Path(self.input_master_filename).exists() else: diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index a654416b..fd1c1f6e 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -12,18 +12,15 @@ import sys from genomedata._util import fill_array -from numpy import (array, empty, float32, outer, set_printoptions, sqrt, tile, - vectorize, where, zeros) +from numpy import (array, empty, outer, set_printoptions, sqrt, tile, + vectorize, where) from six.moves import map, range -from ._util import (copy_attrs, data_string, DISTRIBUTION_ASINH_NORMAL, - DISTRIBUTION_GAMMA, DISTRIBUTION_NORM, +from ._util import (DISTRIBUTION_ASINH_NORMAL, DISTRIBUTION_NORM, make_default_filename, OFFSET_END, OFFSET_START, - OFFSET_STEP, resource_substitute, Saver, SEGWAY_ENCODING, - SUPERVISION_SEMISUPERVISED, - SUPERVISION_SUPERVISED, - SUPERVISION_UNSUPERVISED, USE_MFSDG, - VIRTUAL_EVIDENCE_LIST_FILENAME) + OFFSET_STEP, SEGWAY_ENCODING, SUPERVISION_SEMISUPERVISED, + SUPERVISION_SUPERVISED, SUPERVISION_UNSUPERVISED, + USE_MFSDG, VIRTUAL_EVIDENCE_LIST_FILENAME) from .gmtk.input_master import (DecisionTree, DenseCPT, DeterministicCPT, DiagGaussianMC, DirichletTable, DPMF, InputMaster, MissingFeatureDiagGaussianMC, MX, @@ -583,771 +580,3 @@ def make_mean_data(runner): def make_covar_data(runner): return vstack_tile(runner.vars, runner.num_segs, runner.num_subsegs) - - -class ParamSpec(object): - """ - base class for parameter specifications used in input.master files - """ - type_name = None - object_tmpl = None - copy_attrs = ["distribution", "mins", "num_segs", "num_subsegs", - "num_track_groups", "track_groups", "num_mix_components"] - - def __init__(self, saver): - # copy all variables from saver that it copied from Runner - # XXX: override in subclasses to only copy subset - copy_attrs(saver, self, self.copy_attrs) - - def get_track_lt_min(self, track_index): - """ - returns a value less than a minimum in a track - """ - # XXX: refactor into a new function - min_track = self.mins[track_index] - - # fudge the minimum by a very small amount. this is not - # continuous, but hopefully we won't get values where it - # matters - # XXX: restore this after GMTK issues fixed - # if min_track == 0.0: - # min_track_fudged = FUDGE_TINY - # else: - # min_track_fudged = min_track - ldexp(abs(min_track), FUDGE_EP) - - # this happens for really big numbers or really small - # numbers; you only have 7 orders of magnitude to play - # with on a float32 - min_track_f32 = float32(min_track) - - assert min_track_f32 - float32(ABSOLUTE_FUDGE) != min_track_f32 - return min_track - ABSOLUTE_FUDGE - - def make_segnames(self): - return format_indexed_strs("seg", self.num_segs) - - def make_subsegnames(self): - return format_indexed_strs("subseg", self.num_subsegs) - - def get_template_component_suffix(self, component_number): - """Returns the subsitution for the component suffix in the GMTK model - template. Empty if there is only one component""" - if self.num_mix_components == 1: - return "" - else: - return "_component{}".format(component_number) - - def generate_tmpl_mappings(self): - # need segnames because in the tied covariance case, the - # segnames are replaced by "any" (see .make_covar_spec()), - # and only one mapping is produced - num_subsegs = self.num_subsegs - - track_groups = self.track_groups - num_track_groups = self.num_track_groups - - for seg_index, segname in enumerate(self.make_segnames()): - seg_offset = num_track_groups * num_subsegs * seg_index - - for subseg_index, subsegname in enumerate(self.make_subsegnames()): - subseg_offset = seg_offset + (num_track_groups * subseg_index) - - for track_group_index, track_group in enumerate(track_groups): - track_offset = subseg_offset + track_group_index - head_trackname = track_group[0].name - - # XXX: change name of index to track_offset in templates - # XXX: change name of track_index to track_group_index - yield dict(seg=segname, subseg=subsegname, - track=head_trackname, seg_index=seg_index, - subseg_index=subseg_index, - track_index=track_group_index, - index=track_offset, - distribution=self.distribution) - - def make_data(self): - """ - override this in subclasses - - returns: container indexed by (seg_index, subseg_index, track_index) - """ - return None - - def generate_objects(self): - """ - returns: iterable of strs containing GMTK parameter objects starting - with names - """ - substitute = Template(self.object_tmpl).substitute - - data = self.make_data() - - for mapping in self.generate_tmpl_mappings(): - track_index = mapping["track_index"] - - if self.distribution == DISTRIBUTION_GAMMA: - mapping["min_track"] = self.get_track_lt_min(track_index) - - if data is not None: - seg_index = mapping["seg_index"] - subseg_index = mapping["subseg_index"] - mapping["datum"] = data[seg_index, subseg_index, track_index] - - yield substitute(mapping) - - def __str__(self): - return make_spec(self.type_name, self.generate_objects()) - - -class DTParamSpec(ParamSpec): - type_name = "DT" - copy_attrs = ParamSpec.copy_attrs + ["seg_countdowns_initial", - "supervision_type"] - - def make_segCountDown_tree_spec(self, resourcename): # noqa - num_segs = self.num_segs - seg_countdowns_initial = self.seg_countdowns_initial - - header = ([str(num_segs)] + - [str(num_seg) for num_seg in range(num_segs - 1)] + - ["default"]) - - lines = [" ".join(header)] - - for seg, seg_countdown_initial in enumerate(seg_countdowns_initial): - lines.append(" -1 %d" % seg_countdown_initial) - - tree = "\n".join(lines) - - return resource_substitute(resourcename)(tree=tree) - - def make_map_seg_segCountDown_dt_spec(self): # noqa - return self.make_segCountDown_tree_spec("map_seg_segCountDown.dt.tmpl") - - def make_map_segTransition_ruler_seg_segCountDown_segCountDown_dt_spec(self): # noqa - template_name = \ - "map_segTransition_ruler_seg_segCountDown_segCountDown.dt.tmpl" - return self.make_segCountDown_tree_spec(template_name) - - def generate_objects(self): - yield data_string("map_frameIndex_ruler.dt.txt") - yield self.make_map_seg_segCountDown_dt_spec() - yield self.make_map_segTransition_ruler_seg_segCountDown_segCountDown_dt_spec() # noqa - yield data_string("map_seg_subseg_obs.dt.txt") - - supervision_type = self.supervision_type - if supervision_type == SUPERVISION_SEMISUPERVISED: - yield data_string("map_supervisionLabel_seg_alwaysTrue_semisupervised.dt.txt") # noqa - elif supervision_type == SUPERVISION_SUPERVISED: - # XXX: does not exist yet - yield data_string("map_supervisionLabel_seg_alwaysTrue_supervised.dt.txt") # noqa - else: - assert supervision_type == SUPERVISION_UNSUPERVISED - - -class TableParamSpec(ParamSpec): - copy_attrs = ParamSpec.copy_attrs \ - + ["resolution", "card_seg_countdown", "seg_table", - "seg_countdowns_initial"] - - # see Segway paper - probs_force_transition = array([0.0, 0.0, 1.0]) - - def make_table_spec(self, name, table, ndim, extra_rows=[]): - header_rows = [name, ndim] - header_rows.extend(table.shape) - - rows = [" ".join(map(str, header_rows))] - rows.extend(extra_rows) - rows.extend([array2text(table), ""]) - - return "\n".join(rows) - - def calc_prob_transition(self, length): - """Calculate probability transition from scaled expected length. - """ - length_scaled = length // self.resolution - - prob_self_self = prob_transition_from_expected_len(length_scaled) - prob_self_other = 1.0 - prob_self_self - - return prob_self_self, prob_self_other - - def make_dense_cpt_segCountDown_seg_segTransition(self): # noqa - # first values are the ones where segCountDown = 0 therefore - # the transitions to segTransition = 2 occur early on - card_seg_countdown = self.card_seg_countdown - - # by default, when segCountDown is high, never transition - res = empty((card_seg_countdown, self.num_segs, CARD_SEGTRANSITION)) - - prob_seg_self_self, prob_seg_self_other = \ - self.calc_prob_transition(LEN_SEG_EXPECTED) - - prob_subseg_self_self, prob_subseg_self_other = \ - self.calc_prob_transition(LEN_SUBSEG_EXPECTED) - - # 0: no transition - # 1: subseg transition (no transition when CARD_SUBSEG == 1) - # 2: seg transition - probs_allow_transition = \ - array([prob_seg_self_self * prob_subseg_self_self, - prob_seg_self_self * prob_subseg_self_other, - prob_seg_self_other]) - - probs_prevent_transition = array([prob_subseg_self_self, - prob_subseg_self_other, - 0.0]) - - # find the labels with maximum segment lengths and those without - table = self.seg_table - ends = table[:, OFFSET_END] - bitmap_without_maximum = ends == 0 - - # where() returns a tuple; this unpacks it - labels_with_maximum, = where(~bitmap_without_maximum) - labels_without_maximum, = where(bitmap_without_maximum) - - # labels without a maximum - res[0, labels_without_maximum] = probs_allow_transition - res[1:, labels_without_maximum] = probs_prevent_transition - - # labels with a maximum - seg_countdowns_initial = self.seg_countdowns_initial - - res[0, labels_with_maximum] = self.probs_force_transition - for label in labels_with_maximum: - seg_countdown_initial = seg_countdowns_initial[label] - minimum = table[label, OFFSET_START] // table[label, OFFSET_STEP] - - seg_countdown_allow = seg_countdown_initial - minimum + 1 - - res[1:seg_countdown_allow, label] = probs_allow_transition - res[seg_countdown_allow:, label] = probs_prevent_transition - - return res - - @staticmethod - def make_dirichlet_name(name): - return "dirichlet_%s" % name - - -class DenseCPTParamSpec(TableParamSpec): - type_name = "DENSE_CPT" - copy_attrs = TableParamSpec.copy_attrs \ - + ["random_state", "len_seg_strength", "use_dinucleotide"] - - def make_table_spec(self, name, table, dirichlet=False): - """ - if dirichlet is True, this table has a corresponding DirichletTable - automatically generated name - """ - ndim = table.ndim - 1 # don't include output dim - - if dirichlet: - extra_rows = ["DirichletTable %s" % self.make_dirichlet_name(name)] - else: - extra_rows = [] - - return TableParamSpec.make_table_spec(self, name, table, ndim, - extra_rows) - - def make_empty_cpt(self): - num_segs = self.num_segs - - return zeros((num_segs, num_segs)) - - def make_dense_cpt_start_seg_spec(self): - num_segs = self.num_segs - cpt = fill_array(1.0 / num_segs, num_segs) - - return self.make_table_spec("start_seg", cpt) - - def make_dense_cpt_seg_subseg_spec(self): - num_subsegs = self.num_subsegs - cpt = fill_array(1.0 / num_subsegs, (self.num_segs, num_subsegs)) - - return self.make_table_spec("seg_subseg", cpt) - - def make_dense_cpt_seg_seg_spec(self): - cpt = make_zero_diagonal_table(self.num_segs) - - return self.make_table_spec("seg_seg", cpt) - - def make_dense_cpt_seg_subseg_subseg_spec(self): - cpt_seg = make_zero_diagonal_table(self.num_subsegs) - cpt = vstack_tile(cpt_seg, self.num_segs, 1) - - return self.make_table_spec("seg_subseg_subseg", cpt) - - def make_dinucleotide_table_row(self): - # simple one-parameter model - gc = self.random_state.uniform() - at = 1 - gc - - a = at / 2 - c = gc / 2 - g = gc - c - t = 1 - a - c - g - - acgt = array([a, c, g, t]) - - # shape: (16,) - return outer(acgt, acgt).ravel() - - def make_dense_cpt_seg_dinucleotide_spec(self): - table = [self.make_dinucleotide_table_row() - for seg_index in range(self.num_segs)] - - return self.make_table_spec("seg_dinucleotide", table) - - def make_dense_cpt_segCountDown_seg_segTransition_spec(self): # noqa - cpt = self.make_dense_cpt_segCountDown_seg_segTransition() - - return self.make_table_spec(NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION, cpt, - dirichlet=self.len_seg_strength > 0) - - def generate_objects(self): - yield self.make_dense_cpt_start_seg_spec() - yield self.make_dense_cpt_seg_subseg_spec() - yield self.make_dense_cpt_seg_seg_spec() - yield self.make_dense_cpt_seg_subseg_subseg_spec() - yield self.make_dense_cpt_segCountDown_seg_segTransition_spec() - - if self.use_dinucleotide: - yield self.make_dense_cpt_seg_dinucleotide_spec() - - -class DirichletTabParamSpec(TableParamSpec): - type_name = "DIRICHLET_TAB" - copy_attrs = TableParamSpec.copy_attrs \ - + ["len_seg_strength", "num_bases", "card_seg_countdown", - "num_mix_components"] - - def make_table_spec(self, name, table): - dirichlet_name = self.make_dirichlet_name(name) - - return TableParamSpec.make_table_spec(self, dirichlet_name, table, - table.ndim) - - def make_dirichlet_table(self): - probs = self.make_dense_cpt_segCountDown_seg_segTransition() - - # XXX: the ratio is not exact as num_bases is not the same as - # the number of base-base transitions. It is surely close - # enough, though - total_pseudocounts = self.len_seg_strength * self.num_bases - divisor = self.card_seg_countdown * self.num_segs - pseudocounts_per_row = total_pseudocounts / divisor - - # astype(int) means flooring the floats - pseudocounts = (probs * pseudocounts_per_row).astype(int) - - return pseudocounts - - def generate_objects(self): - # XXX: these called functions have confusing/duplicative names - if self.len_seg_strength > 0: - dirichlet_table = self.make_dirichlet_table() - yield self.make_table_spec(NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION, - dirichlet_table) - - -class NameCollectionParamSpec(ParamSpec): - type_name = "NAME_COLLECTION" - header_tmpl = "collection_seg_${track} ${fullnum_subsegs}" - row_tmpl = "mx_${seg}_${subseg}_${track}" - - def generate_objects(self): - num_segs = self.num_segs - num_subsegs = self.num_subsegs - track_groups = self.track_groups - - substitute_header = Template(self.header_tmpl).substitute - substitute_row = Template(self.row_tmpl).substitute - - fullnum_subsegs = num_segs * num_subsegs - - for track_group in track_groups: - head_trackname = track_group[0].name - - # XXX: rename in template: track -> head_trackname - mapping = dict(track=head_trackname, - fullnum_subsegs=fullnum_subsegs) - - rows = [substitute_header(mapping)] - for seg_index in range(num_segs): - seg = "seg%d" % seg_index - - for subseg_index in range(num_subsegs): - subseg = "subseg%d" % subseg_index - mapping = dict(seg=seg, subseg=subseg, - track=head_trackname) - - rows.append(substitute_row(mapping)) - - yield "\n".join(rows) - - -class MeanParamSpec(ParamSpec): - type_name = "MEAN" - object_tmpl = \ - "mean_${seg}_${subseg}_${track}${component_suffix} 1 ${datum}" - jitter_std_bound = 0.2 - - copy_attrs = ParamSpec.copy_attrs + ["means", "num_mix_components", - "random_state", "vars"] - - def make_data(self): - num_segs = self.num_segs - num_subsegs = self.num_subsegs - means = self.means # indexed by track_index - - # maximum likelihood, adjusted by no more than 0.2*sd - stds = sqrt(self.vars) - - # tile the means of each track (num_segs, num_subsegs times) - means_tiled = vstack_tile(means, num_segs, num_subsegs) - stds_tiled = vstack_tile(stds, num_segs, num_subsegs) - - jitter_std_bound = self.jitter_std_bound - noise = self.random_state.uniform(-jitter_std_bound, jitter_std_bound, - stds_tiled.shape) - - return means_tiled + (stds_tiled * noise) - - def generate_objects(self): - """ - returns: iterable of strs containing gmtk parameter objects starting - with names - """ - substitute = Template(self.object_tmpl).substitute - - for component in range(self.num_mix_components): - data = self.make_data() - for mapping in self.generate_tmpl_mappings(): - track_index = mapping["track_index"] - if self.distribution == DISTRIBUTION_GAMMA: - mapping["min_track"] = self.get_track_lt_min(track_index) - if data is not None: - seg_index = mapping["seg_index"] - subseg_index = mapping["subseg_index"] - mapping["datum"] = data[seg_index, subseg_index, - track_index] - mapping["track"] = mapping["track"] - mapping["component_suffix"] = \ - self.get_template_component_suffix(component) - - mapping["datum"] = mapping["datum"] - yield substitute(mapping) - - -class CovarParamSpec(ParamSpec): - type_name = "COVAR" - object_tmpl = \ - "covar_${seg}_${subseg}_${track}${component_suffix} 1 ${datum}" - - copy_attrs = ParamSpec.copy_attrs + ["num_mix_components", "vars"] - - def make_data(self): - return vstack_tile(self.vars, self.num_segs, self.num_subsegs) - - def generate_objects(self): - """ - returns: iterable of strs containing gmtk parameter objects starting - with names - """ - substitute = Template(self.object_tmpl).substitute - for component in range(self.num_mix_components): - data = self.make_data() - for mapping in self.generate_tmpl_mappings(): - track_index = mapping["track_index"] - if self.distribution == DISTRIBUTION_GAMMA: - mapping["min_track"] = self.get_track_lt_min(track_index) - if data is not None: - seg_index = mapping["seg_index"] - subseg_index = mapping["subseg_index"] - mapping["datum"] = data[seg_index, subseg_index, - track_index] - mapping["track"] = mapping["track"] - mapping["component_suffix"] = \ - self.get_template_component_suffix(component) - - mapping["datum"] = mapping["datum"] - yield substitute(mapping) - - -class TiedCovarParamSpec(CovarParamSpec): - object_tmpl = "covar_${track}${component_suffix} 1 ${datum}" - - def make_segnames(self): - return ["any"] - - def make_subsegnames(self): - return ["any"] - - -class RealMatParamSpec(ParamSpec): - type_name = "REAL_MAT" - - def generate_objects(self): - yield "matrix_weightscale_1x1 1 1 1.0" - - -class GammaRealMatParamSpec(RealMatParamSpec): - scale_tmpl = "gammascale_${seg}_${subseg}_${track} 1 1 ${datum}" - shape_tmpl = "gammashape_${seg}_${subseg}_${track} 1 1 ${datum}" - - copy_attrs = ParamSpec.copy_attrs \ - + ["means", "random_state", "vars"] - - def generate_objects(self): - means = self.means - vars = self.vars - - substitute_scale = Template(self.scale_tmpl).substitute - substitute_shape = Template(self.shape_tmpl).substitute - - # random start values are equivalent to the random start - # values of a Gaussian: - # - # means = scales * shapes - # vars = shapes * scales**2 - # - # therefore: - scales = vars / means - shapes = (means ** 2) / vars - - for mapping in self.generate_tmpl_mappings(): - track_index = mapping["track_index"] - - scale = jitter(scales[track_index], self.random_state) - yield substitute_scale(dict(datum=scale, **mapping)) - - shape = jitter(shapes[track_index], self.random_state) - yield substitute_shape(dict(datum=shape, **mapping)) - - -class MCParamSpec(ParamSpec): - type_name = "MC" - - -class NormMCParamSpec(MCParamSpec): - copy_attrs = ParamSpec.copy_attrs + ["num_mix_components"] - - if USE_MFSDG: - # dimensionality component_type name mean covar weights - object_tmpl = "1 COMPONENT_TYPE_MISSING_FEATURE_SCALED_DIAG_GAUSSIAN" \ - " mc_${distribution}_${seg}_${subseg}_${track}" \ - " mean_${seg}_${subseg}_${track} covar_${seg}_${subseg}_${track}" \ - " matrix_weightscale_1x1" - else: - # dimensionality component_type name mean covar - object_tmpl = "1 COMPONENT_TYPE_DIAG_GAUSSIAN" \ - " mc_${distribution}_${seg}_${subseg}_${track}${component_suffix}"\ - " mean_${seg}_${subseg}_${track}${component_suffix}" \ - " covar_${track}${component_suffix}" - - def generate_objects(self): - """ - returns: iterable of strs containing gmtk parameter objects starting - with names - """ - substitute = Template(self.object_tmpl).substitute - for component in range(self.num_mix_components): - for mapping in self.generate_tmpl_mappings(): - track_index = mapping["track_index"] - if self.distribution == DISTRIBUTION_GAMMA: - mapping["min_track"] = self.get_track_lt_min(track_index) - mapping["track"] = mapping["track"] - mapping["component_suffix"] = \ - self.get_template_component_suffix(component) - - yield substitute(mapping) - - -class GammaMCParamSpec(MCParamSpec): - object_tmpl = "1 COMPONENT_TYPE_GAMMA mc_gamma_${seg}_${subseg}_${track}" \ - " ${min_track} gammascale_${seg}_${subseg}_${track}" \ - " gammashape_${seg}_${subseg}_${track}" - - -class MXParamSpec(ParamSpec): - type_name = "MX" - - def generate_objects(self): - """ - returns: iterable of strs containing gmtk parameter objects starting - with names - """ - object_tmpl = "1 mx_${seg}_${subseg}_${track} ${num_mix_components} " - - # If the number of mixture components is one - if self.num_mix_components == 1: - # Set the dense probabily mass function containing component - # responsibilites to be set to always 1 for 1 component - object_tmpl += "dpmf_always" - # Otherwise set the dense probability mass function based on number - # of components from the GMTK DPMF definition - else: - object_tmpl += "dpmf_${seg}_${subseg}_${track}" - - for component in range(self.num_mix_components): - add = " mc_${distribution}_${seg}_${subseg}_${track}%s" % ( - self.get_template_component_suffix(component)) - object_tmpl += add - substitute = Template(object_tmpl).substitute - - data = self.make_data() - for mapping in self.generate_tmpl_mappings(): - track_index = mapping["track_index"] - mapping["num_mix_components"] = self.num_mix_components - if self.distribution == DISTRIBUTION_GAMMA: - mapping["min_track"] = self.get_track_lt_min(track_index) - if data is not None: - seg_index = mapping["seg_index"] - subseg_index = mapping["subseg_index"] - mapping["datum"] = data[seg_index, subseg_index, track_index] - yield substitute(mapping) - - -class DPMFParamSpec(DenseCPTParamSpec): - type_name = "DPMF" - copy_attrs = ParamSpec.copy_attrs + ["num_mix_components"] - - def generate_objects(self): - """ - returns: iterable of strs containing gmtk parameter objects starting - with names - """ - # If the number of mixture components is one - if self.num_mix_components == 1: - # Create a dense probability mass function of one value of 1 - # to fix the number of mixture components to one - yield "dpmf_always 1 1.0" - # Otherwise - else: - # Create a dense probability mass function of dirichlet constants - # with the same amount of mixture components - object_tmpl = "dpmf_${seg}_${subseg}_${track} " \ - "${num_mix_components} " \ - "DirichletConst %s ${weights}" % \ - GAUSSIAN_MIXTURE_WEIGHTS_PSEUDOCOUNT - component_weight = str(round(1.0 / self.num_mix_components, - ROUND_NDIGITS)) - weights = (" " + component_weight) * self.num_mix_components - substitute = Template(object_tmpl).substitute - data = self.make_data() - for mapping in self.generate_tmpl_mappings(): - mapping["weights"] = weights - track_index = mapping["track_index"] - mapping["num_mix_components"] = self.num_mix_components - if self.distribution == DISTRIBUTION_GAMMA: - mapping["min_track"] = self.get_track_lt_min(track_index) - - if data is not None: - seg_index = mapping["seg_index"] - subseg_index = mapping["subseg_index"] - mapping["datum"] = data[seg_index, subseg_index, - track_index] - yield substitute(mapping) - - -class VirtualEvidenceSpec(ParamSpec): - type_name = "VE_CPT" - - # According to GMTK specification (tksrc/GMTK_VECPT.cc) - # this should be of the format: - # CPT_name num_par par_card self_card VE_CPT_FILE - # nfs:nfloats nis:nints ... fmt:obsformat ... END - object_tmpl = "seg_virtualEvidence 1 %s 2 %s nfs:%s nis:0 fmt:ascii END" - copy_attrs = ParamSpec.copy_attrs + ["virtual_evidence", "num_segs"] - - def make_virtual_evidence_spec(self): - return self.object_tmpl % (self.num_segs, - VIRTUAL_EVIDENCE_LIST_FILENAME, - self.num_segs) - - def generate_objects(self): - yield self.make_virtual_evidence_spec() - - -class InputMasterSaver(Saver): - resource_name = "input.master.tmpl" - copy_attrs = ["num_bases", "num_segs", "num_subsegs", - "num_track_groups", "card_seg_countdown", - "seg_countdowns_initial", "seg_table", "distribution", - "len_seg_strength", "resolution", "random_state", - "supervision_type", "use_dinucleotide", "mins", "means", - "vars", "gmtk_include_filename_relative", "track_groups", - "num_mix_components", "virtual_evidence"] - - def make_mapping(self): - # the locals of this function are used as the template mapping - # use caution before deleting or renaming any variables - # check that they are not used in the input.master template - # num_free_params = 0 - - # num_segs = self.num_segs - # num_subsegs = self.num_subsegs - # num_track_groups = self.num_track_groups - # fullnum_subsegs = num_segs * num_subsegs - - include_filename = self.gmtk_include_filename_relative - - dt_spec = DTParamSpec(self) - - if self.len_seg_strength > 0: - dirichlet_spec = DirichletTabParamSpec(self) - else: - dirichlet_spec = "" - - dense_cpt_spec = DenseCPTParamSpec(self) - - # seg_seg - # num_free_params += fullnum_subsegs * (fullnum_subsegs - 1) - - # segCountDown_seg_segTransition - # num_free_params += fullnum_subsegs - - distribution = self.distribution - if distribution in DISTRIBUTIONS_LIKE_NORM: - mean_spec = MeanParamSpec(self) - if COVAR_TIED: - covar_spec = TiedCovarParamSpec(self) - else: - covar_spec = CovarParamSpec(self) - - if USE_MFSDG: - real_mat_spec = RealMatParamSpec(self) - else: - real_mat_spec = "" - - mc_spec = NormMCParamSpec(self) - - # if COVAR_TIED: - # num_free_params += (fullnum_subsegs + 1) * num_track_groups - # else: - # num_free_params += (fullnum_subsegs * 2) * num_track_groups - elif distribution == DISTRIBUTION_GAMMA: - mean_spec = "" - covar_spec = "" - - # XXX: another option is to calculate an ML estimate for - # the gamma distribution rather than the ML estimate for the - # mean and converting - real_mat_spec = GammaRealMatParamSpec(self) - mc_spec = GammaMCParamSpec(self) - - # num_free_params += (fullnum_subsegs * 2) * num_track_groups - else: - raise ValueError("distribution %s not supported" % distribution) - - mx_spec = MXParamSpec(self) - name_collection_spec = NameCollectionParamSpec(self) - card_seg = self.num_segs - dpmf_spec = DPMFParamSpec(self) - - ve_spec = VirtualEvidenceSpec(self) - - return locals() # dict of vars set in this function From f9a5f31c82b982f47278a36866a708c9293f38c3 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 6 Jun 2024 16:47:43 -0400 Subject: [PATCH 74/93] Cleanup code checking if input.master exists --- segway/run.py | 24 +++++++++++++----------- 1 file changed, 13 insertions(+), 11 deletions(-) diff --git a/segway/run.py b/segway/run.py index bc34716d..63ba9597 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2051,6 +2051,8 @@ def save_input_master(self, instance_index=None, new=False): if is_new: save_input_master(self, input_master_filename, self.params_dirpath, self.clobber, instance_index) + + return input_master_filename def load_supervision(self): # The semi-supervised mode changes the DBN structure so there is an @@ -3232,15 +3234,15 @@ def init_train(self): # must be before file creation. Otherwise # input_master_filename_is_new will be wrong - if self.input_master_filename: - is_new = self.clobber or not Path(self.input_master_filename).exists() - else: - self.input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, None) - is_new = True + # if self.input_master_filename: + # is_new = self.clobber or not Path(self.input_master_filename).exists() + # else: + # self.input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, None) + # is_new = True - if is_new: - save_input_master(self, self.input_master_filename, self.params_dirpath, - self.clobber, None) + # if is_new: + self.input_master_filename = \ + self.save_input_master() # save file locations to tab-delimited file self.save_tab_file(self, TRAIN_OPTION_TYPES, TRAIN_FILEBASENAME) @@ -3259,9 +3261,9 @@ def init_train(self): self.random_state = RandomState(instance_random_seed) self.save_input_master(index, True) - if not is_new: - # do not overwrite existing file - input_master_filename = None + # if not is_new: + # # do not overwrite existing file + # input_master_filename = None def get_thread_run_func(self): if len(self.num_segs_range) > 1 or self.num_instances > 1: From f1a873e030250c37881daa9fbc8e767d79d336fe Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Tue, 11 Jun 2024 15:42:32 -0400 Subject: [PATCH 75/93] Continue cleanup --- segway/run.py | 2 +- segway/segway_input_master.py | 86 ++--------------------------------- 2 files changed, 4 insertions(+), 84 deletions(-) diff --git a/segway/run.py b/segway/run.py index 63ba9597..9546ecce 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2050,7 +2050,7 @@ def save_input_master(self, instance_index=None, new=False): if is_new: save_input_master(self, input_master_filename, self.params_dirpath, - self.clobber, instance_index) + instance_index) return input_master_filename diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index fd1c1f6e..d16a3f17 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -8,7 +8,6 @@ # Copyright 2012, 2013 Michael M. Hoffman from math import frexp, ldexp -from string import Template import sys from genomedata._util import fill_array @@ -45,10 +44,6 @@ else: COVAR_TIED = True -ABSOLUTE_FUDGE = 0.001 - -# define the pseudocount for training the mixture distribution weights -GAUSSIAN_MIXTURE_WEIGHTS_PSEUDOCOUNT = 100 # here to avoid duplication NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION = "segCountDown_seg_segTransition" @@ -78,45 +73,6 @@ def vstack_tile(array_like, *reps): return tile(array_like, reps) -def array2text(a): - ndim = a.ndim - if ndim == 1: - return " ".join(map(str, a)) - else: - delimiter = "\n" * (ndim - 1) - return delimiter.join(array2text(row) for row in a) - - -def make_spec(name, iterable): - """ - name: str, name of GMTK object type - iterable: iterable of strs - """ - items = list(iterable) - - header_lines = ["%s_IN_FILE inline" % name, str(len(items)), ""] - - indexed_items = ["%d %s" % indexed_item - for indexed_item in enumerate(items)] - - all_lines = header_lines + indexed_items - - # In Python 2, convert from unicode to bytes to prevent - # __str__method from being called twice - # Specifically in the string template standard library provided by Python - # 2, there is a call to a string escape sequence + tuple, e.g.: - # print("%s" % (some_string,)) - # This "some_string" has its own __str__ method called *twice* if if it is - # a unicode string in Python 2. Python 3 does not have this issue. This - # causes downstream issues since strings are generated often in our case - # for random numbers. Calling __str__ twice will often cause re-iterating - # the RNG which makes for inconsitent results between Python versions. - if sys.version[0] == "2": - all_lines = [line.encode(SEGWAY_ENCODING) for line in all_lines] - - return "\n".join(all_lines) + "\n" - - def prob_transition_from_expected_len(length): # formula from Meta-MEME paper, Grundy WN et al. CABIOS 13:397 # see also Reynolds SM et al. PLoS Comput Biol 4:e1000213 @@ -124,44 +80,8 @@ def prob_transition_from_expected_len(length): return length / (1 + length) -def make_zero_diagonal_table(length): - if length == 1: - return array([1.0]) # always return to self - - prob_self_self = 0.0 - prob_self_other = (1.0 - prob_self_self) / (length - 1) - - # set everywhere (diagonal to be rewritten) - res = fill_array(prob_self_other, (length, length)) - - # set diagonal - range_cpt = range(length) - res[range_cpt, range_cpt] = prob_self_self - - return res - - -def format_indexed_strs(fmt, num): - full_fmt = fmt + "%d" - return [full_fmt % index for index in range(num)] - - -def jitter_cell(cell, random_state): - """ - adds some random noise - """ - # get the binary exponent and subtract JITTER_ORDERS_MAGNITUDE - # e.g. 3 * 2**10 --> 1 * 2**5 - max_noise = ldexp(1, frexp(cell)[1] - JITTER_ORDERS_MAGNITUDE) - - return cell + random_state.uniform(-max_noise, max_noise) - - -jitter = vectorize(jitter_cell) - - def save_input_master(runner, input_master_filename, params_dirpath=None, - clobber=False, instance_index=None): + instance_index=None): """ Save the input.master file using the GMTK API. """ @@ -303,7 +223,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, DenseCPT.uniform_from_shape(num_segs, num_segs) input_master.dense_cpt["seg_subseg_subseg"] = \ DenseCPT.uniform_from_shape(num_segs, num_subsegs, num_subsegs) - input_master.dense_cpt["segCountDown_seg_segTransition"] = \ + input_master.dense_cpt[NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION] = \ make_dense_cpt_segCountDown_seg_segTransition_cpt(runner) if runner.use_dinucleotide: input_master.dense_cpt["seg_dinucleotide"] = \ @@ -521,7 +441,7 @@ def make_dense_cpt_segCountDown_seg_segTransition_cpt(runner): res = DenseCPT(probs, keep_shape=True) if runner.len_seg_strength > 0: - res.set_dirichlet_table("segCountDown_seg_segTransition") + res.set_dirichlet_table(NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION) return res From 622f892e9cb0a452be831cddf768ab13f8811cbc Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 12 Jun 2024 17:15:52 -0400 Subject: [PATCH 76/93] Additional code cleanup and flake8 fixes --- segway/run.py | 13 ++++--------- segway/segway_input_master.py | 21 ++++++++------------- 2 files changed, 12 insertions(+), 22 deletions(-) diff --git a/segway/run.py b/segway/run.py index 9546ecce..47514f4b 100644 --- a/segway/run.py +++ b/segway/run.py @@ -2045,13 +2045,15 @@ def save_input_master(self, instance_index=None, new=False): if input_master_filename: is_new = self.clobber or not Path(input_master_filename).exists() else: - input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, instance_index) + input_master_filename = make_default_filename(INPUT_MASTER_NAME, + self.params_dirpath, + instance_index) is_new = True if is_new: save_input_master(self, input_master_filename, self.params_dirpath, instance_index) - + return input_master_filename def load_supervision(self): @@ -3234,13 +3236,6 @@ def init_train(self): # must be before file creation. Otherwise # input_master_filename_is_new will be wrong - # if self.input_master_filename: - # is_new = self.clobber or not Path(self.input_master_filename).exists() - # else: - # self.input_master_filename = make_default_filename("input.master.tmpl", self.params_dirpath, None) - # is_new = True - - # if is_new: self.input_master_filename = \ self.save_input_master() diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index d16a3f17..2cf36021 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -7,17 +7,12 @@ # Copyright 2012, 2013 Michael M. Hoffman -from math import frexp, ldexp -import sys - -from genomedata._util import fill_array -from numpy import (array, empty, outer, set_printoptions, sqrt, tile, - vectorize, where) -from six.moves import map, range +from numpy import (array, empty, outer, set_printoptions, sqrt, tile, where) +from six.moves import range from ._util import (DISTRIBUTION_ASINH_NORMAL, DISTRIBUTION_NORM, make_default_filename, OFFSET_END, OFFSET_START, - OFFSET_STEP, SEGWAY_ENCODING, SUPERVISION_SEMISUPERVISED, + OFFSET_STEP, SUPERVISION_SEMISUPERVISED, SUPERVISION_SUPERVISED, SUPERVISION_UNSUPERVISED, USE_MFSDG, VIRTUAL_EVIDENCE_LIST_FILENAME) from .gmtk.input_master import (DecisionTree, DenseCPT, DeterministicCPT, @@ -111,7 +106,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, """ input_master.dt["map_frameIndex_ruler"] = \ DecisionTree(map_frameIndex_ruler_tree) - + map_seg_segCountDown_tree = \ f"""1 % this is only used at the beginning of an observation track @@ -119,7 +114,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, """ input_master.dt["map_seg_segCountDown"] = \ DecisionTree(map_seg_segCountDown_tree) - + map_segTransition_ruler_seg_segCountDown_segCountDown_tree = \ f"""4 0 2 2 default @@ -317,7 +312,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # Name Collection (NAME_COLLECTION_IN_LINE) input_master.name_collection[name_collection_name] = \ name_collection_items - + # Mixture collection ends the block conditional on INPUT_PARAMS_FILENAME input_master.mx.line_after = \ """ @@ -432,7 +427,7 @@ def make_dense_cpt_segCountDown_seg_segTransition(runner): # noqa res[1:seg_countdown_allow, label] = probs_allow_transition res[seg_countdown_allow:, label] = probs_prevent_transition - res = res.squeeze() # Remove leading dimension of size 1 + res = res.squeeze() # Remove leading dimension of size 1 return res @@ -441,7 +436,7 @@ def make_dense_cpt_segCountDown_seg_segTransition_cpt(runner): res = DenseCPT(probs, keep_shape=True) if runner.len_seg_strength > 0: - res.set_dirichlet_table(NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION) + res.set_dirichlet_table(NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION) return res From f3a1e529e0d31fc81c556cea9b84c2bcfbafc69b Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 12 Jun 2024 17:16:02 -0400 Subject: [PATCH 77/93] input.master cleanup --- segway/gmtk/input_master.py | 37 ++++++++++++++++++++----------------- 1 file changed, 20 insertions(+), 17 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 1de3d9e3..26ccb2ad 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -75,7 +75,7 @@ class MultiDimArray(Array): Abstract class providing features for multidimensional arrays which are represented on multiple lines. """ - + def __str__(self) -> str: """ Return string representation of this DenseCPT object. @@ -101,9 +101,12 @@ class DenseCPT(MultiDimArray): # todo check if sums to 1.0 - def set_dirichlet_table(self, dirichlet_name) -> str: + def set_dirichlet_table(self, dirichlet_name: str): """ Set the name of a Dirichlet table which this CPT will reference. + + :param: dirichlet_name: str: Dirichlet table name for this DenseCPT to + reference within its header """ self.dirichlet_name = dirichlet_name @@ -276,11 +279,11 @@ def get_header_info(self) -> str: line = [str(len(self)), "1"] # dimension, additional value line.append(array2text(self)) # array values return " ".join(line) - + class VirtualEvidence: """ - A Virtual Evidence object, with syntax inferred from the input.master + A Virtual Evidence object, with syntax inferred from the input.master template implementation. Intended to be printed as one line. Attributes: @@ -290,7 +293,7 @@ class VirtualEvidence: """ kind = OBJ_KIND_VECPT - def __init__(self, num_segs: int, ve_list_filename): + def __init__(self, num_segs: int, ve_list_filename: str): """ Initialize a sinlge Virtual Evidence object. :param num_segs: int: number of segments @@ -298,13 +301,13 @@ def __init__(self, num_segs: int, ve_list_filename): """ self.num_segs = num_segs self.ve_list_filename = ve_list_filename - + def get_header_info(self) -> str: """ Return string representation of own information, for header in input.master section. """ - + return f"1 {self.num_segs} 2 {self.ve_list_filename} nfs:{self.num_segs} nis:0 fmt:ascii END" @@ -406,7 +409,7 @@ def __str__(self) -> str: Return string representation of this MC object. """ return " ".join([self.mean, self.covar]) - + class MissingFeatureDiagGaussianMC(MC, object): """ @@ -622,12 +625,12 @@ def __str__(self) -> str: # if this section stores no GMTK objects if len(self) == 0: return "" - + # if line_before is set, use it to begin the section's lines lines = [] if self.line_before is not None: lines += [self.line_before] - + # if stored items are arbitrary strings, return them out without # any additional formatting. Otherwise, apply formatting if self.kind == OBJ_KIND_ARBITRARYSTRING: @@ -640,10 +643,10 @@ def __str__(self) -> str: lines += [self.line_after] return "\n".join(lines + [""]) - + def get_formatted_lines(self) -> List[str]: """ - Format the GMTK objects with a section header and object headers + Format the GMTK objects with a section header and object headers """ lines = self.get_header_lines() for index, (key, value) in enumerate(self.items()): @@ -657,12 +660,12 @@ def get_formatted_lines(self) -> List[str]: lines.append(" ".join(obj_header).rstrip()) # If not one line kind, write the object's remaining lines - if not (isinstance(value, OneLineArray) or + if not (isinstance(value, OneLineArray) or isinstance(value, VirtualEvidence)): lines.append(str(value)) - + return lines - + def get_unformatted_lines(self) -> List[str]: """ Extract the string representation of all GMTK objects, with no @@ -697,7 +700,7 @@ def __str__(self) -> str: """ if len(self) == 0: return "" - + # if line_before is set, use it to begin the section's lines lines = [] if self.line_before is not None: @@ -753,7 +756,7 @@ def __str__(self) -> str: """ if len(self) == 0: return "" - + # if line_before is set, use it to begin the section's lines lines = [] if self.line_before is not None: From 6c4245db30d25dff51d4fcf8a8e197d04a7fa5d5 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 13 Jun 2024 15:56:55 -0400 Subject: [PATCH 78/93] Rename segway_input_master --- segway/{segway_input_master.py => input_master.py} | 0 segway/run.py | 2 +- 2 files changed, 1 insertion(+), 1 deletion(-) rename segway/{segway_input_master.py => input_master.py} (100%) diff --git a/segway/segway_input_master.py b/segway/input_master.py similarity index 100% rename from segway/segway_input_master.py rename to segway/input_master.py diff --git a/segway/run.py b/segway/run.py index 47514f4b..937d157c 100644 --- a/segway/run.py +++ b/segway/run.py @@ -65,7 +65,7 @@ from .include import IncludeSaver from .observations import Observations from .output import IdentifySaver, PosteriorSaver -from .segway_input_master import (INPUT_MASTER_NAME, save_input_master) +from .input_master import (INPUT_MASTER_NAME, save_input_master) from .structure import StructureSaver from .task import MSG_SUCCESS from .version import __version__ From 3e960f47a4745be555090e94356df7aea55b22f1 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 13 Jun 2024 16:36:13 -0400 Subject: [PATCH 79/93] Implement DirichletConst line in DPMF header --- segway/gmtk/input_master.py | 20 ++++++++++++++++++++ segway/input_master.py | 8 ++++++-- 2 files changed, 26 insertions(+), 2 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 26ccb2ad..42e1456f 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -364,6 +364,26 @@ def uniform_from_shape(cls, shape: int) -> DPMF: dpmf_values.fill(value) return DPMF(dpmf_values, keep_shape=True) + + def set_dirichlet_pseudocount(self, pseudocount: int): + """ + Set a pseudocount to include in the header alongside the + DirichletConst label. + """ + self.pseudocount = pseudocount + + def get_header_info(self) -> str: + """ + Return string representation of own information, for header in + input.master section. + If the pseudocount attribute was set, include the DirichletConst label + and that value in the header before the weights. + """ + line = [str(len(self))] # dimension + if hasattr(self, "pseudocount"): + line.append(f"DirichletConst {self.pseudocount}") + line.append(array2text(self)) # array values + return " ".join(line) class MC: diff --git a/segway/input_master.py b/segway/input_master.py index 2cf36021..b7ce6e33 100644 --- a/segway/input_master.py +++ b/segway/input_master.py @@ -43,6 +43,9 @@ # here to avoid duplication NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION = "segCountDown_seg_segTransition" +# define the pseudocount for training the mixture distribution weights +GAUSSIAN_MIXTURE_WEIGHTS_PSEUDOCOUNT = 100 + CARD_SEGTRANSITION = 3 # XXX: should be options @@ -340,9 +343,10 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, track_name = track_group[0].name dpmf_name = f"dpmf_{seg_name}_{subseg_name}_{track_name}" - # TODO: Does not include "DirichletConst 100" - input_master.dpmf[dpmf_name] = \ + dpmf_obj = \ DPMF.uniform_from_shape(runner.num_mix_components) + dpmf_obj.set_dirichlet_pseudocount(GAUSSIAN_MIXTURE_WEIGHTS_PSEUDOCOUNT) + input_master.dpmf[dpmf_name] = dpmf_obj # Virtual Evidence (VE_CPT_IN_FILE) if runner.virtual_evidence: From e397c7fa4e0dbda630b7353c12d6f9978d6a3802 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 13 Jun 2024 16:39:35 -0400 Subject: [PATCH 80/93] Remove input.master.tmpl --- segway/data/input.master.tmpl | 74 ----------------------------------- 1 file changed, 74 deletions(-) delete mode 100644 segway/data/input.master.tmpl diff --git a/segway/data/input.master.tmpl b/segway/data/input.master.tmpl deleted file mode 100644 index a150d031..00000000 --- a/segway/data/input.master.tmpl +++ /dev/null @@ -1,74 +0,0 @@ -#include "${include_filename}" - -#if CARD_SEG != $card_seg -#error Specified number of segment labels (CARD_SEG) does not match the number used for this input master file ($card_seg) -#endif - -$dt_spec -$name_collection_spec -$dirichlet_spec - -DETERMINISTIC_CPT_IN_FILE inline -#if CARD_SUPERVISIONLABEL == -1 -5 -#else /* CARD_SUPERVISIONLABEL != -1 */ -6 -#endif /* CARD_SUPERVISIONLABEL == -1 */ - -0 seg_segCountDown -1 -CARD_SEG CARD_SEGCOUNTDOWN -map_seg_segCountDown - -1 frameIndex_ruler -1 -CARD_FRAMEINDEX CARD_RULER -map_frameIndex_ruler - -2 segTransition_ruler_seg_segCountDown_segCountDown -4 -CARD_SEGTRANSITION CARD_RULER CARD_SEG CARD_SEGCOUNTDOWN CARD_SEGCOUNTDOWN -map_segTransition_ruler_seg_segCountDown_segCountDown - -3 seg_seg_copy -1 -CARD_SEG CARD_SEG -internal:copyParent - -4 subseg_subseg_copy -1 -CARD_SUBSEG CARD_SUBSEG -internal:copyParent - -#if CARD_SUPERVISIONLABEL != -1 -5 supervisionLabel_seg_alwaysTrue -2 -CARD_SUPERVISIONLABEL CARD_SEG CARD_BOOLEAN -map_supervisionLabel_seg_alwaysTrue -#endif - -#if VIRTUAL_EVIDENCE == 1 -$ve_spec -#endif - -#ifndef INPUT_PARAMS_FILENAME - -$dense_cpt_spec -$mean_spec -$covar_spec -$dpmf_spec -$mc_spec -$mx_spec - -#else - -DENSE_CPT_IN_FILE INPUT_PARAMS_FILENAME ascii -MEAN_IN_FILE INPUT_PARAMS_FILENAME ascii -COVAR_IN_FILE INPUT_PARAMS_FILENAME ascii -DPMF_IN_FILE INPUT_PARAMS_FILENAME ascii -MC_IN_FILE INPUT_PARAMS_FILENAME ascii -MX_IN_FILE INPUT_PARAMS_FILENAME ascii - -#endif - -$real_mat_spec From f4e28dc8cb5976c3030b20226b8dd3816e61d93d Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 13 Jun 2024 16:46:35 -0400 Subject: [PATCH 81/93] flake8 fixes --- segway/gmtk/input_master.py | 4 ++-- segway/input_master.py | 2 +- segway/run.py | 2 +- 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 42e1456f..98864bc3 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -364,14 +364,14 @@ def uniform_from_shape(cls, shape: int) -> DPMF: dpmf_values.fill(value) return DPMF(dpmf_values, keep_shape=True) - + def set_dirichlet_pseudocount(self, pseudocount: int): """ Set a pseudocount to include in the header alongside the DirichletConst label. """ self.pseudocount = pseudocount - + def get_header_info(self) -> str: """ Return string representation of own information, for header in diff --git a/segway/input_master.py b/segway/input_master.py index b7ce6e33..9cfe6121 100644 --- a/segway/input_master.py +++ b/segway/input_master.py @@ -346,7 +346,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, dpmf_obj = \ DPMF.uniform_from_shape(runner.num_mix_components) dpmf_obj.set_dirichlet_pseudocount(GAUSSIAN_MIXTURE_WEIGHTS_PSEUDOCOUNT) - input_master.dpmf[dpmf_name] = dpmf_obj + input_master.dpmf[dpmf_name] = dpmf_obj # Virtual Evidence (VE_CPT_IN_FILE) if runner.virtual_evidence: diff --git a/segway/run.py b/segway/run.py index 937d157c..a86257c3 100644 --- a/segway/run.py +++ b/segway/run.py @@ -63,9 +63,9 @@ from .cluster import (is_running_locally, JobTemplateFactory, make_native_spec, RestartableJob, RestartableJobDict, Session) from .include import IncludeSaver +from .input_master import (INPUT_MASTER_NAME, save_input_master) from .observations import Observations from .output import IdentifySaver, PosteriorSaver -from .input_master import (INPUT_MASTER_NAME, save_input_master) from .structure import StructureSaver from .task import MSG_SUCCESS from .version import __version__ From c3ed1ec5672cbb18700dbf27702f723df22b4864 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 13 Jun 2024 17:01:38 -0400 Subject: [PATCH 82/93] Add default preamble to support CNVway backward compatability --- segway/gmtk/input_master.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 98864bc3..f9fe8f20 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -4,6 +4,12 @@ from numpy import array, asarray, empty, ndarray, squeeze +DEFAULT_PREAMBLE = \ +""" +#define COMPONENT_TYPE_DIAG_GAUSSIAN 0 +#define COMPONENT_TYPE_MISSING_FEATURE_SCALED_DIAG_GAUSSIAN 5 +""" + COMPONENT_TYPE_DIAG_GAUSSIAN = 0 OBJ_KIND_MEAN = "MEAN" @@ -823,7 +829,7 @@ class InputMaster: input master """ - def __init__(self, preamble=""): + def __init__(self, preamble=DEFAULT_PREAMBLE): """ Initialize InputMaster instance with empty attributes (InlineSection and its subclasses). From 20378f2f25476ddb4d66039e0dd8461e668f4c8c Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 14 Jun 2024 11:02:58 -0400 Subject: [PATCH 83/93] Load decision trees from data files --- segway/data/map_frameIndex_ruler.dt.txt | 1 - ...uler_seg_segCountDown_segCountDown.dt.tmpl | 1 - segway/data/map_seg_segCountDown.dt.tmpl | 1 - segway/data/map_seg_subseg_obs.dt.txt | 3 - ...Label_seg_alwaysTrue_semisupervised.dt.txt | 1 - segway/input_master.py | 75 +++++-------------- 6 files changed, 17 insertions(+), 65 deletions(-) diff --git a/segway/data/map_frameIndex_ruler.dt.txt b/segway/data/map_frameIndex_ruler.dt.txt index 1283d3d2..33defd70 100644 --- a/segway/data/map_frameIndex_ruler.dt.txt +++ b/segway/data/map_frameIndex_ruler.dt.txt @@ -1,4 +1,3 @@ -map_frameIndex_ruler 1 % is the frameIndex divisible by RULER_SCALE -1 { mod(p0, RULER_SCALE) == 0 } diff --git a/segway/data/map_segTransition_ruler_seg_segCountDown_segCountDown.dt.tmpl b/segway/data/map_segTransition_ruler_seg_segCountDown_segCountDown.dt.tmpl index 3e294f64..2082c9f4 100644 --- a/segway/data/map_segTransition_ruler_seg_segCountDown_segCountDown.dt.tmpl +++ b/segway/data/map_segTransition_ruler_seg_segCountDown_segCountDown.dt.tmpl @@ -1,4 +1,3 @@ -map_segTransition_ruler_seg_segCountDown_segCountDown 4 0 2 2 default % segTransition(0) == 2 (seg transition): diff --git a/segway/data/map_seg_segCountDown.dt.tmpl b/segway/data/map_seg_segCountDown.dt.tmpl index 42e42f8d..6188a76d 100644 --- a/segway/data/map_seg_segCountDown.dt.tmpl +++ b/segway/data/map_seg_segCountDown.dt.tmpl @@ -1,4 +1,3 @@ -map_seg_segCountDown 1 % this is only used at the beginning of an observation track 0 $tree diff --git a/segway/data/map_seg_subseg_obs.dt.txt b/segway/data/map_seg_subseg_obs.dt.txt index eb5a3d11..0e29aa9e 100644 --- a/segway/data/map_seg_subseg_obs.dt.txt +++ b/segway/data/map_seg_subseg_obs.dt.txt @@ -1,5 +1,2 @@ -% XXXopt: good candidate for a linear combination C deterministic mapper - -map_seg_subseg_obs 2 % num parents -1 { p0*CARD_SUBSEG + p1 } diff --git a/segway/data/map_supervisionLabel_seg_alwaysTrue_semisupervised.dt.txt b/segway/data/map_supervisionLabel_seg_alwaysTrue_semisupervised.dt.txt index cdec97da..ce84c788 100644 --- a/segway/data/map_supervisionLabel_seg_alwaysTrue_semisupervised.dt.txt +++ b/segway/data/map_supervisionLabel_seg_alwaysTrue_semisupervised.dt.txt @@ -1,4 +1,3 @@ -map_supervisionLabel_seg_alwaysTrue 2 % num parents % first parent is the label: 0 = no label; 1+ = (desired-1) % second parent is target diff --git a/segway/input_master.py b/segway/input_master.py index 9cfe6121..e801f9cb 100644 --- a/segway/input_master.py +++ b/segway/input_master.py @@ -10,11 +10,12 @@ from numpy import (array, empty, outer, set_printoptions, sqrt, tile, where) from six.moves import range -from ._util import (DISTRIBUTION_ASINH_NORMAL, DISTRIBUTION_NORM, +from ._util import (data_string, DISTRIBUTION_ASINH_NORMAL, DISTRIBUTION_NORM, make_default_filename, OFFSET_END, OFFSET_START, - OFFSET_STEP, SUPERVISION_SEMISUPERVISED, - SUPERVISION_SUPERVISED, SUPERVISION_UNSUPERVISED, - USE_MFSDG, VIRTUAL_EVIDENCE_LIST_FILENAME) + OFFSET_STEP, resource_substitute, + SUPERVISION_SEMISUPERVISED, SUPERVISION_SUPERVISED, + SUPERVISION_UNSUPERVISED, USE_MFSDG, + VIRTUAL_EVIDENCE_LIST_FILENAME) from .gmtk.input_master import (DecisionTree, DenseCPT, DeterministicCPT, DiagGaussianMC, DirichletTable, DPMF, InputMaster, MissingFeatureDiagGaussianMC, MX, @@ -100,76 +101,32 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master = InputMaster(preamble=segway_preamble) # Decision Trees (DT_IN_FILE) - segCountDown_tree = make_segCountDown_tree(runner) - - map_frameIndex_ruler_tree = \ -"""1 -% is the frameIndex divisible by RULER_SCALE - -1 { mod(p0, RULER_SCALE) == 0 } -""" + map_frameIndex_ruler_tree = data_string("map_frameIndex_ruler.dt.txt") input_master.dt["map_frameIndex_ruler"] = \ DecisionTree(map_frameIndex_ruler_tree) map_seg_segCountDown_tree = \ -f"""1 -% this is only used at the beginning of an observation track -0 {segCountDown_tree} -""" + make_segCountDown_tree_spec(runner, "map_seg_segCountDown.dt.tmpl") input_master.dt["map_seg_segCountDown"] = \ DecisionTree(map_seg_segCountDown_tree) map_segTransition_ruler_seg_segCountDown_segCountDown_tree = \ -f"""4 - 0 2 2 default - % segTransition(0) == 2 (seg transition): - % reinitialize the segCountDown value based on the usual tree - % used at the beginning of a segment - 2 {segCountDown_tree} - - % segTransition(0) in (0, 1) (no transition, subseg transition): - 1 2 0 default - % ruler(0) == 0: - -1 {{ p3 }} % not at ruler mark -> copy previous value - - % ruler(0) == 1: - -1 {{ max(p3-1, 0) }} % subtract 1 from previous value, or 0 -""" + make_segCountDown_tree_spec(runner, + "map_segTransition_ruler_seg_segCountDown_segCountDown.dt.tmpl") input_master.dt["map_segTransition_ruler_seg_segCountDown_segCountDown"] = \ DecisionTree(map_segTransition_ruler_seg_segCountDown_segCountDown_tree) - map_seg_subseg_obs_tree = \ -"""2 % num parents - -1 { p0*CARD_SUBSEG + p1 } -""" + map_seg_subseg_obs_tree = data_string("map_seg_subseg_obs.dt.txt") input_master.dt["map_seg_subseg_obs"] = \ DecisionTree(map_seg_subseg_obs_tree) if runner.supervision_type == SUPERVISION_SEMISUPERVISED: map_supervisionLabel_seg_alwaysTrue = \ -"""2 % num parents -% first parent is the label: 0 = no label; 1+ = (desired-1) -% second parent is target - 0 2 0 default - % no label - -1 1 % does not matter, observed child is always true - - % label set - #if SUPERVISIONLABEL_EXTENSION == 1 - %% if only one supervision label is allowed - %%% if the target == label - 1: then observed child is true - %%% if the target != label - 1: then observed child is false => impossible - -1 { p1 == (p0-SUPERVISION_LABEL_OFFSET) } - #else - %% if multiple supervision label is allowed - %%% if the target in range [label - 1, label - 1 + label_range): - %%% then observed child is true - %%% if the target not in range [label - 1, label - 1 + label_range): - %%% then observed child is false => impossible - -1 { (p1 > (p0-SUPERVISION_LABEL_OFFSET-1)) && (p1 < (p0-SUPERVISION_LABEL_OFFSET+SUPERVISIONLABEL_RANGE_SIZE)) } - #endif -""" + data_string("map_supervisionLabel_seg_alwaysTrue_semisupervised.dt.txt") input_master.dt["map_supervisionLabel_seg_alwaysTrue"] = \ DecisionTree(map_supervisionLabel_seg_alwaysTrue) + else: + assert runner.supervision_type == SUPERVISION_UNSUPERVISED # Dirichlet Table if runner.len_seg_strength > 0: @@ -363,7 +320,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.save(input_master_filename) -def make_segCountDown_tree(runner): +def make_segCountDown_tree_spec(runner, resourcename): num_segs = runner.num_segs seg_countdowns_initial = runner.seg_countdowns_initial @@ -376,7 +333,9 @@ def make_segCountDown_tree(runner): for seg_countdown_initial in seg_countdowns_initial: lines.append(f" -1 {seg_countdown_initial}") - return "\n".join(lines) + tree = "\n".join(lines) + + return resource_substitute(resourcename)(tree=tree) def make_dense_cpt_segCountDown_seg_segTransition(runner): # noqa From 679fe0a16f8f99c7adac6020ce716296969c92ed Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 14 Jun 2024 11:21:51 -0400 Subject: [PATCH 84/93] Bugfix for Python3.9 (cannot check instance with generic) --- segway/gmtk/input_master.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index f9fe8f20..dbb2a75d 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -58,7 +58,8 @@ def __new__(cls, *args: NumericArrayLike, keep_shape: bool = False) \ (dimension 1) from a single scalar input value. """ # Ensure all arguments belong to the correct type - if not all(isinstance(arg, NumericArrayLike) for arg in args): + if not all((isinstance(arg, float) or isinstance(arg, int) or + isinstance(arg, ndarray)) for arg in args): # If union iterable, fix. Otherwise, hardwrite raise TypeError("Argument has incompatible type." f"Expected {NumericArrayLike}") From a087573eca28bac3e971160765c01dd2b2923be4 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 24 Jun 2024 15:07:24 -0400 Subject: [PATCH 85/93] Address Eric's comments --- segway/_util.py | 2 - segway/gmtk/input_master.py | 31 ++++---- segway/input_master.py | 149 +++++++++++++++++++++--------------- segway/run.py | 4 - 4 files changed, 106 insertions(+), 80 deletions(-) diff --git a/segway/_util.py b/segway/_util.py index 7d980b4e..5dc451a9 100644 --- a/segway/_util.py +++ b/segway/_util.py @@ -119,8 +119,6 @@ def data_string(resource): POSTERIOR_PROG = OptionBuilder_GMTK("gmtkJT") VALIDATE_PROG = OptionBuilder_GMTK("gmtkJT") -LABEL_INDEX = 3 - BED_SCORE = "1000" BED_STRAND = "." INDEX_BED_CHROMSTART = 1 diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index dbb2a75d..cf1db0c6 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -62,7 +62,7 @@ def __new__(cls, *args: NumericArrayLike, keep_shape: bool = False) \ isinstance(arg, ndarray)) for arg in args): # If union iterable, fix. Otherwise, hardwrite raise TypeError("Argument has incompatible type." - f"Expected {NumericArrayLike}") + "Expected float, int, or ndarray.") input_array = array(args) @@ -549,18 +549,18 @@ def get_header_info(self) -> str: return "" -class ArbitraryString: +class GenericString: """ - A class storing an arbitrary string to write to input.master. + A class storing a generic string to write to input.master. Attributes: - contents: str: Arbitrary string to write to input.master + contents: str: Generic string to write to input.master """ kind = OBJ_KIND_ARBITRARYSTRING def __init__(self, contents: str): """ - Initialize an arbitrary string class. - :param contents: arbitrary string to write to input.master + Initialize a generic string class. + :param contents: generic string to write to input.master """ self.contents = contents @@ -575,7 +575,7 @@ def get_header_info(self) -> str: return "" -class DecisionTree(ArbitraryString): +class DecisionTree(GenericString): """ A Decision Tree object. """ @@ -655,7 +655,7 @@ def __str__(self) -> str: # if line_before is set, use it to begin the section's lines lines = [] - if self.line_before is not None: + if self.line_before: lines += [self.line_before] # if stored items are arbitrary strings, return them out without @@ -666,7 +666,7 @@ def __str__(self) -> str: lines += self.get_formatted_lines() # if line_after is set, use it to end the section's lines - if self.line_after is not None: + if self.line_after: lines += [self.line_after] return "\n".join(lines + [""]) @@ -686,7 +686,8 @@ def get_formatted_lines(self) -> List[str]: # no additional header information lines.append(" ".join(obj_header).rstrip()) - # If not one line kind, write the object's remaining lines + # Unless a class where all data is on one line (OneLineArray and + # VirtualEvidence), write the object's remaining lines if not (isinstance(value, OneLineArray) or isinstance(value, VirtualEvidence)): lines.append(str(value)) @@ -730,7 +731,7 @@ def __str__(self) -> str: # if line_before is set, use it to begin the section's lines lines = [] - if self.line_before is not None: + if self.line_before: lines += [self.line_before] lines += self.get_header_lines() @@ -751,7 +752,7 @@ def __str__(self) -> str: lines.append(" ".join(obj_line)) # if line_after is set, use it to end the section's lines - if self.line_after is not None: + if self.line_after: lines += [self.line_after] return "\n".join(lines + [""]) @@ -786,7 +787,7 @@ def __str__(self) -> str: # if line_before is set, use it to begin the section's lines lines = [] - if self.line_before is not None: + if self.line_before: lines += [self.line_before] lines += self.get_header_lines() @@ -807,7 +808,7 @@ def __str__(self) -> str: lines.append(" ".join(obj_line)) # if line_after is set, use it to end the section's lines - if self.line_after is not None: + if self.line_after: lines += [self.line_after] return "\n".join(lines + [""]) @@ -840,6 +841,7 @@ def __init__(self, preamble=DEFAULT_PREAMBLE): self.name_collection = InlineSection(OBJ_KIND_NAMECOLLECTION) self.dirichlet = InlineSection(OBJ_KIND_DIRICHLETTAB) self.deterministic_cpt = InlineSection(OBJ_KIND_DETERMINISTICCPT) + self.deterministic_cpt_semisupervised = InlineSection(OBJ_KIND_DETERMINISTICCPT) self.virtual_evidence = InlineSection(OBJ_KIND_VECPT) self.dense_cpt = InlineSection(OBJ_KIND_DENSECPT) self.mean = InlineSection(OBJ_KIND_MEAN) @@ -856,6 +858,7 @@ def __str__(self) -> str: """ sections = [self.preamble, self.dt, self.name_collection, self.dirichlet, self.deterministic_cpt, + self.deterministic_cpt_semisupervised, self.virtual_evidence, self.dense_cpt, self.mean, self.covar, self.dpmf, self.mc, self.mx, self.real_mat] diff --git a/segway/input_master.py b/segway/input_master.py index e801f9cb..551f748b 100644 --- a/segway/input_master.py +++ b/segway/input_master.py @@ -11,11 +11,10 @@ from six.moves import range from ._util import (data_string, DISTRIBUTION_ASINH_NORMAL, DISTRIBUTION_NORM, - make_default_filename, OFFSET_END, OFFSET_START, - OFFSET_STEP, resource_substitute, - SUPERVISION_SEMISUPERVISED, SUPERVISION_SUPERVISED, - SUPERVISION_UNSUPERVISED, USE_MFSDG, - VIRTUAL_EVIDENCE_LIST_FILENAME) + fill_array, make_default_filename, OFFSET_END, + OFFSET_START, OFFSET_STEP, resource_substitute, + SUPERVISION_SEMISUPERVISED, SUPERVISION_UNSUPERVISED, + USE_MFSDG, VIRTUAL_EVIDENCE_LIST_FILENAME) from .gmtk.input_master import (DecisionTree, DenseCPT, DeterministicCPT, DiagGaussianMC, DirichletTable, DPMF, InputMaster, MissingFeatureDiagGaussianMC, MX, @@ -128,7 +127,24 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, else: assert runner.supervision_type == SUPERVISION_UNSUPERVISED - # Dirichlet Table + # Name Collection (NAME_COLLECTION_IN_LINE) + num_segs = runner.num_segs + num_subsegs = runner.num_subsegs + for track_index, track_group in enumerate(runner.track_groups): + track_name = track_group[0].name + name_collection_name = f"collection_seg_{track_name}" + name_collection_items = [] + for seg_index in range(num_segs): + seg_name = f"seg{seg_index}" + for subseg_index in range(num_subsegs): + subseg_name = f"subseg{subseg_index}" + mx_name = f"mx_{seg_name}_{subseg_name}_{track_name}" + name_collection_items.append(mx_name) + # Name Collection (NAME_COLLECTION_IN_LINE) + input_master.name_collection[name_collection_name] = \ + name_collection_items + + # Dirichlet Table (DIRICHLET_TAB_IN_FILE) if runner.len_seg_strength > 0: # Make Dirichlet table data probs = make_dense_cpt_segCountDown_seg_segTransition(runner) @@ -140,7 +156,9 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.dirichlet["dirichlet_segCountDown_seg_segTransition"] = \ DirichletTable(pseudocounts, keep_shape=True) - # Deterministic CPTs + # Deterministic CPTs (DETERMINISTIC_CPT_IN_FILE) for the unsupervised case + input_master.deterministic_cpt.line_before = \ + "#if CARD_SUPERVISIONLABEL == -1" input_master.deterministic_cpt["seg_segCountDown"] = \ DeterministicCPT(("CARD_SEG", ), "CARD_SEGCOUNTDOWN", "map_seg_segCountDown") @@ -157,27 +175,54 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.deterministic_cpt["subseg_subseg_copy"] = \ DeterministicCPT(("CARD_SUBSEG", ), "CARD_SUBSEG", "internal:copyParent") - if runner.supervision_type == SUPERVISION_SEMISUPERVISED: - input_master.deterministic_cpt["supervisionLabel_seg_alwaysTrue"] = \ - DeterministicCPT(("CARD_SUPERVISIONLABEL", "CARD_SEG"), - "CARD_BOOLEAN", - "map_supervisionLabel_seg_alwaysTrue") - else: - assert (runner.supervision_type == SUPERVISION_SUPERVISED or - runner.supervision_type == SUPERVISION_UNSUPERVISED) + input_master.deterministic_cpt.line_after = \ + "#endif" + + # Deterministic CPTs (DETERMINISTIC_CPT_IN_FILE) for the semisupervised case + input_master.deterministic_cpt_semisupervised.line_before = \ + "#if CARD_SUPERVISIONLABEL != -1" + input_master.deterministic_cpt_semisupervised["seg_segCountDown"] = \ + DeterministicCPT(("CARD_SEG", ), "CARD_SEGCOUNTDOWN", + "map_seg_segCountDown") + input_master.deterministic_cpt_semisupervised["frameIndex_ruler"] = \ + DeterministicCPT(("CARD_FRAMEINDEX", ), "CARD_RULER", + "map_frameIndex_ruler") + input_master.deterministic_cpt_semisupervised["segTransition_ruler_seg_segCountDown_segCountDown"] = \ + DeterministicCPT(("CARD_SEGTRANSITION", "CARD_RULER", "CARD_SEG", + "CARD_SEGCOUNTDOWN"), "CARD_SEGCOUNTDOWN", + "map_segTransition_ruler_seg_segCountDown_segCountDown") + input_master.deterministic_cpt_semisupervised["seg_seg_copy"] = \ + DeterministicCPT(("CARD_SEG", ), "CARD_SEG", + "internal:copyParent") + input_master.deterministic_cpt_semisupervised["subseg_subseg_copy"] = \ + DeterministicCPT(("CARD_SUBSEG", ), "CARD_SUBSEG", + "internal:copyParent") + input_master.deterministic_cpt_semisupervised["supervisionLabel_seg_alwaysTrue"] = \ + DeterministicCPT(("CARD_SUPERVISIONLABEL", "CARD_SEG"), + "CARD_BOOLEAN", + "map_supervisionLabel_seg_alwaysTrue") + input_master.deterministic_cpt_semisupervised.line_after = \ + "#endif" + + # Virtual Evidence (VE_CPT_IN_FILE) + input_master.virtual_evidence.line_before = "#if VIRTUAL_EVIDENCE == 1" + input_master.virtual_evidence["seg_virtualEvidence"] = \ + VirtualEvidence(num_segs, VIRTUAL_EVIDENCE_LIST_FILENAME) + input_master.virtual_evidence.line_after = "#endif" # DenseCPT begins the block conditional on INPUT_PARAMS_FILENAME input_master.dense_cpt.line_before = "#ifndef INPUT_PARAMS_FILENAME" - # Dense CPTs - num_segs = runner.num_segs - num_subsegs = runner.num_subsegs + # Dense CPTs (DENSE_CPT_IN_FILE) input_master.dense_cpt["start_seg"] = DenseCPT.uniform_from_shape(num_segs) input_master.dense_cpt["seg_subseg"] = \ - DenseCPT.uniform_from_shape(num_segs, num_subsegs) + DenseCPT(fill_array(1.0 / num_subsegs, (num_segs, num_subsegs)), + keep_shape=True) input_master.dense_cpt["seg_seg"] = \ - DenseCPT.uniform_from_shape(num_segs, num_segs) + DenseCPT.uniform_from_shape(num_segs, num_segs, + self_transition=0) input_master.dense_cpt["seg_subseg_subseg"] = \ - DenseCPT.uniform_from_shape(num_segs, num_subsegs, num_subsegs) + DenseCPT.uniform_from_shape(num_segs, num_subsegs, num_subsegs, + self_transition=0) input_master.dense_cpt[NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION] = \ make_dense_cpt_segCountDown_seg_segTransition_cpt(runner) if runner.use_dinucleotide: @@ -186,9 +231,8 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, distribution = runner.distribution - # Normal distributions + # Objects for normal distributions if distribution in DISTRIBUTIONS_LIKE_NORM: - # Mean and Covar for component in range(runner.num_mix_components): mean_data = make_mean_data(runner) covar_data = make_covar_data(runner) @@ -233,24 +277,39 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.mc[mc_name] = \ DiagGaussianMC(mean=mean_name, covar=covar_name) - # RealMat + # RealMat (REAL_MAT_IN_FILE) if USE_MFSDG: input_master.real_mat["matrix_weightscale_1x1"] = RealMat(1.0) else: raise ValueError("distribution %s not supported" % distribution) - # Mixtures and Name Collection - for track_index, track_group in enumerate(runner.track_groups): - track_name = track_group[0].name - name_collection_name = f"collection_seg_{track_name}" - name_collection_items = [] + # DPMF (DPMF_IN_FILE) + if runner.num_mix_components == 1: + input_master.dpmf["dpmf_always"] = DPMF.uniform_from_shape(1) + else: for seg_index in range(num_segs): seg_name = f"seg{seg_index}" for subseg_index in range(num_subsegs): subseg_name = f"subseg{subseg_index}" + for track_index, track_group in enumerate(runner.track_groups): + track_name = track_group[0].name + + dpmf_name = f"dpmf_{seg_name}_{subseg_name}_{track_name}" + dpmf_obj = \ + DPMF.uniform_from_shape(runner.num_mix_components) + dpmf_obj.set_dirichlet_pseudocount(GAUSSIAN_MIXTURE_WEIGHTS_PSEUDOCOUNT) + input_master.dpmf[dpmf_name] = dpmf_obj + + # Mixtures (MX_IN_FILE) + for seg_index in range(num_segs): + seg_name = f"seg{seg_index}" + for subseg_index in range(num_subsegs): + subseg_name = f"subseg{subseg_index}" + for track_index, track_group in enumerate(runner.track_groups): + track_name = track_group[0].name + mx_name = f"mx_{seg_name}_{subseg_name}_{track_name}" - # Mixture model (MX_IN_FILE) if runner.num_mix_components == 1: dpmf_name = "dpmf_always" else: @@ -265,14 +324,8 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, mx_component_name = f"mc_{distribution}_{seg_name}_{subseg_name}_{track_name}{component_suffix}" mx_components.append(mx_component_name) - mx_name = f"mx_{seg_name}_{subseg_name}_{track_name}" - name_collection_items.append(mx_name) input_master.mx[mx_name] = MX(dpmf_name, mx_components) - # Name Collection (NAME_COLLECTION_IN_LINE) - input_master.name_collection[name_collection_name] = \ - name_collection_items - # Mixture collection ends the block conditional on INPUT_PARAMS_FILENAME input_master.mx.line_after = \ """ @@ -288,30 +341,6 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, #endif """ - # DPMF (DPMF_IN_FILE) - if runner.num_mix_components == 1: - input_master.dpmf["dpmf_always"] = DPMF.uniform_from_shape(1) - else: - for seg_index in range(num_segs): - seg_name = f"seg{seg_index}" - for subseg_index in range(num_subsegs): - subseg_name = f"subseg{subseg_index}" - for track_index, track_group in enumerate(runner.track_groups): - track_name = track_group[0].name - - dpmf_name = f"dpmf_{seg_name}_{subseg_name}_{track_name}" - dpmf_obj = \ - DPMF.uniform_from_shape(runner.num_mix_components) - dpmf_obj.set_dirichlet_pseudocount(GAUSSIAN_MIXTURE_WEIGHTS_PSEUDOCOUNT) - input_master.dpmf[dpmf_name] = dpmf_obj - - # Virtual Evidence (VE_CPT_IN_FILE) - if runner.virtual_evidence: - input_master.virtual_evidence["seg_virtualEvidence"] = \ - VirtualEvidence(num_segs, VIRTUAL_EVIDENCE_LIST_FILENAME) - input_master.virtual_evidence.line_before = "#if VIRTUAL_EVIDENCE == 1" - input_master.virtual_evidence.line_after = "#endif" - if not input_master_filename: input_master_filename = \ make_default_filename(input_master_filename, params_dirpath, diff --git a/segway/run.py b/segway/run.py index a86257c3..95812f7a 100644 --- a/segway/run.py +++ b/segway/run.py @@ -3256,10 +3256,6 @@ def init_train(self): self.random_state = RandomState(instance_random_seed) self.save_input_master(index, True) - # if not is_new: - # # do not overwrite existing file - # input_master_filename = None - def get_thread_run_func(self): if len(self.num_segs_range) > 1 or self.num_instances > 1: return self.run_train_multithread From 8c9703b68be325239e8738cdac4ade3f8793d96f Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Tue, 2 Jul 2024 15:54:15 -0400 Subject: [PATCH 86/93] Remove RealMat class --- segway/gmtk/input_master.py | 22 +--------------------- segway/input_master.py | 6 +----- 2 files changed, 2 insertions(+), 26 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index cf1db0c6..333fe6d2 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -23,7 +23,6 @@ OBJ_KIND_DT = "DT" OBJ_KIND_VECPT = "VE_CPT" OBJ_KIND_ARBITRARYSTRING = "ARBITRARY_STRING" -OBJ_KIND_RM = "REAL_MAT" OBJ_KIND_DIRICHLETTAB = "DIRICHLET_TAB" @@ -270,24 +269,6 @@ class Covar(OneLineArray): kind = OBJ_KIND_COVAR -class RealMat(OneLineArray): - """ - An entry in a Real matrix object. - __init__ and __str__ methods defined in superclass. - """ - kind = OBJ_KIND_RM - - def get_header_info(self) -> str: - """ - Return string representation of own information, for header in - input.master section. - """ - # TODO: Should the second 1 be hardcoded? Or is this 2D data? - line = [str(len(self)), "1"] # dimension, additional value - line.append(array2text(self)) # array values - return " ".join(line) - - class VirtualEvidence: """ A Virtual Evidence object, with syntax inferred from the input.master @@ -849,7 +830,6 @@ def __init__(self, preamble=DEFAULT_PREAMBLE): self.dpmf = InlineSection(OBJ_KIND_DPMF) self.mc = InlineMCSection(mean=self.mean, covar=self.covar) self.mx = InlineMXSection(dpmf=self.dpmf, mc=self.mc) - self.real_mat = InlineSection(OBJ_KIND_RM) def __str__(self) -> str: """ @@ -860,7 +840,7 @@ def __str__(self) -> str: self.dirichlet, self.deterministic_cpt, self.deterministic_cpt_semisupervised, self.virtual_evidence, self.dense_cpt, self.mean, - self.covar, self.dpmf, self.mc, self.mx, self.real_mat] + self.covar, self.dpmf, self.mc, self.mx] return "\n".join([str(section) for section in sections]) diff --git a/segway/input_master.py b/segway/input_master.py index 551f748b..99b285c9 100644 --- a/segway/input_master.py +++ b/segway/input_master.py @@ -18,7 +18,7 @@ from .gmtk.input_master import (DecisionTree, DenseCPT, DeterministicCPT, DiagGaussianMC, DirichletTable, DPMF, InputMaster, MissingFeatureDiagGaussianMC, MX, - RealMat, VirtualEvidence) + VirtualEvidence) # NB: Currently Segway relies on older (Numpy < 1.14) printed representations # of scalars and vectors in the parameter output. By default in newer (> 1.14) @@ -277,10 +277,6 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.mc[mc_name] = \ DiagGaussianMC(mean=mean_name, covar=covar_name) - # RealMat (REAL_MAT_IN_FILE) - if USE_MFSDG: - input_master.real_mat["matrix_weightscale_1x1"] = RealMat(1.0) - else: raise ValueError("distribution %s not supported" % distribution) From df8c2dba99c5c3d75b5d8ce116b2f2b18381a4cd Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 5 Jul 2024 17:50:08 -0400 Subject: [PATCH 87/93] Address Eric's comments --- segway/data/segway_preamble.tmpl | 5 ++ segway/gmtk/input_master.py | 8 +- segway/input_master.py | 142 +++++++++++++++++-------------- 3 files changed, 88 insertions(+), 67 deletions(-) create mode 100644 segway/data/segway_preamble.tmpl diff --git a/segway/data/segway_preamble.tmpl b/segway/data/segway_preamble.tmpl new file mode 100644 index 00000000..75ab2f26 --- /dev/null +++ b/segway/data/segway_preamble.tmpl @@ -0,0 +1,5 @@ +#include "$include_file" + +#if CARD_SEG != $card_seg +#error Specified number of segment labels (CARD_SEG) does not match the number used for this input master file ($card_seg) +#endif diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 333fe6d2..5e19fb89 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -495,13 +495,13 @@ class DeterministicCPT: """ kind = OBJ_KIND_DETERMINISTICCPT - def __init__(self, cardinality_parents: Union[tuple[str], str], + def __init__(self, cardinality_parents: Union[tuple[int], int], cardinality: str, dt: str): """ Initialize a single DeterministicCPT object. - :param cardinality_parents: tuple[str]: cardinality of parents + :param cardinality_parents: tuple[int]: cardinality of parents (if empty, then number of parents = 0) - :param cardinality: str: cardinality of self + :param cardinality: int: cardinality of self :param dt: str: name existing Decision Tree (DT) associated with this DeterministicCPT """ @@ -822,7 +822,6 @@ def __init__(self, preamble=DEFAULT_PREAMBLE): self.name_collection = InlineSection(OBJ_KIND_NAMECOLLECTION) self.dirichlet = InlineSection(OBJ_KIND_DIRICHLETTAB) self.deterministic_cpt = InlineSection(OBJ_KIND_DETERMINISTICCPT) - self.deterministic_cpt_semisupervised = InlineSection(OBJ_KIND_DETERMINISTICCPT) self.virtual_evidence = InlineSection(OBJ_KIND_VECPT) self.dense_cpt = InlineSection(OBJ_KIND_DENSECPT) self.mean = InlineSection(OBJ_KIND_MEAN) @@ -838,7 +837,6 @@ def __str__(self) -> str: """ sections = [self.preamble, self.dt, self.name_collection, self.dirichlet, self.deterministic_cpt, - self.deterministic_cpt_semisupervised, self.virtual_evidence, self.dense_cpt, self.mean, self.covar, self.dpmf, self.mc, self.mx] diff --git a/segway/input_master.py b/segway/input_master.py index 99b285c9..a511411e 100644 --- a/segway/input_master.py +++ b/segway/input_master.py @@ -40,14 +40,18 @@ COVAR_TIED = True -# here to avoid duplication NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION = "segCountDown_seg_segTransition" # define the pseudocount for training the mixture distribution weights GAUSSIAN_MIXTURE_WEIGHTS_PSEUDOCOUNT = 100 +# Cardinality of Segment Transition CARD_SEGTRANSITION = 3 +# Cardinality of Boolean variables +CARD_BOOL = 2 +CARD_RULER = CARD_BOOL + # XXX: should be options LEN_SEG_EXPECTED = 100000 LEN_SUBSEG_EXPECTED = 100 @@ -81,34 +85,32 @@ def prob_transition_from_expected_len(length): def save_input_master(runner, input_master_filename, params_dirpath=None, instance_index=None): """ - Save the input.master file using the GMTK API. + Save the input.master file using the Segway Toolkit. """ # Preamble - include_filename = runner.gmtk_include_filename_relative + include_file = runner.gmtk_include_filename_relative card_seg = runner.num_segs - segway_preamble = \ -f"""#include "{include_filename}" - -#if CARD_SEG != {card_seg} -#error Specified number of segment labels (CARD_SEG) does not match the number used for this input master file ({card_seg}) -#endif - -""" + segway_preamble = make_preamble(include_file=include_file, + card_seg=card_seg) # Initialize InputMaster option input_master = InputMaster(preamble=segway_preamble) # Decision Trees (DT_IN_FILE) + # Decision Tree describing ruler from current frameIndex map_frameIndex_ruler_tree = data_string("map_frameIndex_ruler.dt.txt") input_master.dt["map_frameIndex_ruler"] = \ DecisionTree(map_frameIndex_ruler_tree) + # Decision Tree describing initial segCountDown from current segment variable map_seg_segCountDown_tree = \ make_segCountDown_tree_spec(runner, "map_seg_segCountDown.dt.tmpl") input_master.dt["map_seg_segCountDown"] = \ DecisionTree(map_seg_segCountDown_tree) + # Decision Tree describing segCountDown from current segTransition, + # current ruler, current segment, and previous segCountDown map_segTransition_ruler_seg_segCountDown_segCountDown_tree = \ make_segCountDown_tree_spec(runner, "map_segTransition_ruler_seg_segCountDown_segCountDown.dt.tmpl") @@ -120,6 +122,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, DecisionTree(map_seg_subseg_obs_tree) if runner.supervision_type == SUPERVISION_SEMISUPERVISED: + # Decision Tree used set segment under supervision map_supervisionLabel_seg_alwaysTrue = \ data_string("map_supervisionLabel_seg_alwaysTrue_semisupervised.dt.txt") input_master.dt["map_supervisionLabel_seg_alwaysTrue"] = \ @@ -128,15 +131,17 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, assert runner.supervision_type == SUPERVISION_UNSUPERVISED # Name Collection (NAME_COLLECTION_IN_LINE) - num_segs = runner.num_segs - num_subsegs = runner.num_subsegs + # For each track, create a name collection with a name for each choice of + # segment and subsegment + card_seg = runner.num_segs + card_subseg = runner.num_subsegs for track_index, track_group in enumerate(runner.track_groups): track_name = track_group[0].name name_collection_name = f"collection_seg_{track_name}" name_collection_items = [] - for seg_index in range(num_segs): + for seg_index in range(card_seg): seg_name = f"seg{seg_index}" - for subseg_index in range(num_subsegs): + for subseg_index in range(card_subseg): subseg_name = f"subseg{subseg_index}" mx_name = f"mx_{seg_name}_{subseg_name}_{track_name}" name_collection_items.append(mx_name) @@ -157,75 +162,74 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, DirichletTable(pseudocounts, keep_shape=True) # Deterministic CPTs (DETERMINISTIC_CPT_IN_FILE) for the unsupervised case - input_master.deterministic_cpt.line_before = \ - "#if CARD_SUPERVISIONLABEL == -1" + card_segCountDown = runner.card_seg_countdown + # DeterministicCPT using map_seg_segCountDown Decision Tree to describe + # initial segCountDown from current segment variable input_master.deterministic_cpt["seg_segCountDown"] = \ - DeterministicCPT(("CARD_SEG", ), "CARD_SEGCOUNTDOWN", + DeterministicCPT((card_seg, ), card_segCountDown, "map_seg_segCountDown") + card_frameIndex = runner.max_frames + # DeterministicCPT using map_frameIndex_ruler Decision Tree to describe + # ruler from current frameIndex input_master.deterministic_cpt["frameIndex_ruler"] = \ - DeterministicCPT(("CARD_FRAMEINDEX", ), "CARD_RULER", + DeterministicCPT((card_frameIndex, ), CARD_RULER, "map_frameIndex_ruler") + # DeterministicCPT using + # map_segTransition_ruler_seg_segCountDown_segCountDown Decision Tree to + # describe segCountDown from current segTransition, current ruler, current + # segment, and previous segCountDown input_master.deterministic_cpt["segTransition_ruler_seg_segCountDown_segCountDown"] = \ - DeterministicCPT(("CARD_SEGTRANSITION", "CARD_RULER", "CARD_SEG", - "CARD_SEGCOUNTDOWN"), "CARD_SEGCOUNTDOWN", + DeterministicCPT((CARD_SEGTRANSITION, CARD_RULER, card_seg, + card_segCountDown), card_segCountDown, "map_segTransition_ruler_seg_segCountDown_segCountDown") + # DeterministicCPT which sets a segment from the previous segment value input_master.deterministic_cpt["seg_seg_copy"] = \ - DeterministicCPT(("CARD_SEG", ), "CARD_SEG", + DeterministicCPT((card_seg, ), card_seg, "internal:copyParent") + # DeterministicCPT which sets a subsegment from the previous subsegment + # value input_master.deterministic_cpt["subseg_subseg_copy"] = \ - DeterministicCPT(("CARD_SUBSEG", ), "CARD_SUBSEG", + DeterministicCPT((card_subseg, ), card_subseg, "internal:copyParent") - input_master.deterministic_cpt.line_after = \ - "#endif" - - # Deterministic CPTs (DETERMINISTIC_CPT_IN_FILE) for the semisupervised case - input_master.deterministic_cpt_semisupervised.line_before = \ - "#if CARD_SUPERVISIONLABEL != -1" - input_master.deterministic_cpt_semisupervised["seg_segCountDown"] = \ - DeterministicCPT(("CARD_SEG", ), "CARD_SEGCOUNTDOWN", - "map_seg_segCountDown") - input_master.deterministic_cpt_semisupervised["frameIndex_ruler"] = \ - DeterministicCPT(("CARD_FRAMEINDEX", ), "CARD_RULER", - "map_frameIndex_ruler") - input_master.deterministic_cpt_semisupervised["segTransition_ruler_seg_segCountDown_segCountDown"] = \ - DeterministicCPT(("CARD_SEGTRANSITION", "CARD_RULER", "CARD_SEG", - "CARD_SEGCOUNTDOWN"), "CARD_SEGCOUNTDOWN", - "map_segTransition_ruler_seg_segCountDown_segCountDown") - input_master.deterministic_cpt_semisupervised["seg_seg_copy"] = \ - DeterministicCPT(("CARD_SEG", ), "CARD_SEG", - "internal:copyParent") - input_master.deterministic_cpt_semisupervised["subseg_subseg_copy"] = \ - DeterministicCPT(("CARD_SUBSEG", ), "CARD_SUBSEG", - "internal:copyParent") - input_master.deterministic_cpt_semisupervised["supervisionLabel_seg_alwaysTrue"] = \ - DeterministicCPT(("CARD_SUPERVISIONLABEL", "CARD_SEG"), - "CARD_BOOLEAN", + + card_supervisionlabel = runner.card_supervision_label + # Additional Deterministic CPT for the semisupervised case + if card_supervisionlabel != -1: + # Deterministic CPT which uses map_supervisionLabel_seg_alwaysTrue + # Decision Tree to set a segment under supervision + input_master.deterministic_cpt["supervisionLabel_seg_alwaysTrue"] = \ + DeterministicCPT((card_supervisionlabel, card_seg), + CARD_BOOL, "map_supervisionLabel_seg_alwaysTrue") - input_master.deterministic_cpt_semisupervised.line_after = \ - "#endif" # Virtual Evidence (VE_CPT_IN_FILE) input_master.virtual_evidence.line_before = "#if VIRTUAL_EVIDENCE == 1" input_master.virtual_evidence["seg_virtualEvidence"] = \ - VirtualEvidence(num_segs, VIRTUAL_EVIDENCE_LIST_FILENAME) + VirtualEvidence(card_seg, VIRTUAL_EVIDENCE_LIST_FILENAME) input_master.virtual_evidence.line_after = "#endif" # DenseCPT begins the block conditional on INPUT_PARAMS_FILENAME input_master.dense_cpt.line_before = "#ifndef INPUT_PARAMS_FILENAME" # Dense CPTs (DENSE_CPT_IN_FILE) - input_master.dense_cpt["start_seg"] = DenseCPT.uniform_from_shape(num_segs) + # Dense CPT describing initial segment probabilities + input_master.dense_cpt["start_seg"] = DenseCPT.uniform_from_shape(card_seg) + # Dense CPT describing subsegment probabilities given segment input_master.dense_cpt["seg_subseg"] = \ - DenseCPT(fill_array(1.0 / num_subsegs, (num_segs, num_subsegs)), + DenseCPT(fill_array(1.0 / card_subseg, (card_seg, card_subseg)), keep_shape=True) + # DenseCPT describing segment to segment transition input_master.dense_cpt["seg_seg"] = \ - DenseCPT.uniform_from_shape(num_segs, num_segs, + DenseCPT.uniform_from_shape(card_seg, card_seg, self_transition=0) + # Dense CPT describing segment-subsegment to subsegment transition input_master.dense_cpt["seg_subseg_subseg"] = \ - DenseCPT.uniform_from_shape(num_segs, num_subsegs, num_subsegs, + DenseCPT.uniform_from_shape(card_seg, card_subseg, card_subseg, self_transition=0) + # Dense CPT describing SEGTRANSITION variable probability from + # SEGCOUNTDOWN and segment variables input_master.dense_cpt[NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION] = \ make_dense_cpt_segCountDown_seg_segTransition_cpt(runner) - if runner.use_dinucleotide: + if runner.use_dinucleotide: input_master.dense_cpt["seg_dinucleotide"] = \ make_dense_cpt_seg_dinucleotide_cpt() @@ -233,12 +237,15 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # Objects for normal distributions if distribution in DISTRIBUTIONS_LIKE_NORM: + # For each choice of track, segment, and subsegment, create + # num_mix_component Gaussian mixture components each with a unique + # mean and covariance value for component in range(runner.num_mix_components): mean_data = make_mean_data(runner) covar_data = make_covar_data(runner) - for seg_index in range(num_segs): + for seg_index in range(card_seg): seg_name = f"seg{seg_index}" - for subseg_index in range(num_subsegs): + for subseg_index in range(card_subseg): subseg_name = f"subseg{subseg_index}" for track_index, track_group in enumerate(runner.track_groups): track_name = track_group[0].name @@ -282,11 +289,14 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # DPMF (DPMF_IN_FILE) if runner.num_mix_components == 1: + # Create a uniform DPMF over one variable input_master.dpmf["dpmf_always"] = DPMF.uniform_from_shape(1) else: - for seg_index in range(num_segs): + # For each choice of segment and subsegment, create a unique DPMF with + # a uniform distribution over num_mix_components variables + for seg_index in range(card_seg): seg_name = f"seg{seg_index}" - for subseg_index in range(num_subsegs): + for subseg_index in range(card_subseg): subseg_name = f"subseg{subseg_index}" for track_index, track_group in enumerate(runner.track_groups): track_name = track_group[0].name @@ -298,9 +308,11 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.dpmf[dpmf_name] = dpmf_obj # Mixtures (MX_IN_FILE) - for seg_index in range(num_segs): + # For each choice of track, segment, and subsegment, create a Gaussian + # mixture model from that choice's mixture components and DPMF + for seg_index in range(card_seg): seg_name = f"seg{seg_index}" - for subseg_index in range(num_subsegs): + for subseg_index in range(card_subseg): subseg_name = f"subseg{subseg_index}" for track_index, track_group in enumerate(runner.track_groups): track_name = track_group[0].name @@ -345,6 +357,12 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.save(input_master_filename) +def make_preamble(include_file, card_seg): + preamble_tmpl = "segway_preamble.tmpl" + return resource_substitute(preamble_tmpl)(include_file=include_file, + card_seg=card_seg) + + def make_segCountDown_tree_spec(runner, resourcename): num_segs = runner.num_segs seg_countdowns_initial = runner.seg_countdowns_initial From 62917f97244010a0549168dfa5dad600a3a247d8 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 8 Jul 2024 17:35:18 -0400 Subject: [PATCH 88/93] Update OBJ_KIND for Generic String --- segway/gmtk/input_master.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 5e19fb89..650af8fc 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -22,7 +22,7 @@ OBJ_KIND_MX = "MX" OBJ_KIND_DT = "DT" OBJ_KIND_VECPT = "VE_CPT" -OBJ_KIND_ARBITRARYSTRING = "ARBITRARY_STRING" +OBJ_KIND_GENERICSTRING = "GENERIC_STRING" OBJ_KIND_DIRICHLETTAB = "DIRICHLET_TAB" From 72a38f8a21cd21cf39f3ba7910a545f19199eefa Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 10 Jul 2024 10:04:07 -0400 Subject: [PATCH 89/93] Remove references to ArbitraryString --- segway/gmtk/input_master.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/input_master.py index 650af8fc..c6635db2 100644 --- a/segway/gmtk/input_master.py +++ b/segway/gmtk/input_master.py @@ -536,7 +536,7 @@ class GenericString: Attributes: contents: str: Generic string to write to input.master """ - kind = OBJ_KIND_ARBITRARYSTRING + kind = OBJ_KIND_GENERICSTRING def __init__(self, contents: str): """ @@ -639,9 +639,9 @@ def __str__(self) -> str: if self.line_before: lines += [self.line_before] - # if stored items are arbitrary strings, return them out without + # if stored items are generic strings, return them out without # any additional formatting. Otherwise, apply formatting - if self.kind == OBJ_KIND_ARBITRARYSTRING: + if self.kind == OBJ_KIND_GENERICSTRING: lines += self.get_unformatted_lines() else: lines += self.get_formatted_lines() @@ -679,7 +679,7 @@ def get_unformatted_lines(self) -> List[str]: """ Extract the string representation of all GMTK objects, with no headers or additional formatting. Intended for representing - Arbitrary String objects. + Generic String objects. """ return [str(value) for value in self.values()] From 6a6e60b3b7b72db9c9b51e61427611eb8edbf6e3 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Wed, 10 Jul 2024 10:17:49 -0400 Subject: [PATCH 90/93] flake8 fixes --- segway/input_master.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/segway/input_master.py b/segway/input_master.py index a511411e..5339d6c2 100644 --- a/segway/input_master.py +++ b/segway/input_master.py @@ -191,7 +191,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.deterministic_cpt["subseg_subseg_copy"] = \ DeterministicCPT((card_subseg, ), card_subseg, "internal:copyParent") - + card_supervisionlabel = runner.card_supervision_label # Additional Deterministic CPT for the semisupervised case if card_supervisionlabel != -1: @@ -229,7 +229,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # SEGCOUNTDOWN and segment variables input_master.dense_cpt[NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION] = \ make_dense_cpt_segCountDown_seg_segTransition_cpt(runner) - if runner.use_dinucleotide: + if runner.use_dinucleotide: input_master.dense_cpt["seg_dinucleotide"] = \ make_dense_cpt_seg_dinucleotide_cpt() From b1bef31d8787eed9098ac254107e4575a12b6316 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 12 Jul 2024 17:19:15 -0400 Subject: [PATCH 91/93] Rename toolkit file to params.py --- segway/gmtk/{input_master.py => params.py} | 0 segway/input_master.py | 2 +- 2 files changed, 1 insertion(+), 1 deletion(-) rename segway/gmtk/{input_master.py => params.py} (100%) diff --git a/segway/gmtk/input_master.py b/segway/gmtk/params.py similarity index 100% rename from segway/gmtk/input_master.py rename to segway/gmtk/params.py diff --git a/segway/input_master.py b/segway/input_master.py index 5339d6c2..97832e8f 100644 --- a/segway/input_master.py +++ b/segway/input_master.py @@ -15,7 +15,7 @@ OFFSET_START, OFFSET_STEP, resource_substitute, SUPERVISION_SEMISUPERVISED, SUPERVISION_UNSUPERVISED, USE_MFSDG, VIRTUAL_EVIDENCE_LIST_FILENAME) -from .gmtk.input_master import (DecisionTree, DenseCPT, DeterministicCPT, +from .gmtk.params import (DecisionTree, DenseCPT, DeterministicCPT, DiagGaussianMC, DirichletTable, DPMF, InputMaster, MissingFeatureDiagGaussianMC, MX, VirtualEvidence) From 74ebfe15c717c9712b2ac107c1ed2659769dad68 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Thu, 29 Aug 2024 21:57:09 -0700 Subject: [PATCH 92/93] Address Michael's comments --- .../{segway_preamble.tmpl => preamble.tmpl} | 0 segway/gmtk/params.py | 184 +++++++++++------- segway/input_master.py | 31 +-- 3 files changed, 129 insertions(+), 86 deletions(-) rename segway/data/{segway_preamble.tmpl => preamble.tmpl} (100%) diff --git a/segway/data/segway_preamble.tmpl b/segway/data/preamble.tmpl similarity index 100% rename from segway/data/segway_preamble.tmpl rename to segway/data/preamble.tmpl diff --git a/segway/gmtk/params.py b/segway/gmtk/params.py index c6635db2..6a206141 100644 --- a/segway/gmtk/params.py +++ b/segway/gmtk/params.py @@ -1,6 +1,6 @@ from __future__ import annotations -from typing import List, Optional, Union +from typing import get_args, List, Optional, Union from numpy import array, asarray, empty, ndarray, squeeze @@ -43,6 +43,18 @@ def array2text(a: Array) -> str: return delimiter.join(array2text(row) for row in a) +def make_cardinality_line(shape: ndarray) -> str: + """ + Create a string representation of the cardinality of an array with the + specified shape. This string includes the number of parents and the + cardinality of each parent. + """ + num_parents = len(shape) + cardinalities = shape + + return " ".join(map(str, [num_parents, *cardinalities])) + + # Types of array data NumericArrayLike = Union[float, int, ndarray] @@ -57,11 +69,12 @@ def __new__(cls, *args: NumericArrayLike, keep_shape: bool = False) \ (dimension 1) from a single scalar input value. """ # Ensure all arguments belong to the correct type - if not all((isinstance(arg, float) or isinstance(arg, int) or - isinstance(arg, ndarray)) for arg in args): + # Python before v3.10 does not support using Union objects as the + # classinfo argument of isinstance. A tuple is used instead, + if not all(isinstance(arg, (float, int, ndarray)) for arg in args): # If union iterable, fix. Otherwise, hardwrite - raise TypeError("Argument has incompatible type." - "Expected float, int, or ndarray.") + raise TypeError(f"Expected {get_args(NumericArrayLike)}. " + "Argument has incompatible type.") input_array = array(args) @@ -107,6 +120,28 @@ class DenseCPT(MultiDimArray): # todo check if sums to 1.0 + def __new__(cls, *args: NumericArrayLike, keep_shape: bool = False) \ + -> Array: + """ + Create a new DenseCPT containing the provided value(s). + Verify the args sum to 1.0 (within floating point error) and set the + dirichlet_name attribute to None for no Dirichlet table referenced. + """ + # Create the new DenseCPT. Ensure all args have valid types. + res = super().__new__(cls, args, keep_shape=keep_shape) + # Sum all probabilities in the DenseCPT. Aggregate ints and floats + # arguments directly and aggregate the sum of ndarray arguments. + args_sum = sum(arg if isinstance(arg, (int, float)) else arg.sum() + for arg in args) + # Permit 1e-05 error for floating point errors. + if abs(args_sum - 1.0) > (10 ** (-5)): + raise ValueError("Expected arguments to sum to 1.0 but instead " + f"summed to {args_sum}") + + res.dirichlet_name = None + + return res + def set_dirichlet_table(self, dirichlet_name: str): """ Set the name of a Dirichlet table which this CPT will reference. @@ -119,14 +154,14 @@ def set_dirichlet_table(self, dirichlet_name: str): def get_header_info(self) -> str: """ Return multidimensional array header with dimensions. - If the dirichlet_name attribute was set, include an additional line + If the dirichlet_name attribute is not None, include an additional line in the header referencing the DirichletTable with that name. """ - line = MultiDimArray.get_header_info(self) - if hasattr(self, "dirichlet_name"): + res = MultiDimArray.get_header_info(self) + if self.dirichlet_name: dirichlet_line = f"DirichletTable dirichlet_{self.dirichlet_name}" - line = "\n".join((line, dirichlet_line)) - return line + res = "\n".join((res, dirichlet_line)) + return res @classmethod def uniform_from_shape(cls, *shape: int, @@ -197,10 +232,7 @@ def get_header_info(self) -> str: Return number of parents, cardinality line, for header in input.master section. """ - line = [str(len(self.shape))] # number of parents - cardinality_line = map(str, self.shape) - line.append(" ".join(cardinality_line)) # cardinalities - return " ".join(line) + return make_cardinality_line(self.shape) class NameCollection(list): @@ -222,7 +254,7 @@ def __init__(self, names: List[str]): def __str__(self) -> str: """ - Returns string format of NameCollection object to be printed into the + Return string format of NameCollection object to be printed into the input.master file (new lines to be added) """ return "\n".join(list(self)) @@ -339,7 +371,27 @@ class DPMF(OneLineArray): """ kind = OBJ_KIND_DPMF - # XXX: check if sums to 1.0 + def __new__(cls, *args: NumericArrayLike, keep_shape: bool = False) \ + -> Array: + """ + Create a new DPMF containing the provided value(s). + Verify the args sum to 1.0 (within floating point error) and set the + pseudocount attribute to None for no pseudocount. + """ + # Create the new DenseCPT. Ensure all args have valid types. + res = super().__new__(cls, args, keep_shape=keep_shape) + # Sum all probabilities in the DenseCPT. Aggregate ints and floats + # arguments directly and aggregate the sum of ndarray arguments. + args_sum = sum(arg if isinstance(arg, (int, float)) else arg.sum() + for arg in args) + # Permit 1e-05 error for floating point errors. + if abs(args_sum - 1.0) > (10 ** (-5)): + raise ValueError("Expected arguments to sum to 1.0 but instead " + f"summed to {args_sum}") + + res.pseudocount = None + + return res @classmethod def uniform_from_shape(cls, shape: int) -> DPMF: @@ -368,9 +420,10 @@ def get_header_info(self) -> str: and that value in the header before the weights. """ line = [str(len(self))] # dimension - if hasattr(self, "pseudocount"): + if self.pseudocount: line.append(f"DirichletConst {self.pseudocount}") line.append(array2text(self)) # array values + return " ".join(line) @@ -378,7 +431,8 @@ class MC: """ A single mixture component (MC) object. Attributes: - component_type: str: type of MC + component_type: str: type of MC, such as "COMPONENT_TYPE_DIAG_GAUSSIAN" + or "COMPONENT_TYPE_MISSING_FEATURE_SCALED_DIAG_GAUSSIAN" """ kind = OBJ_KIND_MC @@ -432,7 +486,6 @@ def __init__(self, mean: str, covar: str): :param mean: name of Mean object associated to this MC :param covar: name of Covar obejct associated to this MC """ - # more component types? super().__init__("COMPONENT_TYPE_MISSING_FEATURE_SCALED_DIAG_GAUSSIAN") self.mean = mean self.covar = covar @@ -530,7 +583,7 @@ def get_header_info(self) -> str: return "" -class GenericString: +class GenericString(str): """ A class storing a generic string to write to input.master. Attributes: @@ -538,19 +591,6 @@ class GenericString: """ kind = OBJ_KIND_GENERICSTRING - def __init__(self, contents: str): - """ - Initialize a generic string class. - :param contents: generic string to write to input.master - """ - self.contents = contents - - def __str__(self) -> str: - """ - Return the stored string. - """ - return self.contents - def get_header_info(self) -> str: # No additional header information return "" @@ -576,11 +616,10 @@ class Section(dict): Key: name of GMTK object Value: GMTK object Attributes: - kind: str: specifies the kind of GMTK object (default assumes that - `self` has no kind) - line_before: str: string to print before the section, often a + kind: str: specifies the kind of GMTK object (default is None) + str_before: str: string to print before the section, often a preprocessor rule - line_after: str: string to print after the section, often a + str_after: str: string to print after the section, often a preprocessor rule """ def __init__(self, kind: Optional[str] = None): @@ -589,8 +628,8 @@ def __init__(self, kind: Optional[str] = None): """ super().__init__() self.kind = kind - self.line_before = None - self.line_after = None + self.str_before = None + self.str_after = None def __setitem__( self, @@ -604,7 +643,7 @@ def __setitem__( # self.kind is undefined for objects that dont support type conversion if not self.kind: - # sets self.kind as the kind of first GMTK type value passed + # set self.kind as the kind of first GMTK type value passed # consistency of kind for all values are checked in InlineSection # as the whole dictionary could be checked at once self.kind = value.kind @@ -615,7 +654,7 @@ def get_header_lines(self) -> List[str]: """ Generate header lines for this Section object. """ - # object title and total number of GMTK/MC/MX objects + # object title and total number of GMTK objects return [f"{self.kind}_IN_FILE inline", f"{len(self)}\n"] @@ -634,21 +673,21 @@ def __str__(self) -> str: if len(self) == 0: return "" - # if line_before is set, use it to begin the section's lines + # if str_before is set, use it to begin the section's lines lines = [] - if self.line_before: - lines += [self.line_before] + if self.str_before: + lines.append(self.str_before) # if stored items are generic strings, return them out without # any additional formatting. Otherwise, apply formatting if self.kind == OBJ_KIND_GENERICSTRING: - lines += self.get_unformatted_lines() + lines.extend(self.get_unformatted_lines()) else: - lines += self.get_formatted_lines() + lines.extend(self.get_formatted_lines()) - # if line_after is set, use it to end the section's lines - if self.line_after: - lines += [self.line_after] + # if str_after is set, use it to end the section's lines + if self.str_after: + lines.append(self.str_after) return "\n".join(lines + [""]) @@ -669,8 +708,7 @@ def get_formatted_lines(self) -> List[str]: # Unless a class where all data is on one line (OneLineArray and # VirtualEvidence), write the object's remaining lines - if not (isinstance(value, OneLineArray) or - isinstance(value, VirtualEvidence)): + if not isinstance(value, (OneLineArray, VirtualEvidence)): lines.append(str(value)) return lines @@ -688,14 +726,14 @@ class InlineMCSection(InlineSection): """ Special InlineSection subclass which contains MC objects. Attributes: - mean: InlineSection object which point to InputMaster.mean - covar: InlineSection object which point to InputMaster.covar + mean: InlineSection object referred to by InputMaster.mean + covar: InlineSection object referred to by InputMaster.covar """ def __init__(self, mean: InlineSection, covar: InlineSection): """ - :param mean: InlineSection: InlineSection object which point to + :param mean: InlineSection: InlineSection object referred to by InputMaster.mean - :param covar: InlineSection: InlineSection object which point to + :param covar: InlineSection: InlineSection object referred to by InputMaster.covar """ super().__init__(OBJ_KIND_MC) @@ -710,12 +748,12 @@ def __str__(self) -> str: if len(self) == 0: return "" - # if line_before is set, use it to begin the section's lines + # if str_before is set, use it to begin the section's lines lines = [] - if self.line_before: - lines += [self.line_before] + if self.str_before: + lines.append(self.str_before) - lines += self.get_header_lines() + lines.extend(self.get_header_lines()) for index, (name, obj) in enumerate(list(self.items())): # check if dimension of Mean and Covar of this MC are the same mean_ndim = len(self.mean[obj.mean]) @@ -732,9 +770,9 @@ def __str__(self) -> str: obj_line.append(str(obj)) lines.append(" ".join(obj_line)) - # if line_after is set, use it to end the section's lines - if self.line_after: - lines += [self.line_after] + # if str_after is set, use it to end the section's lines + if self.str_after: + lines.append(self.str_after) return "\n".join(lines + [""]) @@ -743,15 +781,15 @@ class InlineMXSection(InlineSection): """ Special InlineSection subclass which contains MX objects. Attributes: - dpmf: InlineSection object which point to InputMaster.dpmf - components: InlineSection object which point to InputMaster.mc + dpmf: InlineSection object referred to by InputMaster.dpmf + components: InlineSection object referred to by InputMaster.mc """ def __init__(self, dpmf: InlineSection, mc: InlineSection): """ - :param dpmf: InlineSection: InlineSection object which point to + :param dpmf: InlineSection: InlineSection object referred to by InputMaster.dpmf - :param components: InlineSection: InlineSection object which point to + :param components: InlineSection: InlineSection object referred to by InputMaster.mc """ super().__init__(OBJ_KIND_MX) @@ -766,12 +804,12 @@ def __str__(self) -> str: if len(self) == 0: return "" - # if line_before is set, use it to begin the section's lines + # if str_before is set, use it to begin the section's lines lines = [] - if self.line_before: - lines += [self.line_before] + if self.str_before: + lines.append(self.str_before) - lines += self.get_header_lines() + lines.extend(self.get_header_lines()) for index, (name, obj) in enumerate(list(self.items())): # Assert number of components is equal to length of DPMF dpmf_ndim = len(self.dpmf[obj.dpmf]) @@ -788,9 +826,9 @@ def __str__(self) -> str: # string representation of this MX object lines.append(" ".join(obj_line)) - # if line_after is set, use it to end the section's lines - if self.line_after: - lines += [self.line_after] + # if str_after is set, use it to end the section's lines + if self.str_after: + lines.append(self.str_after) return "\n".join(lines + [""]) diff --git a/segway/input_master.py b/segway/input_master.py index 97832e8f..bad99868 100644 --- a/segway/input_master.py +++ b/segway/input_master.py @@ -16,9 +16,9 @@ SUPERVISION_SEMISUPERVISED, SUPERVISION_UNSUPERVISED, USE_MFSDG, VIRTUAL_EVIDENCE_LIST_FILENAME) from .gmtk.params import (DecisionTree, DenseCPT, DeterministicCPT, - DiagGaussianMC, DirichletTable, DPMF, - InputMaster, MissingFeatureDiagGaussianMC, MX, - VirtualEvidence) + DiagGaussianMC, DirichletTable, DPMF, + InputMaster, MissingFeatureDiagGaussianMC, MX, + VirtualEvidence) # NB: Currently Segway relies on older (Numpy < 1.14) printed representations # of scalars and vectors in the parameter output. By default in newer (> 1.14) @@ -91,11 +91,11 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # Preamble include_file = runner.gmtk_include_filename_relative card_seg = runner.num_segs - segway_preamble = make_preamble(include_file=include_file, + preamble = make_preamble(include_file=include_file, card_seg=card_seg) # Initialize InputMaster option - input_master = InputMaster(preamble=segway_preamble) + input_master = InputMaster(preamble=preamble) # Decision Trees (DT_IN_FILE) # Decision Tree describing ruler from current frameIndex @@ -103,7 +103,8 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.dt["map_frameIndex_ruler"] = \ DecisionTree(map_frameIndex_ruler_tree) - # Decision Tree describing initial segCountDown from current segment variable + # Decision Tree describing initial segCountDown from current segment + # variable map_seg_segCountDown_tree = \ make_segCountDown_tree_spec(runner, "map_seg_segCountDown.dt.tmpl") input_master.dt["map_seg_segCountDown"] = \ @@ -117,6 +118,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, input_master.dt["map_segTransition_ruler_seg_segCountDown_segCountDown"] = \ DecisionTree(map_segTransition_ruler_seg_segCountDown_segCountDown_tree) + # XXXopt: good candidate for a linear combination C deterministic mapper map_seg_subseg_obs_tree = data_string("map_seg_subseg_obs.dt.txt") input_master.dt["map_seg_subseg_obs"] = \ DecisionTree(map_seg_subseg_obs_tree) @@ -198,9 +200,9 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, # Deterministic CPT which uses map_supervisionLabel_seg_alwaysTrue # Decision Tree to set a segment under supervision input_master.deterministic_cpt["supervisionLabel_seg_alwaysTrue"] = \ - DeterministicCPT((card_supervisionlabel, card_seg), - CARD_BOOL, - "map_supervisionLabel_seg_alwaysTrue") + DeterministicCPT((card_supervisionlabel, card_seg), + CARD_BOOL, + "map_supervisionLabel_seg_alwaysTrue") # Virtual Evidence (VE_CPT_IN_FILE) input_master.virtual_evidence.line_before = "#if VIRTUAL_EVIDENCE == 1" @@ -261,9 +263,11 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, mean_data[seg_index, subseg_index, track_index] # Covar (COVAR_IN_FILE) - # If COVAR_TIED, write one covar per track and component + # If COVAR_TIED, write one covar per track and + # component if COVAR_TIED: - covar_name = f"covar_{track_name}{component_suffix}" + covar_name = \ + f"covar_{track_name}{component_suffix}" if seg_index == 0 and subseg_index == 0: input_master.covar[covar_name] = \ covar_data[seg_index, subseg_index, @@ -274,7 +278,8 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, covar_data[seg_index, subseg_index, track_index] - # Diag Gaussian MC with mean and covar name (MC_IN_FILE) + # Diag Gaussian MC with mean and covar name + # (MC_IN_FILE) mc_name = f"mc_{distribution}_{seg_name}_{subseg_name}_{track_name}{component_suffix}" if USE_MFSDG: # Add weights to end of Gaussian input_master.mc[mc_name] = \ @@ -358,7 +363,7 @@ def save_input_master(runner, input_master_filename, params_dirpath=None, def make_preamble(include_file, card_seg): - preamble_tmpl = "segway_preamble.tmpl" + preamble_tmpl = "preamble.tmpl" return resource_substitute(preamble_tmpl)(include_file=include_file, card_seg=card_seg) From 072d3e8ee55fd8b25a108b7ea2ea0f99983470d4 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 30 Aug 2024 11:17:14 -0700 Subject: [PATCH 93/93] Call make_cardinality_line more --- segway/gmtk/params.py | 12 +++--------- 1 file changed, 3 insertions(+), 9 deletions(-) diff --git a/segway/gmtk/params.py b/segway/gmtk/params.py index 6a206141..26f8e6ce 100644 --- a/segway/gmtk/params.py +++ b/segway/gmtk/params.py @@ -43,15 +43,12 @@ def array2text(a: Array) -> str: return delimiter.join(array2text(row) for row in a) -def make_cardinality_line(shape: ndarray) -> str: +def make_cardinality_line(num_parents: int, cardinalities: ndarray) -> str: """ Create a string representation of the cardinality of an array with the specified shape. This string includes the number of parents and the cardinality of each parent. """ - num_parents = len(shape) - cardinalities = shape - return " ".join(map(str, [num_parents, *cardinalities])) @@ -106,10 +103,7 @@ def get_header_info(self) -> str: Return number of parents, cardinality line, for header in input.master section. """ - line = [str(len(self.shape) - 1)] # number of parents - cardinality_line = map(str, self.shape) - line.append(" ".join(cardinality_line)) # cardinalities - return " ".join(line) + return make_cardinality_line(len(self.shape) - 1, self.shape) class DenseCPT(MultiDimArray): @@ -232,7 +226,7 @@ def get_header_info(self) -> str: Return number of parents, cardinality line, for header in input.master section. """ - return make_cardinality_line(self.shape) + return make_cardinality_line(len(self.shape), self.shape) class NameCollection(list):

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z=2LUBQG$x^&FaMGD-H1PLWsViN}T8bz5z!SJHXZA!jB}mE2ic?@zn73OFGeH@UujO zj&28*bE`+Wv76edUtFP!`jaKc#y1UE?|d{H#P#@njX+L!xw;qQ;>otLEU*|6i$BVF oGd<-)$h4g~IlnBNOs_L1=eLEE>3!zp{PA#p0gDfPXm(6I{t4 wKA2|&BA^0bwlRttFwX=@4VZ0;q6W+}LsA1~o1>@!^DH200M_A&7L5P^0Lb+qD*ylh literal 240 zcmVwx@a#2_sh)O{&;U7ChGEq1qM~E}VE#Y(qn$xuNTkd)8#l zdu0stc>5wgclymY@^d@)#TEQjIXU!XrES59muUCK?56dd0rdKjtEHGe9$XizjoD0? q$HJNR^Y|-rekz^&ElMRxTB1?R% zVEr0OE^<(o!ER43dRaL+zZOoWx5c>wMWqS~cL4wZLmhDD literal 0 HcmV?d00001 From bb3e7e103db13a4294849c76ec5d33fa4cbec469 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 28 Jul 2023 10:53:36 -0400 Subject: [PATCH 27/93] Bugfix multi-item context manager for py<3.9 --- segway/output.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/segway/output.py b/segway/output.py index 53d1b255..f77e2bdd 100644 --- a/segway/output.py +++ b/segway/output.py @@ -67,8 +67,7 @@ def merge_windows_to_bed(window_filenames, header, bedfilename, trackfilename, last_start = None last_vals = (None, None, None) # (chrom, coord, seg) - with (maybe_gzip_open(bedfilename, "wt") as bedfile, - maybe_gzip_open(trackfilename, "wt") as trackfile): + with maybe_gzip_open(bedfilename, "wt") as bedfile, maybe_gzip_open(trackfilename, "wt") as trackfile: # Write header to trackfile only print(header, file=trackfile) From 87cc8c4f3f3959ef9b6f3e4a7530e143dc0aef67 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 28 Jul 2023 11:22:43 -0400 Subject: [PATCH 28/93] Cleanup comments and documentation --- doc/technical.rst | 8 +++++++- segway/output.py | 7 +++---- 2 files changed, 10 insertions(+), 5 deletions(-) diff --git a/doc/technical.rst b/doc/technical.rst index d84c58c0..c7c7a828 100644 --- a/doc/technical.rst +++ b/doc/technical.rst @@ -209,6 +209,10 @@ workdir instead. |rarr| ``likelihood.``\ \*\ ``.ll`` contains text of the last log likelihood value for an instance. Segway uses this to decide when to stop training +``posterior``\ \*\ ``.bedGraph.gz`` posterior probabilities for the given label in bedGraph + format +``posterior``\ \*\ ``.track.gz`` posterior probabilities for the given label in track + format, with a trackline for visualization |rarr| ``validation.output.``\ \*\ ``.ll`` contains text of the last validation GMTK output for an instance |rarr| ``validation.output.winner.``\ \*\ ``.ll`` contains text of the current best validation GMTK output @@ -254,7 +258,9 @@ workdir instead. |rarr| ``params.``\ \*\ ``.params.``\ \* trained parameters for a given instance and round |rarr| ``params.``\ \*\ ``.params`` final trained parameters for a given instance |rarr| ``params.params`` best final set of trained parameters -``segway.bed.gz`` segmentation in BED format +``segway.bed.gz`` segmentation in BED9 format +``segway.track.gz`` segmentation in track format, with trackline for + visualization ``segway.str`` dynamic Bayesian network structure ``train.tab`` important file locations and hyperparameters used in training, to be passed to identify ``triangulation/`` triangulation files used for DBN interface diff --git a/segway/output.py b/segway/output.py index f77e2bdd..5d8c41ed 100644 --- a/segway/output.py +++ b/segway/output.py @@ -178,7 +178,7 @@ def get_world_indexes(self, world): for index, window in enumerate(self.windows) if world == window.world] - def concatenate(self, world): + def merge_windows(self, world): # the final bed filename, not the individual viterbi_filenames bedfilename = self.make_filename(self.bed_filename, world) trackfilename = self.make_filename(self.track_filename, world) @@ -193,7 +193,7 @@ def concatenate(self, world): bedfilename, trackfilename) def __call__(self, world): - self.concatenate(world) + self.merge_windows(world) track_filename = self.make_filename(self.track_filename, world) layer(track_filename, make_layer_filename(track_filename), @@ -231,7 +231,7 @@ def __call__(self, world): posterior_code_bedfilename, posterior_code_trackfilename) - # Save posterior bedgraph files + # Save posterior bedgraph and track files posterior_bedgraph_tmpl = self.make_filename(self.bedgraph_filename, world) posterior_track_tmpl = self.make_filename(self.posterior_track_filename, @@ -245,7 +245,6 @@ def __call__(self, world): else: label_print_range = range(self.num_segs) for num_seg in label_print_range: - # GIVE BED OUTPUT posterior_filenames = [posterior_tmpl % num_seg for posterior_tmpl in self.posterior_filenames] trackheader = self.make_bedgraph_header(num_seg) merge_windows_to_bed(posterior_filenames, trackheader, From 035040e75b6f8ae4d9f56d3be93737cb3ed06d17 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Mon, 31 Jul 2023 16:40:58 -0400 Subject: [PATCH 29/93] Address Eric's comments --- .gitignore | 1 - doc/technical.rst | 6 +++--- segway/_util.py | 4 ++++ segway/output.py | 28 +++++++++++++--------------- 4 files changed, 20 insertions(+), 19 deletions(-) diff --git a/.gitignore b/.gitignore index 70b05cf2..4da92353 100644 --- a/.gitignore +++ b/.gitignore @@ -6,4 +6,3 @@ doc/_build/* doc/_static/* doc/_templates/* test-* -.DS_Store diff --git a/doc/technical.rst b/doc/technical.rst index c7c7a828..23d8608d 100644 --- a/doc/technical.rst +++ b/doc/technical.rst @@ -211,8 +211,8 @@ workdir instead. stop training ``posterior``\ \*\ ``.bedGraph.gz`` posterior probabilities for the given label in bedGraph format -``posterior``\ \*\ ``.track.gz`` posterior probabilities for the given label in track - format, with a trackline for visualization +``posterior``\ \*\ ``.track.gz`` posterior probabilities for the given label in BED9 file + format with a trackline for visualization |rarr| ``validation.output.``\ \*\ ``.ll`` contains text of the last validation GMTK output for an instance |rarr| ``validation.output.winner.``\ \*\ ``.ll`` contains text of the current best validation GMTK output @@ -259,7 +259,7 @@ workdir instead. |rarr| ``params.``\ \*\ ``.params`` final trained parameters for a given instance |rarr| ``params.params`` best final set of trained parameters ``segway.bed.gz`` segmentation in BED9 format -``segway.track.gz`` segmentation in track format, with trackline for +``segway.track.gz`` segmentation in BED9 format with a trackline for visualization ``segway.str`` dynamic Bayesian network structure ``train.tab`` important file locations and hyperparameters used in training, to be passed to identify diff --git a/segway/_util.py b/segway/_util.py index dcf289a9..6f05dfab 100644 --- a/segway/_util.py +++ b/segway/_util.py @@ -116,8 +116,12 @@ def data_string(resource): POSTERIOR_PROG = OptionBuilder_GMTK("gmtkJT") VALIDATE_PROG = OptionBuilder_GMTK("gmtkJT") +LABEL_INDEX = 3 + BED_SCORE = "1000" BED_STRAND = "." +INDEX_BED_START = 1 +INDEX_BED_THICKSTART = INDEX_BED_START + 5 # use the GMTK MissingFeatureScaledDiagGaussian feature? USE_MFSDG = False diff --git a/segway/output.py b/segway/output.py index 5d8c41ed..11490b8a 100644 --- a/segway/output.py +++ b/segway/output.py @@ -13,13 +13,9 @@ from .bed import parse_bed4 from .layer import layer, make_layer_filename from ._util import (Copier, maybe_gzip_open, extract_superlabel, + LABEL_INDEX, INDEX_BED_START, INDEX_BED_THICKSTART, BED_SCORE, BED_STRAND, NUM_COLORS, SCHEME) -INDEX_BED_START = 1 -INDEX_BED_THICKSTART = INDEX_BED_START + 5 - -LABEL_INDEX = 3 - def make_bed_attr(key, value): if " " in value: @@ -51,16 +47,18 @@ def create_color_assignment(window_filenames): for i, label in enumerate(sorted(list(labels)))} -# Takes a list of filepaths, each of which points to a segmentation BED4 file. -# Concatenates the files, merging entries if necessary. Produces a BED file -# and a track file with an additional header, by default with 9 columns. -# Used by IdentifySaver and PosteriorSaver. def merge_windows_to_bed(window_filenames, header, bedfilename, trackfilename, - as9cols = True): + bed9_output = True): + """ + Given a list of filepaths, each of which points to a segmentation BED4 file, + concatenate the files and merge entries if necessary. + Writes one BED file and a second BED file with additional track header, + by default with 9 columns. + """ # If converting to 9-column output formats, build a color # assignment using all labels - if as9cols: - color_assignement = create_color_assignment(window_filenames) + if bed9_output: + segment_colors = create_color_assignment(window_filenames) # values for comparison to combine adjoining segments last_line = "" @@ -77,13 +75,13 @@ def merge_windows_to_bed(window_filenames, header, bedfilename, trackfilename, # If converting to 9 column format, add extra columns # to BED4 data - if as9cols: + if bed9_output: for i, line in enumerate(lines): _, coords = parse_bed4(line) (chrom, start, end, seg) = coords bed9row = [chrom, start, end, seg, BED_SCORE, BED_STRAND, start, end, - color_assignement[extract_superlabel(seg)]] + segment_colors[extract_superlabel(seg)]] lines[i] = '\t'.join(bed9row) + '\n' # Prepare the first line of the data @@ -250,4 +248,4 @@ def __call__(self, world): merge_windows_to_bed(posterior_filenames, trackheader, posterior_bedgraph_tmpl % num_seg, posterior_track_tmpl % num_seg, - as9cols = False) + bed9_output = False) From d488be30ab917357c165e69726efb7c24eb0873e Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 1 Sep 2023 17:01:21 -0400 Subject: [PATCH 30/93] In progress GMTK API integration --- segway/gmtk.py | 686 +++++++++++++++++++++++++++++++++++++++++ segway/input_master.py | 415 ++++++++++++++++++++++++- segway/run.py | 13 +- 3 files changed, 1095 insertions(+), 19 deletions(-) create mode 100644 segway/gmtk.py diff --git a/segway/gmtk.py b/segway/gmtk.py new file mode 100644 index 00000000..c536482d --- /dev/null +++ b/segway/gmtk.py @@ -0,0 +1,686 @@ +from __future__ import annotations + +from typing import List, Optional, Union + +from numpy import array, asarray, empty, ndarray, squeeze + + +INPUT_MASTER_PREAMBLE = \ +"""#define COMPONENT_TYPE_DIAG_GAUSSIAN 0 + +""" + + +COMPONENT_TYPE_DIAG_GAUSSIAN = 0 +OBJ_KIND_MEAN = "MEAN" +OBJ_KIND_COVAR = "COVAR" +OBJ_KIND_NAMECOLLECTION = "NAME_COLLECTION" +OBJ_KIND_DPMF = "DPMF" +OBJ_KIND_DENSECPT = "DENSE_CPT" +OBJ_KIND_DETERMINISTICCPT = "DETERMINISTIC_CPT" +OBJ_KIND_MC = "MC" +OBJ_KIND_MX = "MX" +OBJ_KIND_DT = "DT" +OBJ_KIND_VE_CPT = "VE_CPT" + + +# "kind" refers to a kind of GMTK object. GMTK often calls these classes +# or objects. +# "class" refers to a Python classs. +# "component type" refers to types of GMTK Mixture Components, such as +# Diagonal Gaussian. + + +def array2text(a: Array) -> str: + """ + Convert multi-dimensional array to text. + """ + if a.ndim == 1: + return " ".join(map(str, a)) + delimiter = "\n" * (a.ndim - 1) + return delimiter.join(array2text(row) for row in a) + + +# Types of array data +NumericArrayLike = Union[float, int, ndarray] + + +class Array(ndarray): + def __new__(cls, *args: NumericArrayLike, keep_shape: bool = False) -> Array: + """ + Create a new Array containing the provided value(s). + If passed a single value and keep_shape is False, insert a new first + dimension of size 1. This is needed for creating vector arrays + (dimension 1) from a single scalar input value. + """ + # Ensure all arguments belong to the correct type + if not all(isinstance(arg, NumericArrayLike) for arg in args): + # If union iterable, fix. Otherwise, hardwrite + raise TypeError(f"Argument has incompatible tupe. Expected {NumericArrayLike}") + + input_array = array(args) + + # Create a new array object with the same data as input_array + # but with the type of cls (i.e. Array) + res = asarray(input_array).view(cls) + + # If keep_shape is true, remove the new dimension + if len(args) == 1 and keep_shape: + res = squeeze(res, axis=0) + + return res + + +class DenseCPT(Array): + """ + A single DenseCPT object. + """ + kind = OBJ_KIND_DENSECPT + + # todo check if sums to 1.0 + + def __str__(self) -> str: + """ + Return string representation of this DenseCPT object. + """ + return f"{array2text(self)}\n" + + def get_header_info(self) -> str: + """ + Return number of parents, cardinality line, for header in + input.master section. + """ + line = [str(len(self.shape) - 1)] # number of parents + cardinality_line = map(str, self.shape) + line.append(" ".join(cardinality_line)) # cardinalities + return " ".join(line) + + @classmethod + def uniform_from_shape(cls, *shape: int, + self_transition: float = 0.0) -> DenseCPT: + """ + Create a Dense CPT with the specified self_transition probability + (diagonal entries) and a uniform probability for all other + transitions (non-diagonal entries). + + :param: shape: int: shape of DenseCPT + :param: self_transition: float: optional value for diagonal entry of + DenseCPT (default is 0.0) + :return: DenseCPT with given shape and specified probabilities + """ + values = empty(shape) + if len(shape) == 1: + values.fill(1.0 / shape[-1]) + # Check if num_subsegs == 1 to prevent divide-by-zero error + elif (shape[-1] - 1) == 0: + values.fill(1.0) + else: + value = (1.0 - self_transition) / (shape[-1] - 1) + values.fill(value) + + # len(shape) = 2 => seg_seg + # => square matrix of num_seg x num_seg + if len(shape) == 2: + # set diagonal elements to self_transition + diag_index = range(shape[0]) + values[diag_index, diag_index] = self_transition + + # len(shape) = 3 => seg_subseg_subseg + # => num_segs x (square matrix of num_subseg x num_subseg) + if len(shape) == 3: + # In a 3 dimensional CPT, for each segment's square matrix, + # set the diagonal entries to self_transition. + # Begin by creating the list of indices for diagonal entries + # in a segment's square matrix + diag_index = [] + for subseg_index in range(shape[-1]): + diag_index.append([subseg_index] * len(shape[1:])) + + # For each segment, create the full indices for the diagonal + # entries within its square matrix + final_indices = [] + for seg_index in range(shape[0]): + for subseg_indices in diag_index: + index = [seg_index] + index.extend(subseg_indices) + final_indices.append(tuple(index)) + + # Set all diagonal entries of each segment's square matrix + # to self_transition + for index in final_indices: + values[index] = self_transition + + return DenseCPT(values, keep_shape = True) + + +class NameCollection(list): + """ + A single NameCollection object. + """ + kind = OBJ_KIND_NAMECOLLECTION + + def __init__(self, names: List[str]): + """ + Initialize a single NameCollection object. + :param names: List[str]: names in this NameCollection + """ + # Ensure all list items are strings + if not all(isinstance(name, str) for name in names): + raise TypeError("All arguments must be str instances.") + + super().__init__(names) + + def __str__(self) -> str: + """ + Returns string format of NameCollection object to be printed into the + input.master file (new lines to be added) + """ + return "\n".join(list(self)) + + + def get_header_info(self) -> str: + """ + Return size of NameCollection, for header in input.master section. + """ + return str(len(self)) + + +class OneLineKind(Array): + """ + An abstract Python class acting as the parent for Python classes + representing Array-like GMTK kinds that have one-line string + representations in input.master. + It inherits the Array data structure for data storage and defines + the __str__ method for writing this data as one line. + """ + + def get_header_info(self) -> str: + """ + Return string representation of own information, for header in + input.master section.. + """ + line = [str(len(self))] # dimension + line.append(array2text(self)) # array values + return " ".join(line) + + +class Mean(OneLineKind): + """ + A single Mean object. + __init__ and __str__ methods defined in superclass. + """ + kind = OBJ_KIND_MEAN + + +class Covar(OneLineKind): + """ + A single Covar object. + __init__ and __str__ methods defined in superclass. + """ + kind = OBJ_KIND_COVAR + + +# These types must be defined before they are referenced, so these constants +# are defined here rather than the top of the file. + +# object classes that can support conversion +CONVERTIBLE_CLASSES = { + OBJ_KIND_NAMECOLLECTION: NameCollection, + OBJ_KIND_MEAN: Mean, + OBJ_KIND_COVAR: Covar +} + +# Types which can be auto-converted by convert +ConvertableGMTKObjectType = Union[tuple(cls for cls in CONVERTIBLE_CLASSES.values())] + +def convert( + cls: ConvertableGMTKObjectType, + value: Union[NumericArrayLike, ConvertableGMTKObjectType, List[str], str] +) -> ConvertableGMTKObjectType: + """ + Convert a provided attribute of input_master which a non-GMTK object into + a GMTK object of the provided class. + :param cls: GMTK class + :param value: Value to convert to GMTK object + """ + # If provided value matches the desired class, no conversion needed + if isinstance(value, cls): + return value # type: ignore[return-value] + + # Otherwise, create new object of with provided data + return cls(value) + + +class DPMF(OneLineKind): + """ + A single DPMF object. + """ + kind = OBJ_KIND_DPMF + + # todo check if sums to 1.0 + + @classmethod + def uniform_from_shape(cls, shape: int) -> DPMF: + """ + :param: shape: int: shape of DPMF, which must be 1-dimensional. + :return: DPMF with uniform probabilities and given shape + """ + dpmf_values = empty(shape) + value = 1.0 / shape + dpmf_values.fill(value) + + return DPMF(dpmf_values, keep_shape = True) + + +class MC: + """ + A single mixture component (MC) object. + Attributes: + component_type: str: type of MC + """ + kind = OBJ_KIND_MC + + def __init__(self, component_type: str): + """ + Initialize a single MC object. + :param component_type: str: type of MC, such as COMPONENT_TYPE_DIAG_GAUSSIAN + """ + self.component_type = component_type + + def get_header_info(self) -> str: + # No additional header information needed in input.master. + return "" + + +class DiagGaussianMC(MC, object): + """ + Attributes: + component_type = 0 + mean: str: name of Mean object associated to this MC + covar: str: name of Covar obejct associated to this MC + suffix: str: suffix string to add after mean and covar + """ + def __init__(self, mean: str, covar: str, suffix: str=""): + """ + Initialize a single DiagGaussianMC object. + :param mean: name of Mean object associated to this MC + :param covar: name of Covar obejct associated to this MC + :param suffix: suffix string to add after mean and covar + """ + # more component types? + super().__init__("COMPONENT_TYPE_DIAG_GAUSSIAN") + self.mean = mean + self.covar = covar + self.suffix = suffix + + def __str__(self) -> str: + """ + Return string representation of this MC object. + """ + return " ".join([self.mean, self.covar, self.suffix]) + + +class MX: + """ + A single mixture (MX) object. + Attributes: + dpmf: str: name of DPMF object associated with MX + components: list[str]: names of components associated with this MX + """ + kind = OBJ_KIND_MX + + def __init__(self, dpmf: str, components: Union[str, List[str]]): + """ + Initialize a single MX object. + :param dpmf: str: name of DPMF object associated with this MX + :param components: str or list[str]: names of components associated + with this MX + """ + self.dpmf = dpmf + if isinstance(components, str): + self.components = [components] + elif isinstance(components, list): + if not all(isinstance(name, str) for name in components): + raise ValueError("Each component must be str") + self.components = components + else: # not allowed types + raise ValueError("`components` must be str or List[str].") + + def __str__(self) -> str: + """ + Return string representation of this MX. + """ + line = [str(len(self.components))] # number of components + line.append(self.dpmf) # dpmf name + line.append(" ".join(self.components)) # component names + return " ".join(line) + + def get_header_info(self) -> str: + # No additional header information needed in input.master. + return "" + + +class DeterministicCPT: + """ + A single DeterministicCPT object. + Attributes: + parent_cardinality: tuple[int]: cardinality of parents + cardinality: int: cardinality of self + dt: str: name existing Decision Tree (DT) associated with this + DeterministicCPT + """ + kind = OBJ_KIND_DETERMINISTICCPT + + def __init__(self, cardinality_parents: Union[tuple[str], str], + cardinality: str, dt: str): + """ + Initialize a single DeterministicCPT object. + :param cardinality_parents: tuple[str]: cardinality of parents + (if empty, then number of parents = 0) + :param cardinality: str: cardinality of self + :param dt: str: name existing Decision Tree (DT) associated with + this DeterministicCPT + """ + if not isinstance(cardinality_parents, tuple): + self.cardinality_parents = (cardinality_parents, ) + else: + self.cardinality_parents = cardinality_parents + self.cardinality = cardinality + self.dt = dt + + def __str__(self) -> str: + """ + Return string representation of this DeterministicCPT. + """ + line = [str(len(self.cardinality_parents))] # number of parents + cardinalities = list(self.cardinality_parents) + cardinalities.append(self.cardinality) + + # cardinalities of parent and self + line.append(" ".join(map(str, cardinalities))) + line.append(f"{self.dt}\n") + return "\n".join(line) + + def get_header_info(self) -> str: + # No additional header information needed in input.master. + return "" + + +class ArbitraryString: + """ + A class storing an arbitrary string to write to input.master. + Attributes: + contents: str: Arbitrary string to write to input.master + """ + + def __init__(self, contents: str): + """ + Initialize an arbitrary string class. + :param contents: arbitrary string to write to input.master + """ + self.contents = contents + + def __str__(self) -> str: + """ + Return the stored string. + """ + return self.contents + + def get_header_info(self) -> str: + # No additional header information + return "" + + + +class DecisionTree(ArbitraryString): + """ + A Decision Tree object. + """ + kind = OBJ_KIND_DT + + def __init__(self, tree: str): + """ + Initialize a DecisionTree object. + :param tree: String representation of the tree + """ + super().__init__(tree) + + +class VirtualEvidence(ArbitraryString): + """ + A Virtual Evidence object. + """ + kind = OBJ_KIND_VE_CPT + + def __init__(self, ve: str): + """ + Initialize a VirtualEvidence object. + :param ve: String representation of the virtual evidence + """ + super().__init__(ve) + + +class Section(dict): + """ + Contains GMTK objects of a single type and supports writing them to file. + Key: name of GMTK object + Value: GMTK object + Attributes: + kind: str: specifies the kind of GMTK object + (default assumes that `self` has no kind) + """ + def __init__(self, kind: Optional[str] = None): + """ + Initialize an empty Section object. + """ + super().__init__() + self.kind = kind + + def __setitem__( + self, + key: str, + value: Union[float, int, List[str], str, + Mean, Covar, NameCollection, + DPMF, DiagGaussianMC, MX, DenseCPT]): + cls = CONVERTIBLE_CLASSES.get(self.kind) + if cls is not None: + value = convert(cls, value) + + # self.kind is undefined for objects that dont support type conversion + if not self.kind: + # sets self.kind as the kind of first GMTK type value passed + # consistency of kind for all values are checked in InlineSection + # as the whole dictionary could be checked at once + self.kind = value.kind + + dict.__setitem__(self, key, value) + + def get_header_lines(self) -> List[str]: + """ + Generate header lines for this Section object. + """ + # object title and total number of GMTK/MC/MX objects + return [f"{self.kind}_IN_FILE inline", f"{len(self)}\n"] + + +class InlineSection(Section): + + def __str__(self) -> str: + """ + Return inline string representation of this Section object by calling + the individual GMTK object's `__str__()`. + """ + # Assert all the values in the dict are of the expected type + assert all(obj.kind == self.kind + for obj in self.values()), "Objects must be of same type." + + # if this section stores no GMTK objects + if len(self) == 0: + return "" + + lines = self.get_header_lines() + for index, (key, value) in enumerate(self.items()): + obj_header = [str(index), key] # Index and name of GMTK object + + # Special header information for some GMTK types + obj_header.append(value.get_header_info()) + + # Use rstrip to remove the trailing space for GMTK types with + # no additional header information + lines.append(" ".join(obj_header).rstrip()) + + # If not one line kind, write the object's remaining lines + if not isinstance(value, OneLineKind): + lines.append(str(value)) + + return "\n".join(lines + [""]) + + +class InlineMCSection(InlineSection): + """ + Special InlineSection subclass which contains MC objects. + Attributes: + mean: InlineSection object which point to InputMaster.mean + covar: InlineSection object which point to InputMaster.covar + """ + def __init__(self, mean: InlineSection, covar: InlineSection): + """ + :param mean: InlineSection: InlineSection object which point to + InputMaster.mean + :param covar: InlineSection: InlineSection object which point to + InputMaster.covar + """ + super().__init__(OBJ_KIND_MC) + self.mean = mean + self.covar = covar + + def __str__(self) -> str: + """ + Returns string representation of all MC objects contained in this + InlineMCSection by calling the individual MC object's `__str__()`. + """ + if len(self) == 0: + return "" + + lines = self.get_header_lines() + for index, (name, obj) in enumerate(list(self.items())): + # check if dimension of Mean and Covar of this MC are the same + mean_ndim = len(self.mean[obj.mean]) + covar_ndim = len(self.covar[obj.covar]) + if mean_ndim != covar_ndim: + raise ValueError("Inconsistent dimensions of mean and covar.") + + obj_line = [str(index)] # index of MC object + obj_line.append(str(mean_ndim)) # MC dimension + obj_line.append(str(obj.component_type)) + obj_line.append(name) # name of MC + + # string representation of MC obj + obj_line.append(str(obj)) + lines.append(" ".join(obj_line)) + + return "\n".join(lines + [""]) + + +class InlineMXSection(InlineSection): + """ + Special InlineSection subclass which contains MX objects. + Attributes: + dpmf: InlineSection object which point to InputMaster.dpmf + components: InlineSection object which point to InputMaster.mc + """ + + def __init__(self, dpmf: InlineSection, mc: InlineSection): + """ + :param dpmf: InlineSection: InlineSection object which point to + InputMaster.dpmf + :param components: InlineSection: InlineSection object which point to + InputMaster.mc + """ + super().__init__(OBJ_KIND_MX) + self.dpmf = dpmf + self.mc = mc + + def __str__(self) -> str: + """ + Returns string representation of all MX objects contained in this + InlineMXSection by calling the individual MX object's `__str__()`. + """ + if len(self) == 0: + return "" + + lines = self.get_header_lines() + for index, (name, obj) in enumerate(list(self.items())): + # Assert number of components is equal to length of DPMF + dpmf_ndim = len(self.dpmf[obj.dpmf]) + if not dpmf_ndim == len(obj.components): + raise ValueError( + "Dimension of DPMF must be equal to the " + "number of components associated with this MX object.") + + obj_line = [str(index)] # index of MX object + obj_line.append(str(dpmf_ndim)) # dimension of MX + obj_line.append(name) # name of MX + obj_line.append(str(obj)) + + # string representation of this MX object + lines.append(" ".join(obj_line)) + + return "\n".join(lines + [""]) + + +class InputMaster: + """ + Master class which contains all GMTK objects present in the input + master and is responsible for creating their string representation. + Attributes: + mean: InlineSection: contains all Mean objects in input master + covar: InlineSection: contains all Covar objects in input master + dpmf: InlineSection: contains all DPMF objects in input master + dense_cpt: InlineSection: contains all DenseCPT objects in input master + deterministic_cpt: InlineSection: contains all DeterministicCPT objects + in input master + mc: InlineMCSection: contains all MC objects in input master + mx: InlineMXSection: contains all MX objects in input master + name_collection: InlineSection: contains all NameCollection objects in + input master + """ + + def __init__(self, preamble = INPUT_MASTER_PREAMBLE): + """ + Initialize InputMaster instance with empty attributes (InlineSection + and its subclasses). + """ + self.preamble = preamble + self.mean = InlineSection(OBJ_KIND_MEAN) + self.covar = InlineSection(OBJ_KIND_COVAR) + self.dpmf = InlineSection(OBJ_KIND_DPMF) + self.dense_cpt = InlineSection(OBJ_KIND_DENSECPT) + self.deterministic_cpt = InlineSection(OBJ_KIND_DETERMINISTICCPT) + self.mc = InlineMCSection(mean=self.mean, covar=self.covar) + self.mx = InlineMXSection(dpmf=self.dpmf, mc=self.mc) + self.name_collection = InlineSection(OBJ_KIND_NAMECOLLECTION) + self.dt = InlineSection(OBJ_KIND_DT) + self.virtual_evidence = InlineSection(OBJ_KIND_VE_CPT) + + def __str__(self) -> str: + """ + Return string representation of all the attributes (GMTK types) by + calling the attributes' (InlineSection and its subclasses) `__str__()`. + """ + sections = [self.preamble, self.dt, self.deterministic_cpt, + self.name_collection, self.mean, self.covar, + self.dense_cpt, self.dpmf, self.mc, self.mx, + self.virtual_evidence] + + return "\n".join([str(section) for section in sections]) + + def save(self, filename: str) -> None: + """ + Opens filename for writing and writes out + the contents of its attributes. + :param: filename: str: path to input master file + (default assumes path to `traindir` is "traindir") + """ + with open(filename, "w") as file: + print(self, file=file) diff --git a/segway/input_master.py b/segway/input_master.py index 371118c2..abd620b0 100644 --- a/segway/input_master.py +++ b/segway/input_master.py @@ -9,6 +9,7 @@ ## Copyright 2012, 2013 Michael M. Hoffman from math import frexp, ldexp +from itertools import product from string import Template import sys @@ -24,7 +25,10 @@ SUPERVISION_UNSUPERVISED, SUPERVISION_SEMISUPERVISED, SUPERVISION_SUPERVISED, USE_MFSDG, - VIRTUAL_EVIDENCE_LIST_FILENAME) + VIRTUAL_EVIDENCE_LIST_FILENAME, make_default_filename) + +from .gmtk import (InputMaster, DiagGaussianMC, MX, DPMF, DeterministicCPT, + DenseCPT, DecisionTree, VirtualEvidence) # NB: Currently Segway relies on older (Numpy < 1.14) printed representations of # scalars and vectors in the parameter output. By default in newer (> 1.14) @@ -69,6 +73,8 @@ # TODO[PY2-EOL]: remove ROUND_NDIGITS = 12 +INPUT_MASTER_NAME = "input.master.tmpl" + def vstack_tile(array_like, *reps): reps = list(reps) + [1] @@ -157,6 +163,387 @@ def jitter_cell(cell, random_state): jitter = vectorize(jitter_cell) +def save_input_master(runner, input_master_filename, params_dirpath=None, + clobber=False, instance_index=None): + """ + Save the input.master file using the GMTK API. + """ + + input_master = InputMaster() + + # Preamble + include_filename = runner.gmtk_include_filename_relative + card_seg = runner.num_segs + segway_preamble = \ +f"""#include "{include_filename}" + +#if CARD_SEG != {card_seg} +#error Specified number of segment labels (CARD_SEG) does not match the number used for this input master file ({card_seg}) +#endif + +""" + input_master.preamble = segway_preamble + + + # Decision Trees + segCountDown_tree = make_segCountDown_tree(runner) + + map_frameIndex_ruler_tree = \ +"""1 +% is the frameIndex divisible by RULER_SCALE + -1 { mod(p0, RULER_SCALE) == 0 } +""" + input_master.dt["map_frameIndex_ruler"] = \ + DecisionTree(map_frameIndex_ruler_tree) + + map_seg_segCountDown_tree = \ +f"""1 +% this is only used at the beginning of an observation track +0 {segCountDown_tree} +""" + input_master.dt["map_seg_segCountDown"] = \ + DecisionTree(map_seg_segCountDown_tree) + + map_segTransition_ruler_seg_segCountDown_segCountDown_tree = \ +f"""4 + 0 2 2 default + % segTransition(0) == 2 (seg transition): + % reinitialize the segCountDown value based on the usual tree + % used at the beginning of a segment + 2 {segCountDown_tree} + + % segTransition(0) in (0, 1) (no transition, subseg transition): + 1 2 0 default + % ruler(0) == 0: + -1 {{ p3 }} % not at ruler mark -> copy previous value + + % ruler(0) == 1: + -1 {{ max(p3-1, 0) }} % subtract 1 from previous value, or 0 +""" + input_master.dt["map_segTransition_ruler_seg_segCountDown_segCountDown"] = \ + DecisionTree(map_segTransition_ruler_seg_segCountDown_segCountDown_tree) + + map_seg_subseg_obs_tree = \ +"""2 % num parents + -1 { p0*CARD_SUBSEG + p1 } +""" + input_master.dt["map_seg_subseg_obs"] = \ + DecisionTree(map_seg_subseg_obs_tree) + + if runner.supervision_type == SUPERVISION_SEMISUPERVISED: + map_supervisionLabel_seg_alwaysTrue = \ +"""2 % num parents +% first parent is the label: 0 = no label; 1+ = (desired-1) +% second parent is target + 0 2 0 default + % no label + -1 1 % does not matter, observed child is always true + + % label set + #if SUPERVISIONLABEL_EXTENSION == 1 + %% if only one supervision label is allowed + %%% if the target == label - 1: then observed child is true + %%% if the target != label - 1: then observed child is false => impossible + -1 { p1 == (p0-SUPERVISION_LABEL_OFFSET) } + #else + %% if multiple supervision label is allowed + %%% if the target in range [label - 1, label - 1 + label_range): + %%% then observed child is true + %%% if the target not in range [label - 1, label - 1 + label_range): + %%% then observed child is false => impossible + -1 { (p1 > (p0-SUPERVISION_LABEL_OFFSET-1)) && (p1 < (p0-SUPERVISION_LABEL_OFFSET+SUPERVISIONLABEL_RANGE_SIZE)) } + #endif +""" + input_master.dt["map_supervisionLabel_seg_alwaysTrue"] = \ + DecisionTree(map_supervisionLabel_seg_alwaysTrue) + + # TODO: Dirichlet Table param spec + # if self.len_seg_strength > 0: + # dirichlet_spec = DirichletTabParamSpec(self) + # else: + # dirichlet_spec = "" + + # Deterministic CPTs + input_master.deterministic_cpt["seg_segCountDown"] = \ + DeterministicCPT(("CARD_SEG", ), "CARD_SEGCOUNTDOWN", + "map_seg_segCountDown") + input_master.deterministic_cpt["frameIndex_ruler"] = \ + DeterministicCPT(("CARD_FRAMEINDEX", ), "CARD_RULER", + "map_frameIndex_ruler") + input_master.deterministic_cpt["segTransition_ruler_seg_segCountDown_segCountDown"] = \ + DeterministicCPT(("CARD_SEGTRANSITION", "CARD_RULER", "CARD_SEG", + "CARD_SEGCOUNTDOWN"), "CARD_SEGCOUNTDOWN", + "map_segTransition_ruler_seg_segCountDown_segCountDown") + input_master.deterministic_cpt["seg_seg_copy"] = \ + DeterministicCPT(("CARD_SEG", ), "CARD_SEG", + "internal:copyParent") + input_master.deterministic_cpt["subseg_subseg_copy"] = \ + DeterministicCPT(("CARD_SUBSEG", ), "CARD_SUBSEG", + "internal:copyParent") + if runner.supervision_type == SUPERVISION_SEMISUPERVISED: + input_master.deterministic_cpt["supervisionLabel_seg_alwaysTrue"] = \ + DeterministicCPT(("CARD_SUPERVISIONLABEL", "CARD_SEG"), "CARD_BOOLEAN", + "map_supervisionLabel_seg_alwaysTrue") + else: + assert (runner.supervision_type == SUPERVISION_SUPERVISED or + runner.supervision_type == SUPERVISION_UNSUPERVISED) + + + # Dense CPTs + num_segs = runner.num_segs + num_subsegs = runner.num_subsegs + input_master.dense_cpt["start_seg"] = DenseCPT.uniform_from_shape(num_segs) + input_master.dense_cpt["seg_subseg"] = DenseCPT.uniform_from_shape(num_segs, num_subsegs) + input_master.dense_cpt["seg_seg"] = DenseCPT.uniform_from_shape(num_segs, num_segs) + input_master.dense_cpt["seg_subseg_subseg"] = DenseCPT.uniform_from_shape(num_segs, num_subsegs, num_subsegs) + input_master.dense_cpt["segCountDown_seg_segTransition"] = make_dense_cpt_segCountDown_seg_segTransition(runner) + if runner.use_dinucleotide: + input_master.dense_cpt["seg_dinucleotide"] = make_dense_cpt_seg_dinucleotide() + + distribution = runner.distribution + # Normal distributions + if distribution in DISTRIBUTIONS_LIKE_NORM: + # Mean and Covar + for component in range(runner.num_mix_components): + mean_data = make_mean_data(runner) + covar_data = make_covar_data(runner) + for seg_index in range(num_segs): + seg_name = f"seg{seg_index}" + for subseg_index in range(num_subsegs): + subseg_name = f"subseg{subseg_index}" + for track_index, track_group in enumerate(runner.track_groups): + track_name = track_group[0].name + + if runner.num_mix_components == 1: + component_suffix = "" + else: + component_suffix = f"_component{component}" + mean_name = f"mean_{seg_name}_{subseg_name}_{track_name}{component_suffix}" + + input_master.mean[mean_name] = mean_data[seg_index, subseg_index, track_index] + + # If COVAR_TIED, write one covar per track and component + if COVAR_TIED: + covar_name = f"covar_{track_name}{component_suffix}" + if seg_index == 0 and subseg_index == 0: + input_master.covar[covar_name] = covar_data[seg_index, subseg_index, track_index] + else: # Otherwise, write for every seg and subseg + covar_name = f"covar_{seg_name}_{subseg_name}_{track_name}{component_suffix}" + input_master.covar[covar_name] = covar_data[seg_index, subseg_index, track_index] + + # Diag Gaussian MC with mean and covar name + mc_name = f"mc_{distribution}_{seg_name}_{subseg_name}_{track_name}{component_suffix}" + if USE_MFSDG: # Add weights to end of Gaussian + suffix = "matrix_weightscale_1x1" + else: + suffix = "" + input_master.mc[mc_name] = DiagGaussianMC(mean=mean_name, covar=covar_name, suffix=suffix) + + + # if USE_MFSDG: + # real_mat_spec = RealMatParamSpec(self) + # else: + # real_mat_spec = "" + + + # elif distribution == DISTRIBUTION_GAMMA: + # mean_spec = "" + # covar_spec = "" + + # XXX: another option is to calculate an ML estimate for + # the gamma distribution rather than the ML estimate for the + # mean and converting + # real_mat_spec = GammaRealMatParamSpec(self) + # mc_spec = GammaMCParamSpec(self) + + # else: + # raise ValueError("distribution %s not supported" % distribution) + + # Mixtures and Name Collection + for track_index, track_group in enumerate(runner.track_groups): + track_name = track_group[0].name + name_collection_name = f"collection_seg_{track_name}" + name_collection_items = [] + for seg_index in range(num_segs): + seg_name = f"seg{seg_index}" + for subseg_index in range(num_subsegs): + subseg_name = f"subseg{subseg_index}" + + mx_name = f"mx_{seg_name}_{subseg_name}_{track_name}" + name_collection_items.append(mx_name) + + if runner.num_mix_components == 1: + dpmf_name = "dpmf_always" + else: + dpmf_name = f"dpmf_{seg_name}_{subseg_name}_{track_name}" + + mx_components = [] + for component in range(runner.num_mix_components): + if runner.num_mix_components == 1: + component_suffix = "" + else: + component_suffix = f"_component{component}" + mx_components.append(f"mc_{distribution}_{seg_name}_{subseg_name}_{track_name}{component_suffix}") + + input_master.mx[mx_name] = MX(dpmf_name, mx_components) + input_master.name_collection[name_collection_name] = name_collection_items + + + # DPMF + if runner.num_mix_components == 1: + input_master.dpmf["dpmf_always"] = DPMF.uniform_from_shape(1) + else: + for seg_index in range(num_segs): + seg_name = f"seg{seg_index}" + for subseg_index in range(num_subsegs): + subseg_name = f"subseg{subseg_index}" + for track_index, track_group in enumerate(runner.track_groups): + track_name = track_group[0].name + + dpmf_name = f"dpmf_{seg_name}_{subseg_name}_{track_name}" + # TODO: Does not include "DirichletConst 100" + input_master.dpmf[dpmf_name] = DPMF.uniform_from_shape(runner.num_mix_components) + + + # Virtual Evidence + # TODO: This is written on multiple lines, while the template is a single + # line. How to fix without changing gmtk api significantly? + if runner.virtual_evidence: + virtual_evidence = f"1 {num_segs} 2 {VIRTUAL_EVIDENCE_LIST_FILENAME} nfs:{num_segs} nis:0 fmt:ascii END" + input_master.virtual_evidence["seg_virtualEvidence"] = VirtualEvidence(virtual_evidence) + + if not input_master_filename: + input_master_filename = make_default_filename(input_master_filename, params_dirpath, instance_index) + input_master.save(input_master_filename + '.test') + + +def make_segCountDown_tree(runner): + num_segs = runner.num_segs + seg_countdowns_initial = runner.seg_countdowns_initial + + header = ([str(num_segs)] + + [str(num_seg) for num_seg in range(num_segs - 1)] + + ["default"]) + + lines = [" ".join(header)] + + for seg_countdown_initial in seg_countdowns_initial: + lines.append(f" -1 {seg_countdown_initial}") + + return "\n".join(lines) + + +def make_dense_cpt_segCountDown_seg_segTransition(runner): # noqa + # first values are the ones where segCountDown = 0 therefore + # the transitions to segTransition = 2 occur early on + card_seg_countdown = runner.card_seg_countdown + + # by default, when segCountDown is high, never transition + res = empty((card_seg_countdown, runner.num_segs, CARD_SEGTRANSITION)) + + prob_seg_self_self, prob_seg_self_other = \ + calc_prob_transition(runner.resolution, LEN_SEG_EXPECTED) + + prob_subseg_self_self, prob_subseg_self_other = \ + calc_prob_transition(runner.resolution, LEN_SUBSEG_EXPECTED) + + # 0: no transition + # 1: subseg transition (no transition when CARD_SUBSEG == 1) + # 2: seg transition + probs_allow_transition = \ + array([prob_seg_self_self * prob_subseg_self_self, + prob_seg_self_self * prob_subseg_self_other, + prob_seg_self_other]) + + probs_prevent_transition = array([prob_subseg_self_self, + prob_subseg_self_other, + 0.0]) + + # find the labels with maximum segment lengths and those without + table = runner.seg_table + ends = table[:, OFFSET_END] + bitmap_without_maximum = ends == 0 + + # where() returns a tuple; this unpacks it + labels_with_maximum, = where(~bitmap_without_maximum) + labels_without_maximum, = where(bitmap_without_maximum) + + # labels without a maximum + res[0, labels_without_maximum] = probs_allow_transition + res[1:, labels_without_maximum] = probs_prevent_transition + + # labels with a maximum + seg_countdowns_initial = runner.seg_countdowns_initial + + res[0, labels_with_maximum] = array([0.0, 0.0, 1.0]) + for label in labels_with_maximum: + seg_countdown_initial = seg_countdowns_initial[label] + minimum = table[label, OFFSET_START] // table[label, OFFSET_STEP] + + seg_countdown_allow = seg_countdown_initial - minimum + 1 + + res[1:seg_countdown_allow, label] = probs_allow_transition + res[seg_countdown_allow:, label] = probs_prevent_transition + + return DenseCPT(res) + + +def calc_prob_transition(resolution, length): + """Calculate probability transition from scaled expected length. + """ + length_scaled = length // resolution + + prob_self_self = prob_transition_from_expected_len(length_scaled) + prob_self_other = 1.0 - prob_self_self + + return prob_self_self, prob_self_other + + +def make_dense_cpt_seg_dinucleotide(runner): + dinucleotide_table = [make_dinucleotide_table_row(runner) + for _ in range(runner.num_segs)] + return DenseCPT(dinucleotide_table) + + +def make_dinucleotide_table_row(runner): + # simple one-parameter model + gc = runner.random_state.uniform() + at = 1 - gc + + a = at / 2 + c = gc / 2 + g = gc - c + t = 1 - a - c - g + + acgt = array([a, c, g, t]) + + # shape: (16,) + return outer(acgt, acgt).ravel() + + +def make_mean_data(runner): + num_segs = runner.num_segs + num_subsegs = runner.num_subsegs + means = runner.means # indexed by track_index + + # maximum likelihood, adjusted by no more than 0.2*sd + stds = sqrt(runner.vars) + + # tile the means of each track (num_segs, num_subsegs times) + means_tiled = vstack_tile(means, num_segs, num_subsegs) + stds_tiled = vstack_tile(stds, num_segs, num_subsegs) + + jitter_std_bound = 0.2 + noise = runner.random_state.uniform(-jitter_std_bound, + jitter_std_bound, stds_tiled.shape) + + return means_tiled + (stds_tiled * noise) + + +def make_covar_data(runner): + return vstack_tile(runner.vars, runner.num_segs, runner.num_subsegs) + + class ParamSpec(object): """ base class for parameter specifications used in input.master files @@ -846,12 +1233,12 @@ def make_mapping(self): # the locals of this function are used as the template mapping # use caution before deleting or renaming any variables # check that they are not used in the input.master template - num_free_params = 0 + # num_free_params = 0 - num_segs = self.num_segs - num_subsegs = self.num_subsegs - num_track_groups = self.num_track_groups - fullnum_subsegs = num_segs * num_subsegs + # num_segs = self.num_segs + # num_subsegs = self.num_subsegs + # num_track_groups = self.num_track_groups + # fullnum_subsegs = num_segs * num_subsegs include_filename = self.gmtk_include_filename_relative @@ -865,10 +1252,10 @@ def make_mapping(self): dense_cpt_spec = DenseCPTParamSpec(self) # seg_seg - num_free_params += fullnum_subsegs * (fullnum_subsegs - 1) + # num_free_params += fullnum_subsegs * (fullnum_subsegs - 1) # segCountDown_seg_segTransition - num_free_params += fullnum_subsegs + # num_free_params += fullnum_subsegs distribution = self.distribution if distribution in DISTRIBUTIONS_LIKE_NORM: @@ -885,10 +1272,10 @@ def make_mapping(self): mc_spec = NormMCParamSpec(self) - if COVAR_TIED: - num_free_params += (fullnum_subsegs + 1) * num_track_groups - else: - num_free_params += (fullnum_subsegs * 2) * num_track_groups + # if COVAR_TIED: + # num_free_params += (fullnum_subsegs + 1) * num_track_groups + # else: + # num_free_params += (fullnum_subsegs * 2) * num_track_groups elif distribution == DISTRIBUTION_GAMMA: mean_spec = "" covar_spec = "" @@ -899,13 +1286,13 @@ def make_mapping(self): real_mat_spec = GammaRealMatParamSpec(self) mc_spec = GammaMCParamSpec(self) - num_free_params += (fullnum_subsegs * 2) * num_track_groups + # num_free_params += (fullnum_subsegs * 2) * num_track_groups else: raise ValueError("distribution %s not supported" % distribution) mx_spec = MXParamSpec(self) name_collection_spec = NameCollectionParamSpec(self) - card_seg = num_segs + card_seg = self.num_segs dpmf_spec = DPMFParamSpec(self) ve_spec = VirtualEvidenceSpec(self) diff --git a/segway/run.py b/segway/run.py index 7f320e3d..284ec3ee 100644 --- a/segway/run.py +++ b/segway/run.py @@ -49,7 +49,7 @@ from .cluster import (is_running_locally, make_native_spec, JobTemplateFactory, RestartableJob, RestartableJobDict, Session) from .include import IncludeSaver -from .input_master import InputMasterSaver +from .input_master import InputMasterSaver, INPUT_MASTER_NAME, save_input_master from .observations import Observations from .output import IdentifySaver, PosteriorSaver from .structure import StructureSaver @@ -559,7 +559,7 @@ def __init__(self, runner, session, instance_index, num_segs): self.num_segs = num_segs self.instance_index = instance_index self.runner.input_master_filename = make_default_filename( - InputMasterSaver.resource_name, runner.params_dirpath, + INPUT_MASTER_NAME, runner.params_dirpath, instance_index) Thread.__init__(self) @@ -2059,6 +2059,7 @@ def save_input_master(self, instance_index=None, new=False): _, input_master_filename_is_new = \ InputMasterSaver(self)(input_master_filename, self.params_dirpath, self.clobber, instance_index) + save_input_master(self, input_master_filename, self.params_dirpath, self.clobber, instance_index) def load_supervision(self): # The semi-supervised mode changes the DBN structure so there is an @@ -3239,6 +3240,8 @@ def init_train(self): input_master_filename, input_master_filename_is_new = \ InputMasterSaver(self)(self.input_master_filename, self.params_dirpath, self.clobber) + save_input_master(self, input_master_filename, self.params_dirpath, self.clobber) + self.input_master_filename = input_master_filename # save file locations to tab-delimited file @@ -3424,7 +3427,7 @@ def recover_filename(self, resource): # only want "input.master" not "input.0.master" if there is # only one instance if (not self.instance_make_new_params and - resource == InputMasterSaver.resource_name): + resource == INPUT_MASTER_NAME): instance_index = None old_filename = make_default_filename(resource, @@ -3461,7 +3464,7 @@ def recover_train_instance(self, last_log_likelihood, log_likelihood, # into our current one. If just using train-run-round, these will # already be present. self.input_master_filename = \ - self.recover_filename(InputMasterSaver.resource_name) + self.recover_filename(INPUT_MASTER_NAME) log_likelihood_tab_filename = self.log_likelihood_tab_filename recover_log_likelihood_tab_filepath.copy2( log_likelihood_tab_filename) @@ -4060,7 +4063,7 @@ def __init__(self, *args, **kwargs): group.add_argument("-i", "--input-master", metavar="FILE", help="use or create input master in FILE" " (default %s)" % - make_default_filename(InputMasterSaver.resource_name, + make_default_filename(INPUT_MASTER_NAME, DIRPATH_PARAMS)) group.add_argument("-s", "--structure", metavar="FILE", From 4138d48a32e642aba3c53b53d554fd51efa9c686 Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 6 Oct 2023 14:17:45 -0400 Subject: [PATCH 31/93] Rename API files --- segway/{gmtk.py => gmtk/input_master.py} | 0 segway/run.py | 2 +- segway/{input_master.py => segway_input_master.py} | 2 +- 3 files changed, 2 insertions(+), 2 deletions(-) rename segway/{gmtk.py => gmtk/input_master.py} (100%) rename segway/{input_master.py => segway_input_master.py} (99%) diff --git a/segway/gmtk.py b/segway/gmtk/input_master.py similarity index 100% rename from segway/gmtk.py rename to segway/gmtk/input_master.py diff --git a/segway/run.py b/segway/run.py index 284ec3ee..f9ecfa0b 100644 --- a/segway/run.py +++ b/segway/run.py @@ -49,7 +49,7 @@ from .cluster import (is_running_locally, make_native_spec, JobTemplateFactory, RestartableJob, RestartableJobDict, Session) from .include import IncludeSaver -from .input_master import InputMasterSaver, INPUT_MASTER_NAME, save_input_master +from .segway_input_master import InputMasterSaver, INPUT_MASTER_NAME, save_input_master from .observations import Observations from .output import IdentifySaver, PosteriorSaver from .structure import StructureSaver diff --git a/segway/input_master.py b/segway/segway_input_master.py similarity index 99% rename from segway/input_master.py rename to segway/segway_input_master.py index abd620b0..d0588fd8 100644 --- a/segway/input_master.py +++ b/segway/segway_input_master.py @@ -27,7 +27,7 @@ SUPERVISION_SUPERVISED, USE_MFSDG, VIRTUAL_EVIDENCE_LIST_FILENAME, make_default_filename) -from .gmtk import (InputMaster, DiagGaussianMC, MX, DPMF, DeterministicCPT, +from .gmtk.input_master import (InputMaster, DiagGaussianMC, MX, DPMF, DeterministicCPT, DenseCPT, DecisionTree, VirtualEvidence) # NB: Currently Segway relies on older (Numpy < 1.14) printed representations of From 72b11f6d49588927c634e1f7b2fc9e65ed47eade Mon Sep 17 00:00:00 2001 From: Isaiah Hazelwood Date: Fri, 6 Oct 2023 15:03:56 -0400 Subject: [PATCH 32/93] Merge Segway main into GMTK API --- .flake8 | 12 + .../continuous-integration-workflow.yml | 37 +- .github/workflows/python-publish.yml | 20 +- .gitignore | 2 + MANIFEST.in | 18 +- doc/api.rst | 536 ++++++ doc/conf.py | 1 - doc/index.rst | 1 + doc/segway.rst | 15 + doc/technical.rst | 10 +- docker/Dockerfile | 9 +- pyproject.toml | 64 +- segway/__init__.py | 1 - segway/_configparser.py | 4 +- segway/_util.py | 69 +- segway/bed.py | 19 +- segway/cluster/__init__.py | 16 +- segway/cluster/common.py | 11 +- segway/cluster/local.py | 14 +- segway/cluster/lsf.py | 11 +- segway/cluster/pbs.py | 8 +- segway/cluster/sge.py | 9 +- segway/cluster/sge_setup.py | 13 +- segway/cluster/slurm.py | 3 +- segway/include.py | 24 +- segway/layer.py | 58 +- segway/observations.py | 79 +- segway/output.py | 148 +- segway/run.py | 519 +++--- segway/segway_input_master.py | 75 +- segway/structure.py | 32 +- segway/task.py | 101 +- segway/version.py | 2 +- segway/winner.py | 7 +- setup.cfg | 2 - setup.py | 79 - test/00-flake8/run.sh | 21 + test/00-pyflakes/flymake-pyflakes.sh | 14 - test/00-pyflakes/run.sh | 25 - test/compare_directory.py | 34 +- .../touchstone/identifydir/posterior0.bed.gz | Bin 0 -> 21844 bytes .../touchstone/identifydir/posterior1.bed.gz | Bin 0 -> 65120 bytes .../touchstone/identifydir/posterior2.bed.gz | Bin 0 -> 80788 bytes .../touchstone/identifydir/posterior3.bed.gz | Bin 0 -> 75213 bytes .../touchstone/identifydir/posterior0.bed.gz | Bin 0 -> 97112 bytes .../touchstone/identifydir/posterior1.bed.gz | Bin 0 -> 41937 bytes .../touchstone/identifydir/posterior2.bed.gz | Bin 0 -> 86481 bytes .../touchstone/identifydir/posterior3.bed.gz | Bin 0 -> 43098 bytes test/simplelabel/chr1.fa | 1601 +++++++++++++++++ test/simplelabel/correct-emission.txt | 7 + test/simplelabel/correct-segmentation.bed | 8 + test/simplelabel/include-coords.bed | 1 + test/simplelabel/make-genomedata.sh | 1 + test/simplelabel/readme.txt | 4 + test/simplelabel/run.sh | 38 + test/simplelabel/simplelabel.genomedata | Bin 0 -> 14671 bytes test/simplelabel/simplelabel.str | 104 ++ test/simplelabel/testtrack1.bedgraph | 8 + test/simplelabel/testtrack2.bedgraph | 8 + .../identifydir/auxiliary/segway.inc | 93 + .../vit0.identifydir.(%[0-9a-f]{32}%).sh | 2 + .../touchstone/identifydir/identify.tab | 3 + .../touchstone/identifydir/log/details.sh | 3 + .../identifydir/log/jobs.identify.tab | 2 + .../touchstone/identifydir/log/jt_info.txt | 109 ++ .../touchstone/identifydir/log/run.sh | 3 + .../touchstone/identifydir/log/segway.sh | 4 + .../vit0.identifydir.(%[0-9a-f]{32}%) | 0 .../vit0.identifydir.(%[0-9a-f]{32}%) | 0 .../touchstone/identifydir/segway.bed.gz | Bin 0 -> 155 bytes .../identifydir/segway.layered.track.gz | Bin 0 -> 274 bytes .../touchstone/identifydir/segway.track.gz | Bin 0 -> 272 bytes .../simplelabel.str.4.1.posterior.trifile | 184 ++ .../triangulation/simplelabel.str.4.1.trifile | 180 ++ .../identifydir/viterbi/viterbi0.bed | 6 + .../touchstone/identifydir/window.bed | 1 + .../traindir/accumulators/acc.0.0.bin | 1 + .../traindir/auxiliary/dont_train.list | 2 + .../touchstone/traindir/auxiliary/segway.inc | 93 + .../0/emt0.0.0.traindir.(%[0-9a-f]{32}%).sh | 2 + ...emt0.0.bundle.traindir.(%[0-9a-f]{32}%).sh | 2 + .../traindir/intermediate/train_results.0.tab | 9 + .../traindir/likelihood/likelihood.ll | 1 + .../touchstone/traindir/log/details.sh | 4 + .../touchstone/traindir/log/jobs.0.tab | 15 + .../touchstone/traindir/log/jt_info.txt | 109 ++ .../touchstone/traindir/log/likelihood.tab | 7 + .../touchstone/traindir/log/run.sh | 4 + .../touchstone/traindir/log/segway.sh | 4 + .../e/0/emt0.0.0.traindir.(%[0-9a-f]{32}%) | 1 + .../0/emt0.0.bundle.traindir.(%[0-9a-f]{32}%) | 2 + .../o/0/emt0.0.0.traindir.(%[0-9a-f]{32}%) | 2 + .../0/emt0.0.bundle.traindir.(%[0-9a-f]{32}%) | 2 + .../touchstone/traindir/params/input.master | 215 +++ .../touchstone/traindir/params/output.master | 4 + .../traindir/params/params.0.params | 159 ++ .../traindir/params/params.0.params.0 | 159 ++ .../touchstone/traindir/params/params.params | 159 ++ .../simplelabel/touchstone/traindir/train.tab | 25 + .../triangulation/simplelabel.str.4.1.trifile | 180 ++ .../touchstone/traindir/window.bed | 1 + test/simplelabel/tracks.txt 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diff --git a/.flake8 b/.flake8 new file mode 100644 index 00000000..e55ddd38 --- /dev/null +++ b/.flake8 @@ -0,0 +1,12 @@ +[flake8] +exclude = + .git, + __pycache__, + doc, + build, + dist, + .eggs, + +; Requires flake8-import-order and flake8-quotes packages +inline-quotes = double +import-order-style = google \ No newline at end of file diff --git a/.github/workflows/continuous-integration-workflow.yml b/.github/workflows/continuous-integration-workflow.yml index 7e561580..a63970f0 100644 --- a/.github/workflows/continuous-integration-workflow.yml +++ b/.github/workflows/continuous-integration-workflow.yml @@ -12,18 +12,40 @@ on: jobs: build-and-test: runs-on: ubuntu-latest - # Run job for both python versions in the docker image container: image: hoffmanlab/segway-test:latest env: SEGWAY_TEST_PYTHON_VERSION: 3 steps: - - uses: actions/checkout@v2 + + # Github actions runners do not have the same user permissions as jobs running in a container + # Git will ignore .git directories with different permissions: + # "fatal: detected dubious ownership in repository at '/github/workspace'" + # This is the current issue: https://github.com/actions/runner/issues/2033 + # Can set 'options: --user 1001' on the container to match the UID of the Github runner, ref: + # https://github.com/actions/runner/blob/8415f13babf8199551f817eb16b718dcdd5b31e2/images/Dockerfile#L38 + + - uses: actions/checkout@v3 + with: + fetch-depth: 0 + # Fix ownership of the checkout dir + - name: Set ownership + run: | + chown -R $(id -u):$(id -g) $PWD + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.9' + - name: Install test dependencies + run: | + python3 -m pip install --upgrade pip setuptools build flake8 flake8-import-order flake8-quotes - name: Build repository run: | - python${SEGWAY_TEST_PYTHON_VERSION} -m pip install --verbose . - pip list + python3 -m build + - name: Install + run: | + python3 -m pip install . - name: Run tests run: | gmtkPrint -version @@ -34,4 +56,9 @@ jobs: with: name: test-results path: | - test/**/*-changes.tar.gz \ No newline at end of file + test/**/*-changes.tar.gz + - name: Upload build artifacts + uses: actions/upload-artifact@v3 + with: + name: segway-build + path: dist/* \ No newline at end of file diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml index fd3b5589..e7d647e1 100644 --- a/.github/workflows/python-publish.yml +++ b/.github/workflows/python-publish.yml @@ -10,19 +10,25 @@ jobs: runs-on: ubuntu-latest steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v3 + with: + fetch-depth: 0 + - name: Set ownership + run: | + chown -R $(id -u):$(id -g) $PWD - name: Set up Python - uses: actions/setup-python@v2 + uses: actions/setup-python@v4 with: - python-version: '3.x' + python-version: '3.9' - name: Install dependencies run: | - python -m pip install --upgrade pip - pip install setuptools twine - - name: Build and publish + python -m pip install --upgrade pip setuptools twine build + - name: Build + run: | + python -m build + - name: Publish env: TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }} TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }} run: | - python setup.py sdist twine upload dist/* diff --git a/.gitignore b/.gitignore index 4da92353..1c81882e 100644 --- a/.gitignore +++ b/.gitignore @@ -1,8 +1,10 @@ *.pyc *__pycache__* *.egg-info* +build/* dist/* doc/_build/* doc/_static/* doc/_templates/* test-* +.DS_Store diff --git a/MANIFEST.in b/MANIFEST.in index cccc2234..a63a17b9 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,6 +1,12 @@ -include segway/data/* -include docker/* -recursive-include doc/* -include NEWS -include LICENSE -include *.md +# setuptools-scm currently includes all version controlled files in the sdist + +# Exclude build/CI files +prune Docker +prune .github + +# Exclude ignore files +exclude .gitignore + +# Exclude readthedocs configuration +exclude .readthedocs.yml +exclude environment.yml \ No newline at end of file diff --git a/doc/api.rst b/doc/api.rst new file mode 100644 index 00000000..b1a95040 --- /dev/null +++ b/doc/api.rst @@ -0,0 +1,536 @@ +==================== +GMTK API Reference +==================== + +Description +=========== + +The GMTK API provides a Python framework to design dynamic Bayesian models for custom +tasks. Segway can perform training and inference using these user-defined models. + +The GMTK API is installed with Segway automatically. + +Workflow +======== + +The GMTK API describes the model using two files: + + 1. A structure file describing the graphical network's nodes and + edges. This should be written using the GMTK structure language. The GMTK + structure language is described in the + `GMTK Documentation `_. + + 2. A Python file describing the initial parameter settings and Segway + commands for training and inference. The classes provided by the GMTK API + for writing this file are described below. It should contain 3 sections: + + 1. Code defining an :py:class:`InputMaster` object and setting its + appropriate attributes to describe the model. + + 2. A line saving the :py:class:`InputMaster` object to an input file, + which describes the parameters in GMTK structure format. + + 3. Code calling Segway to train the defined model and annotate using the + trained model. More information on running Segway is available in + :ref:`python-interface`. + +The `CNVway code `_ provides a worked +example applying the GMTK API to defining, training, and running a new model. + +.. todo: other section? flip sentence order? link? + +InputMaster Class +================= + +Central class storing all parameter information. + +.. py:class:: InputMaster + + .. py:attribute:: name_collection + :type: InlineSection + + Stores the names of distributions and their state names. + + Behaves as a dictionary where keys are distribution names, which + can be referenced in the structure file, and each value should be set to + a list of that distribution's state names or a :py:class:`NameCollection` + object initialized with state names. If a Python list is given, it is + converted to a :py:class:`NameCollection` object using + :py:meth:`NameCollection.__init__`. + + .. py:attribute:: mean + :type: InlineSection + + Stores the mean parameters for named distributions. + + Behaves as a dictionary where keys are distribution names and each + value should be set to the mean value or a :py:class:`Mean` object + initialized with the mean value. If a Python float or list of floats is + given, it is converted to a :py:class:`Mean` object using + :py:meth:`Mean.__init__`. + + .. py:attribute:: covar + :type: InlineSection + + Stores the covariance parameters for named distributions. + + Behaves as a dictionary where keys are distribution names and each + value should be set to the covariance value or a :py:class:`Covar` object + initialized with the covariance value. If a Python float or list of floats is + given, it is converted to a :py:class:`Covar` object using + :py:meth:`Covar.__init__`. + + .. py:attribute:: dpmf + :type: InlineSection + + Stores dense probability mass function (DPMF) objects, which can later be used + to define Gaussian Mixture models. + + Behaves as a dictionary where keys are distribution names and each value + should be set to a :py:class:`DPMF` object. + + .. py:attribute:: mc + :type: InlineMCSection + :value: InlineMCSection(mean = self.mean, covar = self.covar) + + Stores Gaussians acting as mixture components (MC) for a Gaussian mixture + model. + + Behaves as a dictionary where keys are distribution names and each value + should be set to an :py:class:`MC` object. + + .. py:attribute:: mx + :type: InlineMXSection + + Store Gaussian mixture (mx) distributions constructed from above-defined mixture + components and dense probability mass functions. + + Behaves as a dictionary where keys are distribution names, usually + corresponding to hidden state names of an emission variable (from + :py:attr:`self.name_collection`) and each value is an :py:class:`MX` object. + + .. py:attribute:: dense_cpt + :type: InlineSection + + Stores dense conditional probability tables (CPTs) used in the model. + + Behaves as a dictionary where keys are distribution names, which can + be referenced in the structure file, and each value is a + :py:class:`DenseCPT` object. + + .. py:attribute:: deterministic_cpt + :type: InlineSection + + Stores deterministic conditional probability tables (CPTs) used in the model. + + Behaves as a dictionary where keys are distribution names, which can + be referenced in the structure file, and each value is a + :py:class:`DeterministicCPT` object. + + .. py:method:: __init__(self) + + Create an `InputMaster` object where all attributes are empty. + + .. py:method:: save(self, filename) + + Save all parameters to the provided file, for Segway to use in training + and annotation. + + :param filename: Path to input master file, where results are saved + :type filename: str + :returns: None + :rtype: None + +Usage example: + +.. code-block:: python + + # Create InputMaster object + input_master = InputMaster() + # Set parameters + ... + # Save to output file + input_master.save("input.master") + + +Parameter Classes +================= + +Class representing user-defined model parameters. + +.. py:class:: NameCollection + + A list of names with a specialized string method for writing to the + parameter file. + + .. py:method:: __init__(self, names) + + Create a :py:class:`NameCollection` object containing the provided names. + + :param names: List of names + :type names: list[str] + +Usage example: + +.. code-block:: python + + # Create a NameCollection object in the InputMaster + # name_collection InlineSection + input_master.name_collection["labels"] = \ + NameCollection(["label1", "label2"]) + # Alternately, a list will be converted to a NameCollection + input_master.name_collection["labels"] = ["label1", "label2"] + + +.. py:class:: Mean + + A Numpy ``ndarray`` representing a distribution's mean, with a specialized + string method for writing to the parameter file. Supports monovariate + and multivariate distributions. + + .. py:method:: __init__(self, *args) + + Create a :py:class:`Mean` object storing the provided mean value or + vector. + + :param args: The mean value which is interpreted by the Numpy ``array`` constructor. + :type args: array_like + +Usage example: + +.. code-block:: python + + # Create a Mean object in the InputMaster mean InlineSection + input_master.mean["dist1"] = Mean(0.0) + # Alternately, a numeric value will be converted to a Mean + input_master.mean["dist2"] = 0.0 + + +.. py:class:: Covar + + A Numpy ``ndarray`` representing a distribution's covariance, with a + specialized string method for writing to the parameter file. Supports + monovariate and multivariate distributions. + + .. py:method:: __init__(self, *args) + + Create a :py:class:`Covar` object storing the provided covariance + value or vector. + + :param args: The covariance value which is interpreted by the Numpy ``array`` constructor. + :type args: array_like + +Usage example: + +.. code-block:: python + + # Create a Covar object in the InputMaster covar InlineSection + input_master.covar["dist1"] = Covar(1.0) + # Alternately, a numeric value will be converted to a Covar + input_master.covar["dist2"] = 1.0 + + +.. py:class:: DPMF + + A Numpy ``ndarray`` representing a dense probability mass function (DPMF) + with a specialized string method for writing to the parameter file. As it + is intended for use in Gaussian mixture models, it supports monovariate + distributions only. + + .. py:method:: __init__(self, *args) + + Create a :py:class:`DPMF` object storing the provided distribution. + + :param args: The probability distribution as an array of probabilties which is interpreted by the Numpy ``array`` constructor. + :type args: array_like or multiple arguments + + .. py:classmethod:: uniform_from_shape(self, shape) + + A class method for creating a uniform DPMF with the specified shape. + + :param shape: The shape of the DPMF, as its integer length. + :type shape: int + :returns: DPMF with given shape and uniform probabilities. + :rtype: DPMF + +Usage example: + +.. code-block:: python + + # Create a custom DPMF object in the InputMaster mean InlineSection + input_master.dpmf["biased"] = DPMF([0.7, 0.3]) + # Create a uniform DPMF with a specified shape + input_master.dpmf["uniform"] = DPMF.uniform_from_shape(3) + + +.. py:class:: DiagGaussianMC + + A Gaussian distribution with a diagonal covariance matrix, for use as a + mixture component (MC) in a Gaussian mixture model. Currently the only + concrete MC subclass. + + .. py:attribute:: mean + :type: str + + Name of a :py:class:`Mean` object representing the mean of this + Gaussian. + + .. py:attribute:: covar + :type: str + + Name of a :py:class:`Covar` object representing the covariance + vector along the diagonal of the covariance matrix. + + .. py:method:: __init__(self, mean, covar) + + Create a :py:class:`DiagGaussianMC` object with the specified mean + and covariance. + + :param mean: Name of a Mean object for the distribution mean + :type mean: str + :param covar: Name of a Covar object for the diagonal covariance vector of the distribution + :type covar: str + +Usage example: + +.. code-block:: python + + # Create a DiagGaussian object in the InputMaster mc + # InlineMCSection. + # Arguments are labels for Mean and Covariance objects. + input_master.mc["dist1"] = \ + DiagGaussianMC(mean = "dist1", covar = "dist1") + input_master.mc["dist2"] = \ + DiagGaussianMC(mean = "dist2", covar = "dist2") + + +.. py:class:: MX + + A Gaussian mixture (MX) model built from Gaussian mixture components. + + .. py:attribute:: dpmf + :type: str + + Name of a dense probabiliy mass function :py:class:`DPMF` object + representing the contribution of each Gaussian mixture component to + the mixture model. + + .. py:attribute:: components + :type: str or list[str] + + Names of Gaussian components associated with the mixture model. + + .. py:method:: __init__(self, dpmf, components) + + Create an :py:class:`MX` object with the mixture distribution and + components. + + :param dpmf: Name of a DPMF describing mixture weights. + :type dpmf: str + :param components: Name or list of names of mixture components + :type components: str or list[str] + +Usage example: + +.. code-block:: python + + # Create a MX objects in the InputMaster mx InlineMXSection. + # Arguments are labels for DPMF and MX objects. + input_master.mx["emission1"] = MX("biased", ["dist1", "dist2"]) + input_master.mx["emission2"] = MX("biased", ["dist1", "dist2"]) + + +.. py:class:: DenseCPT + + A Numpy ``ndarray`` representing a dense conditional probability table + (CPT) with a specialized string method for writing to the parameter file. + Supports up to 3 dimensional tables. + + .. py:method:: __init__(self, *args) + + Create a :py:class:`DenseCPT` object storing the provided distribution. + + :param args: The probability distribution as an array of probabilties which is interpreted by the Numpy ``array`` constructor. + :type args: array_like + + .. py:classmethod:: uniform_from_shape(*shape, self=0.0) + + A class method for creating a :py:class:`DenseCPT` object with the provided + shape. + If the table is 2 or 3 dimensional, the diagonal entries of the table + are set to the ``self_transition`` parameter (default 0.0) and all other + entries are set to be uniform. + + :param shape: Shape of Dense CPT table + :type shape: Array_like or multiple arguments + :param self_transition: Value for diagonal entries in the table. Defaults to 0.0 + :type self: float + +Usage example: + +.. code-block:: python + + # Create a custom DenseCPT in the InputMaster dense_cpt + # InlineSection. + input_master.dense_cpt["start"] = \ + DenseCPT([[0.7, 0.3], [0.8, 0.2]]) + # Create a DenseCPT with specified diagonal value and + # uniform other values + input_master.dense_cpt["transition"] = \ + DenseCPT.uniform_from_shape(2, 2, self_transition = 0.6) + + +.. py:class:: DeterministicCPT + + A deterministic conditional probability table (CPT) described using an + existing decision tree with a specialized string method for writing to + the parameter file. + + .. py:attribute:: cardinality_parents + :type: tuple[int] + + A tuple of integers describing the cardinality (number of states) for + the parent variables. If it is empty, there are no parent variables. + + .. py:attribute:: cardinality + :type: int + + The cardinality of this variable. + + .. py:attribute:: dt + :type: str + + The name of the decision tree representing this deterministic CPT. + + .. py:method:: __init__(self, cardinality_parents, cardinality, dt) + + Creates a :py:class:`DeterministicCPT` with the provided attributes. + + :param cardinality_parents: The cardinality of parent variables + :type cardinality_parents: tuple[int] or tuple + :param cardinality: The cardinality of this variable + :type cardinality: int + :param dt: Name of an existing decision tree + :type dt: str + + +Internal Classes +================ + +These classes are internal to the operation of the GMTK API, so the user +should not need to define or interact with these. However, they are documented +here for any developers interested in expanding or customizing the GMTK API. + +Section Classes +--------------- + +Classes to store multiple objects that form one section of the parameter file. +These are used within the ``InputMaster`` object. + +.. py:class:: InlineSection + + A type-enforced dictionary with an additional string method for writing + to the parameter file. + + .. py:attribute:: kind + :type: str or None + :value: None + + A string denoting the type which can be values in this + object. If not given, it is set by the first item. This should not be + changed by user. + +.. py:class:: InlineMCSection + + A type-enforced dictionary with an additional string method for writing + to the parameter file. + + .. py:attribute:: kind + :type: str or None + :value: None + + A string denoting the type which can be values in this + object. If not given, it is set by the first item. This should not be + changed by user. + + .. py:attribute:: mean + :type: InlineSection + + An :py:class:`InlineSection` object storing :py:class:`Mean` objects. + The value of ``mean`` parameters in :py:class:`MC` objects should be + keys in this object. + + .. py:attribute:: covar + :type: InlineSection + + An :py:class:`InlineSection` object storing :py:class:`Covar` objects. + The value of ``covar`` parameters in :py:class:`MC` objects should be + keys in this object. + +.. py:class:: InlineMXSection + + A type-enforced dictionary with an additional string method for writing + to the parameter file. + + .. py:attribute:: kind + :type: str or None + :value: None + + A string denoting the type which can be values in this + object. If not given, it is set by the first item. This should not be + changed by user. + + .. py:attribute:: dpmf + :type: InlineSection + + An :py:class:`InlineSection` object storing :py:class:`DPMF` objects. + The value of ``dpmf`` parameters in :py:class:`MX` objects should be + keys in this object. + + +Abstract Parameter Classes +-------------------------- + +Abstract superclasses of the concrete Parameter classes described above. + +.. py:class:: Array + + An abstract class for array-like data, which inherits from Numpy's ``ndarray`` class. + + The ``__new__`` method (called on creating a new member of the class) is overwritten. + It verifies the provided arguments have type ``int``, ``float``, or ``ndarray`` before + creating a class object containing those arguments. It also accepts the optional + argument ``keep_shape``, which defaults to false. If 0-dimensional data (a single value) + is provided and ``keep_shape`` is true, the created object will have 0 dimensions. + Otherwise, the created object will have 1 dimension and that value as the only item. + +.. py:class:: OneLineKind + + An abstract class which is the parent for Array-like GMTK parameter + classes which have a one-line string representation, such as + :py:class:`Mean`, :py:class:`Covar`, and :py:class:`DPMF`. + + As a child of :py:class:`Array`, it behaves like a Numpy ``ndarray`` for data storage. + However, when written to the input master file, its header and contents are printed + as a single line. + +.. py:class:: Section + + A type-enforced dictionary with an additional string method for writing + to the parameter file. + + .. py:attribute:: kind + :type: str or None + :value: None + + A string denoting the type which can be values in this + object. If not given, it is set by the first item. This should not be + changed by user. + + .. py:method:: __init__(self, kind) + + Create a Section object with the specified kind. + + :param kind: The kind for this section. All dictionary values in the section must have this string as their ``kind`` attribute. + :type kind: str or None + diff --git a/doc/conf.py b/doc/conf.py index c24969eb..e76614f2 100755 --- a/doc/conf.py +++ b/doc/conf.py @@ -1,4 +1,3 @@ -from __future__ import absolute_import # -*- coding: utf-8 -*- # # Segway documentation build configuration file, created by diff --git a/doc/index.rst b/doc/index.rst index cb43214b..9292cb86 100755 --- a/doc/index.rst +++ b/doc/index.rst @@ -46,6 +46,7 @@ For a preprint of a protocol on using Segway see: quick segway + api technical faq troubleshooting diff --git a/doc/segway.rst b/doc/segway.rst index dd58f61d..0d249230 100755 --- a/doc/segway.rst +++ b/doc/segway.rst @@ -440,6 +440,19 @@ You can supply your own custom or modified models to Segway by using the uses. To learn more about using GMTK to create your own models there the `GMTK documentation`_. +The **train** and **annotate** modes of Segway accepts models where states +are given labeled names, rather than using the default GMTK numeric labels. +To assign label names to states of a random variable, the ``.str`` structure +file desciption of that variable should contain the line +``symboltable: collection("labels_name")`` where the desired list of label +names is in a name collection in the ``input.master`` file named +``labels_name``. Consult the `GMTK documentation`_ for more detailed +information. + +These names must contain only alphanumeric characters and will be written to +the output annotation file. This feature is not supported for the **posterior** +mode. + .. _GMTK documentation: https://github.com/melodi-lab/gmtk/blob/master/documentation.pdf .. _segment-duration-model: @@ -853,6 +866,8 @@ seperating the two, in the form -. For example, to run **init** for the **train** step, a user would call segway train-init GENOMEDATA TRAINDIR +.. _python-interface: + Python interface ================ I have designed Segway such that eventually one may call different diff --git a/doc/technical.rst b/doc/technical.rst index 23d8608d..c549007d 100644 --- a/doc/technical.rst +++ b/doc/technical.rst @@ -211,8 +211,8 @@ workdir instead. stop training ``posterior``\ \*\ ``.bedGraph.gz`` posterior probabilities for the given label in bedGraph format -``posterior``\ \*\ ``.track.gz`` posterior probabilities for the given label in BED9 file - format with a trackline for visualization +``posterior``\ \*\ ``.bed.gz`` posterior probabilities for the given label as bedGraph + format without the bedGraph header line |rarr| ``validation.output.``\ \*\ ``.ll`` contains text of the last validation GMTK output for an instance |rarr| ``validation.output.winner.``\ \*\ ``.ll`` contains text of the current best validation GMTK output @@ -258,9 +258,9 @@ workdir instead. |rarr| ``params.``\ \*\ ``.params.``\ \* trained parameters for a given instance and round |rarr| ``params.``\ \*\ ``.params`` final trained parameters for a given instance |rarr| ``params.params`` best final set of trained parameters -``segway.bed.gz`` segmentation in BED9 format -``segway.track.gz`` segmentation in BED9 format with a trackline for - visualization +``segway.bed.gz`` segmentation in BED4 format +``segway.track.gz`` segmentation in browser track file with track line + followed by segmentation in BED9 format ``segway.str`` dynamic Bayesian network structure ``train.tab`` important file locations and hyperparameters used in training, to be passed to identify ``triangulation/`` triangulation files used for DBN interface diff --git a/docker/Dockerfile b/docker/Dockerfile index 11a429be..ed6455e2 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -1,7 +1,7 @@ FROM ubuntu:latest # Install Ubuntu 20.04.01 LTS -# Install pkg-config for locationg development files (hdf5) +# Install pkg-config for GMTK # Install Python 3 and pip3 # Install HDF5 # Install Git @@ -11,8 +11,9 @@ RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-ins build-essential \ pkg-config \ python3 \ + python3-venv \ python3-pip \ - libhdf5-dev \ + libhdf5-serial-dev \ hdf5-tools \ git \ curl \ @@ -38,9 +39,9 @@ RUN curl -SL https://depot.galaxyproject.org/software/gmtk/gmtk_1.4.4_src_all.ta # Update pip # Install PyFlakes for testing RUN python3 -m pip install --upgrade \ + build \ pip \ - setuptools \ - pyflakes + setuptools # Install segway # RUN pip install segway diff --git a/pyproject.toml b/pyproject.toml index 51000e45..5f6b4637 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,2 +1,64 @@ [build-system] -requires = ["setuptools>=42", "wheel", "setuptools_scm[toml]>=3.4"] +build-backend = "setuptools.build_meta" +requires = ["setuptools", "setuptools_scm[toml]>=6.2"] + +[project] +authors = [{name = "Michael Hoffman", email = "michael.hoffman@utoronto.ca"}] +classifiers = [ + "Natural Language :: English", + "Development Status :: 5 - Production/Stable", + "Intended Audience :: Science/Research", + "License :: OSI Approved :: GNU General Public License v2 (GPLv2)", + "Topic :: Scientific/Engineering :: Bio-Informatics", + "Operating System :: Unix", + "Programming Language :: Python :: 3", +] +dependencies = [ + "autolog>=0.2.0", + "colorbrewer>=0.2.0", + "drmaa>=0.4a3", + "genomedata>=1.7", + "numpy", + "optbuild>=0.2.0", + "optplus>=0.2.0", + "path.py>=11", + "six", + "tables>2.0.4", + "textinput>=0.2.0", +] +description = "Segway is a tool for easy pattern discovery and identification in functional genomics data." +dynamic = ["version"] +name = "segway" +readme = "README.md" +requires-python = ">=3.7" + +[project.license] +text = "GPL-2.0-only" + +[project.scripts] +segway = "segway.run:main" +segway-layer = "segway.layer:main" +segway-task = "segway.task:main" +segway-winner = "segway.winner:main" + +[project.urls] +"Bug Tracker" = "https://github.com/hoffmangroup/segway/issues" +"Download" = "https://pypi.python.org/pypi/segway" +"Homepage" = "https://hoffmanlab.org/proj/segway" + +[tool.setuptools] +# Override setuptools autodiscovery algorithm +packages = ["segway", "segway.data", "segway.cluster"] + +# Enable version inference from scm +[tool.setuptools_scm] + +[tool.mypy] +ignore_missing_imports = true + +[tool.isort] +combine_star = true +float_to_top = true +force_single_line = false +profile = "google" +py_version = 3 diff --git a/segway/__init__.py b/segway/__init__.py index 7578ecbf..eb81edc3 100644 --- a/segway/__init__.py +++ b/segway/__init__.py @@ -1,5 +1,4 @@ # Put __version__ string in the top level of the module -from __future__ import absolute_import from .version import __version__ __all__ = ["__version__"] diff --git a/segway/_configparser.py b/segway/_configparser.py index 92b53eaa..0cf3ee6f 100644 --- a/segway/_configparser.py +++ b/segway/_configparser.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -from __future__ import absolute_import, division, with_statement __version__ = "$Revision$" @@ -13,6 +12,7 @@ CONFIGPARSER_SECTION = "all" + class OneSectionRawConfigParser(RawConfigParser): """ for UNIX configuration files which lake a section header @@ -39,8 +39,10 @@ def options(self): def get(self, option): return RawConfigParser.get(self, CONFIGPARSER_SECTION, option) + def main(args=sys.argv[1:]): pass + if __name__ == "__main__": sys.exit(main()) diff --git a/segway/_util.py b/segway/_util.py index 6f05dfab..7d980b4e 100644 --- a/segway/_util.py +++ b/segway/_util.py @@ -1,9 +1,9 @@ #!/usr/bin/env python -from __future__ import absolute_import, division, print_function, with_statement __version__ = "$Revision$" -# Copyright 2008-2009, 2011-2013 Michael M. Hoffman +# Copyright 2008-2009, 2011-2013 +# Michael M. Hoffman from collections import defaultdict, namedtuple from contextlib import closing @@ -17,8 +17,7 @@ import sys import colorbrewer -from numpy import (absolute, append, array, diff, empty, insert, intc, maximum, - zeros) +from numpy import (append, array, empty, insert, intc, maximum, str_, zeros) from optbuild import Mixin_UseFullProgPath, OptionBuilder_ShortOptWithSpace_TF from path import Path from pkg_resources import resource_filename, resource_string @@ -54,9 +53,10 @@ SUFFIX_GZ = extsep + EXT_GZ SUFFIX_TAB = extsep + EXT_TAB -DELIMITER_BED = '\t' # whitespace or tab is allowed +DELIMITER_BED = "\t" # whitespace or tab is allowed -DTYPE_IDENTIFY = intc +DTYPE_ANNOTATE = "U64" # typestring denoting 64 unicode characters +DTYPE_POSTERIOR = intc DTYPE_OBS_INT = intc DTYPE_SEG_LEN = intc @@ -75,7 +75,7 @@ VIRTUAL_EVIDENCE_LIST_FILENAME = "VIRTUAL_EVIDENCE_LIST_FILENAME" -# cppCommandOption which will be replaced in GMTK commands +# cppCommandOption which will be replaced in GMTK commands # by the actual names of the temporary filelists once they are created VIRTUAL_EVIDENCE_LIST_FILENAME_PLACEHOLDER = "VE_PLACEHOLDER" @@ -95,9 +95,12 @@ OFFSET_STEP = 2 data_filename = partial(resource_filename, PKG_DATA) + + def data_string(resource): return resource_string(PKG_DATA, resource).decode(SEGWAY_ENCODING) + NUM_COLORS = 8 SCHEME = colorbrewer.Dark2[NUM_COLORS] @@ -120,8 +123,9 @@ def data_string(resource): BED_SCORE = "1000" BED_STRAND = "." -INDEX_BED_START = 1 -INDEX_BED_THICKSTART = INDEX_BED_START + 5 +INDEX_BED_CHROMSTART = 1 +INDEX_BED_NAME = 3 +INDEX_BED_THICKSTART = 6 # use the GMTK MissingFeatureScaledDiagGaussian feature? USE_MFSDG = False @@ -141,6 +145,7 @@ def extjoin_not_none(*args): return extjoin(*[str(arg) for arg in args if arg is not None]) + _Window = namedtuple("Window", ["world", "chrom", "start", "end"]) @@ -195,7 +200,6 @@ def get_col_index(chromosome, trackname): def get_label_color(label): color = SCHEME[label % NUM_COLORS] - return ",".join(map(str, color)) @@ -246,6 +250,7 @@ def constant(val): """ return partial(next, repeat(val)) + array_factory = constant(array([])) @@ -347,14 +352,13 @@ def iter_chroms_coords(filenames, coords): def extract_superlabel(label): """ - label is either an integer or a string with a superlabel and - sublabel part, in which case only the superlabel part is - returned + label is either an integer superlabel, a string superlabel, or a string + with a superlabel and sublabel part separated by a period. In this last + case, only the superlabel part is returned. In all cases, return a string. """ - if isinstance(label, str): - return label.split(".")[0] - else: - return label + if (isinstance(label, str_) or isinstance(label, str)) and "." in label: + return label.split(".")[0] # Return superlabel only + return str(label) # Otherwise, label is superlabel def find_segment_starts(data, output_label): @@ -370,19 +374,23 @@ def find_segment_starts(data, output_label): else: len_data = len(data) - # unpack tuple, ignore rest - seg_diffs = absolute(diff(data)) - # if output_label is set to "full" or "subseg" if output_label != "seg": + # Equivalent to diff(data) != 0, so True where labels change + # Applied to both rows (seg and subseg) separately + seg_diffs = (data[:, 1:] != data[:, :-1]) + # pos_diffs records if either superlabel or sublabel change pos_diffs = maximum(seg_diffs[0], seg_diffs[1]) else: - pos_diffs = seg_diffs - end_pos, = pos_diffs.nonzero() + # Equivalent to diff(data) != 0, so True where labels change + pos_diffs = (data[1:] != data[:-1]) + + end_pos, = pos_diffs.nonzero() # Convert boolean array to indices # add one to get the start positions, and add a 0 at the beginning start_pos = insert(end_pos + 1, 0, 0) if output_label == "full": - labels = array(["%d.%d" % segs for segs in zip(*data[:, start_pos])]) + labels = array([f"{segs[0]}.{segs[1]}" + for segs in zip(*data[:, start_pos])]) elif output_label == "subseg": labels = data[1][start_pos] else: @@ -398,7 +406,7 @@ def find_segment_starts(data, output_label): # XXX: Accepts float inputs without complaint. When float inputs are given, # float output is returned. Is this desirable? def ceildiv(dividend, divisor): - "integer ceiling division" + """Integer ceiling division""" # int(bool) means 0 -> 0, 1+ -> 1 return (dividend // divisor) + int(bool(dividend % divisor)) @@ -412,19 +420,21 @@ def parse_posterior(iterable, output_label): index: (int) frame index label: (int) segment label prob: (float) prob value - + in the case that output_label is set to output sublabels as well, the label variable will be of the form (int, int) for the segment label and sublabel """ if output_label != "seg": re_posterior_entry = re.compile(r"^\d+: (\S+) seg\((\d+)\)=(\d+)," - "subseg\((\d+)\)=(\d+)$") + r"subseg\((\d+)\)=(\d+)$") else: re_posterior_entry = re.compile(r"^\d+: (\S+) seg\((\d+)\)=(\d+)$") + # ignores non-matching lines for line in iterable: - m_posterior_entry = re_posterior_entry.match(line.rstrip().decode(SEGWAY_ENCODING)) + m_posterior_entry = \ + re_posterior_entry.match(line.rstrip().decode(SEGWAY_ENCODING)) if m_posterior_entry: group = m_posterior_entry.group @@ -435,7 +445,7 @@ def parse_posterior(iterable, output_label): yield (int(group(2)), int(group(3)), float(group(1))) -def read_posterior(infile, num_frames, num_labels, +def read_posterior(infile, num_frames, num_labels, num_sublabels, output_label): """ returns an array (num_frames, num_labels) @@ -449,7 +459,7 @@ def read_posterior(infile, num_frames, num_labels, seg_index = label * num_sublabels + sublabel if sublabel >= num_sublabels: raise ValueError("saw sublabel %s but num_sublabels is only %s" - % (sublabel, num_sublabels)) + % (sublabel, num_sublabels)) else: seg_index = label if label >= num_labels: @@ -534,5 +544,6 @@ def make_prefix_fmt(num): def main(args=sys.argv[1:]): pass + if __name__ == "__main__": sys.exit(main()) diff --git a/segway/bed.py b/segway/bed.py index e902fefd..86e81553 100644 --- a/segway/bed.py +++ b/segway/bed.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -from __future__ import absolute_import, division __version__ = "$Revision$" @@ -11,10 +10,11 @@ from six.moves import zip -FIELDNAMES = ["chrom", "chromStart", "chromEnd", # required +FIELDNAMES = ["chrom", "chromStart", "chromEnd", # required "name", "score", "strand", "thickStart", "thickEnd", "itemRgb", "blockCount", "blockSizes", "blockStarts"] + class Datum(object): def __init__(self, words): self.__dict__ = dict(list(zip(FIELDNAMES, words))) @@ -23,6 +23,7 @@ def __init__(self, words): def __repr__(self): return "%s%s" % (self.__class__.__name__, self._words) + class NativeDatum(Datum): def __init__(self, *args, **kwargs): Datum.__init__(self, *args, **kwargs) @@ -40,19 +41,22 @@ def __init__(self, *args, **kwargs): self._words = (self.chrom, self.chromStart, self.chromEnd, self.name, self.score) + self._words[5:] + def read(iterator, datum_cls=Datum): for line in iterator: words = line.split() if not words or words[0] == "track": - continue # skip + continue # skip assert len(words) >= 3 yield datum_cls(words) + def read_native(*args, **kwargs): return read(datum_cls=NativeDatum, *args, **kwargs) + def parse_bed4(line): """ alternate fast path @@ -61,12 +65,16 @@ def parse_bed4(line): chrom, start, end, seg = row[:4] return row, (chrom, start, end, seg) + re_trackline_split = re.compile(r"(?:[^ =]+=([\"'])[^\1]+?\1(?= |$)|[^ ]+)") + + def get_trackline_and_reader(iterator, datum_cls=Datum): line = next(iterator).rstrip() if line.startswith("track"): - # retrieves group 1 of re_trackline_split match, which is the whole item + # retrieves group 1 of re_trackline_split match, + # which is the whole item trackline = [match.group(0) for match in re_trackline_split.finditer(line)] reader = read(iterator, datum_cls) @@ -76,11 +84,14 @@ def get_trackline_and_reader(iterator, datum_cls=Datum): return trackline, reader + def get_trackline_and_reader_native(*args, **kwargs): return get_trackline_and_reader(datum_cls=NativeDatum, *args, **kwargs) + def main(args=sys.argv[1:]): pass + if __name__ == "__main__": sys.exit(main()) diff --git a/segway/cluster/__init__.py b/segway/cluster/__init__.py index 153bdc23..e5d3f6c1 100644 --- a/segway/cluster/__init__.py +++ b/segway/cluster/__init__.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -from __future__ import absolute_import, division, print_function, with_statement __version__ = "$Revision$" @@ -26,7 +25,7 @@ DRIVER_NAME_OVERRIDE = DRIVER_NAME_LOCAL # no DRMAA available from .local import ExitTimeoutException, JobState, Session -from .._util import constant +from .._util import constant # noqa: E402 MSG_JOB_ERROR = """ Submitted Job (%s) failed. Failed Job: %s. @@ -45,8 +44,8 @@ except KeyError: MIN_JOB_WAIT_SLEEP_TIME = 3.0 -## credited for min time so that there is some buffer when considering -## whether to submit more jobs or not +# credited for min time so that there is some buffer when considering +# whether to submit more jobs or not NOMINAL_MIN_JOB_WAIT_SLEEP_TIME = MIN_JOB_WAIT_SLEEP_TIME + 3 MAX_JOB_WAIT_SLEEP_TIME = 10 # max time to wait between checking job status @@ -69,7 +68,7 @@ def get_driver_name(session): # XXX: find out what Son of Grid Engine and GridScheduler report if (drms_info.startswith("GE") or drms_info.startswith("SGE") or drms_info.startswith("UGE") or drms_info.startswith("OGS/GE")): - return "sge" # XXX: should probably change to GE + return "sge" # XXX: should probably change to GE elif "Platform LSF" in drms_info: # includes "IBM Platform LSF" return "lsf" elif drms_info.startswith("SLURM"): @@ -82,6 +81,7 @@ def get_driver_name(session): % drms_info) raise ValueError(msg) + # non-reentrant code with Session() as _session: driver_name = get_driver_name(_session) @@ -125,7 +125,7 @@ def run(self): mem_usage_key = self.mem_usage_key trial_index = global_mem_usage[mem_usage_key] - #print >>sys.stderr, ("self.trial_index=%d; trial_index=%d" + # print >>sys.stderr, ("self.trial_index=%d; trial_index=%d" # % (self.trial_index, trial_index)) # if this index was tried before and unsuccessful, increment @@ -156,7 +156,8 @@ def run(self): else: job_location = "queued" - print("%s %s: %s (%s)" % (job_location, res, jobname, res_req), file=sys.stderr) + print("%s %s: %s (%s)" % (job_location, res, jobname, res_req), + file=sys.stderr) return res @@ -165,6 +166,7 @@ def free_job_template(self): # when it's no longer needed self.job_tmpl_factory.delete_job_template(self.session) + class RestartableJobDict(dict): def __init__(self, session, job_log_file, *args, **kwargs): self.session = session diff --git a/segway/cluster/common.py b/segway/cluster/common.py index 4db112da..f725c604 100644 --- a/segway/cluster/common.py +++ b/segway/cluster/common.py @@ -1,11 +1,11 @@ #!/usr/bin/env python -from __future__ import absolute_import, division __version__ = "$Revision$" # common stuff: needs to be in a different file from __init__ because # it is imported by lsf.py and sge.py -# Copyright 2009, 2011, 2012, 2013 Michael M. Hoffman +# Copyright 2009, 2011, 2012, 2013 +# Michael M. Hoffman import sys from tempfile import gettempdir @@ -15,7 +15,7 @@ from .._util import data_filename, KB, MB NATIVE_SPEC_PROG = (Mixin_NoConvertUnderscore - + OptionBuilder_ShortOptWithSpace)() # do not run + + OptionBuilder_ShortOptWithSpace)() # do not run # CLEAN_PERIOD in lsb.params, after which jobs are removed from # mbatchd's memory default is 3600, multiplying by 0.5 for a margin of @@ -36,9 +36,11 @@ NULL_FILENAME = "/dev/null" + class JobError(RuntimeError): pass + class _JobTemplateFactory(object): # this might be overridden by a subclass set_template_output_error = True @@ -120,9 +122,11 @@ def make_native_spec(self): def delete_job_template(self, session): session.deleteJobTemplate(self.template) + def make_native_spec(*args, **kwargs): return " ".join(NATIVE_SPEC_PROG.build_args(args=args, options=kwargs)) + def calc_mem_limit(mem_usage): """ amount of memory allowed to be used (less than that requested) @@ -133,5 +137,6 @@ def calc_mem_limit(mem_usage): def main(args=sys.argv[1:]): pass + if __name__ == "__main__": sys.exit(main()) diff --git a/segway/cluster/local.py b/segway/cluster/local.py index 6e2f474c..cb2f2d85 100644 --- a/segway/cluster/local.py +++ b/segway/cluster/local.py @@ -1,12 +1,11 @@ #!/usr/bin/env python -from __future__ import absolute_import, division """local.py: local mode instead of using cluster """ __version__ = "$Revision$" -## Copyright 2013 Michael M. Hoffman +# Copyright 2013 Michael M. Hoffman from os import environ from resource import getrusage, RUSAGE_CHILDREN @@ -14,13 +13,14 @@ from threading import Lock from time import sleep -from .common import (CLEAN_SAFE_TIME, _JobTemplateFactory, +from .common import (_JobTemplateFactory, CLEAN_SAFE_TIME, make_native_spec) # Allow this to throw an error if the environment variable is not an integer MAX_PARALLEL_JOBS = int(environ.get("SEGWAY_NUM_LOCAL_JOBS", 32)) JOB_WAIT_SLEEP_TIME = 3.0 + class JobTemplate(object): """mimics a DRMAA job template object """ @@ -61,7 +61,7 @@ def kill(self): self.proc.terminate() self.proc.wait() self._close() - except OSError: # Ignore exception if process is no longer running + except OSError: # Ignore exception if process is no longer running pass def _close(self): @@ -117,7 +117,7 @@ def __init__(self): self.drmsInfo = "local" self.next_jobid = 1 self.jobs = {} - self.running_jobs = set() # set(jobid) + self.running_jobs = set() # set(jobid) # This lock controls access to the jobs and running_jobs objects. # These objects are modified in the runJob() and wait() functions. @@ -188,7 +188,7 @@ class JobState: class ExitTimeoutException(Exception): - "mimics drmaa.ExitTimeoutException" + """mimics drmaa.ExitTimeoutException""" class JobTemplateFactory(_JobTemplateFactory): @@ -206,5 +206,5 @@ def get_job_max_query_lifetime(): return CLEAN_SAFE_TIME -## here only for imports: +# here only for imports: make_native_spec diff --git a/segway/cluster/lsf.py b/segway/cluster/lsf.py index 52898b6c..37f42d98 100644 --- a/segway/cluster/lsf.py +++ b/segway/cluster/lsf.py @@ -1,9 +1,8 @@ #!/usr/bin/env python -from __future__ import absolute_import, division - __version__ = "$Revision$" -# Copyright 2009, 2011, 2012, 2014 Michael M. Hoffman +# Copyright 2009, 2011, 2012, 2014 +# Michael M. Hoffman from os import environ import sys @@ -11,10 +10,11 @@ from path import path +from .common import (_JobTemplateFactory, BASH_CMD, CLEAN_SAFE_TIME, + make_native_spec, NULL_FILENAME) from .._configparser import OneSectionRawConfigParser from .._util import ceildiv, data_filename -from .common import (BASH_CMD, CLEAN_SAFE_TIME, _JobTemplateFactory, - make_native_spec, NULL_FILENAME) + # use SI (not binary) prefixes. I can't find any documentation for # this but Tim Cutts seems to assume this is how it works @@ -49,6 +49,7 @@ RES_CLEAN = "segway-clean.sh" TEMP_DIRNAME = gettempdir() + class JobTemplateFactory(_JobTemplateFactory): # eliminate default overwrite behavior for DRMAA/LSF, go to append # which is default for DRMAA/SGE diff --git a/segway/cluster/pbs.py b/segway/cluster/pbs.py index 82a7ba21..6abddf3b 100644 --- a/segway/cluster/pbs.py +++ b/segway/cluster/pbs.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -from __future__ import absolute_import, division __version__ = "$Revision$" @@ -8,14 +7,16 @@ from math import ceil import sys -from .._util import MB -from .common import (CLEAN_SAFE_TIME, _JobTemplateFactory, +from .common import (_JobTemplateFactory, CLEAN_SAFE_TIME, make_native_spec, NULL_FILENAME) +from .._util import MB + # pbs_drmaa requires that keep_completed be set on the server or queue # level in order to keep job information and allow its inspection # (such as for exit status) + class JobTemplateFactory(_JobTemplateFactory): # override outputPath and errorPath set_template_output_error = False @@ -42,6 +43,7 @@ def make_native_spec(self): return res + def make_single_res_req(name, mem): # round up to the next mebibyte # http://www.clusterresources.com/torquedocs21/2.1jobsubmission.shtml#size diff --git a/segway/cluster/sge.py b/segway/cluster/sge.py index 91f27752..4260472b 100644 --- a/segway/cluster/sge.py +++ b/segway/cluster/sge.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -from __future__ import absolute_import, division __version__ = "$Revision$" @@ -9,9 +8,10 @@ from resource import getrlimit, RLIMIT_STACK import sys -from .._util import MB -from .common import (CLEAN_SAFE_TIME, _JobTemplateFactory, +from .common import (_JobTemplateFactory, CLEAN_SAFE_TIME, make_native_spec) +from .._util import MB + # qsub -w: switches off job validation # qsub -j: switches off merging output and error @@ -23,6 +23,7 @@ except ValueError: STACK_LIMIT = 10*MB + class JobTemplateFactory(_JobTemplateFactory): def make_res_req(self, mem_usage, tmp_usage): # tmp_usage unused on SGE @@ -45,6 +46,7 @@ def make_native_spec(self): return res + def make_single_res_req(name, mem): # round up to the next mebibyte return "%s=%dM" % (name, ceil(mem / MB)) @@ -60,5 +62,6 @@ def get_job_max_query_lifetime(): def main(args=sys.argv[1:]): pass + if __name__ == "__main__": sys.exit(main()) diff --git a/segway/cluster/sge_setup.py b/segway/cluster/sge_setup.py index 3e9f31fe..1c6ea6b7 100644 --- a/segway/cluster/sge_setup.py +++ b/segway/cluster/sge_setup.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -from __future__ import absolute_import, division, print_function, with_statement """ sge_setup: setup mem_requested on each node @@ -27,7 +26,8 @@ # XXX: this may be fragile OUTPUT_RECORD_SEPARATOR = \ - "----------------------------------------------------------------------------\n" + "----------------------------------------------------------------------------\n" # noqa: E501 + def add_complex_mem_requested(): """add the mem_requested complex to GE configuration @@ -41,9 +41,11 @@ def add_complex_mem_requested(): tempfile.close() - # XXX: would be better if this were robust to mem_requested already existing + # XXX: would be better if this were robust to mem_requested already + # existing QCONF_PROG(Mc=tempfile.name) + def get_mem_totals(): stat_texts_text = QSTAT_PROG.getoutput(F="hostname,mem_total", u=USERNAME) stat_texts = stat_texts_text.split(OUTPUT_RECORD_SEPARATOR) @@ -70,6 +72,7 @@ def get_mem_totals(): return res + def modify_complex_values_mem_requested(): mem_totals = get_mem_totals() @@ -77,6 +80,7 @@ def modify_complex_values_mem_requested(): QCONF_PROG("-mattr", "exechost", "complex_values", "mem_requested=%s" % mem_total, hostname) + def sge_setup(): add_complex_mem_requested() modify_complex_values_mem_requested() @@ -106,6 +110,7 @@ def sge_setup(): # XXX: a dry-run option would be good + def parse_options(args): from optparse import OptionParser @@ -120,10 +125,12 @@ def parse_options(args): return options, args + def main(args=sys.argv[1:]): options, args = parse_options(args) return sge_setup(*args) + if __name__ == "__main__": sys.exit(main()) diff --git a/segway/cluster/slurm.py b/segway/cluster/slurm.py index d3cf6456..e0c36acd 100755 --- a/segway/cluster/slurm.py +++ b/segway/cluster/slurm.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -from __future__ import division # Copyright 2009, 2011, 2012 Michael M. Hoffman @@ -8,8 +7,8 @@ from optbuild import OptionBuilder -from .._util import MB from .common import _JobTemplateFactory +from .._util import MB NATIVE_SPEC_PROG = OptionBuilder() # do not run diff --git a/segway/include.py b/segway/include.py index ced1ecbd..f2372abd 100644 --- a/segway/include.py +++ b/segway/include.py @@ -1,19 +1,19 @@ #!/usr/bin/env python -from __future__ import division """include.py: save include file """ __version__ = "$Revision$" -## Copyright 2012 Michael M. Hoffman +# Copyright 2012 Michael M. Hoffman from ._util import Saver + class IncludeSaver(Saver): resource_name = "segway.inc.tmpl" copy_attrs = ["card_seg_countdown", "card_supervision_label", "max_frames", - "num_segs", "num_subsegs", "resolution", "ruler_scale", + "num_segs", "num_subsegs", "resolution", "ruler_scale", "supervision_label_range_size"] def make_mapping(self): @@ -30,12 +30,12 @@ def make_mapping(self): raise ValueError(msg) ruler_scale_scaled = ruler_scale // resolution - return dict(card_seg=num_segs, - card_subseg=self.num_subsegs, - card_presence=resolution+1, - card_segCountDown=self.card_seg_countdown, - card_supervisionLabel=self.card_supervision_label, - card_frameIndex=self.max_frames, - supervisionLabel_rangeSize=self.supervision_label_range_size, - ruler_scale=ruler_scale_scaled) - + return dict( + card_seg=num_segs, + card_subseg=self.num_subsegs, + card_presence=resolution+1, + card_segCountDown=self.card_seg_countdown, + card_supervisionLabel=self.card_supervision_label, + card_frameIndex=self.max_frames, + supervisionLabel_rangeSize=self.supervision_label_range_size, + ruler_scale=ruler_scale_scaled) diff --git a/segway/layer.py b/segway/layer.py index d78318d4..5a862639 100644 --- a/segway/layer.py +++ b/segway/layer.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -from __future__ import absolute_import, division, with_statement, print_function """ layer: convert flattened Viterbi BED files to a layered thick/thin bed file @@ -18,11 +17,10 @@ from six.moves import map from tabdelim import DictReader -from .bed import get_trackline_and_reader_native from ._util import (BED_SCORE, BED_STRAND, get_label_color, maybe_gzip_open, memoized_property, PassThroughDict, SUFFIX_BED, SUFFIX_TAB) - +from .bed import get_trackline_and_reader_native from .version import __version__ BED_START = "0" @@ -39,6 +37,7 @@ COLOR_DEFAULT = "128,128,128" + # XXX: don't need counter, can use length class IncrementingDefaultDict(defaultdict): def __init__(self, *args, **kwargs): @@ -51,12 +50,13 @@ def __missing__(self, key): return value + class Tee(object): def __init__(self, *args): self._items = args self._exits = [] - ## code borrowed from Python 2.7 contextlib.nested + # code borrowed from Python 2.7 contextlib.nested def __enter__(self): items = self._items new_items = [] @@ -79,7 +79,7 @@ def __exit__(self, *exc): try: if exit(*exc): exc = (None, None, None) - except: + except: # noqa: E722 exc = sys.exc_info() if exc != (None, None, None): # Don't rely on sys.exc_info() still containing @@ -95,10 +95,12 @@ def flush(self, *args, **kwargs): for item in self._items: item.flush(*args, **kwargs) + def make_comment_ignoring_dictreader(iterable, *args, **kwargs): return DictReader((item for item in iterable if not item.startswith("#")), *args, **kwargs) + def load_mnemonics(filename): mnemonics = PassThroughDict() ordering = [] @@ -113,6 +115,7 @@ def load_mnemonics(filename): return mnemonics, ordering + def uniquify(seq): """ http://stackoverflow.com/questions/480214/how-do-you-remove-duplicates-from-a-list-in-python-whilst-preserving-order @@ -123,11 +126,15 @@ def uniquify(seq): seen_add = seen.add return [x for x in seq if x not in seen and not seen_add(x)] + re_stem = re.compile(r"^(.+(?=\.)|[A-Za-z]+|)") + + def get_stem(text): # returns empty string when there is no stem part return re_stem.match(text).group(0) + def recolor(mnemonics, labels): res = {} @@ -140,6 +147,7 @@ def recolor(mnemonics, labels): return res + def make_layer_filename(filename): """ exported to run.py @@ -150,9 +158,11 @@ def make_layer_filename(filename): return ".layered.track".join([left, right]) + def make_csv(seq): return ",".join(map(str, seq)) + def update_trackline(trackline, updates): if not trackline: trackline = TRACKLINE_DEFAULT[:] @@ -168,6 +178,7 @@ def update_trackline(trackline, updates): trackline[word_index] = '%s="%s"' % (key, value) break + def get_color(datum, label, label_key): try: return datum.itemRgb @@ -180,6 +191,7 @@ def get_color(datum, label, label_key): return get_label_color(label_int) + class Segmentation(defaultdict): """ defaultdict of chromosomes: @@ -202,7 +214,7 @@ def load(self, infilename): try: assert datum.strand in ACCEPTABLE_STRANDS except AttributeError: - pass # no strand + pass # no strand label = datum.name label_key = label_dict[label] @@ -246,7 +258,8 @@ def save(self, outfilename, bigbed_outfilename): outfile = maybe_gzip_open(outfilename, "wt") if bigbed_outfilename: - temp_file = NamedTemporaryFile(prefix=__package__, suffix=SUFFIX_BED, mode="wt") + temp_file = NamedTemporaryFile(prefix=__package__, + suffix=SUFFIX_BED, mode="wt") bigbed_infilename = temp_file.name outfile = Tee(outfile, temp_file) @@ -264,18 +277,20 @@ def save(self, outfilename, bigbed_outfilename): # with temp_file # print >>temp_file, "blah" # print temp_file.name - with NamedTemporaryFile(prefix=__package__, suffix=SUFFIX_TAB, mode="wt") as sizes_file: + with NamedTemporaryFile(prefix=__package__, suffix=SUFFIX_TAB, + mode="wt") as sizes_file: for chrom, end in viewitems(ends): print(chrom, str(end), sep="\t", file=sizes_file) sizes_file.flush() - BEDTOBIGBED_PROG(bigbed_infilename, sizes_file.name, bigbed_outfilename) - + BEDTOBIGBED_PROG(bigbed_infilename, sizes_file.name, + bigbed_outfilename) def write_trackline(self, outfile): - # If self.trackline is None then TypeErrors occur when joining/printing. - # This assertion can help single out trackline if it is the culprit - assert(self.trackline) + # If self.trackline is None then TypeErrors occur when + # joining/printing. This assertion can help single out trackline if + # it is the culprit + assert self.trackline try: final_outfile = outfile._items[0] except AttributeError: @@ -304,7 +319,8 @@ def write(self, outfile): color = colors.get(label, COLOR_DEFAULT) # find all the rows for this label - segments_label_rows = segments[:, OFFSET_LABEL] == label_key + segments_label_rows = (segments[:, OFFSET_LABEL] == + label_key) # extract just the starts and ends segments_label = segments[segments_label_rows, @@ -312,14 +328,16 @@ def write(self, outfile): # pad end if necessary segments_label_list = [segments_label] - if not len(segments_label) or segments_label[-1, OFFSET_END] != end: + if (not len(segments_label) or + segments_label[-1, OFFSET_END] != end): # must be end-1 to end or UCSC gets cranky. # unfortunately this results in all on at the # right edge of each region segments_label_list.append((end-1, end)) # pad beginning if necessary - if not len(segments_label) or segments_label[0, OFFSET_START] != start: + if (not len(segments_label) or + segments_label[0, OFFSET_START] != start): segments_label_list.insert(0, (start, start+1)) segments_label = vstack(segments_label_list) @@ -340,13 +358,14 @@ def write(self, outfile): mnemonic = mnemonics[str(label)] row = [chrom, str(start), str(end), mnemonic, BED_SCORE, - BED_STRAND, str(start), str(end), color, block_count, - block_sizes_str, block_starts_str] + BED_STRAND, str(start), str(end), color, + block_count, block_sizes_str, block_starts_str] print(*row, sep="\t", file=outfile) return ends + def layer(infilename="-", outfilename="-", mnemonic_filename=None, trackline_updates={}, bigbed_outfilename=None, do_recolor=False): segmentation = Segmentation() @@ -359,6 +378,7 @@ def layer(infilename="-", outfilename="-", mnemonic_filename=None, segmentation.save(outfilename, bigbed_outfilename) + def parse_options(args): from optplus import OptionParser @@ -385,6 +405,7 @@ def parse_options(args): return options, args + def main(args=sys.argv[1:]): options, args = parse_options(args) @@ -394,5 +415,6 @@ def main(args=sys.argv[1:]): do_recolor=options.recolor, *args) + if __name__ == "__main__": sys.exit(main()) diff --git a/segway/observations.py b/segway/observations.py index 79f1a6fa..8d7aa4c0 100644 --- a/segway/observations.py +++ b/segway/observations.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -from __future__ import absolute_import, division, print_function """observations.py: prepare and save GMTK observations """ @@ -53,6 +52,7 @@ PRIOR_AXIS = 0 POSITION_AXIS = 1 + class VirtualEvidenceWarning(SegwayWarning): """ User-supplied priors sum to greater than one. @@ -295,11 +295,14 @@ def get_downsampled_supervision_data_and_presence(input_array, resolution): ) downsampled_input_array = zeros(calc_downsampled_shape(input_array, - resolution), input_array.dtype) - presence_downsampled_input_array = zeros(calc_downsampled_shape(input_array, - resolution), input_array.dtype) + resolution), + input_array.dtype) + presence_downsampled_input_array = \ + zeros(calc_downsampled_shape(input_array, resolution), + input_array.dtype) # For each input partition find its mode - for index, input_partition in enumerate(resolution_partitioned_input_array): + for index, input_partition in enumerate( + resolution_partitioned_input_array): # Get the number of times each index occurs in the input partition. # bincount(a) returns an array where the elements are the number # of times each index occurs in a. @@ -366,7 +369,8 @@ def downsample_prior_array(raw_prior_array, resolution, uniform_priors): res[index] = uniform_priors else: # Remove any rows which don't contain priors - defined_priors = input_partition[input_partition.any(POSITION_AXIS)] + defined_priors = \ + input_partition[input_partition.any(POSITION_AXIS)] # take the mean of the given priors for each label over the # position axis @@ -376,6 +380,7 @@ def downsample_prior_array(raw_prior_array, resolution, uniform_priors): return res + def get_downsampled_virtual_evidence_data_and_presence(raw_prior_array, resolution, num_labels): """ @@ -413,7 +418,8 @@ def get_downsampled_virtual_evidence_data_and_presence(raw_prior_array, # take the presence to be 1 at every position the user has defined # any priors and 0 otherwise - presence_array = raw_prior_array.any(axis=POSITION_AXIS).astype(DTYPE_OBS_INT) + presence_array = \ + raw_prior_array.any(axis=POSITION_AXIS).astype(DTYPE_OBS_INT) if resolution == 1: # our "downsampled" prior array at resolution 1 is just the @@ -434,7 +440,6 @@ def get_downsampled_virtual_evidence_data_and_presence(raw_prior_array, downsampled_presence_array = downsample_presence_array(presence_array, resolution) - return downsampled_prior_array, downsampled_presence_array @@ -508,8 +513,9 @@ def make_supervision_cells(supervision_coords, supervision_labels, start, end): def fill_virtual_evidence_cells(prior_input_array, num_labels): """ - For genomic positions which have at least one, but not all priors specified, - this function will apply a uniform prior to all remaining labels. + For genomic positions which have at least one, but not all priors + specified, this function will apply a uniform prior to all remaining labels + Indexes where no prior was ever specified will remain zero for downsampling Example: @@ -518,7 +524,7 @@ def fill_virtual_evidence_cells(prior_input_array, num_labels): [None, 0.4, None, None, None], [None, None, None, None, None]] - OUTPUT: + OUTPUT: [[0.5, 0.2, 0.10, 0.10, 0.10], [0.15, 0.4, 0.15, 0.15, 0.15], [0.0 ... 0.0]] @@ -528,7 +534,7 @@ def fill_virtual_evidence_cells(prior_input_array, num_labels): for index, prior_input in enumerate(prior_input_array): # Only priors which were specified in the input file will be set # Unset labels will still be none - num_prior_labels = numpy_sum(prior_input != None) + num_prior_labels = numpy_sum(prior_input != None) # noqa: E711 if num_prior_labels: prior_list_values = list(filter(None, prior_input)) @@ -538,17 +544,20 @@ def fill_virtual_evidence_cells(prior_input_array, num_labels): else: remaining_probability = 0 - # divide remaining probability uniformly amongst the remaining labels - prior_input[prior_input == None] = (remaining_probability / + # divide remaining probability uniformly amongst the + # remaining labels + prior_input[prior_input == None] = (remaining_probability / # noqa: E501 E711 (num_labels-num_prior_labels)) prior_array[index] = prior_input return prior_array + def check_is_close(prior_sums, reference): return all((prior_sums - reference) <= 0) + def make_virtual_evidence_cells(coords, priors, start, end, num_labels): """ @@ -571,14 +580,16 @@ def make_virtual_evidence_cells(coords, priors, label = list(prior_dict.keys())[0] # copy data to all positions if res[label][(label_start - start):(label_end - start)].any(): - raise ValueError("VE label {} overlaps in coordinates {}-{}".format(label, - label_start, label_end)) + raise ValueError("VE label {} overlaps in coordinates {}-{}". + format(label, label_start, label_end)) res[label][(label_start - start):(label_end - start)] = \ - list(prior_dict.values()) * ((label_end - start)-(label_start - start)) + (list(prior_dict.values()) * + ((label_end - start)-(label_start - start))) # For coords which had at least one label supplied, fill remaining labels # with uniform remaining probability - # Transpose the priors so that it has positions as rows and labels as columns + # Transpose the priors so that it has positions as rows and labels + # as columns res = fill_virtual_evidence_cells(res.transpose(), num_labels) if any(res < 0): @@ -587,7 +598,8 @@ def make_virtual_evidence_cells(coords, priors, is_close = check_is_close(res.sum(axis=POSITION_AXIS), 1.0) if not is_close: close_indexes = where(res.sum(axis=POSITION_AXIS) > 1.0)[0] - warn("Prior labels sum to greater than one in on genomic indexes {}".format(close_indexes + start), + warn("Prior labels sum to greater than one in on genomic indexes {}". + format(close_indexes + start), VirtualEvidenceWarning) return res @@ -614,7 +626,7 @@ def make_continuous_cells(track_indexes, genomedata_names, if continuous_cells is None: # Copy the first track into our continous cells continuous_cells = copy(chromosome[start:end, - [track_index]]) + [track_index]]) else: # Otherwise append the track to our continuous cells continuous_cells = append(continuous_cells, @@ -625,7 +637,7 @@ def make_continuous_cells(track_indexes, genomedata_names, return continuous_cells -def _save_window(float_filename_or_file, int_filename_or_file, +def _save_window(float_filename_or_file, int_filename_or_file, float_data, resolution, distribution, seq_data=None, supervision_data=None, virtual_evidence_data=None, virtual_evidence_filename_or_file=None, num_labels=None): @@ -689,10 +701,11 @@ def _save_window(float_filename_or_file, int_filename_or_file, # separately save VE priors CPT in a temporary file # done using write since ndarray.tofile does not format correctly - # Produces error: observation file 0 '/tmp/segway.qvHHEnnQV4/ve.gradckoq.list' segment 0: couldn't read 0'th item in frame 0 + # Produces error: + # observation file 0 '/tmp/segway.qvHHEnnQV4/ve.gradckoq.list' segment 0: couldn't read 0'th item in frame 0 # noqa E501 for prior in virtual_evidence_data_array: virtual_evidence_filename_or_file.write( - ' '.join(['{}'.format(prob) for prob in prior]) + '\n') + " ".join(["{}".format(prob) for prob in prior]) + "\n") if int_blocks: int_data = column_stack(int_blocks).astype(dtype=DTYPE_OBS_INT) @@ -701,6 +714,7 @@ def _save_window(float_filename_or_file, int_filename_or_file, int_data.tofile(int_filename_or_file) + def add_starts_ends(new_windows, starts, ends): """ If there are no new windows, return None, None @@ -723,6 +737,7 @@ def add_starts_ends(new_windows, starts, ends): return new_windows[0] + def generate_coords_from_dict(coords_dict): # use a deque to allow fast insertion/removal at the # beginning and end of the sequence @@ -730,6 +745,7 @@ def generate_coords_from_dict(coords_dict): starts, ends = map(deque, zip(*coords_list)) yield chrom, starts, ends + class Observations(object): copy_attrs = ["include_coords", "exclude_coords", "max_frames", "float_filelistpath", "int_filelistpath", @@ -872,7 +888,8 @@ def create_validation_windows_from_coords(self, exclude_coords): Returns validation windows """ validation_windows = [] - for chrom, starts, ends in generate_coords_from_dict(self.validation_coords): + for chrom, starts, ends in generate_coords_from_dict( + self.validation_coords): chr_exclude_coords = get_chrom_coords(exclude_coords, chrom) while len(starts) > 0: @@ -883,8 +900,8 @@ def create_validation_windows_from_coords(self, exclude_coords): subtract_regions(start, end, chr_exclude_coords) subtracted_start, subtracted_end = \ add_starts_ends(new_validation_windows, - starts, - ends) + starts, + ends) if subtracted_start: # skip or split long sequences new_validation_windows = \ @@ -892,8 +909,8 @@ def create_validation_windows_from_coords(self, exclude_coords): subtracted_end) split_start, split_end = \ add_starts_ends(new_validation_windows, - starts, - ends) + starts, + ends) if split_start: for world in range(self.num_worlds): validation_windows.append(Window( @@ -1041,7 +1058,8 @@ def write_tab_file(self, float_filelist, int_filelist, float_tabfile): row = [float_filepath, str(window_index), chrom, str(start), str(end)] float_tabwriter.writerow(row) - print(" %s (%d, %d)" % (float_filepath, start, end), file=sys.stderr) + print(" %s (%d, %d)" % (float_filepath, start, end), + file=sys.stderr) def open_writable_or_dummy(self, filepath): if not filepath or (not self.clobber and filepath.exists()): @@ -1057,4 +1075,5 @@ def save(self): with open_writable(self.float_filelistpath) as float_filelist: with open_writable(self.int_filelistpath) as int_filelist: with open_writable(self.float_tabfilepath) as float_tabfile: - self.write_tab_file(float_filelist, int_filelist, float_tabfile) + self.write_tab_file(float_filelist, int_filelist, + float_tabfile) diff --git a/segway/output.py b/segway/output.py index 11490b8a..6c45ad0b 100644 --- a/segway/output.py +++ b/segway/output.py @@ -1,20 +1,20 @@ #!/usr/bin/env python -from __future__ import division, print_function """output.py: output savers: IdentifySaver, PosteriorSaver """ __version__ = "$Revision$" -## Copyright 2012, 2013 Michael M. Hoffman +# Copyright 2012, 2013 Michael M. Hoffman from six.moves import range +from ._util import (BED_SCORE, BED_STRAND, Copier, + extract_superlabel, get_label_color, + INDEX_BED_CHROMSTART, INDEX_BED_NAME, INDEX_BED_THICKSTART, + maybe_gzip_open) from .bed import parse_bed4 from .layer import layer, make_layer_filename -from ._util import (Copier, maybe_gzip_open, extract_superlabel, - LABEL_INDEX, INDEX_BED_START, INDEX_BED_THICKSTART, - BED_SCORE, BED_STRAND, NUM_COLORS, SCHEME) def make_bed_attr(key, value): @@ -23,6 +23,7 @@ def make_bed_attr(key, value): return "%s=%s" % (key, value) + def make_bed_attrs(mapping): res = " ".join(make_bed_attr(key, mapping[key]) for key in sorted(mapping)) @@ -30,59 +31,65 @@ def make_bed_attrs(mapping): return "track %s" % res -def create_color_assignment(window_filenames): - # Build a color assignment for each superlabel in the window files +def make_label_colors(window_filenames): + """ + Create a color assignment for each superlabel in the window files. + Numerical labels are treated as indices into the color palette list. + String labels are sorted in alphabetical order and the first colors in the + color palette are used. + + Example color assignment for labels "a", "b", "c": + {"a": "27,158,119", "b": "217,95,2", "c": "117,112,179"} + """ + # Create a set of all superlabels across all window files labels = set() for window_filename in window_filenames: with maybe_gzip_open(window_filename) as window_file: for line in window_file: - label = extract_superlabel(line.split()[LABEL_INDEX]) + label = extract_superlabel(line.split()[INDEX_BED_NAME]) labels.add(label) + # If labels are numbers, use as indices into color list - if all(label.isdecimal() for label in labels): # Index into color list - return {label: ','.join(map(str, SCHEME[int(label) % NUM_COLORS])) + if all(label.isdecimal() for label in labels): # Index into color list + return {label: get_label_color(int(label)) for label in labels} + # Otherwise, assign colors by alphabetical order - return {label: ','.join(map(str, SCHEME[i % NUM_COLORS])) - for i, label in enumerate(sorted(list(labels)))} + return {label: get_label_color(index) + for index, label in enumerate(sorted(list(labels)))} def merge_windows_to_bed(window_filenames, header, bedfilename, trackfilename, - bed9_output = True): + bed9_output=True): """ - Given a list of filepaths, each of which points to a segmentation BED4 file, - concatenate the files and merge entries if necessary. - Writes one BED file and a second BED file with additional track header, - by default with 9 columns. + Given a list of filepaths, each of which points to a segmentation BED4 + file, concatenate the files and merge entries if necessary. + Write two files: a BED4 file and a track file containing a track line and + BED data. """ - # If converting to 9-column output formats, build a color + # If converting to 9-column output formats, build a color # assignment using all labels if bed9_output: - segment_colors = create_color_assignment(window_filenames) + label_colors = make_label_colors(window_filenames) # values for comparison to combine adjoining segments last_line = "" last_start = None - last_vals = (None, None, None) # (chrom, coord, seg) + last_vals = (None, None, None) # (chrom, coord, seg) - with maybe_gzip_open(bedfilename, "wt") as bedfile, maybe_gzip_open(trackfilename, "wt") as trackfile: + with maybe_gzip_open(bedfilename, "wt") as bedfile, \ + maybe_gzip_open(trackfilename, "wt") as trackfile: # Write header to trackfile only print(header, file=trackfile) for window_filename in window_filenames: with maybe_gzip_open(window_filename) as window_file: lines = window_file.readlines() - - # If converting to 9 column format, add extra columns + + # If converting to 9 column format, add extra columns # to BED4 data if bed9_output: - for i, line in enumerate(lines): - _, coords = parse_bed4(line) - (chrom, start, end, seg) = coords - bed9row = [chrom, start, end, seg, BED_SCORE, - BED_STRAND, start, end, - segment_colors[extract_superlabel(seg)]] - lines[i] = '\t'.join(bed9row) + '\n' + lines = list(bed4_to_bed9(lines, label_colors)) # Prepare the first line of the data first_line = lines[0] @@ -93,7 +100,8 @@ def merge_windows_to_bed(window_filenames, header, bedfilename, trackfilename, # potentially merging if last_vals == (chrom, start, seg): # update start position - first_row[INDEX_BED_START] = last_start + first_row[INDEX_BED_CHROMSTART] = last_start + # update thickStart position first_row[INDEX_BED_THICKSTART] = last_start @@ -104,6 +112,7 @@ def merge_windows_to_bed(window_filenames, header, bedfilename, trackfilename, if len(lines) == 1: last_line = merged_line last_vals = (chrom, end, seg) + # last_start is already set correctly # postpone writing until after additional merges continue @@ -130,7 +139,7 @@ def merge_windows_to_bed(window_filenames, header, bedfilename, trackfilename, # set last_line last_line = lines[-1] - last_row, last_coords = parse_bed4(last_line) + _, last_coords = parse_bed4(last_line) (chrom, start, end, seg) = last_coords last_vals = (chrom, end, seg) last_start = start @@ -139,6 +148,21 @@ def merge_windows_to_bed(window_filenames, header, bedfilename, trackfilename, bedfile.write(last_line) trackfile.write(last_line) + +def bed4_to_bed9(lines, label_colors): + """ + Produce BED9 lines from a list of BED4 lines and a label color dictionary. + Acts as a generator, so yields lines. + """ + for line in lines: + _, coords = parse_bed4(line) + (chrom, start, end, seg) = coords + bed9row = [chrom, start, end, seg, BED_SCORE, + BED_STRAND, start, end, + label_colors[extract_superlabel(seg)]] + yield "\t".join(bed9row) + "\n" + + class OutputSaver(Copier): copy_attrs = ["tracks", "uuid", "num_worlds", "num_segs", "num_subsegs"] @@ -168,8 +192,11 @@ def make_track_header(self): return make_bed_attrs(attrs) + class IdentifySaver(OutputSaver): - copy_attrs = OutputSaver.copy_attrs + ["bed_filename", "track_filename", "viterbi_filenames", "bigbed_filename", "windows"] + copy_attrs = OutputSaver.copy_attrs + ["bed_filename", "track_filename", + "viterbi_filenames", + "bigbed_filename", "windows"] def get_world_indexes(self, world): return [index @@ -187,7 +214,7 @@ def merge_windows(self, world): in enumerate(self.viterbi_filenames) if windows[window_index].world == world] header = self.make_track_header() - merge_windows_to_bed(world_viterbi_filenames, header, + merge_windows_to_bed(world_viterbi_filenames, header, bedfilename, trackfilename) def __call__(self, world): @@ -195,12 +222,13 @@ def __call__(self, world): track_filename = self.make_filename(self.track_filename, world) layer(track_filename, make_layer_filename(track_filename), - bigbed_outfilename=self.make_filename(self.bigbed_filename, world)) + bigbed_outfilename=self.make_filename(self.bigbed_filename, + world)) class PosteriorSaver(OutputSaver): - copy_attrs = OutputSaver.copy_attrs + ["bedgraph_filename", - "posterior_track_filename", + copy_attrs = OutputSaver.copy_attrs + ["bedgraph_filename", + "posterior_bed_filename", "bed_filename", "track_filename", "posterior_filenames", @@ -208,44 +236,50 @@ class PosteriorSaver(OutputSaver): def make_bedgraph_header(self, num_seg): if self.output_label == "full": - bedgraph_header_tmpl = "track type=bedGraph name=posterior.%s \ - description=\"Segway posterior probability of label %s\" \ + bedgraph_header_tmpl = 'track type=bedGraph name=posterior.%s \ + description="Segway posterior probability of label %s" \ visibility=dense viewLimits=0:100 maxHeightPixels=0:0:10 \ - autoScale=off color=200,100,0 altColor=0,100,200" + autoScale=off color=200,100,0 altColor=0,100,200' else: - bedgraph_header_tmpl = "track type=bedGraph name=posterior.%d \ - description=\"Segway posterior probability of label %d\" \ + bedgraph_header_tmpl = 'track type=bedGraph name=posterior.%d \ + description="Segway posterior probability of label %d" \ visibility=dense viewLimits=0:100 maxHeightPixels=0:0:10 \ - autoScale=off color=200,100,0 altColor=0,100,200" + autoScale=off color=200,100,0 altColor=0,100,200' return bedgraph_header_tmpl % (num_seg, num_seg) def __call__(self, world): - # Save posterior code bed file - posterior_code_bedfilename = self.make_filename(self.bed_filename, world) - posterior_code_trackfilename = self.make_filename(self.track_filename, world) - posterior_code_filenames = [posterior_tmpl % "_code" for posterior_tmpl in self.posterior_filenames] + # Save posterior code bed and track files + posterior_code_bedfilename = self.make_filename(self.bed_filename, + world) + posterior_code_trackfilename = self.make_filename(self.track_filename, + world) + posterior_code_filenames = [posterior_tmpl % "_code" + for posterior_tmpl + in self.posterior_filenames] trackheader = self.make_track_header() - merge_windows_to_bed(posterior_code_filenames, trackheader, + merge_windows_to_bed(posterior_code_filenames, trackheader, posterior_code_bedfilename, posterior_code_trackfilename) - # Save posterior bedgraph and track files - posterior_bedgraph_tmpl = self.make_filename(self.bedgraph_filename, + # Save posterior bed and bedgraph files + posterior_bed_tmpl = self.make_filename(self.posterior_bed_filename, + world) + posterior_bedgraph_tmpl = self.make_filename(self.bedgraph_filename, world) - posterior_track_tmpl = self.make_filename(self.posterior_track_filename, - world) if self.output_label == "subseg": label_print_range = range(self.num_segs * self.num_subsegs) elif self.output_label == "full": label_print_range = ("%d.%d" % divmod(label, self.num_subsegs) for label in range(self.num_segs * - self.num_subsegs)) + self.num_subsegs)) else: label_print_range = range(self.num_segs) for num_seg in label_print_range: - posterior_filenames = [posterior_tmpl % num_seg for posterior_tmpl in self.posterior_filenames] + posterior_filenames = [posterior_tmpl % num_seg + for posterior_tmpl + in self.posterior_filenames] trackheader = self.make_bedgraph_header(num_seg) - merge_windows_to_bed(posterior_filenames, trackheader, + merge_windows_to_bed(posterior_filenames, trackheader, + posterior_bed_tmpl % num_seg, posterior_bedgraph_tmpl % num_seg, - posterior_track_tmpl % num_seg, - bed9_output = False) + bed9_output=False) diff --git a/segway/run.py b/segway/run.py index f9ecfa0b..c8f1c8ed 100644 --- a/segway/run.py +++ b/segway/run.py @@ -1,6 +1,4 @@ #!/usr/bin/env python -from __future__ import (absolute_import, division, print_function, - with_statement) """ run: main Segway implementation @@ -18,8 +16,10 @@ from functools import partial from itertools import count, product from math import ceil, ldexp -from os import (environ, extsep, fdopen, open as os_open, O_WRONLY, O_CREAT, - O_SYNC, O_TRUNC) +from operator import attrgetter +from os import (environ, extsep, fdopen, O_CREAT, O_SYNC, O_TRUNC, O_WRONLY, + open as os_open) +import pipes import re from shutil import copy2 import stat @@ -31,27 +31,42 @@ from warnings import warn from genomedata import Genome -from numpy import (append, arcsinh, array, empty, finfo, float32, int64, inf, +from numpy import (append, arcsinh, array, empty, finfo, float32, inf, int64, square, vstack, zeros) from numpy.random import RandomState -from operator import attrgetter -from optplus import str2slice_or_int from optbuild import AddableMixin +from optplus import str2slice_or_int from path import Path -import pipes from pkg_resources import parse_version, Requirement, working_set from six import PY2, viewitems, viewvalues from six.moves import map, range, zip from six.moves.urllib.parse import quote from tabdelim import DictReader, ListWriter +from ._util import (ceildiv, data_filename, DELIMITER_BED, + DISTRIBUTION_ASINH_NORMAL, DISTRIBUTION_GAMMA, + DISTRIBUTION_NORM, DTYPE_OBS_INT, EXT_BED, EXT_FLOAT, + EXT_GZ, EXT_INT, EXT_PARAMS, EXT_TAB, EXT_TRACK, extjoin, + extjoin_not_none, GB, ISLAND_BASE_NA, ISLAND_LST_NA, + load_coords, make_default_filename, make_filelistpath, + make_prefix_fmt, MB, memoized_property, OFFSET_END, + OFFSET_START, OFFSET_STEP, OptionBuilder_GMTK, + POSTERIOR_PROG, PREFIX_LIKELIHOOD, PREFIX_PARAMS, + PREFIX_VALIDATION_OUTPUT, PREFIX_VALIDATION_OUTPUT_WINNER, + PREFIX_VALIDATION_SUM, PREFIX_VALIDATION_SUM_WINNER, + SEG_TABLE_WIDTH, SUBDIRNAME_INTERMEDIATE, SUBDIRNAME_LOG, + SUBDIRNAME_PARAMS, SUPERVISION_LABEL_OFFSET, + SUPERVISION_SEMISUPERVISED, SUPERVISION_UNSUPERVISED, + USE_MFSDG, VALIDATE_PROG, VIRTUAL_EVIDENCE_LIST_FILENAME, + VIRTUAL_EVIDENCE_LIST_FILENAME_PLACEHOLDER, VITERBI_PROG) from .bed import parse_bed4, read_native -from .cluster import (is_running_locally, make_native_spec, JobTemplateFactory, +from .cluster import (is_running_locally, JobTemplateFactory, make_native_spec, RestartableJob, RestartableJobDict, Session) from .include import IncludeSaver from .segway_input_master import InputMasterSaver, INPUT_MASTER_NAME, save_input_master from .observations import Observations from .output import IdentifySaver, PosteriorSaver +from .segway_input_master import InputMasterSaver from .structure import StructureSaver from .task import MSG_SUCCESS from ._util import (ceildiv, data_filename, DTYPE_OBS_INT, DISTRIBUTION_NORM, @@ -256,18 +271,17 @@ # "segway.%d.track.gz" TRACK_FILEBASEFMT = extjoin(__package__, "%d", EXT_TRACK, EXT_GZ) -# "posterior%s.bed.gz" +# "posterior%s.bedgraph.gz" BEDGRAPH_FILEBASENAME = extjoin(PREFIX_POSTERIOR, EXT_BEDGRAPH, EXT_GZ) # "posterior%s.%%d.bedgraph.gz" BEDGRAPH_FILEBASEFMT = extjoin(PREFIX_POSTERIOR, "%%d", EXT_BEDGRAPH, EXT_GZ) +# "posterior%s.bed.gz" +POSTERIOR_BED_FILEBASENAME = extjoin(PREFIX_POSTERIOR, EXT_BED, EXT_GZ) -# "posterior%s.track.gz" -POSTERIOR_TRACK_FILEBASENAME = extjoin(PREFIX_POSTERIOR, EXT_TRACK, EXT_GZ) - -# "posterior%s.%%d.track.gz" -POSTERIOR_TRACK_FILEBASEFMT = extjoin(PREFIX_POSTERIOR, "%%d", EXT_TRACK, EXT_GZ) +# "posterior%s.%%d.bed.gz" +POSTERIOR_BED_FILEBASEFMT = extjoin(PREFIX_POSTERIOR, "%%d", EXT_BED, EXT_GZ) FLOAT_TABFILEBASENAME = extjoin("observations", EXT_TAB) TRAIN_FILEBASENAME = extjoin(PREFIX_TRAIN, EXT_TAB) @@ -308,7 +322,7 @@ num_instances=int, segtransition_weight_scale=float, ruler_scale=int, resolution=int, num_segs=int, num_subsegs=int, output_label=str, track_specs=[str], reverse_worlds=[int], num_mix_components=int, - supervision_filename=str, virtual_evidence_filename=str, + supervision_filename=str, virtual_evidence_filename=str, minibatch_fraction=float, validation_fraction=float, max_frames=int, validation_coords_filename=str, var_floor=float) @@ -321,8 +335,9 @@ validation_sum_filename=str) IDENTIFY_OPTION_TYPES = \ - dict(include_coords_filename=str, exclude_coords_filename=str, - seg_table_filename=str, output_label=str, virtual_evidence_filename=str) + dict(include_coords_filename=str, exclude_coords_filename=str, + seg_table_filename=str, output_label=str, + virtual_evidence_filename=str) SUB_TASK_DELIMITER = "-" @@ -353,7 +368,7 @@ OFFSET_VALIDATION_FILENAMES = 6 # where the validation filenames begin GMTKJT_OUTPUT_PATTERN = \ - "Segment (\d+), after Prob E: log\(prob\(evidence\)\) = (\d+\.\d{1,9})?" + r"Segment (d+), after Prob E: log(prob(evidence)) = (d+\.d{1,9})?" GMTKJT_PATTERN_WINDOW_MATCH_INDEX = 1 GMTKJT_PATTERN_LIKELIHOOD_MATCH_INDEX = 2 @@ -491,14 +506,12 @@ def rewrite_cliques(rewriter, frame, output_label): rewriter.send(NewLine("%d 1 seg %d" % (orig_num_cliques, frame))) # XXX: add subseg as a clique to report it in posterior - return orig_num_cliques def make_mem_req(mem_usage): # double usage at this point mem_usage_gibibytes = ceil(mem_usage / GB) - return "%dG" % mem_usage_gibibytes @@ -529,9 +542,9 @@ def get_filenames(self, validation=False): "log_likelihood_filename": self.log_likelihood_filename} if validation: res.update({"validation_output_filenames": - self.validation_output_filename, + self.validation_output_filename, "validation_sum_filename": - self.validation_sum_filename}) + self.validation_sum_filename}) return res def load_results(self, filename): @@ -616,7 +629,7 @@ def _log_cmdline(logfile, cmdline): # quotes to be run on shell commandline # NOTE: move to shlex.quote() when moving to python 3.3 quoted_cmdline_list.append(pipes.quote(str(cmdarg))) - quoted_cmdline = ' '.join(quoted_cmdline_list) + quoted_cmdline = " ".join(quoted_cmdline_list) print(quoted_cmdline, file=logfile) @@ -630,8 +643,10 @@ def check_overlapping_supervision_labels(start, end, chrom, coords): def remove_bash_functions(environment): - """Removes all bash functions (patched after 'shellshock') from an dictionary - environment""" + """ + Removes all bash functions (patched after 'shellshock') from an + dictionary environment + """ # Explicitly not using a dictionary comprehension to support Python # 2.6 (or earlier) # All bash functions in an exported environment after the shellshock @@ -661,7 +676,7 @@ def name(self): EXCLUDE_TRACKNAME_LIST = [ TRACK_DINUCLEOTIDE.name_unquoted, TRACK_SUPERVISIONLABEL.name_unquoted, - TRACK_VIRTUAL_EVIDENCE.name_unquoted + TRACK_VIRTUAL_EVIDENCE.name_unquoted ] @@ -822,6 +837,7 @@ def __init__(self, selected, subtask=None): self.init = False self.run = False self.finish = False + # Overwrite the selected subtask back to true setattr(self, subtask[0], True) else: @@ -838,7 +854,6 @@ def __bool__(self): # May be removed when python 2 support is dropped __nonzero__ = __bool__ - def set_tasks(self, text): """ Sets the tasks for Segway to run, as well as determining @@ -853,6 +868,7 @@ def set_tasks(self, text): if task_name == "annotate": task_name = "identify" subtask = task[1:] + # Check if multiple subtasks are present, # meaning run-round was chosen if (len(subtask) == 2 and @@ -987,11 +1003,13 @@ def fromoptions(cls, task_spec, archives, traindir, annotatedir, options): # multiple lists to one if option == "cluster_opt": res.user_native_spec = sum([opt.split(" ") - for opt in options.cluster_opt], []) + for opt in options.cluster_opt], + []) # No further processing required on this option, continue elif option == "mem_usage": mem_usage_list = list(map(float, options.mem_usage.split(","))) + # XXX: should do a ceil first? # use int64 in case run.py is run on a 32-bit machine to # control 64-bit compute nodes @@ -1017,7 +1035,7 @@ def fromoptions(cls, task_spec, archives, traindir, annotatedir, options): # Preprocess options # Convert any track files into a list of tracks if (option == "track" - and options_dict[option]): + and options_dict[option]): track_specs = [] tracks = options_dict[option] for file_or_string in tracks: @@ -1029,7 +1047,7 @@ def fromoptions(cls, task_spec, archives, traindir, annotatedir, options): # Convert labels string into potential slice or an int # If num labels was specified if (option == "num_labels" - and options_dict[option]): + and options_dict[option]): options.num_labels = str2slice_or_int(options_dict[option]) # bulk copy options that need no further processing @@ -1040,8 +1058,8 @@ def fromoptions(cls, task_spec, archives, traindir, annotatedir, options): # If the resolution is set to a non-default value # And the ruler has not been set from the options if (res.resolution != RESOLUTION and - ("ruler_scale" in options_dict and - not options_dict["ruler_scale"])): + ("ruler_scale" in options_dict and + not options_dict["ruler_scale"])): # Set the ruler scale to 10x the non-default value res.ruler_scale = res.resolution * 10 # Else if the ruler is not divisible by the resolution @@ -1071,38 +1089,38 @@ def fromoptions(cls, task_spec, archives, traindir, annotatedir, options): res.check_world_fmt("bigbed_filename") if (res.identify and - res.verbosity > 0): + res.verbosity > 0): warn("Running Segway in identify mode with non-zero verbosity" " is currently not supported and may result in errors.") if (res.var_floor and - res.var_floor < 0): + res.var_floor < 0): raise ValueError("The variance floor cannot be less than 0") if (res.validation_fraction and - res.validation_coords_filename): + res.validation_coords_filename): raise ValueError("Cannot specify validation sets using both" - " fraction and explicit coordinates") + " fraction and explicit coordinates") if (res.validation_fraction and - res.validation_fraction < 0): + res.validation_fraction < 0): raise ValueError("The validation fraction cannot be less than 0") if (res.validation_fraction or - res.validation_coords_filename): + res.validation_coords_filename): res.validate = True if (res.validation_fraction and - (res.validation_fraction + - res.minibatch_fraction > 1.0)): + (res.validation_fraction + res.minibatch_fraction > 1.0)): raise ValueError("The sum of the validation and " - "minibatch fractions cannot be greater than 1") + "minibatch fractions cannot be greater than 1") return res @memoized_property def triangulation_dirpath(self): res = self.work_dirpath / "triangulation" + # Check to make sure this wasn't created by an ealier subtask if not Path(res).exists(): self.make_dir(res) @@ -1297,7 +1315,6 @@ def vars(self): # Numerical Recipes in C, Eqn 14.1.7 # XXX: best would be to switch to the pairwise parallel method # (see Wikipedia) - sums_squares_normalized = self.sums_squares / self.num_datapoints return self.transform(sums_squares_normalized - square(self._means_untransformed)) @@ -1440,41 +1457,32 @@ def num_int_cols(self): return res - @memoized_property - def bed_filename(self): + def _make_filename_or_fmt(self, basename, basefmt): if self.num_worlds == 1: - basename = BED_FILEBASENAME + basename = basename else: - basename = BED_FILEBASEFMT + basename = basefmt return self.work_dirpath / basename @memoized_property - def track_filename(self): - if self.num_worlds == 1: - basename = TRACK_FILEBASENAME - else: - basename = TRACK_FILEBASEFMT + def bed_filename(self): + return self._make_filename_or_fmt(BED_FILEBASENAME, BED_FILEBASEFMT) - return self.work_dirpath / basename + @memoized_property + def track_filename(self): + return self._make_filename_or_fmt(TRACK_FILEBASENAME, + TRACK_FILEBASEFMT) @memoized_property def bedgraph_filename(self): - if self.num_worlds == 1: - basename = BEDGRAPH_FILEBASENAME - else: - basename = BEDGRAPH_FILEBASEFMT + return self._make_filename_or_fmt(BEDGRAPH_FILEBASENAME, + BEDGRAPH_FILEBASEFMT) - return self.work_dirpath / basename - @memoized_property - def posterior_track_filename(self): - if self.num_worlds == 1: - basename = POSTERIOR_TRACK_FILEBASENAME - else: - basename = POSTERIOR_TRACK_FILEBASEFMT - - return self.work_dirpath / basename + def posterior_bed_filename(self): + return self._make_filename_or_fmt(POSTERIOR_BED_FILEBASENAME, + POSTERIOR_BED_FILEBASEFMT) @memoized_property def train_prog(self): @@ -1705,7 +1713,8 @@ def get_full_validation_output(self, validation_window_indices, return full_validation_output - def calculate_validation_log_likelihood(self, validation_window_likelihoods): + def calculate_validation_log_likelihood(self, + validation_window_likelihoods): """ Takes as input an array of validation window likelihoods and sums to obtain the log of the intersection of the partial @@ -1865,7 +1874,7 @@ def make_validation_sum_tab_filename(self, instance_index, dirname): subdirname=SUBDIRNAME_LOG) def make_validation_output_tab_filename(self, instance_index, - dirname): + dirname): return self.make_filename(PREFIX_VALIDATION_OUTPUT, instance_index, EXT_TAB, dirname=dirname, subdirname=SUBDIRNAME_LOG) @@ -2016,6 +2025,7 @@ def subset_metadata_attr(self, name, reducer=sum): attr = getattr(genome, name) track_groups = self.track_groups + # Create an empty list of the same type as the genomedata attribute and # of the the same length of the track groups shape = len(track_groups) @@ -2134,33 +2144,38 @@ def load_supervision(self): SUPERVISION_LABEL_OFFSET) def load_virtual_evidence(self): - # Virtual evidence adds one additional binary node C to the DBN structure - # at every frame. A CPT is defined for C such that P(C|A=a) is the probability - # that the parent A (segment label) is a particular value 'a' at a given frame. - # Specifically, C exists only to constrain the parent (segment label) to be a - # particular value (supervised label) with the specified prior probability. - # From the Segway application's point of view, nothing more changes - # other than the virtual evidence files need to be passed forwards to GMTK, - # which does all the magic here. - # - # It is possible to specify virtual evidence for some positions and not others. - # This is handled using a presence variable for virtual evidence, which behaves - # identically to other presence variables in Segway. + """ + Virtual evidence adds one additional binary node C to the DBN + structure at every frame. A CPT is defined for C such that P(C|A=a) + is the probability that the parent A (segment label) is a particular + value 'a' at a given frame. Specifically, C exists only to constrain + the parent (segment label) to be a particular value (supervised label) + with the specified prior probability. From the Segway application's + point of view, nothing more changes other than the virtual evidence + files need to be passed forwards to GMTK, which does all the magic + here. + + It is possible to specify virtual evidence for some positions and not + others. This is handled using a presence variable for virtual evidence, + which behaves identically to other presence variables in Segway. + """ if not self.virtual_evidence: return # Check if file supplied during init exists, warn if not saying it will # have to be replaced before running. if not Path(self.virtual_evidence_filename).exists(): - if self.train.run: - raise IOError("Could not locate virtual evidence file: %s" - % (self.virtual_evidence_filename)) - elif self.train.init or self.identify.init or self.posterior.init: + if self.train.run: + raise IOError("Could not locate virtual evidence file: %s" + % (self.virtual_evidence_filename)) + elif self.train.init or self.identify.init or self.posterior.init: warn("Virtual evidence file provided does not exist." - " A new one will need to be supplied by --virtual-evidence" - " during train-run for Segway to be able to apply it to the model") - return - # defaultdict of list of dictionaries of the format {label: prior} + " A new one will need to be supplied by" + " --virtual-evidence during train-run for Segway to be" + " able to apply it to the model") + return + + # defaultdict of list of dictionaries of the format {label: prior} # key: chrom # value: list of dictionaries of the format {label: prior} virtual_evidence_priors = defaultdict(list) @@ -2193,7 +2208,7 @@ def load_virtual_evidence(self): self.virtual_evidence_coords = virtual_evidence_coords self.virtual_evidence_priors = virtual_evidence_priors - + def get_virtual_evidence_in_window(self, window): """Returns a tuple of a list of coords and their cooresponding dictionary of priors based on the region described the window""" @@ -2222,10 +2237,10 @@ def get_virtual_evidence_in_window(self, window): # Append to our resulting list virtual_evidence_coords.append(ve_coord) virtual_evidence_priors.append(ve_prior) - + # Return list of VE coords and corresponding priors return (virtual_evidence_coords, virtual_evidence_priors) - + def set_supervision_label_range_size(self, new_extension): """This function takes a new label extension new_extension, and add it into the supervision_label_range_size set. @@ -2250,10 +2265,12 @@ def save_structure(self): self.clobber) def check_genomedata_archives(self): - """ Checks that all genomedata archives have matching chromosomes and + """ + Checks that all genomedata archives have matching chromosomes and that each chromosome has matching start and end coordinates - Returns True if archives are valid, False otherwise""" + Returns True if archives are valid, False otherwise + """ # TODO: Ideally it's only necessary that for chromosomes that do match, # that their start and end coords match. As in, they do not necessarily @@ -2352,8 +2369,9 @@ def save_window_list(self): window_bed_filename = self.make_filename(PREFIX_WINDOW, EXT_BED) with open(window_bed_filename, "w") as window_bed_file: + # NB: csv defaults to dos newlines bed_writer = writer(window_bed_file, delimiter=DELIMITER_BED, - lineterminator="\n") #NB: csv defaults to dos newlines + lineterminator="\n") for index, window in enumerate(self.windows): bed_writer.writerow((window.chrom, window.start, window.end, index)) @@ -2493,6 +2511,7 @@ def queue_task(self, prog, kwargs, job_name, num_frames, JOB_SCRIPT_FILE_PERMISSIONS) with fdopen(job_script_fd, "w") as job_script_file: print("#!/usr/bin/env bash", file=job_script_file) + # this doesn't include use of segway-wrapper, which takes the # memory usage as an argument, and may be run multiple times self.log_cmdline(gmtk_cmdline, args, job_script_file) @@ -2571,6 +2590,7 @@ def queue_train(self, instance_index, round_index, window_index, chrom = 0 window_start = 0 window_end = 0 + # Set task to the bundle train task task_kind = BUNDLE_TRAIN_TASK_KIND is_reverse = 0 # is_reverse is irrelevant for bundling @@ -2618,7 +2638,7 @@ def queue_train(self, instance_index, round_index, window_index, self.virtual_evidence, virtual_evidence_coords, virtual_evidence_priors, - self.num_segs # need number of segments to unpack VE priors later + self.num_segs # need number of segments to unpack VE priors ] prefix_args = [segway_task_path, @@ -2695,7 +2715,7 @@ def queue_train_bundle(self, input_params_filename, output_params_filename, return res def queue_save_validation_set_window(self, validation_window, - num_frames=0, **kwargs): + num_frames=0, **kwargs): segway_task_path = find_executable("segway-task") segway_task_verb = SAVE_WINDOW_TASK_VERB output_filename = "" @@ -2723,13 +2743,15 @@ def queue_save_validation_set_window(self, validation_window, with open(self.validation_int_filelistpath, "a") as int_filelist_fd: print(int_filepath, file=int_filelist_fd) - with open(self.validation_float_filelistpath, "a") as float_filelist_fd: + with open(self.validation_float_filelistpath, "a") as \ + float_filelist_fd: print(float_filepath, file=float_filelist_fd) if self.reverse_worlds: - raise NotImplementedError("Running Segway with both validation " - "and reverse world options simultaneously is currently " - "not supported") + raise NotImplementedError("Running Segway with both validation" + " and reverse world options" + " simultaneously is currently" + " not supported") else: is_reverse = 0 @@ -3002,7 +3024,7 @@ def run_train_instance(self): # if using mixture models and variance floor not specified, # use default variance floor value to ensure convergence if ((self.num_mix_components != NUM_GAUSSIAN_MIX_COMPONENTS_DEFAULT) - and not self.var_floor): + and not self.var_floor): self.var_floor = VAR_FLOOR_GMM_DEFAULT kwargs["varFloor"] = self.var_floor @@ -3020,22 +3042,18 @@ def run_train_instance(self): def progress_train_instance(self, last_log_likelihood, log_likelihood, round_index, validation_likelihood, best_validation_likelihood, kwargs): - if (self.validate and - self.recover_dirname): + self.recover_dirname): # recover last set of best results - result = TrainInstanceResults(log_likelihood=log_likelihood, - num_segs=self.num_segs, - validation_likelihood=validation_likelihood, - input_master_filename= - self.input_master_filename, - params_filename=self.best_params_filename, - log_likelihood_filename= - self.log_likelihood_filename, - validation_output_filename= - self.validation_output_winner_filename, - validation_sum_filename= - self.validation_sum_winner_filename) + result = TrainInstanceResults( + log_likelihood=log_likelihood, + num_segs=self.num_segs, + validation_likelihood=validation_likelihood, + input_master_filename=self.input_master_filename, + params_filename=self.best_params_filename, + log_likelihood_filename=self.log_likelihood_filename, + validation_output_filename=self.validation_output_winner_filename, + validation_sum_filename=self.validation_sum_winner_filename) while (round_index < self.max_em_iters and ((self.minibatch_fraction != MINIBATCH_DEFAULT) or @@ -3051,8 +3069,9 @@ def progress_train_instance(self, last_log_likelihood, log_likelihood, self.load_validation_log_likelihood() full_validation_output = \ - self.get_full_validation_output(validation_window_indices, - validation_window_likelihoods) + self.get_full_validation_output( + validation_window_indices, + validation_window_likelihoods) # log full set of validation likelihoods for this round with open(self.validation_output_tab_filename, "a") as logfile: @@ -3080,35 +3099,30 @@ def progress_train_instance(self, last_log_likelihood, log_likelihood, copy2(self.validation_sum_filename, self.validation_sum_winner_filename) - result = TrainInstanceResults(log_likelihood=log_likelihood, - num_segs=self.num_segs, - validation_likelihood=validation_likelihood, - input_master_filename= - self.input_master_filename, - params_filename=self.best_params_filename, - log_likelihood_filename= - self.log_likelihood_filename, - validation_output_filename= - self.validation_output_winner_filename, - validation_sum_filename= - self.validation_sum_winner_filename) + result = TrainInstanceResults( + log_likelihood=log_likelihood, + num_segs=self.num_segs, + validation_likelihood=validation_likelihood, + input_master_filename=self.input_master_filename, + params_filename=self.best_params_filename, + log_likelihood_filename=self.log_likelihood_filename, + validation_output_filename=self.validation_output_winner_filename, # noqa: E501 + validation_sum_filename=self.validation_sum_winner_filename) # noqa: E501 + best_validation_likelihood = validation_likelihood round_index += 1 if not self.validate: - result = TrainInstanceResults(log_likelihood=log_likelihood, - num_segs=self.num_segs, - validation_likelihood=validation_likelihood, - input_master_filename= - self.input_master_filename, - params_filename=self.last_params_filename, - log_likelihood_filename= - self.log_likelihood_filename, - validation_output_filename= - self.validation_output_winner_filename, - validation_sum_filename= - self.validation_sum_winner_filename) + result = TrainInstanceResults( + log_likelihood=log_likelihood, + num_segs=self.num_segs, + validation_likelihood=validation_likelihood, + input_master_filename=self.input_master_filename, + params_filename=self.last_params_filename, + log_likelihood_filename=self.log_likelihood_filename, + validation_output_filename=self.validation_output_winner_filename, + validation_sum_filename=self.validation_sum_winner_filename) # log_likelihood, num_segs and a list of src_filenames to save return result @@ -3161,13 +3175,12 @@ def load_train_options(self, train_dirname): # If we are running identify/posterior and the params filename was # specified during train, save it in params_filenames as well. - if self.params_filename is not None and \ - not self.train: + if self.params_filename is not None and not self.train: self.params_filenames = [self.params_filename] def load_train_results(self): """ - Loads the training results in train-finish saved in + Loads the training results in train-finish saved in SUBDIRNAME_INTERMEDIATE. Stores as a list of TrainInstanceResults in instance_params to select best in finish. """ @@ -3198,6 +3211,7 @@ def load_identify_options(self, identify_dir_name): value = row["value"] row_type = IDENTIFY_OPTION_TYPES[name] + # Checks if this option was of type list, sets each element to # correct type then if isinstance(row_type, list): @@ -3255,13 +3269,12 @@ def init_train(self): for index in range(self.num_instances): # If a random number generator seed exists if self.random_seed: - # Create a new random number generator for this instance based on its - # own index + # Create a new random number generator for this instance + # based on its own index instance_random_seed = self.random_seed + index self.random_state = RandomState(instance_random_seed) self.save_input_master(index, True) - if not input_master_filename_is_new: # do not overwrite existing file input_master_filename = None @@ -3316,7 +3329,8 @@ def save_validation_set(self): res = RestartableJobDict(self.session, self.job_log_file) for validation_window in self.validation_windows: restartable_job = \ - self.queue_save_validation_set_window(validation_window) + self.queue_save_validation_set_window( + validation_window) res.queue(restartable_job) res.wait() self.session = None @@ -3335,12 +3349,15 @@ def run_train(self): # this is where the actual training takes place instance_params = run_train_func(self.num_segs_range) + # write results from each instance to their own file for index, instance_param in enumerate(instance_params): - result_filename = make_default_filename \ - (TRAIN_RESULTS_TMPL, SUBDIRNAME_INTERMEDIATE, index) + result_filename = make_default_filename( + TRAIN_RESULTS_TMPL, + SUBDIRNAME_INTERMEDIATE, + index) self.save_tab_file(instance_param, TRAIN_RESULT_TYPES, - result_filename) + result_filename) elif self.train.finish: instance_params = self.load_train_results() @@ -3477,23 +3494,23 @@ def recover_train_instance(self, last_log_likelihood, log_likelihood, if not recover_validation_sum_tab_filepath.isfile(): recover_validation_sum_tab_filepath = \ Path(self.make_validation_sum_tab_filename(None, - recover_dirname)) + recover_dirname)) # recover validation output tabfile recover_validation_output_tab_filepath = \ Path(self.make_validation_output_tab_filename(instance_index, - recover_dirname)) + recover_dirname)) if not recover_validation_output_tab_filepath.isfile(): recover_validation_output_tab_filepath = \ Path(self.make_validation_output_tab_filename(None, - recover_dirname)) + recover_dirname)) # recover last validation sum recover_validation_sum_filename = \ Path(self.make_filename(PREFIX_VALIDATION_SUM, - instance_index, EXT_LIKELIHOOD, - subdirname=SUBDIRNAME_LIKELIHOOD, - dirname=recover_dirname)) + instance_index, EXT_LIKELIHOOD, + subdirname=SUBDIRNAME_LIKELIHOOD, + dirname=recover_dirname)) if not recover_validation_sum_filename.isfile(): recover_validation_sum_filename = \ Path(self.make_filename(PREFIX_VALIDATION_SUM, @@ -3558,7 +3575,8 @@ def recover_train_instance(self, last_log_likelihood, log_likelihood, with open(recover_log_likelihood_tab_filepath) \ as log_likelihood_tab_file: log_likelihoods = [float(line.rstrip()) - for line in log_likelihood_tab_file.readlines()] + for line + in log_likelihood_tab_file.readlines()] else: # Otherwise, set likelihoods to empty log_likelihoods = [] @@ -3576,15 +3594,15 @@ def recover_train_instance(self, last_log_likelihood, log_likelihood, if self.validate: with open(recover_validation_sum_tab_filepath) \ - as validation_sum_tab_file: + as validation_sum_tab_file: validation_sums = [float(line.rstrip()) - for line in validation_sum_tab_file.readlines()] + for line + in validation_sum_tab_file.readlines()] validation_likelihood = validation_sums[-1] best_validation_likelihood = max(validation_sums) best_validation_index = validation_sums.index( best_validation_likelihood) - old_params_filename = self.make_params_filename(instance_index, recover_dirname) new_params_filename = self.params_filename @@ -3799,13 +3817,14 @@ def run_identify_posterior(self): for window_index, window_len in self.window_lens_sorted(): for task in tasks: if (task == "identify" and - self.recover_viterbi_window(window_index)): + self.recover_viterbi_window(window_index)): # XXX: should be able to recover posterior also continue self.queue_identify(restartable_jobs, window_index, - PREFIX_JOB_NAMES[task], PROGS[task], - kwargs[task], filenames[task]) + PREFIX_JOB_NAMES[task], + PROGS[task], kwargs[task], + filenames[task]) if self.dry_run: return @@ -3865,7 +3884,7 @@ def run(self): print(run_msg, file=self.cmdline_long_file) if (self.validate and - self.train.init): + self.train.init): self.save_validation_set() if self.train: @@ -3911,7 +3930,7 @@ def parse_options(argv): segmentation. Nat Methods 9:473-476. https://doi.org/10.1038/nmeth.1937""" - parser = ArgumentParser(description=description, usage = usage, + parser = ArgumentParser(description=description, usage=usage, epilog=citation) subtask_description = """ @@ -3919,7 +3938,7 @@ def parse_options(argv): - train-init prepare initial models for parallel training - train-run train initial models to completion criterion, in parallel -- train-run-round train models for one round, in parallel -- train-finish select best model and prepare for `annotate` +- train-finish select best model and prepare for `annotate` annotate label a genome using a model - annotate-init prepare for parallel annotation @@ -3933,7 +3952,7 @@ def parse_options(argv): Use `segway COMMAND --help` for help specific to command COMMAND. - """ + """ # noqa: E501 tasks = parser.add_subparsers(title="list of commands", dest="task_spec", metavar=subtask_description) @@ -3967,56 +3986,55 @@ def parse_options(argv): group.add_argument("-n", "--dry-run", action="store_true", help="write all files, but do not run any executables") - # define steps for each of the three main tasks - train_init = tasks.add_parser("", add_help=False) - train_run = tasks.add_parser("", add_help=False) - train_finish = tasks.add_parser("", add_help=False) - train_run_round = tasks.add_parser("", add_help=False) - train_init_run = tasks.add_parser("", add_help=False) + # Parent parsers for each sub-step and combinations + train_init = ArgumentParser(add_help=False) + train_run = ArgumentParser(add_help=False) + train_finish = ArgumentParser(add_help=False) + train_init_run = ArgumentParser(add_help=False) - identify_init = tasks.add_parser("", add_help=False) - identify_run = tasks.add_parser("", add_help=False) - identify_finish = tasks.add_parser("", add_help=False) - identify_init_run = tasks.add_parser("", add_help=False) + identify_init = ArgumentParser(add_help=False) + identify_run = ArgumentParser(add_help=False) + identify_finish = ArgumentParser(add_help=False) + identify_init_run = ArgumentParser(add_help=False) # Common options across tasks class Argument(object): def __init__(self, *args, **kwargs): self.args = args self.kwargs = kwargs - + include_coords_args = Argument("--include-coords", - metavar="FILE", - help="limit to genomic coordinates in" " FILE (default all)" - " (Note: does not apply to" " --validation-coords)", - ) + metavar="FILE", + help="limit to genomic coordinates in" + " FILE (default all)" + " (Note: does not apply to" + " --validation-coords)") exclude_coords_args = Argument("--exclude-coords", - metavar="FILE", - help="filter out genomic coordinates in FILE (default none)", - ) + metavar="FILE", + help="filter out genomic coordinates" + " in FILE (default none)") clobber_args = Argument("-c", "--clobber", - action="store_true", - help="delete any preexisting files and assumes any model files" - "specified in options as output to be overwritten", - ) + action="store_true", + help="delete any preexisting files and" + " assumes any model files specified in options" + " as output to be overwritten") seg_table_args = Argument("--seg-table", - metavar="FILE", - help="load segment hyperparameters from FILE (default none)", - ) + metavar="FILE", + help="load segment hyperparameters from FILE" + " (default none)") - virtual_evidence_args = Argument ("--virtual-evidence", - metavar="FILE", - help="virtual evidence with priors for labels at each position" - " in FILE (default none)", - ) + virtual_evidence_args = Argument("--virtual-evidence", + metavar="FILE", + help="virtual evidence with priors for" + " labels at each position" + " in FILE (default none)") - recover_args = Argument ("-r", "--recover", - metavar="DIR", - help="continue from interrupted run in DIR", - ) + recover_args = Argument("-r", "--recover", + metavar="DIR", + help="continue from interrupted run in DIR") # next two groups of options belong in train-init # with OptionGroup(parser, "Data selection") as group: @@ -4093,10 +4111,10 @@ def __init__(self, *args, **kwargs): " (default %s)" % DISTRIBUTION_DEFAULT) group.add_argument("--mixture-components", type=int, - default=NUM_GAUSSIAN_MIX_COMPONENTS_DEFAULT, - help="Number of Gaussian mixture " - "components (default %d)" - % NUM_GAUSSIAN_MIX_COMPONENTS_DEFAULT) + default=NUM_GAUSSIAN_MIX_COMPONENTS_DEFAULT, + help="Number of Gaussian mixture " + "components (default %d)" + % NUM_GAUSSIAN_MIX_COMPONENTS_DEFAULT) group.add_argument("--num-instances", type=int, default=NUM_INSTANCES, metavar="NUM", @@ -4139,12 +4157,13 @@ def __init__(self, *args, **kwargs): " (0-based)") group.add_argument("--var-floor", type=float, default=None, - help="Sets the variance floor, meaning that if any " - "of the variances of a track falls below " - 'this value, then the variance is "floored" (prohibited ' - "from falling below the floor value). If not using a " - "mixture of Gaussians, default unused, else default %f" - % VAR_FLOOR_GMM_DEFAULT) + help="Sets the variance floor, meaning that if any " + "of the variances of a track falls below " + 'this value, then the variance is "floored" ' + "(prohibited from falling below the floor value). " + "If not using a mixture of Gaussians, default unused, " + "else default %f" + % VAR_FLOOR_GMM_DEFAULT) group = train_init.add_argument_group("Flags (train-init)") group.add_argument(*clobber_args.args, **clobber_args.kwargs) @@ -4168,7 +4187,8 @@ def __init__(self, *args, **kwargs): group = train_init_run.add_argument_group("Virtual Evidence " "(train-init, train-run)") - group.add_argument(*virtual_evidence_args.args, **virtual_evidence_args.kwargs) + group.add_argument(*virtual_evidence_args.args, + **virtual_evidence_args.kwargs) group = identify_init.add_argument_group("Flags " "(annotate-init, posterior-init)") @@ -4186,7 +4206,7 @@ def __init__(self, *args, **kwargs): group.add_argument("--output-label", type=str, help="in the segmentation file, for each coordinate " 'print only its superlabel ("seg"), only its ' - "sublabel (\"subseg\"), or both (\"full\")" + 'sublabel ("subseg"), or both ("full")' " (default %s)" % OUTPUT_LABEL) group.add_argument(*seg_table_args.args, **seg_table_args.kwargs) @@ -4196,14 +4216,16 @@ def __init__(self, *args, **kwargs): "posterior-init, " "annotate-run, " "posterior-run)") - group.add_argument(*virtual_evidence_args.args, **virtual_evidence_args.kwargs) + group.add_argument(*virtual_evidence_args.args, + **virtual_evidence_args.kwargs) group = identify_run.add_argument_group("Intermediate files (train-run," " annotate-run)") group.add_argument(*recover_args.args, **recover_args.kwargs) # output files are produced by identify-finish - group = identify_finish.add_argument_group("Output files (annotate-finish)") + group = \ + identify_finish.add_argument_group("Output files (annotate-finish)") group.add_argument("-b", "--bed", metavar="FILE", help="create identification BED track in FILE" " (default WORKDIR/%s)" % BED_FILEBASENAME) @@ -4212,66 +4234,78 @@ def __init__(self, *args, **kwargs): help="specify layered bigBed filename") args = tasks.add_parser("", add_help=False) + # Positional arguments args.add_argument("archives", nargs="+") # "+" for at least 1 arg args.add_argument("traindir", nargs=1) - identify_args = tasks.add_parser("", add_help=False) + # Parent parser for annotate/identify + identify_args = ArgumentParser(add_help=False) identify_args.add_argument("annotatedir", nargs=1) tasks.add_parser("train-init", parents=[train_init, train_init_run, args], - usage = "segway train-init [args] GENOMEDATA TRAINDIR") + usage="segway train-init [args] GENOMEDATA TRAINDIR") tasks.add_parser("train-run", parents=[train_run, train_init_run, args], - usage = "segway train-run [args] GENOMEDATA TRAINDIR") + usage="segway train-run [args] GENOMEDATA TRAINDIR") tasks.add_parser("train-finish", parents=[train_finish, args], - usage = "segway train-finish [args] GENOMEDATA TRAINDIR") - tasks.add_parser("train-run-round", parents=[train_run_round, - train_init_run, args], - usage = "segway train-run-round [args] GENOMEDATA TRAINDIR") + usage="segway train-finish [args] GENOMEDATA TRAINDIR") + tasks.add_parser("train-run-round", parents=[train_init_run, args], + usage="segway train-run-round [args] GENOMEDATA TRAINDIR") tasks.add_parser("annotate-init", parents=[identify_init, identify_init_run, args, identify_args], - usage = "segway annotate-init [args] GENOMEDATA TRAINDIR ANNOTATEDIR") + usage="segway annotate-init [args] GENOMEDATA TRAINDIR " + "ANNOTATEDIR") tasks.add_parser("annotate-run", parents=[identify_run, identify_init_run, args, identify_args], - usage = "segway annotate-run [args] GENOMEDATA TRAINDIR ANNOTATEDIR") + usage="segway annotate-run [args] GENOMEDATA TRAINDIR " + "ANNOTATEDIR") tasks.add_parser("annotate-finish", parents=[identify_finish, args, identify_args], - usage = "segway annotate-finish [args] GENOMEDATA TRAINDIR ANNOTATEDIR") + usage="segway annotate-finish [args] GENOMEDATA TRAINDIR " + "ANNOTATEDIR") # posterior and identify take the same options tasks.add_parser("posterior-init", parents=[identify_init, identify_init_run, args, identify_args], - usage = "segway posterior-init [args] GENOMEDATA TRAINDIR POSTDIR") + usage="segway posterior-init [args] GENOMEDATA TRAINDIR " + "POSTDIR") tasks.add_parser("posterior-run", parents=[identify_run, identify_init_run, args, identify_args], - usage = "segway posterior-run [args] GENOMEDATA TRAINDIR POSTDIR") + usage="segway posterior-run [args] GENOMEDATA TRAINDIR " + "POSTDIR") tasks.add_parser("posterior-finish", parents=[identify_finish, args, identify_args], - usage = "segway posterior-finish [args] GENOMEDATA TRAINDIR POSTDIR") + usage="segway posterior-finish [args] GENOMEDATA " + "TRAINDIR POSTDIR") tasks.add_parser("train", - parents=[train_init, train_run, train_init_run, train_finish, args], + parents=[train_init, train_run, train_init_run, + train_finish, args], usage="segway train [args] GENOMEDATA TRAINDIR") tasks.add_parser("annotate", - parents=[identify_init, identify_run, identify_init_run, identify_finish, - args, identify_args], - usage="segway annotate [args] GENOMEDATA TRAINDIR ANNOTATEDIR") + parents=[identify_init, identify_run, identify_init_run, + identify_finish, args, identify_args], + usage="segway annotate [args] GENOMEDATA TRAINDIR " + "ANNOTATEDIR") tasks.add_parser("identify", - parents=[identify_init, identify_init_run, identify_run, identify_finish, - args, identify_args], - usage="segway identify [args] GENOMEDATA TRAINDIR ANNOTATEDIR") + parents=[identify_init, identify_init_run, identify_run, + identify_finish, args, identify_args], + usage="segway identify [args] GENOMEDATA TRAINDIR " + "ANNOTATEDIR") tasks.add_parser("posterior", - parents=[identify_init, identify_init_run, identify_run, identify_finish, - args, identify_args], - usage="segway posterior [args] GENOMEDATA TRAINDIR POSTDIR") + parents=[identify_init, identify_init_run, identify_run, + identify_finish, args, identify_args], + usage="segway posterior [args] GENOMEDATA TRAINDIR " + "POSTDIR") tasks.add_parser("identify+posterior", parents=[identify_init, identify_init_run, identify_run, identify_finish, args, identify_args], - usage="segway identify+posterior [args] GENOMEDATA TRAINDIR POSTDIR") + usage="segway identify+posterior [args] GENOMEDATA " + "TRAINDIR POSTDIR") options = parser.parse_args(argv) @@ -4279,6 +4313,7 @@ def __init__(self, *args, **kwargs): # Separate arguments and task_spec from options task_spec = options.task_spec archives = options.archives + # Add [0] to unlist directory names traindir = options.traindir[0] if hasattr(options, "annotatedir"): @@ -4297,7 +4332,7 @@ def check_gmtk_version(): # checkin date: Fri Oct 30 10:51:44 2015 -0700 # Older versions: - # GMTK 1.4.0 (Mercurial id: bdf2718cc6ce tip checkin date: Thu Jun 25 12:31:56 2015 -0700) + # GMTK 1.4.0 (Mercurial id: bdf2718cc6ce tip checkin date: Thu Jun 25 12:31:56 2015 -0700) # noqa # Try to open gmtkTriangulate to get the version try: @@ -4336,7 +4371,6 @@ def check_gmtk_version(): def main(argv=sys.argv[1:]): - task_spec, options, archives, traindir, annotatedir = parse_options(argv) check_gmtk_version() @@ -4345,5 +4379,6 @@ def main(argv=sys.argv[1:]): return runner() + if __name__ == "__main__": sys.exit(main()) diff --git a/segway/segway_input_master.py b/segway/segway_input_master.py index d0588fd8..d17bb464 100644 --- a/segway/segway_input_master.py +++ b/segway/segway_input_master.py @@ -1,12 +1,11 @@ #!/usr/bin/env python -from __future__ import absolute_import, division """input_master.py: write input master files """ __version__ = "$Revision$" -## Copyright 2012, 2013 Michael M. Hoffman +# Copyright 2012, 2013 Michael M. Hoffman from math import frexp, ldexp from itertools import product @@ -18,11 +17,10 @@ vectorize, where, zeros) from six.moves import map, range -from ._util import (copy_attrs, data_string, DISTRIBUTION_GAMMA, - DISTRIBUTION_NORM, DISTRIBUTION_ASINH_NORMAL, +from ._util import (copy_attrs, data_string, DISTRIBUTION_ASINH_NORMAL, + DISTRIBUTION_GAMMA, DISTRIBUTION_NORM, OFFSET_END, OFFSET_START, OFFSET_STEP, resource_substitute, Saver, SEGWAY_ENCODING, - SUPERVISION_UNSUPERVISED, SUPERVISION_SEMISUPERVISED, SUPERVISION_SUPERVISED, USE_MFSDG, VIRTUAL_EVIDENCE_LIST_FILENAME, make_default_filename) @@ -30,15 +28,15 @@ from .gmtk.input_master import (InputMaster, DiagGaussianMC, MX, DPMF, DeterministicCPT, DenseCPT, DecisionTree, VirtualEvidence) -# NB: Currently Segway relies on older (Numpy < 1.14) printed representations of -# scalars and vectors in the parameter output. By default in newer (> 1.14) +# NB: Currently Segway relies on older (Numpy < 1.14) printed representations +# of scalars and vectors in the parameter output. By default in newer (> 1.14) # versions printed output "giv[es] the shortest unique representation". # See Numpy 1.14 release notes: https://docs.scipy.org/doc/numpy/release.html # Under heading 'Many changes to array printing, disableable with the new # "legacy" printing mode' try: # If it is a possibility, use the older printing style - set_printoptions(legacy='1.13') + set_printoptions(legacy="1.13") except TypeError: # Otherwise ignore the attempt pass @@ -105,7 +103,7 @@ def make_spec(name, iterable): all_lines = header_lines + indexed_items - # In Python 2, convert from unicode to bytes to prevent + # In Python 2, convert from unicode to bytes to prevent # __str__method from being called twice # Specifically in the string template standard library provided by Python # 2, there is a call to a string escape sequence + tuple, e.g.: @@ -160,6 +158,7 @@ def jitter_cell(cell, random_state): return cell + random_state.uniform(-max_noise, max_noise) + jitter = vectorize(jitter_cell) @@ -786,7 +785,6 @@ def make_dense_cpt_segCountDown_seg_segTransition(self): # noqa return res - @staticmethod def make_dirichlet_name(name): return "dirichlet_%s" % name @@ -910,7 +908,7 @@ def generate_objects(self): if self.len_seg_strength > 0: dirichlet_table = self.make_dirichlet_table() yield self.make_table_spec(NAME_SEGCOUNTDOWN_SEG_SEGTRANSITION, - dirichlet_table) + dirichlet_table) class NameCollectionParamSpec(ParamSpec): @@ -951,10 +949,12 @@ def generate_objects(self): class MeanParamSpec(ParamSpec): type_name = "MEAN" - object_tmpl = "mean_${seg}_${subseg}_${track}${component_suffix} 1 ${datum}" + object_tmpl = \ + "mean_${seg}_${subseg}_${track}${component_suffix} 1 ${datum}" jitter_std_bound = 0.2 - copy_attrs = ParamSpec.copy_attrs + ["means", "num_mix_components", "random_state", "vars"] + copy_attrs = ParamSpec.copy_attrs + ["means", "num_mix_components", + "random_state", "vars"] def make_data(self): num_segs = self.num_segs @@ -969,12 +969,11 @@ def make_data(self): stds_tiled = vstack_tile(stds, num_segs, num_subsegs) jitter_std_bound = self.jitter_std_bound - noise = self.random_state.uniform(-jitter_std_bound, - jitter_std_bound, stds_tiled.shape) + noise = self.random_state.uniform(-jitter_std_bound, jitter_std_bound, + stds_tiled.shape) return means_tiled + (stds_tiled * noise) - def generate_objects(self): """ returns: iterable of strs containing gmtk parameter objects starting @@ -991,7 +990,8 @@ def generate_objects(self): if data is not None: seg_index = mapping["seg_index"] subseg_index = mapping["subseg_index"] - mapping["datum"] = data[seg_index, subseg_index, track_index] + mapping["datum"] = data[seg_index, subseg_index, + track_index] mapping["track"] = mapping["track"] mapping["component_suffix"] = \ self.get_template_component_suffix(component) @@ -1002,13 +1002,14 @@ def generate_objects(self): class CovarParamSpec(ParamSpec): type_name = "COVAR" - object_tmpl = "covar_${seg}_${subseg}_${track}${component_suffix} 1 ${datum}" + object_tmpl = \ + "covar_${seg}_${subseg}_${track}${component_suffix} 1 ${datum}" copy_attrs = ParamSpec.copy_attrs + ["num_mix_components", "vars"] def make_data(self): return vstack_tile(self.vars, self.num_segs, self.num_subsegs) - + def generate_objects(self): """ returns: iterable of strs containing gmtk parameter objects starting @@ -1024,14 +1025,15 @@ def generate_objects(self): if data is not None: seg_index = mapping["seg_index"] subseg_index = mapping["subseg_index"] - mapping["datum"] = data[seg_index, subseg_index, track_index] + mapping["datum"] = data[seg_index, subseg_index, + track_index] mapping["track"] = mapping["track"] mapping["component_suffix"] = \ self.get_template_component_suffix(component) mapping["datum"] = mapping["datum"] yield substitute(mapping) - + class TiedCovarParamSpec(CovarParamSpec): object_tmpl = "covar_${track}${component_suffix} 1 ${datum}" @@ -1100,8 +1102,9 @@ class NormMCParamSpec(MCParamSpec): else: # dimensionality component_type name mean covar object_tmpl = "1 COMPONENT_TYPE_DIAG_GAUSSIAN" \ - " mc_${distribution}_${seg}_${subseg}_${track}${component_suffix}" \ - " mean_${seg}_${subseg}_${track}${component_suffix} covar_${track}${component_suffix}" + " mc_${distribution}_${seg}_${subseg}_${track}${component_suffix}"\ + " mean_${seg}_${subseg}_${track}${component_suffix}" \ + " covar_${track}${component_suffix}" def generate_objects(self): """ @@ -1129,6 +1132,7 @@ class GammaMCParamSpec(MCParamSpec): class MXParamSpec(ParamSpec): type_name = "MX" + def generate_objects(self): """ returns: iterable of strs containing gmtk parameter objects starting @@ -1164,6 +1168,7 @@ def generate_objects(self): mapping["datum"] = data[seg_index, subseg_index, track_index] yield substitute(mapping) + class DPMFParamSpec(DenseCPTParamSpec): type_name = "DPMF" copy_attrs = ParamSpec.copy_attrs + ["num_mix_components"] @@ -1182,8 +1187,10 @@ def generate_objects(self): else: # Create a dense probability mass function of dirichlet constants # with the same amount of mixture components - object_tmpl = "dpmf_${seg}_${subseg}_${track} ${num_mix_components} "\ - "DirichletConst %s ${weights}" % GAUSSIAN_MIXTURE_WEIGHTS_PSEUDOCOUNT + object_tmpl = "dpmf_${seg}_${subseg}_${track} " \ + "${num_mix_components} " \ + "DirichletConst %s ${weights}" % \ + GAUSSIAN_MIXTURE_WEIGHTS_PSEUDOCOUNT component_weight = str(round(1.0 / self.num_mix_components, ROUND_NDIGITS)) weights = (" " + component_weight) * self.num_mix_components @@ -1199,21 +1206,25 @@ def generate_objects(self): if data is not None: seg_index = mapping["seg_index"] subseg_index = mapping["subseg_index"] - mapping["datum"] = data[seg_index, subseg_index, track_index] + mapping["datum"] = data[seg_index, subseg_index, + track_index] yield substitute(mapping) + class VirtualEvidenceSpec(ParamSpec): type_name = "VE_CPT" # According to GMTK specification (tksrc/GMTK_VECPT.cc) - # this should be of the format: + # this should be of the format: # CPT_name num_par par_card self_card VE_CPT_FILE # nfs:nfloats nis:nints ... fmt:obsformat ... END object_tmpl = "seg_virtualEvidence 1 %s 2 %s nfs:%s nis:0 fmt:ascii END" copy_attrs = ParamSpec.copy_attrs + ["virtual_evidence", "num_segs"] def make_virtual_evidence_spec(self): - return self.object_tmpl % (self.num_segs, VIRTUAL_EVIDENCE_LIST_FILENAME, self.num_segs) + return self.object_tmpl % (self.num_segs, + VIRTUAL_EVIDENCE_LIST_FILENAME, + self.num_segs) def generate_objects(self): yield self.make_virtual_evidence_spec() @@ -1224,10 +1235,10 @@ class InputMasterSaver(Saver): copy_attrs = ["num_bases", "num_segs", "num_subsegs", "num_track_groups", "card_seg_countdown", "seg_countdowns_initial", "seg_table", "distribution", - "len_seg_strength", "resolution", "random_state", "supervision_type", - "use_dinucleotide", "mins", "means", "vars", - "gmtk_include_filename_relative", "track_groups", - "num_mix_components", "virtual_evidence"] + "len_seg_strength", "resolution", "random_state", + "supervision_type", "use_dinucleotide", "mins", "means", + "vars", "gmtk_include_filename_relative", "track_groups", + "num_mix_components", "virtual_evidence"] def make_mapping(self): # the locals of this function are used as the template mapping diff --git a/segway/structure.py b/segway/structure.py index 5fe69e81..0824ea54 100644 --- a/segway/structure.py +++ b/segway/structure.py @@ -1,12 +1,11 @@ #!/usr/bin/env python -from __future__ import absolute_import, division """structure.py: write structure file """ __version__ = "$Revision$" -## Copyright 2012, 2013 Michael M. Hoffman +# Copyright 2012, 2013 Michael M. Hoffman from itertools import count @@ -19,6 +18,7 @@ SUPERVISIONLABEL_WEIGHT_MULTIPLIER = 1 + def add_observation(observations, resourcename, **kwargs): observations.append(resource_substitute(resourcename)(**kwargs)) @@ -51,9 +51,9 @@ def make_conditionalparents_spec(self, trackname): """ missing_spec = "CONDITIONALPARENTS_NIL_CONTINUOUS" - present_spec = 'CONDITIONALPARENTS_OBS ' \ + present_spec = "CONDITIONALPARENTS_OBS " \ 'using mixture collection("collection_seg_%s") ' \ - 'MAPPING_OBS' % trackname + "MAPPING_OBS" % trackname # The switching parent ("presence__...") is overloaded for # both switching weight and switching conditional parents. If @@ -62,14 +62,15 @@ def make_conditionalparents_spec(self, trackname): # parent return " | ".join([missing_spec] + [present_spec] * self.resolution) - def add_supervision_observation(self, observation_items, next_int_track_index): + def add_supervision_observation(self, observation_items, + next_int_track_index): # SUPERVISIONLABEL_WEIGHT_MULTIPLIER = 1 since we are # not normalising against the max length of the data tracks weight_spec = self.make_weight_spec(SUPERVISIONLABEL_WEIGHT_MULTIPLIER) # create the supervision label's conditional parents # using GMTK specification - spec = 'supervisionLabel(0), seg(0) '\ + spec = "supervisionLabel(0), seg(0) "\ 'using DeterministicCPT("supervisionLabel_seg_alwaysTrue")' conditionalparents_spec = " | ".join([spec] * (self.resolution+1)) @@ -80,7 +81,8 @@ def add_supervision_observation(self, observation_items, next_int_track_index): weight_spec=weight_spec) return - def add_virtual_evidence_observation(self, observation_items, next_int_track_index): + def add_virtual_evidence_observation(self, observation_items, + next_int_track_index): weight_spec = self.make_weight_spec(self.virtual_evidence_weight) # create the supervision label's conditional parents @@ -92,7 +94,7 @@ def add_virtual_evidence_observation(self, observation_items, next_int_track_ind # since VE only adds one int block and writes prior observations # in a separate file add_observation(observation_items, "virtual_evidence.tmpl", - presence_index=next_int_track_index, + presence_index=next_int_track_index, conditionalparents_spec=conditionalparents_spec, weight_spec=weight_spec) return @@ -128,8 +130,9 @@ def make_mapping(self): if self.track_weight: weight_multiplier = self.track_weight else: - weight_multiplier = min(max_num_datapoints_track - / num_datapoints_track, MAX_WEIGHT_SCALE) + weight_multiplier = min((max_num_datapoints_track + / num_datapoints_track), + MAX_WEIGHT_SCALE) conditionalparents_spec = \ self.make_conditionalparents_spec(trackname) @@ -157,12 +160,13 @@ def make_mapping(self): next_int_track_index += 2 if self.supervision_type != SUPERVISION_UNSUPERVISED: - self.add_supervision_observation(observation_items, next_int_track_index) + self.add_supervision_observation(observation_items, + next_int_track_index) next_int_track_index += 2 - #if self.virtual_evidence: - self.add_virtual_evidence_observation(observation_items, next_int_track_index) - next_int_track_index += 1 # only adds one int block--presence data + self.add_virtual_evidence_observation(observation_items, + next_int_track_index) + next_int_track_index += 1 # only adds one int block--presence data assert observation_items # must be at least one track observations = "\n".join(observation_items) diff --git a/segway/task.py b/segway/task.py index 00685605..05d72a9f 100644 --- a/segway/task.py +++ b/segway/task.py @@ -1,5 +1,4 @@ #!/usr/bin/env python -from __future__ import absolute_import, division, print_function, with_statement """ task: wraps a GMTK subtask to reduce size of output @@ -11,29 +10,31 @@ from contextlib import contextmanager from errno import ENOENT import gc -from os import extsep, fdopen, EX_TEMPFAIL, remove +from os import EX_TEMPFAIL, extsep, fdopen, remove import re import sys from tempfile import mkstemp -from numpy import argmax, array, empty, where, diff, r_, zeros +from numpy import argmax, array, diff, empty, r_, where, zeros import optbuild from six.moves import map, range, zip -from .observations import (make_continuous_cells, make_supervision_cells, - make_virtual_evidence_cells, _save_window) -from ._util import (ceildiv, DTYPE_IDENTIFY, EXT_FLOAT, EXT_INT, EXT_LIST, - EXT_VIRTUAL_EVIDENCE, fill_array, find_segment_starts, - TRAIN_PROG, POSTERIOR_PROG, POSTERIOR_SCALE_FACTOR, - read_posterior, SEGWAY_ENCODING, VALIDATE_PROG, - VITERBI_PROG, VIRTUAL_EVIDENCE_LIST_FILENAME_PLACEHOLDER) +from ._util import (ceildiv, DTYPE_ANNOTATE, DTYPE_POSTERIOR, EXT_FLOAT, + EXT_INT, EXT_LIST, EXT_VIRTUAL_EVIDENCE, fill_array, + find_segment_starts, POSTERIOR_PROG, + POSTERIOR_SCALE_FACTOR, read_posterior, SEGWAY_ENCODING, + TRAIN_PROG, VALIDATE_PROG, + VIRTUAL_EVIDENCE_LIST_FILENAME_PLACEHOLDER, VITERBI_PROG) +from .observations import (_save_window, make_continuous_cells, + make_supervision_cells, + make_virtual_evidence_cells) MSG_SUCCESS = "____ PROGRAM ENDED SUCCESSFULLY WITH STATUS 0 AT" SCORE_MIN = 100 SCORE_MAX = 1000 -SEG_INVALID = -1 +SEG_INVALID = "-1" EXT_OPTIONS = {} EXT_OPTIONS[EXT_FLOAT] = "-of1" # duplicative of run.py @@ -76,27 +77,29 @@ def save_temp_observations(chromosome_name, start, end, continuous_cells, (float_observations_file, float_observations_filename), \ mkstemp_observation(chromosome_name, start, end, EXT_INT) as \ (int_observations_file, int_observations_filename), \ - mkstemp_observation(chromosome_name, start, end, EXT_VIRTUAL_EVIDENCE) as \ + mkstemp_observation(chromosome_name, start, end, + EXT_VIRTUAL_EVIDENCE) as \ (virtual_evidence_file, virtual_evidence_filename): - # numpy's tofile (which is used) can take an open python file - # object - # XXX: Currently seq_data is disabled until dinucleotide is enabled - _save_window(float_observations_file, int_observations_file, - continuous_cells, resolution, distribution, - seq_data=None, supervision_data=supervision_data, - virtual_evidence_data=virtual_evidence_data, - virtual_evidence_filename_or_file=virtual_evidence_file, - num_labels=num_labels) + # numpy's tofile (which is used) can take an open python file + # object + # XXX: Currently seq_data is disabled until dinucleotide is enabled + _save_window(float_observations_file, int_observations_file, + continuous_cells, resolution, distribution, + seq_data=None, supervision_data=supervision_data, + virtual_evidence_data=virtual_evidence_data, + virtual_evidence_filename_or_file=virtual_evidence_file, + num_labels=num_labels) return float_observations_filename, int_observations_filename, \ - virtual_evidence_filename + virtual_evidence_filename def save_temp_observation_filelists(float_observations_filename, int_observations_filename, virtual_evidence_observations_filename): - """Create an observation file list containing the respective observation + """ + Create an observation file list containing the respective observation file name. Returns a tuple (float_obs_list, int_obs_list) of temporary filepaths @@ -108,9 +111,10 @@ def save_temp_observation_filelists(float_observations_filename, mkstemp(prefix=EXT_FLOAT + extsep, suffix=extsep + EXT_LIST) int_observation_list_fd, int_observation_list_filename = \ mkstemp(prefix=EXT_INT + extsep, suffix=extsep + EXT_LIST) - virtual_evidence_observation_list_fd,\ + virtual_evidence_observation_list_fd, \ virtual_evidence_observation_list_filename = \ mkstemp(prefix=EXT_VIRTUAL_EVIDENCE + extsep, suffix=extsep + EXT_LIST) + # Write out the observation filename to their respective observation list # For gmtk observation list files, there may be more than one # observation file. In this case we only ever insert one @@ -122,13 +126,14 @@ def save_temp_observation_filelists(float_observations_filename, virtual_evidence_observations_filename) return float_observation_list_filename, int_observation_list_filename, \ - virtual_evidence_observation_list_filename + virtual_evidence_observation_list_filename def replace_subsequent_value(input_list, query, new): - """Attempts to modify the given input list with no exception so that the - value following the query is modified to the new value """ - + """ + Attempts to modify the given input list with no exception so that the + value following the query is modified to the new value + """ try: new_index = input_list.index(query) + 1 input_list[new_index] = new @@ -141,6 +146,7 @@ def replace_subsequent_value(input_list, query, new): # Do nothing pass + def prepare_virtual_evidence(virtual_evidence, start, end, num_labels, virtual_evidence_coords, virtual_evidence_priors): if virtual_evidence == "False": @@ -149,15 +155,17 @@ def prepare_virtual_evidence(virtual_evidence, start, end, num_labels, virtual_evidence_priors = literal_eval(virtual_evidence_priors) virtual_evidence_cells = make_virtual_evidence_cells( - virtual_evidence_coords, - virtual_evidence_priors, - start, end, num_labels) + virtual_evidence_coords, + virtual_evidence_priors, + start, end, num_labels) return virtual_evidence_cells + def prepare_gmtk_observations(gmtk_args, chromosome_name, start, end, continuous_cells, resolution, distribution, - supervision_data=None, virtual_evidence_data=None, + supervision_data=None, + virtual_evidence_data=None, num_labels=None): """Returns a list of filepaths to observation files created for gmtk and modifies the necessary arguments (args) for running gmtk""" @@ -186,6 +194,7 @@ def prepare_gmtk_observations(gmtk_args, chromosome_name, start, end, float_observation_list_filename, int_observation_list_filename, virtual_evidence_list_filename]) + # Reraise the exception raise @@ -198,6 +207,7 @@ def prepare_gmtk_observations(gmtk_args, chromosome_name, start, end, # cppCommandOptions is stored as a string with format CPP_DIRECTIVE_FMT cpp_command_options_index = gmtk_args.index("-cppCommandOptions") + 1 cpp_command_str = gmtk_args[cpp_command_options_index] + # if the placeholder is present, it is replaced. otherwise, the cpp options # are unchanged gmtk_args[cpp_command_options_index] = cpp_command_str.replace( @@ -277,7 +287,7 @@ def divide_posterior_array(posterior_code, num_frames, num_sublabels): provide the find_segment_starts() function with data in the same format as during the viterbi task. """ - res = zeros((2, num_frames), DTYPE_IDENTIFY) + res = zeros((2, num_frames), DTYPE_POSTERIOR) for frame_index in range(num_frames): total_label = posterior_code[frame_index] label, sublabel = divmod(total_label, num_sublabels) @@ -287,7 +297,7 @@ def divide_posterior_array(posterior_code, num_frames, num_sublabels): def parse_viterbi(lines, do_reverse=False, output_label="seg"): """ - returns: numpy.ndarray of size (num_frames,), type DTYPE_IDENTIFY + returns: numpy.ndarray of size (num_frames,), type DTYPE_ANNOTATE """ lines = iter(lines) @@ -310,15 +320,16 @@ def parse_viterbi(lines, do_reverse=False, output_label="seg"): # Printing random variables from (P,C,E)=(1,999,0) partitions line = next(lines) assert line.startswith("Printing random variables from") - seg_dict = {'seg': 0, 'subseg': 1} + seg_dict = {"seg": 0, "subseg": 1} + # if output_label == "subseg" or "full", need to catch # subseg output if output_label != "seg": - re_seg = re.compile(r"^(seg|subseg)\((\d+)\)=(\d+)$") + re_seg = re.compile(r"^(seg|subseg)\((\d+)\)=(\w+)$") else: - re_seg = re.compile(r"^(seg)\((\d+)\)=(\d+)$") + re_seg = re.compile(r"^(seg)\((\d+)\)=(\w+)$") # sentinel value - res = fill_array(SEG_INVALID, (2, num_frames), DTYPE_IDENTIFY) + res = fill_array(SEG_INVALID, (2, num_frames), DTYPE_ANNOTATE) for line in lines: # Ptn-0 P': seg(0)=24,seg(1)=24 if line.startswith(MSG_SUCCESS): @@ -336,6 +347,8 @@ def parse_viterbi(lines, do_reverse=False, output_label="seg"): values = line.rpartition(": ")[2] for pair in values.split(","): + # matches should be: "sub" or "subseg"; numeric variable index; + # and the string state label match = re_seg.match(pair) if not match: continue @@ -344,7 +357,7 @@ def parse_viterbi(lines, do_reverse=False, output_label="seg"): if do_reverse: index = -1 - index # -1, -2, -3, etc. - val = int(match.group(3)) + val = match.group(3) seg_index = seg_dict[match.group(1)] res[seg_index][index] = val @@ -409,10 +422,13 @@ def read_posterior_save_bed(coord, resolution, do_reverse, # Write posterior code file posterior_code = argmax(probs, axis=1) + print(posterior_code) if output_label != "seg": posterior_code = divide_posterior_array(posterior_code, num_frames, num_sublabels) + start_pos, labels = find_segment_starts(posterior_code, output_label) + bed_filename = outfilename_tmpl % "_code" save_bed(bed_filename, start_pos, labels, coord, resolution, int(num_labels)) @@ -440,11 +456,11 @@ def read_posterior_save_bed(coord, resolution, do_reverse, zipper = zip(outfilenames, probs_rounded.T, label_print_range) for outfilename, probs_rounded_label, label_index in zipper: # run-length encoding on the probs_rounded_label - with open(outfilename, "w") as outfile: # Create a list of indicies of unique values in the probability # BED labels unique_prob_value_indices, = where(diff(probs_rounded_label) != 0) + # The first index is always unique unique_prob_value_indices = r_[0, unique_prob_value_indices + 1] region_coords = r_[(unique_prob_value_indices * resolution) + @@ -509,6 +525,7 @@ def run_posterior_save_bed(coord, resolution, do_reverse, outfilename, # a 2,000,000-frame output file is only 84 MiB so it is okay to # read the whole thing into memory (chrom, start, end) = coord + # Create and save the window genomedata_names = genomedata_names.split(",") track_indexes = make_track_indexes(track_indexes_text) @@ -527,6 +544,7 @@ def run_posterior_save_bed(coord, resolution, do_reverse, outfilename, resolution, distribution, None, virtual_evidence_cells, num_labels) + # remove from memory del continuous_cells gc.collect() @@ -570,6 +588,7 @@ def run_viterbi_save_bed(coord, resolution, do_reverse, outfilename, resolution, distribution, None, virtual_evidence_cells, num_labels) + # remove from memory del continuous_cells gc.collect() @@ -650,6 +669,7 @@ def run_bundle_train(coord, resolution, do_reverse, outfilename, *args): save_temp_observation_filelists(PLACEHOLDER_OBSERVATION_FILENAME, PLACEHOLDER_OBSERVATION_FILENAME, PLACEHOLDER_OBSERVATION_FILENAME) + # Modify the given gmtk arguments to use the temporary placeholder # observation lists replace_subsequent_value(args, EXT_OPTIONS[EXT_FLOAT], @@ -665,6 +685,7 @@ def run_bundle_train(coord, resolution, do_reverse, outfilename, *args): args[cpp_command_options_index] = cpp_command_str.replace( VIRTUAL_EVIDENCE_LIST_FILENAME_PLACEHOLDER, placeholder_virtual_evidence_list, 1) + # Run EM bundling with files_to_remove([placeholder_float_list, placeholder_int_list]): TRAIN_PROG.getoutput(*args) diff --git a/segway/version.py b/segway/version.py index e402b009..d45fd328 100644 --- a/segway/version.py +++ b/segway/version.py @@ -2,4 +2,4 @@ # Allow raising a DistributionNotFound error if somehow segway was not # installed -__version__ = get_distribution(__name__.split('.')[0]).version +__version__ = get_distribution(__name__.partition(".")[0]).version diff --git a/segway/winner.py b/segway/winner.py index 88f289bf..624f4275 100644 --- a/segway/winner.py +++ b/segway/winner.py @@ -1,12 +1,11 @@ #!/usr/bin/env python -from __future__ import absolute_import, division, print_function, with_statement """winner.py: pick winning paramters when training run is cut short """ __version__ = "$Revision$" -## Copyright 2011, 2013 Michael M. Hoffman +# Copyright 2011, 2013 Michael M. Hoffman from operator import itemgetter from os import extsep @@ -15,7 +14,7 @@ from path import Path -from ._util import (extjoin, EXT_MASTER, EXT_PARAMS, EXT_TAB, PREFIX_INPUT, +from ._util import (EXT_MASTER, EXT_PARAMS, EXT_TAB, extjoin, PREFIX_INPUT, PREFIX_LIKELIHOOD, PREFIX_PARAMS, SUBDIRNAME_LOG, SUBDIRNAME_PARAMS) @@ -25,6 +24,7 @@ def extjoin_escape(*args): return escape(extsep).join(args) + re_likelihood = re_compile(extjoin_escape(escape(PREFIX_LIKELIHOOD), "(.*)", escape(EXT_TAB))) @@ -131,5 +131,6 @@ def main(args=sys.argv[1:]): return winner(args[0], params=params, input_master=input_master, copy=options.copy, clobber=options.clobber) + if __name__ == "__main__": sys.exit(main()) diff --git a/setup.cfg b/setup.cfg deleted file mode 100755 index 29a2f007..00000000 --- a/setup.cfg +++ /dev/null @@ -1,2 +0,0 @@ -[aliases] -release = sdist diff --git a/setup.py b/setup.py deleted file mode 100755 index b8fb93f9..00000000 --- a/setup.py +++ /dev/null @@ -1,79 +0,0 @@ -"""segway: a way to segment the genome - -Segway is a tool for easy pattern discovery and identification in -functional genomics data. -""" - -# Copyright 2008-2014 Michael M. Hoffman - -from __future__ import absolute_import - -import sys - -if (sys.version_info[0] == 2 and sys.version_info[1] < 7) or \ - (sys.version_info[0] == 3 and sys.version_info[1] < 4): - print("Segway requires Python version 2.7 or 3.4 or later") - sys.exit(1) - -from setuptools import find_packages, setup - -doclines = __doc__.splitlines() -name, short_description = doclines[0].split(": ") -long_description = "\n".join(doclines[2:]) - -url = "https://%s.hoffmanlab.org" % name.lower() -download_url = "https://pypi.python.org/pypi/%s" % name.lower() - -classifiers = ["Natural Language :: English", - "Development Status :: 5 - Production/Stable", - "Intended Audience :: Science/Research", - "License :: OSI Approved :: GNU General Public License v2 " - "(GPLv2)", - "Topic :: Scientific/Engineering :: Bio-Informatics", - "Operating System :: Unix", - "Programming Language :: Python", - "Programming Language :: Python :: 2.7", - "Programming Language :: Python :: 3"] - -entry_points = """ -[console_scripts] -segway = segway.run:main -segway-task = segway.task:main -segway-layer = segway.layer:main -segway-winner = segway.winner:main -""" - -# XXX: warn: make sure you have LDFLAGS unset if you are building numpy - -# need optbuild>0.1.11 for OptionBuilder_ShortOptWithEquals -# need tables>2.04 (>=r3761) because there is a CArray fill bug until then -# genomedata>=1.4.2 for both Python 2 and 3 support -# optplus>=0.2 for both Python 2 and 3 support - -setup_requires = ["setuptools_scm"] # source control management packaging -install_requires = ["genomedata>=1.4.2", "autolog>=0.2.0", - "textinput>=0.2.0", "optbuild>=0.2.0", - "optplus>=0.2.0", "tables>2.0.4", "numpy", "path.py>=11", - "colorbrewer>=0.2.0", "drmaa>=0.4a3", "six"] - - -def main(): - setup(name=name, - use_scm_version=True, - description=short_description, - author="Michael Hoffman", - author_email="michael.hoffman@utoronto.ca", - url=url, - download_url=download_url, - classifiers=classifiers, - long_description=long_description, - setup_requires=setup_requires, - install_requires=install_requires, - zip_safe=False, # XXX: change back, this is just for better tracebacks - packages=find_packages("."), - include_package_data=True, - entry_points=entry_points - ) - -if __name__ == "__main__": - main() diff --git a/test/00-flake8/run.sh b/test/00-flake8/run.sh new file mode 100755 index 00000000..f09c80ba --- /dev/null +++ b/test/00-flake8/run.sh @@ -0,0 +1,21 @@ +#!/usr/bin/env bash + +# Copyright 2010, 2011, 2012 Michael M. Hoffman + +set -o nounset -o pipefail -o errexit + +if [ $# != 0 ]; then + echo usage: "$0" + exit 2 +fi + +if ! python -c 'import flake8'; then + echo "ERROR: Cannot find flake8 installation." + echo "skipping flake8 check" + exit 127 +fi + +echo "Checking with flake8" + +cd ../.. +flake8 diff --git a/test/00-pyflakes/flymake-pyflakes.sh b/test/00-pyflakes/flymake-pyflakes.sh deleted file mode 100755 index a6a58215..00000000 --- a/test/00-pyflakes/flymake-pyflakes.sh +++ /dev/null @@ -1,14 +0,0 @@ -#!/usr/bin/env bash - -# flymake-pyflakes: run PyFlakes; set warnings appropriately -# $Revision$ -# Copyright 2010, 2011 Michael M. Hoffman - -# usage: flymake-pyflakes - -set -o nounset -o pipefail -o errexit - -# this formulation ensures that you use your current python instead of -# whatever was installed when pyflakes was installed -python${SEGWAY_TEST_PYTHON_VERSION:-""} -c "from pyflakes.scripts.pyflakes import main; main()" "$@" \ - | perl -pe 's/([^:]+:[^:]+):(.* (?:imported but unused|is assigned to but never used))$/\1:warning:\2/' diff --git a/test/00-pyflakes/run.sh b/test/00-pyflakes/run.sh deleted file mode 100755 index cbea8b3b..00000000 --- a/test/00-pyflakes/run.sh +++ /dev/null @@ -1,25 +0,0 @@ -#!/usr/bin/env bash - -# Checks all .py files in segway install using ./flymake-pyflakes script -# which itself should run pyflakes on all of the python files. -# $Revision$ -# Copyright 2010, 2011, 2012 Michael M. Hoffman - -set -o nounset -o pipefail -o errexit - -if [ $# != 0 ]; then - echo usage: "$0" - exit 2 -fi - -if ! python${SEGWAY_TEST_PYTHON_VERSION:-""} -c 'import pyflakes'; then - echo "ERROR: Cannot find pyflakes installation." - echo "skipping pyflakes check" - exit 127 -fi - -echo "Checking with Pyflakes" - -find ../.. -wholename ../../dist -prune -or -wholename ../../build -prune \ - -or -wholename '../../ez_setup.py' -prune \ - -or -name "*.py" -exec ./flymake-pyflakes.sh {} + diff --git a/test/compare_directory.py b/test/compare_directory.py index ffe0f7e8..4cb1c68c 100755 --- a/test/compare_directory.py +++ b/test/compare_directory.py @@ -1,12 +1,11 @@ #!/usr/bin/env python -from __future__ import absolute_import, division, print_function """compare_directory.py: compare two directories, using regexes XXX: want to keep track of all files in new directory """ -## Copyright 2011-2013 Michael M. Hoffman +# Copyright 2011-2013 Michael M. Hoffman import filecmp from os import walk @@ -15,16 +14,17 @@ import tarfile from path import Path +from segway._util import maybe_gzip_open, SEGWAY_ENCODING +from segway.version import __version__ from six import viewitems, viewkeys from six.moves import zip -from segway._util import maybe_gzip_open, SEGWAY_ENCODING -from segway.version import __version__ # marker for matching anywhere in file ANY_LINE_MARKER = b"(%__ANY_LINE__%)" ANY_LINE_MARKER_LENGTH = len(ANY_LINE_MARKER) + def get_dir_filenames(dirname): if (not Path(dirname).exists()): raise IOError("Directory %s not found" % dirname) @@ -50,14 +50,17 @@ def get_dir_filenames(dirname): filename_absolute = str(dirbasepath / filename) yield filename_relative, filename_absolute + # regular expression unescape -re_unescape = re_compile(b"\(%.*?%\)") +re_unescape = re_compile(r"\(%.*?%\)") + def make_regex(text): """ make regex, escaping things that aren't with (% %) """ - spans = [match.span() for match in re_unescape.finditer(text)] + spans = [match.span() for match in re_unescape.finditer( + text.decode(SEGWAY_ENCODING))] res = [b"^"] last_end = 0 @@ -66,7 +69,7 @@ def make_regex(text): res.append(text[start + 2:end - 2]) # eliminate (% and %) last_end = end res.extend([escape(text[last_end:]), b"$"]) - + return re_compile(b"".join(res)) @@ -77,13 +80,13 @@ def compare_file(template_filename, query_filename): # If the files are different find and report the differences based on # embedded regex criteria - - # Create a template held out set for lines that can match elsewhere + + # Create a template held out set for lines that can match elsewhere match_anywhere_regexs = set() res = True - with maybe_gzip_open(template_filename, mode = "rb") as template_file: - with maybe_gzip_open(query_filename, mode = "rb") as query_file: + with maybe_gzip_open(template_filename, mode="rb") as template_file: + with maybe_gzip_open(query_filename, mode="rb") as query_file: for line_number, lines in enumerate( zip(template_file, query_file), start=1): @@ -108,7 +111,7 @@ def compare_file(template_filename, query_filename): # If there are lines that may be matched anywhere if match_anywhere_regexs: # Fo each line in the the query file - with maybe_gzip_open(query_filename, mode = "rb") as query_file: + with maybe_gzip_open(query_filename, mode="rb") as query_file: for query_line in query_file: # If a query line matches the regex in the match anywhere set regex_matches = [] @@ -155,11 +158,13 @@ def compare_directory(template_dirname, query_dirname): template_filenames = get_dir_filenames(template_dirname) for template_filename_relative, template_filename in template_filenames: - re_template_filename_relative = make_regex(template_filename_relative.encode(SEGWAY_ENCODING)) + re_template_filename_relative = make_regex( + template_filename_relative.encode(SEGWAY_ENCODING)) query_filenames_items = viewitems(query_filenames) for query_filename_relative, query_filename in query_filenames_items: - if re_template_filename_relative.match(query_filename_relative.encode(SEGWAY_ENCODING)): + if re_template_filename_relative.match( + query_filename_relative.encode(SEGWAY_ENCODING)): del query_filenames[query_filename_relative] if compare_file(template_filename, query_filename): counter.success() @@ -223,5 +228,6 @@ def main(args=sys.argv[1:]): return compare_directory(*args) + if __name__ == "__main__": sys.exit(main()) diff --git a/test/data/touchstone/identifydir/posterior0.bed.gz b/test/data/touchstone/identifydir/posterior0.bed.gz new file mode 100644 index 0000000000000000000000000000000000000000..aa70b34f44d72b3c5bda4e35b0fad57aeb0bc4ec GIT binary patch literal 21844 zcmX6^c|26#|DG8mLy@(Tbu0-XWGZ8qY$4fAw(QFwW$a9dB1+|HPv!A<<-*xFn z&Q98X4!&+6=bX0Mo$G@(t0~9--5a(#S*mw>5N5FQBZ3X=c^p)e2Q3J9aAoUV7Y2a{!vOV&GWy)c--G))e-u{Ro z%W){Vn(9B2MLI2Bw&9I1s-x4)ju@<`GkF-%fBxFzQ|69hsoajHwNAFpSw)OmQC40D zdNxDg?;+B>{m}UsNii{@&+}2Qz?z5xoAtDNsiE!kdwCCtOQ`#jhlTSM5wu(*YL>>c 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