Mercurial > repos > bcclaywell > argo_navis
annotate bin/format_beastfile.py @ 2:7eaf6f9abd28 draft default tip
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author | bcclaywell |
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date | Mon, 12 Oct 2015 17:57:38 -0400 |
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1 #!/usr/bin/env python |
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2 """ |
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3 Formats a given BEAST XML file (possibly all ready to run) and respecifies the information needed to run the |
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4 classic Discrete trait. |
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5 |
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6 Some things that would be nice: |
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7 * specify output files/formats (could let you run from root instead of the dir) |
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8 """ |
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9 |
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10 from Bio import SeqIO |
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11 import xml.etree.ElementTree as ET |
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12 import argparse |
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13 import copy |
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14 import csv |
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15 |
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16 |
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17 def clear_children(node): |
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18 "Element.remove doesn't seem to work the way it's supposed to, so we're doing this" |
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19 node_attrib = copy.copy(node.attrib) |
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20 node.clear() |
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21 node.attrib = node_attrib |
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22 |
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23 |
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24 def set_alignment(xmldoc, alignment): |
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25 """This function replaces the alignment data in xmldoc with that from sequences in alignment.""" |
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26 aln_node = xmldoc.find('data') |
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27 # First clear out the old alignment sequences |
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28 clear_children(aln_node) |
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29 print "seqs" |
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30 for seq in aln_node: |
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31 print seq |
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32 # Next, construct and throw in the new sequence nodes |
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33 for seq_record in alignment: |
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34 seqid = seq_record.name |
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35 ET.SubElement(aln_node, 'sequence', |
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36 attrib=dict(id="seq_" + seqid, |
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37 taxon=seqid, |
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38 totalcount="4", |
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39 value=str(seq_record.seq))) |
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40 |
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41 |
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42 def get_data_id(xmldoc): |
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43 """The data set will have a given name, assigned by BEAUti, typically based on the named of the data file |
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44 loaded into it. This name gets referred to in a number of places (presumably so there can be a number of |
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45 partitions/datasets in an analysis), and is needed by other bits of code that do their thing.""" |
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46 return xmldoc.find(".//data[@name='alignment'][@id]").attrib['id'] |
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47 |
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48 |
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49 def default_deme_getter(metarow): |
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50 """A default function for getting the deme data from a given metadata row. Specifically defaults to 'deme' |
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51 first, then to 'community' next. Returns none if it doesn't find either.""" |
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52 return metarow.get('deme') or metarow.get('community') |
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53 |
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54 |
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55 def set_deme(xmldoc, metadata, deme_getter=default_deme_getter): |
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56 """Sets the deme information of the xmldoc based on metadata, and using the deme_getter (by default the |
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57 `default_deme_getter` function above.""" |
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58 trait_node = xmldoc.iter('traitSet').next() |
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59 trait_string = ",\n".join([row['sequence'] + "=" + deme_getter(row) for row in metadata]) |
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60 trait_node.text = trait_string |
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61 |
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62 |
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63 def build_date_node(date_spec, data_id): |
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64 """Builds a node of date traits, given the date_spec string which is the actual string representation of |
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65 the sequence -> date mapping. Has to create a `taxa` subnode, and a `data` subnode of that, which points |
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66 to the data set in question via `idref`.""" |
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67 date_node = ET.Element('trait', |
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68 id='dateTrait.t:' + data_id, |
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69 spec='beast.evolution.tree.TraitSet', |
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70 traitname='date') |
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71 date_node.text = date_spec |
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72 taxa_node = ET.SubElement(date_node, 'taxa', |
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73 id='TaxonSet.' + data_id, |
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74 spec='TaxonSet') |
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75 _ = ET.SubElement(taxa_node, 'data', |
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76 idref=data_id, |
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77 name="alignment") |
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78 return date_node |
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79 |
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80 |
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81 def set_date(xmldoc, metadata, date_attr='date'): |
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82 """Builds a dateTrait node via `build_date_node` above, and inserts into the `.//state/tree` node. |
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83 However, this `tree` node already contains a `taxonset` node which has a `data` node, and this |
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84 `taxonset` node has the same id as the `taxa` node in the the date `trait` node. As such, the node that |
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85 _was_ present must be removed, so that we don't get a duplicate id error. Instead, we replace the old |
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86 taxonset node with one which has an `idref` pointing to the `taxa` node inside the `trait` node. This is |
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87 rather convoluted, and I'm not possible that some file with multiple datasets wouldn't break on this, but |
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88 this described strategy seems to work for now.""" |
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89 # First get our tree node; we'll be adding the date data to this |
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90 tree_node = xmldoc.find('.//state/tree') |
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91 # Construct our trait string, just as we do for `set_deme` |
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92 trait_string = ",\n".join([row['sequence'] + "=" + row[date_attr] for row in metadata]) |
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93 # Build the date trait node, and carry out all the weird mucking to get the new `taxonset` node in, as |
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94 # described in the docstring |
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95 data_id = get_data_id(xmldoc) |
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96 date_node = build_date_node(trait_string, data_id) |
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97 old_taxonset = tree_node.find("./taxonset") |
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98 tree_node.insert(0, date_node) |
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99 tree_node.remove(old_taxonset) |
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100 new_taxonset = ET.SubElement(tree_node, "taxonset", idref="TaxonSet."+data_id) |
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101 |
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102 |
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103 def get_current_interval(xmldoc): |
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104 run_node = xmldoc.find('run') |
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105 loggers = run_node.findall('logger') |
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106 intervals = list(set([int(l.get('logEvery')) for l in loggers if l.get('id') != 'screenlog'])) |
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107 if len(intervals) > 1: |
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108 raise "Cannot get an interval for this xml doc; there are multiple such values" |
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109 return intervals[0] |
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110 |
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111 |
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112 def set_mcmc(xmldoc, samples, sampling_interval): |
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113 "Sets the MCMC chain settings (how often to log, how long to run, etc" |
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114 run_node = xmldoc.find('run') |
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115 # XXX Should really make it so that you only have to specify _one_, and it will find current value of |
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116 # other so that chain length doesn't break. |
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117 chain_length = samples * sampling_interval + 1 |
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118 run_node.set('chainLength', str(chain_length)) |
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119 loggers = run_node.findall('logger') |
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120 for logger in loggers: |
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121 logevery = sampling_interval * 10 if logger.get('id') == 'screenlog' else sampling_interval |
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122 logger.set('logEvery', str(logevery)) |
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123 |
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124 |
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125 def normalize_filenames(xmldoc, logger_filename="posterior.log", treefile_filename="posterior.trait.trees"): |
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126 run_node = xmldoc.find('run') |
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127 logfile_node = run_node.find('logger[@id="tracelog"]') |
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128 treefile_node = run_node.find('logger[@id="treeWithTraitLogger.deme"]') |
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129 logfile_node.set('fileName', logger_filename) |
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130 treefile_node.set('fileName', treefile_filename) |
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131 |
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132 |
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133 def set_deme_count(xmldoc, metadata, deme_getter=default_deme_getter): |
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134 "Updates the model specs based onthe number of demes in the data set." |
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135 demes = list(set(map(deme_getter, metadata))) |
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136 demes.sort() |
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137 deme_count = len(demes) |
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138 mig_dim = (deme_count - 1) * deme_count / 2 |
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139 for xpath in ['.//parameter[@id="relativeGeoRates.s:deme"]', './/stateNode[@id="rateIndicator.s:deme"]']: |
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140 xmldoc.find(xpath).set('dimension', str(mig_dim)) |
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141 code_map = map(lambda ix: ix[1] + "=" + str(ix[0]), enumerate(demes)) |
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142 code_map = ",".join(code_map) + ",? = " + " ".join(map(str, range(deme_count))) + " " |
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143 user_data_type_node = xmldoc.find('.//userDataType') |
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144 user_data_type_node.set('codeMap', code_map) |
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145 user_data_type_node.set('states', str(deme_count)) |
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146 trait_frequencies_param = xmldoc.find('.//frequencies/parameter[@id="traitfrequencies.s:deme"]') |
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147 trait_frequencies_param.set('dimension', str(deme_count)) |
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148 trait_frequencies_param.text = str(1.0/deme_count) |
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149 |
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150 |
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151 |
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152 def get_args(): |
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153 def int_or_floatify(string): |
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154 return int(float(string)) |
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155 parser = argparse.ArgumentParser() |
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156 parser.add_argument('template', type=argparse.FileType('r'), |
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157 help="""A template BEAST XML (presumably created by Beauti) ready insertion of an alignment and |
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158 discrete trait.""") |
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159 parser.add_argument('-a', '--alignment', |
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160 help="Replace alignment in beast file with this alignment; Fasta format.") |
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161 parser.add_argument('-m', '--metadata', type=argparse.FileType('r'), |
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162 help="Should contain 'community' column referencing the deme.") |
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163 parser.add_argument('-s', '--samples', type=int_or_floatify, |
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164 help="Number of samples in output log file(s).") |
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165 parser.add_argument('-d', '--deme-col', |
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166 help="""Specifies the deme column for metadata; defaults to deme or community (whichever is present) |
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167 if not specified.""") |
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168 parser.add_argument('-D', '--date-col', |
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169 help="If specified, will add a date specification to the output BEAST XML file.") |
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170 parser.add_argument('-i', '--sampling-interval', type=int_or_floatify, |
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171 help="""Number of chain states to simulate between successive states samples for logfiles. The |
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172 total chain length is therefor samples * sampling_interval.""") |
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173 parser.add_argument('beastfile', type=argparse.FileType('w'), |
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174 help="Output BEAST XML file.") |
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175 return parser.parse_args() |
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176 |
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177 |
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178 def main(args): |
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179 # Read in old data |
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180 xmldoc = ET.parse(args.template) |
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181 |
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182 # Modify the data sets |
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183 if args.alignment: |
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184 alignment = SeqIO.parse(args.alignment, 'fasta') |
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185 set_alignment(xmldoc, alignment) |
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186 if args.metadata: |
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187 metadata = list(csv.DictReader(args.metadata)) |
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188 # Set the deme getter |
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189 deme_getter = lambda row: row[args.deme_col] if args.deme_col else default_deme_getter(row) |
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190 set_deme(xmldoc, metadata, deme_getter) |
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191 # _could_ do something smart here where we look at which sequences in the XML file traitset that match |
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192 # alignment passed in if _only_ alignment is passed in. Probably not worth it though... |
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193 set_deme_count(xmldoc, metadata, deme_getter) |
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194 if args.date_col: |
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195 set_date(xmldoc, metadata, args.date_col) |
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196 |
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197 if args.samples or args.sampling_interval: |
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198 interval = args.sampling_interval if args.sampling_interval else get_current_interval(xmldoc) |
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199 set_mcmc(xmldoc, args.samples, interval) |
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200 |
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201 # Make sure that we always have the same file names out. These are specified as defaults of the function, |
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202 # but could be customized here or through the cl args if needed. |
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203 normalize_filenames(xmldoc) |
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204 |
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205 # Write the output |
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206 xmldoc.write(args.beastfile) |
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207 |
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208 |
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209 if __name__ == '__main__': |
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210 main(get_args()) |
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211 |
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212 |