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bcbio/bcbio-nextgen
bcbio/variation/strelka2.py
_postprocess_somatic
def _postprocess_somatic(in_file, paired): """Post-process somatic calls to provide standard output. - Converts SGT and NT into standard VCF GT fields - Replace generic TUMOR NORMAL names in VCF with sample names. """ out_file = in_file.replace(".vcf.gz", "-fixed.vcf") if not utils.file_exists(...
python
def _postprocess_somatic(in_file, paired): """Post-process somatic calls to provide standard output. - Converts SGT and NT into standard VCF GT fields - Replace generic TUMOR NORMAL names in VCF with sample names. """ out_file = in_file.replace(".vcf.gz", "-fixed.vcf") if not utils.file_exists(...
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Post-process somatic calls to provide standard output. - Converts SGT and NT into standard VCF GT fields - Replace generic TUMOR NORMAL names in VCF with sample names.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/strelka2.py#L272-L307
train
bcbio/bcbio-nextgen
bcbio/variation/strelka2.py
_run_workflow
def _run_workflow(data, workflow_file, work_dir): """Run Strelka2 analysis inside prepared workflow directory. """ utils.remove_safe(os.path.join(work_dir, "workspace")) cmd = [utils.get_program_python("configureStrelkaGermlineWorkflow.py"), workflow_file, "-m", "local", "-j", dd.get_num_core...
python
def _run_workflow(data, workflow_file, work_dir): """Run Strelka2 analysis inside prepared workflow directory. """ utils.remove_safe(os.path.join(work_dir, "workspace")) cmd = [utils.get_program_python("configureStrelkaGermlineWorkflow.py"), workflow_file, "-m", "local", "-j", dd.get_num_core...
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Run Strelka2 analysis inside prepared workflow directory.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/strelka2.py#L320-L327
train
bcbio/bcbio-nextgen
bcbio/variation/strelka2.py
run_gvcfgenotyper
def run_gvcfgenotyper(data, orig_region, vrn_files, out_file): """Merge strelka2 and Illumina compatible gVCFs with gvcfgenotyper. https://github.com/Illumina/gvcfgenotyper Also need to explore GLnexus (https://github.com/dnanexus-rnd/GLnexus) """ if not utils.file_exists(out_file): with f...
python
def run_gvcfgenotyper(data, orig_region, vrn_files, out_file): """Merge strelka2 and Illumina compatible gVCFs with gvcfgenotyper. https://github.com/Illumina/gvcfgenotyper Also need to explore GLnexus (https://github.com/dnanexus-rnd/GLnexus) """ if not utils.file_exists(out_file): with f...
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Merge strelka2 and Illumina compatible gVCFs with gvcfgenotyper. https://github.com/Illumina/gvcfgenotyper Also need to explore GLnexus (https://github.com/dnanexus-rnd/GLnexus)
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/strelka2.py#L331-L351
train
bcbio/bcbio-nextgen
bcbio/variation/strelka2.py
_run_gvcfgenotyper
def _run_gvcfgenotyper(data, region, vrn_files, out_file): """Run gvcfgenotyper on a single gVCF region in input file. """ if not utils.file_exists(out_file): with file_transaction(data, out_file) as tx_out_file: input_file = "%s-inputs.txt" % utils.splitext_plus(tx_out_file)[0] ...
python
def _run_gvcfgenotyper(data, region, vrn_files, out_file): """Run gvcfgenotyper on a single gVCF region in input file. """ if not utils.file_exists(out_file): with file_transaction(data, out_file) as tx_out_file: input_file = "%s-inputs.txt" % utils.splitext_plus(tx_out_file)[0] ...
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Run gvcfgenotyper on a single gVCF region in input file.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/strelka2.py#L353-L364
train
bcbio/bcbio-nextgen
bcbio/variation/strelka2.py
_find_gvcf_blocks
def _find_gvcf_blocks(vcf_file, region, tmp_dir): """Retrieve gVCF blocks within our current evaluation region. gvcfgenotyper does not support calling larger regions with individual coverage blocks, so we split our big region into potentially multiple. """ region_file = os.path.join(tmp_dir, "cur_r...
python
def _find_gvcf_blocks(vcf_file, region, tmp_dir): """Retrieve gVCF blocks within our current evaluation region. gvcfgenotyper does not support calling larger regions with individual coverage blocks, so we split our big region into potentially multiple. """ region_file = os.path.join(tmp_dir, "cur_r...
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Retrieve gVCF blocks within our current evaluation region. gvcfgenotyper does not support calling larger regions with individual coverage blocks, so we split our big region into potentially multiple.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/strelka2.py#L366-L385
train
bcbio/bcbio-nextgen
bcbio/hla/__init__.py
run
def run(samples, run_parallel): """Run HLA detection on the input samples. """ to_process = [] extras = [] for data in (xs[0] for xs in samples): hlacaller = tz.get_in(["config", "algorithm", "hlacaller"], data) if hlacaller: to_process.append(data) else: ...
python
def run(samples, run_parallel): """Run HLA detection on the input samples. """ to_process = [] extras = [] for data in (xs[0] for xs in samples): hlacaller = tz.get_in(["config", "algorithm", "hlacaller"], data) if hlacaller: to_process.append(data) else: ...
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Run HLA detection on the input samples.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/hla/__init__.py#L20-L32
train
bcbio/bcbio-nextgen
bcbio/ngsalign/bwa.py
align_bam
def align_bam(in_bam, ref_file, names, align_dir, data): """Perform direct alignment of an input BAM file with BWA using pipes. This avoids disk IO by piping between processes: - samtools sort of input BAM to queryname - bedtools conversion to interleaved FASTQ - bwa-mem alignment - samtool...
python
def align_bam(in_bam, ref_file, names, align_dir, data): """Perform direct alignment of an input BAM file with BWA using pipes. This avoids disk IO by piping between processes: - samtools sort of input BAM to queryname - bedtools conversion to interleaved FASTQ - bwa-mem alignment - samtool...
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Perform direct alignment of an input BAM file with BWA using pipes. This avoids disk IO by piping between processes: - samtools sort of input BAM to queryname - bedtools conversion to interleaved FASTQ - bwa-mem alignment - samtools conversion to BAM - samtools sort to coordinate
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/ngsalign/bwa.py#L21-L53
train
bcbio/bcbio-nextgen
bcbio/ngsalign/bwa.py
_get_bwa_mem_cmd
def _get_bwa_mem_cmd(data, out_file, ref_file, fastq1, fastq2=""): """Perform piped bwa mem mapping potentially with alternative alleles in GRCh38 + HLA typing. Commands for HLA post-processing: base=TEST run-HLA $base.hla > $base.hla.top cat $base.hla.HLA*.gt | grep ^GT | cut -f2- > $base...
python
def _get_bwa_mem_cmd(data, out_file, ref_file, fastq1, fastq2=""): """Perform piped bwa mem mapping potentially with alternative alleles in GRCh38 + HLA typing. Commands for HLA post-processing: base=TEST run-HLA $base.hla > $base.hla.top cat $base.hla.HLA*.gt | grep ^GT | cut -f2- > $base...
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Perform piped bwa mem mapping potentially with alternative alleles in GRCh38 + HLA typing. Commands for HLA post-processing: base=TEST run-HLA $base.hla > $base.hla.top cat $base.hla.HLA*.gt | grep ^GT | cut -f2- > $base.hla.all rm -f $base.hla.HLA*gt rm -f $base.hla.HLA*gz
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/ngsalign/bwa.py#L55-L94
train
bcbio/bcbio-nextgen
bcbio/ngsalign/bwa.py
_align_mem
def _align_mem(fastq_file, pair_file, ref_file, out_file, names, rg_info, data): """Perform bwa-mem alignment on supported read lengths. """ with postalign.tobam_cl(data, out_file, pair_file != "") as (tobam_cl, tx_out_file): cmd = ("unset JAVA_HOME && " "%s | %s" % (_get_bwa_mem_cmd(...
python
def _align_mem(fastq_file, pair_file, ref_file, out_file, names, rg_info, data): """Perform bwa-mem alignment on supported read lengths. """ with postalign.tobam_cl(data, out_file, pair_file != "") as (tobam_cl, tx_out_file): cmd = ("unset JAVA_HOME && " "%s | %s" % (_get_bwa_mem_cmd(...
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Perform bwa-mem alignment on supported read lengths.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/ngsalign/bwa.py#L174-L182
train
bcbio/bcbio-nextgen
bcbio/ngsalign/bwa.py
_align_backtrack
def _align_backtrack(fastq_file, pair_file, ref_file, out_file, names, rg_info, data): """Perform a BWA alignment using 'aln' backtrack algorithm. """ bwa = config_utils.get_program("bwa", data["config"]) config = data["config"] sai1_file = "%s_1.sai" % os.path.splitext(out_file)[0] sai2_file = ...
python
def _align_backtrack(fastq_file, pair_file, ref_file, out_file, names, rg_info, data): """Perform a BWA alignment using 'aln' backtrack algorithm. """ bwa = config_utils.get_program("bwa", data["config"]) config = data["config"] sai1_file = "%s_1.sai" % os.path.splitext(out_file)[0] sai2_file = ...
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Perform a BWA alignment using 'aln' backtrack algorithm.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/ngsalign/bwa.py#L184-L203
train
bcbio/bcbio-nextgen
bcbio/pipeline/main.py
run_main
def run_main(workdir, config_file=None, fc_dir=None, run_info_yaml=None, parallel=None, workflow=None): """Run variant analysis, handling command line options. """ # Set environment to standard to use periods for decimals and avoid localization os.environ["LC_ALL"] = "C" os.environ["LC"...
python
def run_main(workdir, config_file=None, fc_dir=None, run_info_yaml=None, parallel=None, workflow=None): """Run variant analysis, handling command line options. """ # Set environment to standard to use periods for decimals and avoid localization os.environ["LC_ALL"] = "C" os.environ["LC"...
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Run variant analysis, handling command line options.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/pipeline/main.py#L29-L55
train
bcbio/bcbio-nextgen
bcbio/pipeline/main.py
_setup_resources
def _setup_resources(): """Attempt to increase resource limits up to hard limits. This allows us to avoid out of file handle limits where we can move beyond the soft limit up to the hard limit. """ target_procs = 10240 cur_proc, max_proc = resource.getrlimit(resource.RLIMIT_NPROC) target_pr...
python
def _setup_resources(): """Attempt to increase resource limits up to hard limits. This allows us to avoid out of file handle limits where we can move beyond the soft limit up to the hard limit. """ target_procs = 10240 cur_proc, max_proc = resource.getrlimit(resource.RLIMIT_NPROC) target_pr...
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Attempt to increase resource limits up to hard limits. This allows us to avoid out of file handle limits where we can move beyond the soft limit up to the hard limit.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/pipeline/main.py#L57-L69
train
bcbio/bcbio-nextgen
bcbio/pipeline/main.py
_wres
def _wres(parallel, progs, fresources=None, ensure_mem=None): """Add resource information to the parallel environment on required programs and files. Enables spinning up required machines and operating in non-shared filesystem environments. progs -- Third party tools used in processing fresources ...
python
def _wres(parallel, progs, fresources=None, ensure_mem=None): """Add resource information to the parallel environment on required programs and files. Enables spinning up required machines and operating in non-shared filesystem environments. progs -- Third party tools used in processing fresources ...
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/pipeline/main.py#L94-L112
train
bcbio/bcbio-nextgen
bcbio/pipeline/main.py
rnaseq_prep_samples
def rnaseq_prep_samples(config, run_info_yaml, parallel, dirs, samples): """ organizes RNA-seq and small-RNAseq samples, converting from BAM if necessary and trimming if necessary """ pipeline = dd.get_in_samples(samples, dd.get_analysis) trim_reads_set = any([tz.get_in(["algorithm", "trim_reads...
python
def rnaseq_prep_samples(config, run_info_yaml, parallel, dirs, samples): """ organizes RNA-seq and small-RNAseq samples, converting from BAM if necessary and trimming if necessary """ pipeline = dd.get_in_samples(samples, dd.get_analysis) trim_reads_set = any([tz.get_in(["algorithm", "trim_reads...
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organizes RNA-seq and small-RNAseq samples, converting from BAM if necessary and trimming if necessary
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/pipeline/main.py#L394-L418
train
bcbio/bcbio-nextgen
bcbio/pipeline/main.py
_pair_samples_with_pipelines
def _pair_samples_with_pipelines(run_info_yaml, config): """Map samples defined in input file to pipelines to run. """ samples = config_utils.load_config(run_info_yaml) if isinstance(samples, dict): resources = samples.pop("resources") samples = samples["details"] else: resou...
python
def _pair_samples_with_pipelines(run_info_yaml, config): """Map samples defined in input file to pipelines to run. """ samples = config_utils.load_config(run_info_yaml) if isinstance(samples, dict): resources = samples.pop("resources") samples = samples["details"] else: resou...
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Map samples defined in input file to pipelines to run.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/pipeline/main.py#L430-L461
train
bcbio/bcbio-nextgen
bcbio/hla/bwakit.py
run
def run(data): """HLA typing with bwakit, parsing output from called genotype files. """ bwakit_dir = os.path.dirname(os.path.realpath(utils.which("run-bwamem"))) hla_fqs = tz.get_in(["hla", "fastq"], data, []) if len(hla_fqs) > 0: hla_base = os.path.commonprefix(hla_fqs) while hla_b...
python
def run(data): """HLA typing with bwakit, parsing output from called genotype files. """ bwakit_dir = os.path.dirname(os.path.realpath(utils.which("run-bwamem"))) hla_fqs = tz.get_in(["hla", "fastq"], data, []) if len(hla_fqs) > 0: hla_base = os.path.commonprefix(hla_fqs) while hla_b...
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HLA typing with bwakit, parsing output from called genotype files.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/hla/bwakit.py#L18-L34
train
bcbio/bcbio-nextgen
bcbio/hla/bwakit.py
_organize_calls
def _organize_calls(out_file, hla_base, data): """Prepare genotype calls, reporting best call along with quality metrics. """ hla_truth = get_hla_truthset(data) sample = dd.get_sample_name(data) with file_transaction(data, out_file) as tx_out_file: with open(tx_out_file, "w") as out_handle: ...
python
def _organize_calls(out_file, hla_base, data): """Prepare genotype calls, reporting best call along with quality metrics. """ hla_truth = get_hla_truthset(data) sample = dd.get_sample_name(data) with file_transaction(data, out_file) as tx_out_file: with open(tx_out_file, "w") as out_handle: ...
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Prepare genotype calls, reporting best call along with quality metrics.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/hla/bwakit.py#L36-L64
train
bcbio/bcbio-nextgen
bcbio/hla/bwakit.py
matches_truth
def matches_truth(call_alleles, truth_alleles, data): """Flexibly check if truth and call alleles match, using p-groups. """ if not truth_alleles: return "" else: def _remove_p(x): return x[:-1] if x.endswith("P") else x t_cmp = set([_remove_p(hla_groups.hla_protein(x...
python
def matches_truth(call_alleles, truth_alleles, data): """Flexibly check if truth and call alleles match, using p-groups. """ if not truth_alleles: return "" else: def _remove_p(x): return x[:-1] if x.endswith("P") else x t_cmp = set([_remove_p(hla_groups.hla_protein(x...
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/hla/bwakit.py#L66-L76
train
bcbio/bcbio-nextgen
bcbio/hla/bwakit.py
get_hla_truthset
def get_hla_truthset(data): """Retrieve expected truth calls for annotating HLA called output. """ val_csv = tz.get_in(["config", "algorithm", "hlavalidate"], data) out = {} if val_csv and utils.file_exists(val_csv): with open(val_csv) as in_handle: reader = csv.reader(in_handle)...
python
def get_hla_truthset(data): """Retrieve expected truth calls for annotating HLA called output. """ val_csv = tz.get_in(["config", "algorithm", "hlavalidate"], data) out = {} if val_csv and utils.file_exists(val_csv): with open(val_csv) as in_handle: reader = csv.reader(in_handle)...
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Retrieve expected truth calls for annotating HLA called output.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/hla/bwakit.py#L78-L89
train
bcbio/bcbio-nextgen
scripts/utils/bam_to_fastq_region.py
bam_to_fastq_pair
def bam_to_fastq_pair(in_file, target_region, pair): """Generator to convert BAM files into name, seq, qual in a region. """ space, start, end = target_region bam_file = pysam.Samfile(in_file, "rb") for read in bam_file: if (not read.is_unmapped and not read.mate_is_unmapped ...
python
def bam_to_fastq_pair(in_file, target_region, pair): """Generator to convert BAM files into name, seq, qual in a region. """ space, start, end = target_region bam_file = pysam.Samfile(in_file, "rb") for read in bam_file: if (not read.is_unmapped and not read.mate_is_unmapped ...
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Generator to convert BAM files into name, seq, qual in a region.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/scripts/utils/bam_to_fastq_region.py#L32-L50
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
sample_callable_bed
def sample_callable_bed(bam_file, ref_file, data): """Retrieve callable regions for a sample subset by defined analysis regions. """ from bcbio.heterogeneity import chromhacks CovInfo = collections.namedtuple("CovInfo", "callable, raw_callable, depth_files") noalt_calling = "noalt_calling" in dd.get...
python
def sample_callable_bed(bam_file, ref_file, data): """Retrieve callable regions for a sample subset by defined analysis regions. """ from bcbio.heterogeneity import chromhacks CovInfo = collections.namedtuple("CovInfo", "callable, raw_callable, depth_files") noalt_calling = "noalt_calling" in dd.get...
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L32-L57
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
get_ref_bedtool
def get_ref_bedtool(ref_file, config, chrom=None): """Retrieve a pybedtool BedTool object with reference sizes from input reference. """ broad_runner = broad.runner_from_path("picard", config) ref_dict = broad_runner.run_fn("picard_index_ref", ref_file) ref_lines = [] with pysam.Samfile(ref_dict...
python
def get_ref_bedtool(ref_file, config, chrom=None): """Retrieve a pybedtool BedTool object with reference sizes from input reference. """ broad_runner = broad.runner_from_path("picard", config) ref_dict = broad_runner.run_fn("picard_index_ref", ref_file) ref_lines = [] with pysam.Samfile(ref_dict...
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Retrieve a pybedtool BedTool object with reference sizes from input reference.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L59-L69
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
_get_nblock_regions
def _get_nblock_regions(in_file, min_n_size, ref_regions): """Retrieve coordinates of regions in reference genome with no mapping. These are potential breakpoints for parallelizing analysis. """ out_lines = [] called_contigs = set([]) with utils.open_gzipsafe(in_file) as in_handle: for l...
python
def _get_nblock_regions(in_file, min_n_size, ref_regions): """Retrieve coordinates of regions in reference genome with no mapping. These are potential breakpoints for parallelizing analysis. """ out_lines = [] called_contigs = set([]) with utils.open_gzipsafe(in_file) as in_handle: for l...
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Retrieve coordinates of regions in reference genome with no mapping. These are potential breakpoints for parallelizing analysis.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L71-L87
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
_combine_regions
def _combine_regions(all_regions, ref_regions): """Combine multiple BEDtools regions of regions into sorted final BEDtool. """ chrom_order = {} for i, x in enumerate(ref_regions): chrom_order[x.chrom] = i def wchrom_key(x): chrom, start, end = x return (chrom_order[chrom], st...
python
def _combine_regions(all_regions, ref_regions): """Combine multiple BEDtools regions of regions into sorted final BEDtool. """ chrom_order = {} for i, x in enumerate(ref_regions): chrom_order[x.chrom] = i def wchrom_key(x): chrom, start, end = x return (chrom_order[chrom], st...
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Combine multiple BEDtools regions of regions into sorted final BEDtool.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L89-L104
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
_add_config_regions
def _add_config_regions(nblock_regions, ref_regions, data): """Add additional nblock regions based on configured regions to call. Identifies user defined regions which we should not be analyzing. """ input_regions_bed = dd.get_variant_regions(data) if input_regions_bed: input_regions = pybed...
python
def _add_config_regions(nblock_regions, ref_regions, data): """Add additional nblock regions based on configured regions to call. Identifies user defined regions which we should not be analyzing. """ input_regions_bed = dd.get_variant_regions(data) if input_regions_bed: input_regions = pybed...
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Add additional nblock regions based on configured regions to call. Identifies user defined regions which we should not be analyzing.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L106-L130
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
block_regions
def block_regions(callable_bed, in_bam, ref_file, data): """Find blocks of regions for analysis from mapped input BAM file. Identifies islands of callable regions, surrounding by regions with no read support, that can be analyzed independently. """ min_n_size = int(data["config"]["algorithm"].get("...
python
def block_regions(callable_bed, in_bam, ref_file, data): """Find blocks of regions for analysis from mapped input BAM file. Identifies islands of callable regions, surrounding by regions with no read support, that can be analyzed independently. """ min_n_size = int(data["config"]["algorithm"].get("...
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Find blocks of regions for analysis from mapped input BAM file. Identifies islands of callable regions, surrounding by regions with no read support, that can be analyzed independently.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L182-L207
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
_analysis_block_stats
def _analysis_block_stats(regions, samples): """Provide statistics on sizes and number of analysis blocks. """ prev = None between_sizes = [] region_sizes = [] for region in regions: if prev and prev.chrom == region.chrom: between_sizes.append(region.start - prev.end) ...
python
def _analysis_block_stats(regions, samples): """Provide statistics on sizes and number of analysis blocks. """ prev = None between_sizes = [] region_sizes = [] for region in regions: if prev and prev.chrom == region.chrom: between_sizes.append(region.start - prev.end) ...
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L216-L244
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
_needs_region_update
def _needs_region_update(out_file, samples): """Check if we need to update BED file of regions, supporting back compatibility. """ nblock_files = [x["regions"]["nblock"] for x in samples if "regions" in x] # For older approaches and do not create a new set of analysis # regions, since the new algori...
python
def _needs_region_update(out_file, samples): """Check if we need to update BED file of regions, supporting back compatibility. """ nblock_files = [x["regions"]["nblock"] for x in samples if "regions" in x] # For older approaches and do not create a new set of analysis # regions, since the new algori...
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Check if we need to update BED file of regions, supporting back compatibility.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L246-L261
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
combine_sample_regions
def combine_sample_regions(*samples): """Create batch-level sets of callable regions for multi-sample calling. Intersects all non-callable (nblock) regions from all samples in a batch, producing a global set of callable regions. """ samples = utils.unpack_worlds(samples) samples = cwlutils.unpa...
python
def combine_sample_regions(*samples): """Create batch-level sets of callable regions for multi-sample calling. Intersects all non-callable (nblock) regions from all samples in a batch, producing a global set of callable regions. """ samples = utils.unpack_worlds(samples) samples = cwlutils.unpa...
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Create batch-level sets of callable regions for multi-sample calling. Intersects all non-callable (nblock) regions from all samples in a batch, producing a global set of callable regions.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L263-L311
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
_combine_sample_regions_batch
def _combine_sample_regions_batch(batch, items): """Combine sample regions within a group of batched samples. """ config = items[0]["config"] work_dir = utils.safe_makedir(os.path.join(items[0]["dirs"]["work"], "regions")) analysis_file = os.path.join(work_dir, "%s-analysis_blocks.bed" % batch) ...
python
def _combine_sample_regions_batch(batch, items): """Combine sample regions within a group of batched samples. """ config = items[0]["config"] work_dir = utils.safe_makedir(os.path.join(items[0]["dirs"]["work"], "regions")) analysis_file = os.path.join(work_dir, "%s-analysis_blocks.bed" % batch) ...
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Combine sample regions within a group of batched samples.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L313-L347
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
get_split_regions
def get_split_regions(bed_file, data): """Retrieve a set of split regions using the input BED for callable regions. Provides a less inclusive hook for parallelizing over multiple regions. """ out_file = "%s-analysis_blocks.bed" % utils.splitext_plus(bed_file)[0] with shared.bedtools_tmpdir(data): ...
python
def get_split_regions(bed_file, data): """Retrieve a set of split regions using the input BED for callable regions. Provides a less inclusive hook for parallelizing over multiple regions. """ out_file = "%s-analysis_blocks.bed" % utils.splitext_plus(bed_file)[0] with shared.bedtools_tmpdir(data): ...
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Retrieve a set of split regions using the input BED for callable regions. Provides a less inclusive hook for parallelizing over multiple regions.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L349-L374
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
NBlockRegionPicker.include_block
def include_block(self, x): """Check for inclusion of block based on distance from previous. """ last_pos = self._chr_last_blocks.get(x.chrom, 0) # Region excludes an entire chromosome, typically decoy/haplotypes if last_pos <= self._end_buffer and x.stop >= self._ref_sizes.get(x...
python
def include_block(self, x): """Check for inclusion of block based on distance from previous. """ last_pos = self._chr_last_blocks.get(x.chrom, 0) # Region excludes an entire chromosome, typically decoy/haplotypes if last_pos <= self._end_buffer and x.stop >= self._ref_sizes.get(x...
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Check for inclusion of block based on distance from previous.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L155-L169
train
bcbio/bcbio-nextgen
bcbio/bam/callable.py
NBlockRegionPicker.expand_block
def expand_block(self, feat): """Expand any blocks which are near the start or end of a contig. """ chrom_end = self._ref_sizes.get(feat.chrom) if chrom_end: if feat.start < self._end_buffer: feat.start = 0 if feat.stop >= chrom_end - self._end_buf...
python
def expand_block(self, feat): """Expand any blocks which are near the start or end of a contig. """ chrom_end = self._ref_sizes.get(feat.chrom) if chrom_end: if feat.start < self._end_buffer: feat.start = 0 if feat.stop >= chrom_end - self._end_buf...
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Expand any blocks which are near the start or end of a contig.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/bam/callable.py#L171-L180
train
bcbio/bcbio-nextgen
bcbio/chipseq/__init__.py
_keep_assembled_chrom
def _keep_assembled_chrom(bam_file, genome, config): """Remove contigs from the BAM file""" fai = "%s.fai" % genome chrom = [] with open(fai) as inh: for line in inh: c = line.split("\t")[0] if c.find("_") < 0: chrom.append(c) chroms = " ".join(chrom) ...
python
def _keep_assembled_chrom(bam_file, genome, config): """Remove contigs from the BAM file""" fai = "%s.fai" % genome chrom = [] with open(fai) as inh: for line in inh: c = line.split("\t")[0] if c.find("_") < 0: chrom.append(c) chroms = " ".join(chrom) ...
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Remove contigs from the BAM file
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/chipseq/__init__.py#L40-L57
train
bcbio/bcbio-nextgen
bcbio/chipseq/__init__.py
_prepare_bam
def _prepare_bam(bam_file, bed_file, config): """Remove regions from bed files""" if not bam_file or not bed_file: return bam_file out_file = utils.append_stem(bam_file, '_filter') bedtools = config_utils.get_program("bedtools", config) if not utils.file_exists(out_file): with file_t...
python
def _prepare_bam(bam_file, bed_file, config): """Remove regions from bed files""" if not bam_file or not bed_file: return bam_file out_file = utils.append_stem(bam_file, '_filter') bedtools = config_utils.get_program("bedtools", config) if not utils.file_exists(out_file): with file_t...
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Remove regions from bed files
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/chipseq/__init__.py#L60-L70
train
bcbio/bcbio-nextgen
bcbio/chipseq/__init__.py
_bam_coverage
def _bam_coverage(name, bam_input, data): """Run bamCoverage from deeptools""" cmd = ("{bam_coverage} -b {bam_input} -o {bw_output} " "--binSize 20 --effectiveGenomeSize {size} " "--smoothLength 60 --extendReads 150 --centerReads -p {cores}") size = bam.fasta.total_sequence_length(dd.get...
python
def _bam_coverage(name, bam_input, data): """Run bamCoverage from deeptools""" cmd = ("{bam_coverage} -b {bam_input} -o {bw_output} " "--binSize 20 --effectiveGenomeSize {size} " "--smoothLength 60 --extendReads 150 --centerReads -p {cores}") size = bam.fasta.total_sequence_length(dd.get...
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Run bamCoverage from deeptools
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/chipseq/__init__.py#L72-L94
train
bcbio/bcbio-nextgen
bcbio/structural/manta.py
_get_out_file
def _get_out_file(work_dir, paired): """Retrieve manta output variant file, depending on analysis. """ if paired: if paired.normal_bam: base_file = "somaticSV.vcf.gz" else: base_file = "tumorSV.vcf.gz" else: base_file = "diploidSV.vcf.gz" return os.pat...
python
def _get_out_file(work_dir, paired): """Retrieve manta output variant file, depending on analysis. """ if paired: if paired.normal_bam: base_file = "somaticSV.vcf.gz" else: base_file = "tumorSV.vcf.gz" else: base_file = "diploidSV.vcf.gz" return os.pat...
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Retrieve manta output variant file, depending on analysis.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/structural/manta.py#L71-L81
train
bcbio/bcbio-nextgen
bcbio/structural/manta.py
_get_evidence_bam
def _get_evidence_bam(work_dir, data): """Retrieve evidence BAM for the sample if it exists """ evidence_bam = glob.glob(os.path.join(work_dir, "results", "evidence", "evidence_*.%s*.bam" % (dd.get_sample_name(data)))) if evidence_bam: return evidence_...
python
def _get_evidence_bam(work_dir, data): """Retrieve evidence BAM for the sample if it exists """ evidence_bam = glob.glob(os.path.join(work_dir, "results", "evidence", "evidence_*.%s*.bam" % (dd.get_sample_name(data)))) if evidence_bam: return evidence_...
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Retrieve evidence BAM for the sample if it exists
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/structural/manta.py#L83-L89
train
bcbio/bcbio-nextgen
bcbio/structural/manta.py
_run_workflow
def _run_workflow(items, paired, workflow_file, work_dir): """Run manta analysis inside prepared workflow directory. """ utils.remove_safe(os.path.join(work_dir, "workspace")) data = paired.tumor_data if paired else items[0] cmd = [utils.get_program_python("configManta.py"), workflow_file, "-m", "lo...
python
def _run_workflow(items, paired, workflow_file, work_dir): """Run manta analysis inside prepared workflow directory. """ utils.remove_safe(os.path.join(work_dir, "workspace")) data = paired.tumor_data if paired else items[0] cmd = [utils.get_program_python("configManta.py"), workflow_file, "-m", "lo...
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Run manta analysis inside prepared workflow directory.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/structural/manta.py#L91-L98
train
bcbio/bcbio-nextgen
bcbio/structural/manta.py
_prep_config
def _prep_config(items, paired, work_dir): """Run initial configuration, generating a run directory for Manta. """ assert utils.which("configManta.py"), "Could not find installed configManta.py" out_file = os.path.join(work_dir, "runWorkflow.py") if not utils.file_exists(out_file) or _out_of_date(ou...
python
def _prep_config(items, paired, work_dir): """Run initial configuration, generating a run directory for Manta. """ assert utils.which("configManta.py"), "Could not find installed configManta.py" out_file = os.path.join(work_dir, "runWorkflow.py") if not utils.file_exists(out_file) or _out_of_date(ou...
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Run initial configuration, generating a run directory for Manta.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/structural/manta.py#L100-L129
train
bcbio/bcbio-nextgen
bcbio/structural/manta.py
_prep_streamlined_config
def _prep_streamlined_config(config_script, work_dir): """Create manta INI file without steps that potentially increase runtimes. This removes calling of small indels. """ new_min_size = 100 in_file = config_script + ".ini" out_file = os.path.join(work_dir, os.path.basename(in_file)) with o...
python
def _prep_streamlined_config(config_script, work_dir): """Create manta INI file without steps that potentially increase runtimes. This removes calling of small indels. """ new_min_size = 100 in_file = config_script + ".ini" out_file = os.path.join(work_dir, os.path.basename(in_file)) with o...
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Create manta INI file without steps that potentially increase runtimes. This removes calling of small indels.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/structural/manta.py#L131-L146
train
bcbio/bcbio-nextgen
bcbio/structural/manta.py
_maybe_limit_chromosomes
def _maybe_limit_chromosomes(data): """Potentially limit chromosomes to avoid problematically named HLA contigs. HLAs have ':' characters in them which confuse downstream processing. If we have no problematic chromosomes we don't limit anything. """ std_chroms = [] prob_chroms = [] noalt_ca...
python
def _maybe_limit_chromosomes(data): """Potentially limit chromosomes to avoid problematically named HLA contigs. HLAs have ':' characters in them which confuse downstream processing. If we have no problematic chromosomes we don't limit anything. """ std_chroms = [] prob_chroms = [] noalt_ca...
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Potentially limit chromosomes to avoid problematically named HLA contigs. HLAs have ':' characters in them which confuse downstream processing. If we have no problematic chromosomes we don't limit anything.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/structural/manta.py#L148-L165
train
bcbio/bcbio-nextgen
bcbio/structural/manta.py
_out_of_date
def _out_of_date(rw_file): """Check if a run workflow file points to an older version of manta and needs a refresh. """ with open(rw_file) as in_handle: for line in in_handle: if line.startswith("sys.path.append"): file_version = line.split("/lib/python")[0].split("Cellar...
python
def _out_of_date(rw_file): """Check if a run workflow file points to an older version of manta and needs a refresh. """ with open(rw_file) as in_handle: for line in in_handle: if line.startswith("sys.path.append"): file_version = line.split("/lib/python")[0].split("Cellar...
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Check if a run workflow file points to an older version of manta and needs a refresh.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/structural/manta.py#L171-L180
train
bcbio/bcbio-nextgen
bcbio/variation/freebayes.py
_freebayes_options_from_config
def _freebayes_options_from_config(items, config, out_file, region=None): """Prepare standard options from configuration input. Input BED target files are merged to avoid overlapping regions which cause FreeBayes to call multiple times. Checks for empty sets of target regions after filtering for high ...
python
def _freebayes_options_from_config(items, config, out_file, region=None): """Prepare standard options from configuration input. Input BED target files are merged to avoid overlapping regions which cause FreeBayes to call multiple times. Checks for empty sets of target regions after filtering for high ...
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Prepare standard options from configuration input. Input BED target files are merged to avoid overlapping regions which cause FreeBayes to call multiple times. Checks for empty sets of target regions after filtering for high depth, in which case we should skip the FreeBayes run.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/freebayes.py#L29-L64
train
bcbio/bcbio-nextgen
bcbio/variation/freebayes.py
_add_somatic_opts
def _add_somatic_opts(opts, paired): """Add somatic options to current set. See _run_freebayes_paired for references. """ if "--min-alternate-fraction" not in opts and "-F" not in opts: # add minimum reportable allele frequency # FreeBayes defaults to 20%, but use 10% by default for the ...
python
def _add_somatic_opts(opts, paired): """Add somatic options to current set. See _run_freebayes_paired for references. """ if "--min-alternate-fraction" not in opts and "-F" not in opts: # add minimum reportable allele frequency # FreeBayes defaults to 20%, but use 10% by default for the ...
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Add somatic options to current set. See _run_freebayes_paired for references.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/freebayes.py#L66-L79
train
bcbio/bcbio-nextgen
bcbio/variation/freebayes.py
_run_freebayes_caller
def _run_freebayes_caller(align_bams, items, ref_file, assoc_files, region=None, out_file=None, somatic=None): """Detect SNPs and indels with FreeBayes. Performs post-filtering to remove very low quality variants which can cause issues feeding into GATK. Breaks variants into indiv...
python
def _run_freebayes_caller(align_bams, items, ref_file, assoc_files, region=None, out_file=None, somatic=None): """Detect SNPs and indels with FreeBayes. Performs post-filtering to remove very low quality variants which can cause issues feeding into GATK. Breaks variants into indiv...
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Detect SNPs and indels with FreeBayes. Performs post-filtering to remove very low quality variants which can cause issues feeding into GATK. Breaks variants into individual allelic primitives for analysis and evaluation.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/freebayes.py#L102-L144
train
bcbio/bcbio-nextgen
bcbio/variation/freebayes.py
_check_lods
def _check_lods(parts, tumor_thresh, normal_thresh, indexes): """Ensure likelihoods for tumor and normal pass thresholds. Skipped if no FreeBayes GL annotations available. """ try: gl_index = parts[8].split(":").index("GL") except ValueError: return True try: tumor_gls =...
python
def _check_lods(parts, tumor_thresh, normal_thresh, indexes): """Ensure likelihoods for tumor and normal pass thresholds. Skipped if no FreeBayes GL annotations available. """ try: gl_index = parts[8].split(":").index("GL") except ValueError: return True try: tumor_gls =...
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Ensure likelihoods for tumor and normal pass thresholds. Skipped if no FreeBayes GL annotations available.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/freebayes.py#L197-L224
train
bcbio/bcbio-nextgen
bcbio/variation/freebayes.py
_check_freqs
def _check_freqs(parts, indexes): """Ensure frequency of tumor to normal passes a reasonable threshold. Avoids calling low frequency tumors also present at low frequency in normals, which indicates a contamination or persistent error. """ thresh_ratio = 2.7 try: # FreeBayes ao_index = ...
python
def _check_freqs(parts, indexes): """Ensure frequency of tumor to normal passes a reasonable threshold. Avoids calling low frequency tumors also present at low frequency in normals, which indicates a contamination or persistent error. """ thresh_ratio = 2.7 try: # FreeBayes ao_index = ...
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Ensure frequency of tumor to normal passes a reasonable threshold. Avoids calling low frequency tumors also present at low frequency in normals, which indicates a contamination or persistent error.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/freebayes.py#L226-L260
train
bcbio/bcbio-nextgen
bcbio/variation/freebayes.py
_clean_freebayes_output
def _clean_freebayes_output(line): """Clean FreeBayes output to make post-processing with GATK happy. XXX Not applied on recent versions which fix issues to be more compatible with bgzip output, but retained in case of need. - Remove lines from FreeBayes outputs where REF/ALT are identical: 2 ...
python
def _clean_freebayes_output(line): """Clean FreeBayes output to make post-processing with GATK happy. XXX Not applied on recent versions which fix issues to be more compatible with bgzip output, but retained in case of need. - Remove lines from FreeBayes outputs where REF/ALT are identical: 2 ...
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Clean FreeBayes output to make post-processing with GATK happy. XXX Not applied on recent versions which fix issues to be more compatible with bgzip output, but retained in case of need. - Remove lines from FreeBayes outputs where REF/ALT are identical: 2 22816178 . G G ...
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/freebayes.py#L332-L353
train
bcbio/bcbio-nextgen
bcbio/variation/freebayes.py
clean_vcf_output
def clean_vcf_output(orig_file, clean_fn, config, name="clean"): """Provide framework to clean a file in-place, with the specified clean function. """ base, ext = utils.splitext_plus(orig_file) out_file = "{0}-{1}{2}".format(base, name, ext) if not utils.file_exists(out_file): with open(...
python
def clean_vcf_output(orig_file, clean_fn, config, name="clean"): """Provide framework to clean a file in-place, with the specified clean function. """ base, ext = utils.splitext_plus(orig_file) out_file = "{0}-{1}{2}".format(base, name, ext) if not utils.file_exists(out_file): with open(...
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Provide framework to clean a file in-place, with the specified clean function.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/freebayes.py#L355-L372
train
bcbio/bcbio-nextgen
bcbio/variation/effects.py
get_type
def get_type(data): """Retrieve the type of effects calculation to do. """ if data["analysis"].lower().startswith("var") or dd.get_variantcaller(data): return tz.get_in(("config", "algorithm", "effects"), data, "snpeff")
python
def get_type(data): """Retrieve the type of effects calculation to do. """ if data["analysis"].lower().startswith("var") or dd.get_variantcaller(data): return tz.get_in(("config", "algorithm", "effects"), data, "snpeff")
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/effects.py#L46-L50
train
bcbio/bcbio-nextgen
bcbio/variation/effects.py
prep_vep_cache
def prep_vep_cache(dbkey, ref_file, tooldir=None, config=None): """Ensure correct installation of VEP cache file. """ if config is None: config = {} resource_file = os.path.join(os.path.dirname(ref_file), "%s-resources.yaml" % dbkey) if os.path.exists(resource_file): with open(resource_file)...
python
def prep_vep_cache(dbkey, ref_file, tooldir=None, config=None): """Ensure correct installation of VEP cache file. """ if config is None: config = {} resource_file = os.path.join(os.path.dirname(ref_file), "%s-resources.yaml" % dbkey) if os.path.exists(resource_file): with open(resource_file)...
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Ensure correct installation of VEP cache file.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/effects.py#L74-L117
train
bcbio/bcbio-nextgen
bcbio/variation/effects.py
_get_G2P
def _get_G2P(data): """ A VEP plugin that uses G2P allelic requirements to assess variants in genes for potential phenotype involvement. """ G2P_file = os.path.realpath(tz.get_in(("genome_resources", "variation", "genotype2phenotype"), data)) args = ["--plugin", "G2P,file:%s" % (G2P_file)] i...
python
def _get_G2P(data): """ A VEP plugin that uses G2P allelic requirements to assess variants in genes for potential phenotype involvement. """ G2P_file = os.path.realpath(tz.get_in(("genome_resources", "variation", "genotype2phenotype"), data)) args = ["--plugin", "G2P,file:%s" % (G2P_file)] i...
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A VEP plugin that uses G2P allelic requirements to assess variants in genes for potential phenotype involvement.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/effects.py#L234-L244
train
bcbio/bcbio-nextgen
bcbio/variation/effects.py
_snpeff_args_from_config
def _snpeff_args_from_config(data): """Retrieve snpEff arguments supplied through input configuration. """ config = data["config"] args = ["-hgvs"] # General supplied arguments resources = config_utils.get_resources("snpeff", config) if resources.get("options"): args += [str(x) for x...
python
def _snpeff_args_from_config(data): """Retrieve snpEff arguments supplied through input configuration. """ config = data["config"] args = ["-hgvs"] # General supplied arguments resources = config_utils.get_resources("snpeff", config) if resources.get("options"): args += [str(x) for x...
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Retrieve snpEff arguments supplied through input configuration.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/effects.py#L266-L288
train
bcbio/bcbio-nextgen
bcbio/variation/effects.py
get_db
def get_db(data): """Retrieve a snpEff database name and location relative to reference file. """ snpeff_db = utils.get_in(data, ("genome_resources", "aliases", "snpeff")) snpeff_base_dir = None if snpeff_db: snpeff_base_dir = utils.get_in(data, ("reference", "snpeff")) if not (isins...
python
def get_db(data): """Retrieve a snpEff database name and location relative to reference file. """ snpeff_db = utils.get_in(data, ("genome_resources", "aliases", "snpeff")) snpeff_base_dir = None if snpeff_db: snpeff_base_dir = utils.get_in(data, ("reference", "snpeff")) if not (isins...
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Retrieve a snpEff database name and location relative to reference file.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/effects.py#L290-L320
train
bcbio/bcbio-nextgen
bcbio/variation/effects.py
_get_snpeff_cmd
def _get_snpeff_cmd(cmd_name, datadir, data, out_file): """Retrieve snpEff base command line. """ resources = config_utils.get_resources("snpeff", data["config"]) jvm_opts = resources.get("jvm_opts", ["-Xms750m", "-Xmx3g"]) # scale by cores, defaulting to 2x base usage to ensure we have enough memor...
python
def _get_snpeff_cmd(cmd_name, datadir, data, out_file): """Retrieve snpEff base command line. """ resources = config_utils.get_resources("snpeff", data["config"]) jvm_opts = resources.get("jvm_opts", ["-Xms750m", "-Xmx3g"]) # scale by cores, defaulting to 2x base usage to ensure we have enough memor...
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Retrieve snpEff base command line.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/effects.py#L339-L358
train
bcbio/bcbio-nextgen
bcbio/variation/effects.py
_run_snpeff
def _run_snpeff(snp_in, out_format, data): """Run effects prediction with snpEff, skipping if snpEff database not present. """ snpeff_db, datadir = get_db(data) if not snpeff_db: return None, None assert os.path.exists(os.path.join(datadir, snpeff_db)), \ "Did not find %s snpEff gen...
python
def _run_snpeff(snp_in, out_format, data): """Run effects prediction with snpEff, skipping if snpEff database not present. """ snpeff_db, datadir = get_db(data) if not snpeff_db: return None, None assert os.path.exists(os.path.join(datadir, snpeff_db)), \ "Did not find %s snpEff gen...
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Run effects prediction with snpEff, skipping if snpEff database not present.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/effects.py#L360-L386
train
bcbio/bcbio-nextgen
bcbio/variation/effects.py
_installed_snpeff_genome
def _installed_snpeff_genome(base_name, config): """Find the most recent installed genome for snpEff with the given name. """ snpeff_config_file = os.path.join(config_utils.get_program("snpeff", config, "dir"), "snpEff.config") if os.path.exists(snpeff_config_file):...
python
def _installed_snpeff_genome(base_name, config): """Find the most recent installed genome for snpEff with the given name. """ snpeff_config_file = os.path.join(config_utils.get_program("snpeff", config, "dir"), "snpEff.config") if os.path.exists(snpeff_config_file):...
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Find the most recent installed genome for snpEff with the given name.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/effects.py#L400-L415
train
bcbio/bcbio-nextgen
bcbio/ngsalign/minimap2.py
remap_index_fn
def remap_index_fn(ref_file): """minimap2 can build indexes on the fly but will also store commons ones. """ index_dir = os.path.join(os.path.dirname(ref_file), os.pardir, "minimap2") if os.path.exists(index_dir) and os.path.isdir(index_dir): return index_dir else: return os.path.dir...
python
def remap_index_fn(ref_file): """minimap2 can build indexes on the fly but will also store commons ones. """ index_dir = os.path.join(os.path.dirname(ref_file), os.pardir, "minimap2") if os.path.exists(index_dir) and os.path.isdir(index_dir): return index_dir else: return os.path.dir...
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minimap2 can build indexes on the fly but will also store commons ones.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/ngsalign/minimap2.py#L44-L51
train
bcbio/bcbio-nextgen
scripts/bcbio_prepare_samples.py
create_new_csv
def create_new_csv(samples, args): """create csv file that can be use with bcbio -w template""" out_fn = os.path.splitext(args.csv)[0] + "-merged.csv" logger.info("Preparing new csv: %s" % out_fn) with file_transaction(out_fn) as tx_out: with open(tx_out, 'w') as handle: handle.write...
python
def create_new_csv(samples, args): """create csv file that can be use with bcbio -w template""" out_fn = os.path.splitext(args.csv)[0] + "-merged.csv" logger.info("Preparing new csv: %s" % out_fn) with file_transaction(out_fn) as tx_out: with open(tx_out, 'w') as handle: handle.write...
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create csv file that can be use with bcbio -w template
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/scripts/bcbio_prepare_samples.py#L23-L32
train
bcbio/bcbio-nextgen
scripts/bcbio_prepare_samples.py
_get_samples_to_process
def _get_samples_to_process(fn, out_dir, config, force_single, separators): """parse csv file with one line per file. It will merge all files that have the same description name""" out_dir = os.path.abspath(out_dir) samples = defaultdict(list) with open(fn) as handle: for l in handle: ...
python
def _get_samples_to_process(fn, out_dir, config, force_single, separators): """parse csv file with one line per file. It will merge all files that have the same description name""" out_dir = os.path.abspath(out_dir) samples = defaultdict(list) with open(fn) as handle: for l in handle: ...
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/scripts/bcbio_prepare_samples.py#L41-L83
train
bcbio/bcbio-nextgen
scripts/bcbio_prepare_samples.py
_check_stems
def _check_stems(files): """check if stem names are the same and use full path then""" used = set() for fn in files: if os.path.basename(fn) in used: logger.warning("%s stem is multiple times in your file list, " "so we don't know " "how ...
python
def _check_stems(files): """check if stem names are the same and use full path then""" used = set() for fn in files: if os.path.basename(fn) in used: logger.warning("%s stem is multiple times in your file list, " "so we don't know " "how ...
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check if stem names are the same and use full path then
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/scripts/bcbio_prepare_samples.py#L86-L101
train
bcbio/bcbio-nextgen
scripts/bcbio_prepare_samples.py
get_cluster_view
def get_cluster_view(p): """get ipython running""" from cluster_helper import cluster as ipc return ipc.cluster_view(p['scheduler'], p['queue'], p['num_jobs'], p['cores_per_job'], start_wait=p['timeout'], extra_params={"resources": p['resources'], "mem": p['mem'], "tag": p['tag'], "run_local": False})
python
def get_cluster_view(p): """get ipython running""" from cluster_helper import cluster as ipc return ipc.cluster_view(p['scheduler'], p['queue'], p['num_jobs'], p['cores_per_job'], start_wait=p['timeout'], extra_params={"resources": p['resources'], "mem": p['mem'], "tag": p['tag'], "run_local": False})
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get ipython running
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/scripts/bcbio_prepare_samples.py#L114-L117
train
bcbio/bcbio-nextgen
bcbio/upload/__init__.py
from_sample
def from_sample(sample): """Upload results of processing from an analysis pipeline sample. """ upload_config = sample.get("upload") if upload_config: approach = _approaches[upload_config.get("method", "filesystem")] for finfo in _get_files(sample): approach.update_file(finfo,...
python
def from_sample(sample): """Upload results of processing from an analysis pipeline sample. """ upload_config = sample.get("upload") if upload_config: approach = _approaches[upload_config.get("method", "filesystem")] for finfo in _get_files(sample): approach.update_file(finfo,...
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/upload/__init__.py#L29-L37
train
bcbio/bcbio-nextgen
bcbio/upload/__init__.py
_get_files
def _get_files(sample): """Retrieve files for the sample, dispatching by analysis type. Each file is a dictionary containing the path plus associated metadata about the file and pipeline versions. """ analysis = sample.get("analysis") if analysis.lower() in ["variant", "snp calling", "variant2"...
python
def _get_files(sample): """Retrieve files for the sample, dispatching by analysis type. Each file is a dictionary containing the path plus associated metadata about the file and pipeline versions. """ analysis = sample.get("analysis") if analysis.lower() in ["variant", "snp calling", "variant2"...
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Retrieve files for the sample, dispatching by analysis type. Each file is a dictionary containing the path plus associated metadata about the file and pipeline versions.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/upload/__init__.py#L56-L74
train
bcbio/bcbio-nextgen
bcbio/upload/__init__.py
_add_meta
def _add_meta(xs, sample=None, config=None): """Add top level information about the sample or flowcell to output. Sorts outputs into sample names (sample input) and project (config input). """ out = [] for x in xs: if not isinstance(x["path"], six.string_types) or not os.path.exists(x["path...
python
def _add_meta(xs, sample=None, config=None): """Add top level information about the sample or flowcell to output. Sorts outputs into sample names (sample input) and project (config input). """ out = [] for x in xs: if not isinstance(x["path"], six.string_types) or not os.path.exists(x["path...
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Add top level information about the sample or flowcell to output. Sorts outputs into sample names (sample input) and project (config input).
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/upload/__init__.py#L123-L144
train
bcbio/bcbio-nextgen
bcbio/upload/__init__.py
_get_files_variantcall
def _get_files_variantcall(sample): """Return output files for the variant calling pipeline. """ out = [] algorithm = sample["config"]["algorithm"] out = _maybe_add_summary(algorithm, sample, out) out = _maybe_add_alignment(algorithm, sample, out) out = _maybe_add_callable(sample, out) o...
python
def _get_files_variantcall(sample): """Return output files for the variant calling pipeline. """ out = [] algorithm = sample["config"]["algorithm"] out = _maybe_add_summary(algorithm, sample, out) out = _maybe_add_alignment(algorithm, sample, out) out = _maybe_add_callable(sample, out) o...
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Return output files for the variant calling pipeline.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/upload/__init__.py#L146-L161
train
bcbio/bcbio-nextgen
bcbio/upload/__init__.py
_maybe_add_callable
def _maybe_add_callable(data, out): """Add callable and depth regions to output folder. """ callable_bed = dd.get_sample_callable(data) if callable_bed: out.append({"path": callable_bed, "type": "bed", "ext": "callable"}) perbase_bed = tz.get_in(["depth", "variant_regions", "per_base"], data...
python
def _maybe_add_callable(data, out): """Add callable and depth regions to output folder. """ callable_bed = dd.get_sample_callable(data) if callable_bed: out.append({"path": callable_bed, "type": "bed", "ext": "callable"}) perbase_bed = tz.get_in(["depth", "variant_regions", "per_base"], data...
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Add callable and depth regions to output folder.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/upload/__init__.py#L183-L192
train
bcbio/bcbio-nextgen
bcbio/upload/__init__.py
_get_batch_name
def _get_batch_name(sample): """Retrieve batch name for use in SV calling outputs. Handles multiple batches split via SV calling. """ batch = dd.get_batch(sample) or dd.get_sample_name(sample) if isinstance(batch, (list, tuple)) and len(batch) > 1: batch = dd.get_sample_name(sample) ret...
python
def _get_batch_name(sample): """Retrieve batch name for use in SV calling outputs. Handles multiple batches split via SV calling. """ batch = dd.get_batch(sample) or dd.get_sample_name(sample) if isinstance(batch, (list, tuple)) and len(batch) > 1: batch = dd.get_sample_name(sample) ret...
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Retrieve batch name for use in SV calling outputs. Handles multiple batches split via SV calling.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/upload/__init__.py#L236-L244
train
bcbio/bcbio-nextgen
bcbio/upload/__init__.py
_sample_variant_file_in_population
def _sample_variant_file_in_population(x): """Check if a sample file is the same as the population file. This is true for batches where we don't extract into samples and do not run decomposition for gemini. '""" if "population" in x: a = _get_project_vcf(x) b = _get_variant_file(x, ...
python
def _sample_variant_file_in_population(x): """Check if a sample file is the same as the population file. This is true for batches where we don't extract into samples and do not run decomposition for gemini. '""" if "population" in x: a = _get_project_vcf(x) b = _get_variant_file(x, ...
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Check if a sample file is the same as the population file. This is true for batches where we don't extract into samples and do not run decomposition for gemini.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/upload/__init__.py#L316-L329
train
bcbio/bcbio-nextgen
bcbio/upload/__init__.py
_get_variant_file
def _get_variant_file(x, key, suffix="", sample=None, ignore_do_upload=False): """Retrieve VCF file with the given key if it exists, handling bgzipped. """ out = [] fname = utils.get_in(x, key) upload_key = list(key) upload_key[-1] = "do_upload" do_upload = tz.get_in(tuple(upload_key), x, Tr...
python
def _get_variant_file(x, key, suffix="", sample=None, ignore_do_upload=False): """Retrieve VCF file with the given key if it exists, handling bgzipped. """ out = [] fname = utils.get_in(x, key) upload_key = list(key) upload_key[-1] = "do_upload" do_upload = tz.get_in(tuple(upload_key), x, Tr...
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Retrieve VCF file with the given key if it exists, handling bgzipped.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/upload/__init__.py#L331-L368
train
bcbio/bcbio-nextgen
bcbio/upload/__init__.py
_add_batch
def _add_batch(x, sample): """Potentially add batch name to an upload file. """ added = False for batch in sorted(dd.get_batches(sample) or [], key=len, reverse=True): if batch and os.path.basename(x["path"]).startswith(("%s-" % batch, "%s.vcf" % batch)): x["batch"] = batch ...
python
def _add_batch(x, sample): """Potentially add batch name to an upload file. """ added = False for batch in sorted(dd.get_batches(sample) or [], key=len, reverse=True): if batch and os.path.basename(x["path"]).startswith(("%s-" % batch, "%s.vcf" % batch)): x["batch"] = batch ...
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Potentially add batch name to an upload file.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/upload/__init__.py#L638-L649
train
bcbio/bcbio-nextgen
bcbio/upload/__init__.py
_get_project_vcf
def _get_project_vcf(x, suffix=""): """Get our project VCF, either from the population or the variant batch file. """ vcfs = _get_variant_file(x, ("population", "vcf"), suffix=suffix) if not vcfs: vcfs = _get_variant_file(x, ("vrn_file_batch", ), suffix=suffix, ignore_do_upload=True) if ...
python
def _get_project_vcf(x, suffix=""): """Get our project VCF, either from the population or the variant batch file. """ vcfs = _get_variant_file(x, ("population", "vcf"), suffix=suffix) if not vcfs: vcfs = _get_variant_file(x, ("vrn_file_batch", ), suffix=suffix, ignore_do_upload=True) if ...
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Get our project VCF, either from the population or the variant batch file.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/upload/__init__.py#L651-L659
train
bcbio/bcbio-nextgen
scripts/utils/resort_bam_karyotype.py
_id_remapper
def _id_remapper(orig, new): """Provide a dictionary remapping original read indexes to new indexes. When re-ordering the header, the individual read identifiers need to be updated as well. """ new_chrom_to_index = {} for i_n, (chr_n, _) in enumerate(new): new_chrom_to_index[chr_n] = i_...
python
def _id_remapper(orig, new): """Provide a dictionary remapping original read indexes to new indexes. When re-ordering the header, the individual read identifiers need to be updated as well. """ new_chrom_to_index = {} for i_n, (chr_n, _) in enumerate(new): new_chrom_to_index[chr_n] = i_...
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Provide a dictionary remapping original read indexes to new indexes. When re-ordering the header, the individual read identifiers need to be updated as well.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/scripts/utils/resort_bam_karyotype.py#L67-L81
train
bcbio/bcbio-nextgen
scripts/bcbio_setup_genome.py
_clean_rec_name
def _clean_rec_name(rec): """Clean illegal characters in input fasta file which cause problems downstream. """ out_id = [] for char in list(rec.id): if char in ALLOWED_CONTIG_NAME_CHARS: out_id.append(char) else: out_id.append("_") rec.id = "".join(out_id) ...
python
def _clean_rec_name(rec): """Clean illegal characters in input fasta file which cause problems downstream. """ out_id = [] for char in list(rec.id): if char in ALLOWED_CONTIG_NAME_CHARS: out_id.append(char) else: out_id.append("_") rec.id = "".join(out_id) ...
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Clean illegal characters in input fasta file which cause problems downstream.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/scripts/bcbio_setup_genome.py#L151-L162
train
bcbio/bcbio-nextgen
bcbio/qc/kraken.py
run
def run(_, data, out_dir): """Run kraken, generating report in specified directory and parsing metrics. Using only first paired reads. """ # logger.info("Number of aligned reads < than 0.60 in %s: %s" % (dd.get_sample_name(data), ratio)) logger.info("Running kraken to determine contaminant: %s" %...
python
def run(_, data, out_dir): """Run kraken, generating report in specified directory and parsing metrics. Using only first paired reads. """ # logger.info("Number of aligned reads < than 0.60 in %s: %s" % (dd.get_sample_name(data), ratio)) logger.info("Running kraken to determine contaminant: %s" %...
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Run kraken, generating report in specified directory and parsing metrics. Using only first paired reads.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/qc/kraken.py#L16-L57
train
bcbio/bcbio-nextgen
bcbio/qc/kraken.py
_parse_kraken_output
def _parse_kraken_output(out_dir, db, data): """Parse kraken stat info comming from stderr, generating report with kraken-report """ in_file = os.path.join(out_dir, "kraken_out") stat_file = os.path.join(out_dir, "kraken_stats") out_file = os.path.join(out_dir, "kraken_summary") kraken_cm...
python
def _parse_kraken_output(out_dir, db, data): """Parse kraken stat info comming from stderr, generating report with kraken-report """ in_file = os.path.join(out_dir, "kraken_out") stat_file = os.path.join(out_dir, "kraken_stats") out_file = os.path.join(out_dir, "kraken_summary") kraken_cm...
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Parse kraken stat info comming from stderr, generating report with kraken-report
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/qc/kraken.py#L59-L81
train
bcbio/bcbio-nextgen
bcbio/qc/kraken.py
_summarize_kraken
def _summarize_kraken(fn): """get the value at species level""" kraken = {} list_sp, list_value = [], [] with open(fn) as handle: for line in handle: cols = line.strip().split("\t") sp = cols[5].strip() if len(sp.split(" ")) > 1 and not sp.startswith("cellular...
python
def _summarize_kraken(fn): """get the value at species level""" kraken = {} list_sp, list_value = [], [] with open(fn) as handle: for line in handle: cols = line.strip().split("\t") sp = cols[5].strip() if len(sp.split(" ")) > 1 and not sp.startswith("cellular...
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get the value at species level
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/qc/kraken.py#L83-L95
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_get_main_and_json
def _get_main_and_json(directory): """Retrieve the main CWL and sample JSON files from a bcbio generated directory. """ directory = os.path.normpath(os.path.abspath(directory)) checker_main = os.path.normpath(os.path.join(directory, os.path.pardir, "checker-workflow-wrapping-tool.cwl")) if checker_m...
python
def _get_main_and_json(directory): """Retrieve the main CWL and sample JSON files from a bcbio generated directory. """ directory = os.path.normpath(os.path.abspath(directory)) checker_main = os.path.normpath(os.path.join(directory, os.path.pardir, "checker-workflow-wrapping-tool.cwl")) if checker_m...
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Retrieve the main CWL and sample JSON files from a bcbio generated directory.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L18-L32
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_run_tool
def _run_tool(cmd, use_container=True, work_dir=None, log_file=None): """Run with injection of bcbio path. Place at end for runs without containers to avoid overriding other bcbio installations. """ if isinstance(cmd, (list, tuple)): cmd = " ".join([str(x) for x in cmd]) cmd = utils.loc...
python
def _run_tool(cmd, use_container=True, work_dir=None, log_file=None): """Run with injection of bcbio path. Place at end for runs without containers to avoid overriding other bcbio installations. """ if isinstance(cmd, (list, tuple)): cmd = " ".join([str(x) for x in cmd]) cmd = utils.loc...
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Run with injection of bcbio path. Place at end for runs without containers to avoid overriding other bcbio installations.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L34-L50
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_pack_cwl
def _pack_cwl(unpacked_cwl): """Pack CWL into a single document for submission. """ out_file = "%s-pack%s" % os.path.splitext(unpacked_cwl) cmd = "cwltool --pack {unpacked_cwl} > {out_file}" _run_tool(cmd.format(**locals())) return out_file
python
def _pack_cwl(unpacked_cwl): """Pack CWL into a single document for submission. """ out_file = "%s-pack%s" % os.path.splitext(unpacked_cwl) cmd = "cwltool --pack {unpacked_cwl} > {out_file}" _run_tool(cmd.format(**locals())) return out_file
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Pack CWL into a single document for submission.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L52-L58
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_remove_bcbiovm_path
def _remove_bcbiovm_path(): """Avoid referencing minimal bcbio_nextgen in bcbio_vm installation. """ cur_path = os.path.dirname(os.path.realpath(sys.executable)) paths = os.environ["PATH"].split(":") if cur_path in paths: paths.remove(cur_path) os.environ["PATH"] = ":".join(paths)
python
def _remove_bcbiovm_path(): """Avoid referencing minimal bcbio_nextgen in bcbio_vm installation. """ cur_path = os.path.dirname(os.path.realpath(sys.executable)) paths = os.environ["PATH"].split(":") if cur_path in paths: paths.remove(cur_path) os.environ["PATH"] = ":".join(paths)
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Avoid referencing minimal bcbio_nextgen in bcbio_vm installation.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L74-L81
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_run_arvados
def _run_arvados(args): """Run CWL on Arvados. """ assert not args.no_container, "Arvados runs require containers" assert "ARVADOS_API_TOKEN" in os.environ and "ARVADOS_API_HOST" in os.environ, \ "Need to set ARVADOS_API_TOKEN and ARVADOS_API_HOST in environment to run" main_file, json_file,...
python
def _run_arvados(args): """Run CWL on Arvados. """ assert not args.no_container, "Arvados runs require containers" assert "ARVADOS_API_TOKEN" in os.environ and "ARVADOS_API_HOST" in os.environ, \ "Need to set ARVADOS_API_TOKEN and ARVADOS_API_HOST in environment to run" main_file, json_file,...
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Run CWL on Arvados.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L99-L108
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_run_toil
def _run_toil(args): """Run CWL with Toil. """ main_file, json_file, project_name = _get_main_and_json(args.directory) work_dir = utils.safe_makedir(os.path.join(os.getcwd(), "toil_work")) tmp_dir = utils.safe_makedir(os.path.join(work_dir, "tmpdir")) os.environ["TMPDIR"] = tmp_dir log_file ...
python
def _run_toil(args): """Run CWL with Toil. """ main_file, json_file, project_name = _get_main_and_json(args.directory) work_dir = utils.safe_makedir(os.path.join(os.getcwd(), "toil_work")) tmp_dir = utils.safe_makedir(os.path.join(work_dir, "tmpdir")) os.environ["TMPDIR"] = tmp_dir log_file ...
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Run CWL with Toil.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L110-L135
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_run_bunny
def _run_bunny(args): """Run CWL with rabix bunny. """ main_file, json_file, project_name = _get_main_and_json(args.directory) work_dir = utils.safe_makedir(os.path.join(os.getcwd(), "bunny_work")) flags = ["-b", work_dir] log_file = os.path.join(work_dir, "%s-bunny.log" % project_name) if o...
python
def _run_bunny(args): """Run CWL with rabix bunny. """ main_file, json_file, project_name = _get_main_and_json(args.directory) work_dir = utils.safe_makedir(os.path.join(os.getcwd(), "bunny_work")) flags = ["-b", work_dir] log_file = os.path.join(work_dir, "%s-bunny.log" % project_name) if o...
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Run CWL with rabix bunny.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L137-L154
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_run_wes_stratus
def _run_wes_stratus(args, main_file, json_file): """Run WES on Illumina stratus endpoint server, which wes-client doesn't support. https://stratus-docs.readme.io/docs/quick-start-4 """ import requests base_url = args.host if not base_url.startswith("http"): base_url = "https://%s" % ba...
python
def _run_wes_stratus(args, main_file, json_file): """Run WES on Illumina stratus endpoint server, which wes-client doesn't support. https://stratus-docs.readme.io/docs/quick-start-4 """ import requests base_url = args.host if not base_url.startswith("http"): base_url = "https://%s" % ba...
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Run WES on Illumina stratus endpoint server, which wes-client doesn't support. https://stratus-docs.readme.io/docs/quick-start-4
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L172-L187
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_estimate_runner_memory
def _estimate_runner_memory(json_file): """Estimate Java memory requirements based on number of samples. A rough approach to selecting correct allocated memory for Cromwell. """ with open(json_file) as in_handle: sinfo = json.load(in_handle) num_parallel = 1 for key in ["config__algorit...
python
def _estimate_runner_memory(json_file): """Estimate Java memory requirements based on number of samples. A rough approach to selecting correct allocated memory for Cromwell. """ with open(json_file) as in_handle: sinfo = json.load(in_handle) num_parallel = 1 for key in ["config__algorit...
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Estimate Java memory requirements based on number of samples. A rough approach to selecting correct allocated memory for Cromwell.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L189-L218
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_run_cromwell
def _run_cromwell(args): """Run CWL with Cromwell. """ main_file, json_file, project_name = _get_main_and_json(args.directory) work_dir = utils.safe_makedir(os.path.join(os.getcwd(), "cromwell_work")) final_dir = utils.safe_makedir(os.path.join(work_dir, "final")) if args.no_container: _...
python
def _run_cromwell(args): """Run CWL with Cromwell. """ main_file, json_file, project_name = _get_main_and_json(args.directory) work_dir = utils.safe_makedir(os.path.join(os.getcwd(), "cromwell_work")) final_dir = utils.safe_makedir(os.path.join(work_dir, "final")) if args.no_container: _...
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Run CWL with Cromwell.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L220-L251
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_cromwell_debug
def _cromwell_debug(metadata): """Format Cromwell failures to make debugging easier. """ def get_failed_calls(cur, key=None): if key is None: key = [] out = [] if isinstance(cur, dict) and "failures" in cur and "callRoot" in cur: out.append((key, cur)) elif isinst...
python
def _cromwell_debug(metadata): """Format Cromwell failures to make debugging easier. """ def get_failed_calls(cur, key=None): if key is None: key = [] out = [] if isinstance(cur, dict) and "failures" in cur and "callRoot" in cur: out.append((key, cur)) elif isinst...
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Format Cromwell failures to make debugging easier.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L253-L277
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_cromwell_move_outputs
def _cromwell_move_outputs(metadata, final_dir): """Move Cromwell outputs to the final upload directory. """ sample_key = [k for k in metadata["outputs"].keys() if k.endswith(("rgnames__sample", "rgnames__sample_out"))][0] project_dir = utils.safe_makedir(os.path.join(final_dir, "project")) samples ...
python
def _cromwell_move_outputs(metadata, final_dir): """Move Cromwell outputs to the final upload directory. """ sample_key = [k for k in metadata["outputs"].keys() if k.endswith(("rgnames__sample", "rgnames__sample_out"))][0] project_dir = utils.safe_makedir(os.path.join(final_dir, "project")) samples ...
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L279-L311
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_run_sbgenomics
def _run_sbgenomics(args): """Run CWL on SevenBridges platform and Cancer Genomics Cloud. """ assert not args.no_container, "Seven Bridges runs require containers" main_file, json_file, project_name = _get_main_and_json(args.directory) flags = [] cmd = ["sbg-cwl-runner"] + flags + args.toolargs ...
python
def _run_sbgenomics(args): """Run CWL on SevenBridges platform and Cancer Genomics Cloud. """ assert not args.no_container, "Seven Bridges runs require containers" main_file, json_file, project_name = _get_main_and_json(args.directory) flags = [] cmd = ["sbg-cwl-runner"] + flags + args.toolargs ...
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Run CWL on SevenBridges platform and Cancer Genomics Cloud.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L313-L320
train
bcbio/bcbio-nextgen
bcbio/cwl/tool.py
_run_funnel
def _run_funnel(args): """Run funnel TES server with rabix bunny for CWL. """ host = "localhost" port = "8088" main_file, json_file, project_name = _get_main_and_json(args.directory) work_dir = utils.safe_makedir(os.path.join(os.getcwd(), "funnel_work")) log_file = os.path.join(work_dir, "%s...
python
def _run_funnel(args): """Run funnel TES server with rabix bunny for CWL. """ host = "localhost" port = "8088" main_file, json_file, project_name = _get_main_and_json(args.directory) work_dir = utils.safe_makedir(os.path.join(os.getcwd(), "funnel_work")) log_file = os.path.join(work_dir, "%s...
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Run funnel TES server with rabix bunny for CWL.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/cwl/tool.py#L322-L357
train
bcbio/bcbio-nextgen
bcbio/qc/qualimap.py
_parse_qualimap_globals_inregion
def _parse_qualimap_globals_inregion(table): """Retrieve metrics from the global targeted region table. """ out = {} for row in table.find_all("tr"): col, val = [x.text for x in row.find_all("td")] if col == "Mapped reads": out.update(_parse_num_pct("%s (in regions)" % col, v...
python
def _parse_qualimap_globals_inregion(table): """Retrieve metrics from the global targeted region table. """ out = {} for row in table.find_all("tr"): col, val = [x.text for x in row.find_all("td")] if col == "Mapped reads": out.update(_parse_num_pct("%s (in regions)" % col, v...
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Retrieve metrics from the global targeted region table.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/qc/qualimap.py#L131-L139
train
bcbio/bcbio-nextgen
bcbio/qc/qualimap.py
_parse_qualimap_coverage
def _parse_qualimap_coverage(table): """Parse summary qualimap coverage metrics. """ out = {} for row in table.find_all("tr"): col, val = [x.text for x in row.find_all("td")] if col == "Mean": out["Coverage (Mean)"] = val return out
python
def _parse_qualimap_coverage(table): """Parse summary qualimap coverage metrics. """ out = {} for row in table.find_all("tr"): col, val = [x.text for x in row.find_all("td")] if col == "Mean": out["Coverage (Mean)"] = val return out
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Parse summary qualimap coverage metrics.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/qc/qualimap.py#L141-L149
train
bcbio/bcbio-nextgen
bcbio/qc/qualimap.py
_bed_to_bed6
def _bed_to_bed6(orig_file, out_dir): """Convert bed to required bed6 inputs. """ bed6_file = os.path.join(out_dir, "%s-bed6%s" % os.path.splitext(os.path.basename(orig_file))) if not utils.file_exists(bed6_file): with open(bed6_file, "w") as out_handle: for i, region in enumerate(li...
python
def _bed_to_bed6(orig_file, out_dir): """Convert bed to required bed6 inputs. """ bed6_file = os.path.join(out_dir, "%s-bed6%s" % os.path.splitext(os.path.basename(orig_file))) if not utils.file_exists(bed6_file): with open(bed6_file, "w") as out_handle: for i, region in enumerate(li...
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Convert bed to required bed6 inputs.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/qc/qualimap.py#L161-L172
train
bcbio/bcbio-nextgen
bcbio/qc/qualimap.py
_detect_duplicates
def _detect_duplicates(bam_file, out_dir, data): """ count duplicate percentage """ out_file = os.path.join(out_dir, "dup_metrics.txt") if not utils.file_exists(out_file): dup_align_bam = postalign.dedup_bam(bam_file, data) logger.info("Detecting duplicates in %s." % dup_align_bam) ...
python
def _detect_duplicates(bam_file, out_dir, data): """ count duplicate percentage """ out_file = os.path.join(out_dir, "dup_metrics.txt") if not utils.file_exists(out_file): dup_align_bam = postalign.dedup_bam(bam_file, data) logger.info("Detecting duplicates in %s." % dup_align_bam) ...
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count duplicate percentage
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/qc/qualimap.py#L219-L239
train
bcbio/bcbio-nextgen
bcbio/qc/qualimap.py
run_rnaseq
def run_rnaseq(bam_file, data, out_dir): """ Run qualimap for a rnaseq bam file and parse results """ strandedness = {"firststrand": "strand-specific-reverse", "secondstrand": "strand-specific-forward", "unstranded": "non-strand-specific"} # Qualimap results ...
python
def run_rnaseq(bam_file, data, out_dir): """ Run qualimap for a rnaseq bam file and parse results """ strandedness = {"firststrand": "strand-specific-reverse", "secondstrand": "strand-specific-forward", "unstranded": "non-strand-specific"} # Qualimap results ...
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/qc/qualimap.py#L317-L354
train
bcbio/bcbio-nextgen
bcbio/qc/qualimap.py
_rnaseq_qualimap_cmd
def _rnaseq_qualimap_cmd(data, bam_file, out_dir, gtf_file=None, library="non-strand-specific"): """ Create command lines for qualimap """ config = data["config"] qualimap = config_utils.get_program("qualimap", config) resources = config_utils.get_resources("qualimap", config) num_cores = re...
python
def _rnaseq_qualimap_cmd(data, bam_file, out_dir, gtf_file=None, library="non-strand-specific"): """ Create command lines for qualimap """ config = data["config"] qualimap = config_utils.get_program("qualimap", config) resources = config_utils.get_resources("qualimap", config) num_cores = re...
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/qc/qualimap.py#L356-L373
train
bcbio/bcbio-nextgen
bcbio/qc/qualimap.py
_find_qualimap_secondary_files
def _find_qualimap_secondary_files(results_dir, base_file): """Retrieve additional files, avoiding double uploading the base file. """ def not_dup(x): is_dup = (os.path.basename(x) == os.path.basename(base_file) and os.path.getsize(x) == os.path.getsize(base_file)) return n...
python
def _find_qualimap_secondary_files(results_dir, base_file): """Retrieve additional files, avoiding double uploading the base file. """ def not_dup(x): is_dup = (os.path.basename(x) == os.path.basename(base_file) and os.path.getsize(x) == os.path.getsize(base_file)) return n...
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Retrieve additional files, avoiding double uploading the base file.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/qc/qualimap.py#L375-L392
train
bcbio/bcbio-nextgen
bcbio/variation/validateplot.py
classifyplot_from_plotfiles
def classifyplot_from_plotfiles(plot_files, out_csv, outtype="png", title=None, size=None): """Create a plot from individual summary csv files with classification metrics. """ dfs = [pd.read_csv(x) for x in plot_files] samples = [] for df in dfs: for sample in df["sample"].unique(): ...
python
def classifyplot_from_plotfiles(plot_files, out_csv, outtype="png", title=None, size=None): """Create a plot from individual summary csv files with classification metrics. """ dfs = [pd.read_csv(x) for x in plot_files] samples = [] for df in dfs: for sample in df["sample"].unique(): ...
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Create a plot from individual summary csv files with classification metrics.
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6a9348c0054ccd5baffd22f1bb7d0422f6978b20
https://github.com/bcbio/bcbio-nextgen/blob/6a9348c0054ccd5baffd22f1bb7d0422f6978b20/bcbio/variation/validateplot.py#L22-L33
train