Example #1
0
def load_info(info_filename):
    sys.path.append("./ext/src/python_libs/")
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml

    info = pyyaml.load(open(info_filename, 'r'))
    return info
Example #2
0
def run_hammer(corrected_dataset_yaml_filename, configs_dir, execution_home, cfg,
               not_used_dataset_data, ext_python_modules_home, log):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml

    dst_configs = os.path.join(cfg.output_dir, "configs")
    if os.path.exists(dst_configs):
        shutil.rmtree(dst_configs)
    if cfg.iontorrent:
        dir_util.copy_tree(os.path.join(configs_dir, "ionhammer"), dst_configs, preserve_times=False)
        cfg_file_name = os.path.join(dst_configs, "ionhammer.cfg")
    else:
        dir_util.copy_tree(os.path.join(configs_dir, "hammer"), dst_configs, preserve_times=False)
        cfg_file_name = os.path.join(dst_configs, "config.info")
    # removing template configs
    for root, dirs, files in os.walk(dst_configs):
        for cfg_file in files:
            cfg_file = os.path.join(root, cfg_file)
            if cfg_file.endswith('.template'):
                if os.path.isfile(cfg_file.split('.template')[0]):
                    os.remove(cfg_file)
                else:
                    os.rename(cfg_file, cfg_file.split('.template')[0])

    cfg.tmp_dir = support.get_tmp_dir(prefix="hammer_")
    if cfg.iontorrent:
        prepare_config_ih(cfg_file_name, cfg, ext_python_modules_home)
        binary_name = "ionhammer"
    else:
        prepare_config_bh(cfg_file_name, cfg, log)
        binary_name = "hammer"

    command = [os.path.join(execution_home, binary_name),
               os.path.abspath(cfg_file_name)]

    log.info("\n== Running read error correction tool: " + ' '.join(command) + "\n")
    support.sys_call(command, log)
    if not os.path.isfile(corrected_dataset_yaml_filename):
        support.error("read error correction finished abnormally: " + corrected_dataset_yaml_filename + " not found!")
    corrected_dataset_data = pyyaml.load(open(corrected_dataset_yaml_filename, 'r'))
    remove_not_corrected_reads(cfg.output_dir)
    is_changed = False
    if cfg.gzip_output:
        is_changed = True
        compress_dataset_files(corrected_dataset_data, ext_python_modules_home, cfg.max_threads, log)
    if not_used_dataset_data:
        is_changed = True
        corrected_dataset_data += not_used_dataset_data
    if is_changed:
        pyyaml.dump(corrected_dataset_data, open(corrected_dataset_yaml_filename, 'w'))
    log.info("\n== Dataset description file was created: " + corrected_dataset_yaml_filename + "\n")

    if os.path.isdir(cfg.tmp_dir):
        shutil.rmtree(cfg.tmp_dir)
Example #3
0
def run_hammer(corrected_dataset_yaml_filename, configs_dir, execution_home, cfg,
               not_used_dataset_data, ext_python_modules_home, log):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml
    dst_configs = os.path.join(cfg.output_dir, "configs")
    if os.path.exists(dst_configs):
        shutil.rmtree(dst_configs)
    if cfg.iontorrent:
        dir_util.copy_tree(os.path.join(configs_dir, "ionhammer"), dst_configs, preserve_times=False)
        cfg_file_name = os.path.join(dst_configs, "ionhammer.cfg")
    else:
        dir_util.copy_tree(os.path.join(configs_dir, "hammer"), dst_configs, preserve_times=False)
        cfg_file_name = os.path.join(dst_configs, "config.info")
    # removing template configs
    for root, dirs, files in os.walk(dst_configs):
        for cfg_file in files:
            cfg_file = os.path.join(root, cfg_file)
            if cfg_file.endswith('.template'):
                if os.path.isfile(cfg_file.split('.template')[0]):
                    os.remove(cfg_file)
                else:
                    os.rename(cfg_file, cfg_file.split('.template')[0])

    cfg.tmp_dir = support.get_tmp_dir(prefix="hammer_")
    if cfg.iontorrent:
        prepare_config_ih(cfg_file_name, cfg, ext_python_modules_home)
        binary_name = "ionhammer"
    else:
        prepare_config_bh(cfg_file_name, cfg, log)
        binary_name = "hammer"

    command = [os.path.join(execution_home, binary_name),
               os.path.abspath(cfg_file_name)]

    log.info("\n== Running read error correction tool: " + ' '.join(command) + "\n")
    support.sys_call(command, log)
    if not os.path.isfile(corrected_dataset_yaml_filename):
        support.error("read error correction finished abnormally: " + corrected_dataset_yaml_filename + " not found!")
    corrected_dataset_data = pyyaml.load(open(corrected_dataset_yaml_filename, 'r'))
    remove_not_corrected_reads(cfg.output_dir)
    is_changed = False
    if cfg.gzip_output:
        is_changed = True
        compress_dataset_files(corrected_dataset_data, ext_python_modules_home, cfg.max_threads, log)
    if not_used_dataset_data:
        is_changed = True
        corrected_dataset_data += not_used_dataset_data
    if is_changed:
        pyyaml.dump(corrected_dataset_data, open(corrected_dataset_yaml_filename, 'w'))
    log.info("\n== Dataset description file was created: " + corrected_dataset_yaml_filename + "\n")

    if os.path.isdir(cfg.tmp_dir):
        shutil.rmtree(cfg.tmp_dir)
Example #4
0
    def __init__(self, cfg, *args):
        super(BeforeStartStage, self).__init__(*args)
        output_dir = cfg["common"].output_dir
        self.tmp_files = []

        if (os.path.isfile(os.path.join(output_dir, "run_spades.yaml"))):
            previous_pipeline = pyyaml.load(
                open(os.path.join(output_dir, "run_spades.yaml")))
            for previous_stage in previous_pipeline:
                self.tmp_files += previous_stage["del_after"]
Example #5
0
def get_first_incomplete_command(filename):
    with open(filename) as stream:
        old_pipeline = pyyaml.load(stream)

    first_incomplete_stage_id = 0
    while first_incomplete_stage_id < len(old_pipeline):
        stage_filename = options_storage.get_stage_filename(first_incomplete_stage_id, old_pipeline[first_incomplete_stage_id]["short_name"])
        if not os.path.isfile(stage_filename):
            return old_pipeline[first_incomplete_stage_id]
        first_incomplete_stage_id += 1

    return None
Example #6
0
def read_commands_from_yaml(yaml_fpath):
    if sys.version.startswith("2."):
        import pyyaml2 as yaml
    elif sys.version.startswith("3."):
        import pyyaml3 as yaml

    with open(yaml_fpath) as stream:
        data = yaml.load(stream)
    commands = []
    for kwargs in data:
        commands.append(Command(**kwargs))
    return commands
Example #7
0
def run_bh(result_filename, configs_dir, execution_home, cfg,
           ext_python_modules_home, log):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml

    dst_configs = os.path.join(cfg.output_dir, "configs")
    if os.path.exists(dst_configs):
        shutil.rmtree(dst_configs)
    shutil.copytree(os.path.join(configs_dir, "hammer"), dst_configs)
    cfg_file_name = os.path.join(dst_configs, "config.info")
    # removing template configs
    for root, dirs, files in os.walk(dst_configs):
        for cfg_file in files:
            cfg_file = os.path.join(root, cfg_file)
            if cfg_file.endswith('.info.template'):
                if os.path.isfile(cfg_file.split('.template')[0]):
                    os.remove(cfg_file)
                else:
                    os.rename(cfg_file, cfg_file.split('.template')[0])

    prepare_config_bh(cfg_file_name, cfg, log)

    command = [
        os.path.join(execution_home, "hammer"),
        os.path.abspath(cfg_file_name)
    ]

    log.info("\n== Running read error correction tool: " + ' '.join(command) +
             "\n")
    support.sys_call(command, log)
    corrected_dataset_yaml_filename = os.path.join(cfg.tmp_dir,
                                                   "corrected.yaml")
    if not os.path.isfile(corrected_dataset_yaml_filename):
        support.error("read error correction finished abnormally: " +
                      corrected_dataset_yaml_filename + " not found!")
    corrected_dataset_data = pyyaml.load(
        open(corrected_dataset_yaml_filename, 'r'))
    if cfg.gzip_output:
        log.info("\n== Compressing corrected reads (with gzip)")
    move_dataset_files(corrected_dataset_data, cfg.output_dir,
                       ext_python_modules_home, cfg.max_threads, log,
                       cfg.gzip_output)
    corrected_dataset_yaml_filename = result_filename
    pyyaml.dump(corrected_dataset_data,
                open(corrected_dataset_yaml_filename, 'w'))
    log.info("\n== Dataset description file created: " +
             corrected_dataset_yaml_filename + "\n")

    shutil.rmtree(cfg.tmp_dir)
Example #8
0
def prepare_config_ih(filename, cfg, ext_python_modules_home):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml

    data = pyyaml.load(open(filename, 'r'))
    data["dataset"] = cfg.dataset_yaml_filename
    data["working_dir"] = cfg.tmp_dir
    data["output_dir"] = cfg.output_dir
    data["hard_memory_limit"] = cfg.max_memory
    data["max_nthreads"] = cfg.max_threads
    pyyaml.dump(data, open(filename, 'w'))
Example #9
0
def prepare_config_ih(filename, cfg, ext_python_modules_home):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml

    data = pyyaml.load(open(filename, 'r'))
    data["dataset"] = cfg.dataset_yaml_filename
    data["working_dir"] = cfg.tmp_dir
    data["output_dir"] = cfg.output_dir
    data["hard_memory_limit"] = cfg.max_memory
    data["max_nthreads"] = cfg.max_threads
    pyyaml.dump(data, open(filename, 'w'))
Example #10
0
def get_read_length(output_dir, K, ext_python_modules_home, log):
    est_params_filename = os.path.join(output_dir, "K%d" % K, "final.lib_data")
    max_read_length = 0
    if os.path.isfile(est_params_filename):
        addsitedir(ext_python_modules_home)
        if sys.version.startswith('2.'):
            import pyyaml2 as pyyaml
        elif sys.version.startswith('3.'):
            import pyyaml3 as pyyaml
        est_params_data = pyyaml.load(open(est_params_filename, 'r'))
        max_read_length = int(est_params_data['nomerge max read length'])
        log.info("Max read length detected as %d" % max_read_length)
    if max_read_length == 0:
        support.error("Failed to estimate maximum read length! File with estimated params: " + est_params_filename, log)
    return max_read_length
Example #11
0
def get_first_incomplete_command(filename):
    with open(filename) as stream:
        old_pipeline = pyyaml.load(stream)

    first_incomplete_stage_id = 0
    while first_incomplete_stage_id < len(old_pipeline):
        stage_name = "stage_%d_%s" % (
            first_incomplete_stage_id,
            old_pipeline[first_incomplete_stage_id]["short_name"])
        if not os.path.isfile(
                os.path.join(get_stage.cfg["common"].output_dir, stage_name)):
            return old_pipeline[first_incomplete_stage_id]
        first_incomplete_stage_id += 1

    return None
Example #12
0
def get_read_length(output_dir, K, ext_python_modules_home, log):
    est_params_filename = os.path.join(output_dir, "K%d" % K, "final.lib_data")
    max_read_length = 0
    if os.path.isfile(est_params_filename):
        addsitedir(ext_python_modules_home)
        if sys.version.startswith('2.'):
            import pyyaml2 as pyyaml
        elif sys.version.startswith('3.'):
            import pyyaml3 as pyyaml
        est_params_data = pyyaml.load(open(est_params_filename, 'r'))
        max_read_length = int(est_params_data['nomerge max read length'])
        log.info("Max read length detected as %d" % max_read_length)
    if max_read_length == 0:
        support.error("Failed to estimate maximum read length! File with estimated params: " + est_params_filename, log)
    return max_read_length
def prepare_config_corr(filename, cfg, ext_python_modules_home):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml
    data = pyyaml.load(open(filename, 'r'))
    data["dataset"] = cfg.dataset
    data["output_dir"] = cfg.output_dir
    data["work_dir"] = os.path.join(cfg.output_dir, 'tmp')
    #data["hard_memory_limit"] = cfg.max_memory
    data["max_nthreads"] = cfg.max_threads
    data["bwa"] = cfg.bwa
    file_c = open(filename, 'w')
    pyyaml.dump(data, file_c)
    file_c.close()
Example #14
0
def prepare_config_corr(filename, cfg, ext_python_modules_home):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml
    data = pyyaml.load(open(filename, 'r'))
    data["dataset"] = cfg.dataset
    data["output_dir"] = cfg.output_dir
    data["work_dir"] = process_cfg.process_spaces(cfg.tmp_dir)
    #data["hard_memory_limit"] = cfg.max_memory
    data["max_nthreads"] = cfg.max_threads
    data["bwa"] = cfg.bwa
    file_c = open(filename, 'w')
    pyyaml.dump(data, file_c, default_flow_style = False, default_style='"', width=100500)
    file_c.close()
Example #15
0
def prepare_config_corr(filename, cfg, ext_python_modules_home):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml
    data = pyyaml.load(open(filename, 'r'))
    data["dataset"] = cfg.dataset
    data["output_dir"] = cfg.output_dir
    data["work_dir"] = os.path.join(cfg.output_dir, 'tmp')
    #data["hard_memory_limit"] = cfg.max_memory
    data["max_nthreads"] = cfg.max_threads
    data["bwa"] = cfg.bwa
    file_c = open(filename, 'w')
    pyyaml.dump(data, file_c)
    file_c.close()
Example #16
0
def get_read_length(output_dir, K, ext_python_modules_home, log):
    est_params_filename = os.path.join(output_dir, "K%d" % K, "final.lib_data")
    max_read_length = 0
    if os.path.isfile(est_params_filename):
        addsitedir(ext_python_modules_home)
        if sys.version.startswith('2.'):
            import pyyaml2 as pyyaml
        elif sys.version.startswith('3.'):
            import pyyaml3 as pyyaml
        est_params_data = pyyaml.load(open(est_params_filename, 'r'))
        for reads_library in est_params_data:
            if reads_library['type'] in READS_TYPES_USED_IN_CONSTRUCTION:
                if int(reads_library["read length"]) > max_read_length:
                    max_read_length = int(reads_library["read length"])
    if max_read_length == 0:
        support.error("Failed to estimate maximum read length! File with estimated params: " + est_params_filename, log)
    return max_read_length
Example #17
0
def prepare_config_corr(filename, cfg, ext_python_modules_home):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml
    data = pyyaml.load(open(filename, 'r'))
    data["dataset"] = cfg.dataset
    data["output_dir"] = cfg.output_dir
    data["work_dir"] = cfg.tmp_dir
    #data["hard_memory_limit"] = cfg.max_memory
    data["max_nthreads"] = cfg.max_threads
    data["bwa"] = cfg.bwa
    file_c = open(filename, 'w')
    pyyaml.dump(data, file_c,
                default_flow_style=False, default_style='"', width=float("inf"))
    file_c.close()
def clear_configs(cfg, log, command_before_restart_from,
                  stage_id_before_restart_from):
    def matches_with_restart_from_arg(stage, restart_from_arg):
        return stage["short_name"].startswith(restart_from_arg.split(":")[0])

    spades_commands_fpath = os.path.join(cfg["common"].output_dir,
                                         "run_spades.yaml")
    with open(spades_commands_fpath) as stream:
        old_pipeline = pyyaml.load(stream)

    restart_from_stage_id = None
    for num in range(len(old_pipeline)):
        stage = old_pipeline[num]
        if matches_with_restart_from_arg(stage,
                                         options_storage.args.restart_from):
            restart_from_stage_id = num
            break

    if command_before_restart_from is not None and \
                    old_pipeline[stage_id_before_restart_from]["short_name"] != command_before_restart_from.short_name:
        support.error(
            "new and old pipelines have difference before %s" %
            options_storage.args.restart_from, log)

    if command_before_restart_from is None:
        first_del = 0
    else:
        first_del = stage_id_before_restart_from + 1

    if restart_from_stage_id is not None:
        stage_filename = options_storage.get_stage_filename(
            restart_from_stage_id,
            old_pipeline[restart_from_stage_id]["short_name"])
        if os.path.isfile(stage_filename):
            os.remove(stage_filename)

    for delete_id in range(first_del, len(old_pipeline)):
        stage_filename = options_storage.get_stage_filename(
            delete_id, old_pipeline[delete_id]["short_name"])
        if os.path.isfile(stage_filename):
            os.remove(stage_filename)

        cfg_dir = old_pipeline[delete_id]["config_dir"]
        if cfg_dir != "" and os.path.isdir(
                os.path.join(cfg["common"].output_dir, cfg_dir)):
            shutil.rmtree(os.path.join(cfg["common"].output_dir, cfg_dir))
Example #19
0
 def prepare_config_ih(self, filename, cfg, ext_python_modules_home):
     addsitedir(ext_python_modules_home)
     if sys.version.startswith("2."):
         import pyyaml2 as pyyaml
     elif sys.version.startswith("3."):
         import pyyaml3 as pyyaml
     data = pyyaml.load(open(filename))
     data["dataset"] = cfg.dataset_yaml_filename
     data["working_dir"] = cfg.tmp_dir
     data["output_dir"] = cfg.output_dir
     data["hard_memory_limit"] = cfg.max_memory
     data["max_nthreads"] = cfg.max_threads
     with open(filename, 'w') as f:
         pyyaml.dump(data,
                     f,
                     default_flow_style=False,
                     default_style='"',
                     width=float("inf"))
Example #20
0
def main():
    args = parse_args()

    # create logger
    log = logging.getLogger("Postprocessing")
    log.setLevel(logging.DEBUG)
    console = logging.StreamHandler(sys.stdout)
    console.setFormatter(logging.Formatter("%(message)s"))
    console.setLevel(logging.DEBUG)
    log.addHandler(console)

    addsitedir(args.ext_python_modules_home)
    # save dataset from yaml
    if sys.version.startswith("2."):
        import pyyaml2 as pyyaml
    elif sys.version.startswith("3."):
        import pyyaml3 as pyyaml

    dataset_data = pyyaml.load(open(args.dataset_yaml_file))

    # init python_lib_folder
    python_modules_home = abspath(dirname(realpath(__file__)))
    source_dirs = ["..", "../truspades", "../common", "../executors"]
    for dir_name in source_dirs:
        sys.path.append(join(python_modules_home, dir_name))

    # import alignment and molecule_postprocassing
    import alignment
    import moleculo_postprocessing

    #  run command
    if isfile(args.result_scaffolds_filename):
        shutil.move(args.result_scaffolds_filename,
                    args.assembled_scaffolds_filename)
    alignment_bin = os.path.join(args.bin_home, "spades-bwa")
    alignment_dir = os.path.join(args.output_dir, "alignment")
    sam_files = alignment.align_bwa(alignment_bin,
                                    args.assembled_scaffolds_filename,
                                    dataset_data, alignment_dir, log,
                                    args.threads)

    moleculo_postprocessing.moleculo_postprocessing(
        args.assembled_scaffolds_filename, args.truseq_long_reads_file_base,
        sam_files, log)
Example #21
0
def run_bh(result_filename, configs_dir, execution_home, cfg, ext_python_modules_home, log):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml

    dst_configs = os.path.join(cfg.output_dir, "configs")
    if os.path.exists(dst_configs):
        shutil.rmtree(dst_configs)
    shutil.copytree(os.path.join(configs_dir, "hammer"), dst_configs)
    cfg_file_name = os.path.join(dst_configs, "config.info")
    # removing template configs
    for root, dirs, files in os.walk(dst_configs):
        for cfg_file in files:
            cfg_file = os.path.join(root, cfg_file)
            if cfg_file.endswith('.info.template'):
                if os.path.isfile(cfg_file.split('.template')[0]):
                    os.remove(cfg_file)
                else:
                    os.rename(cfg_file, cfg_file.split('.template')[0])

    prepare_config_bh(cfg_file_name, cfg, log)

    command = [os.path.join(execution_home, "hammer"),
               os.path.abspath(cfg_file_name)]

    log.info("\n== Running read error correction tool: " + ' '.join(command) + "\n")
    support.sys_call(command, log)
    corrected_dataset_yaml_filename = os.path.join(cfg.tmp_dir, "corrected.yaml")
    if not os.path.isfile(corrected_dataset_yaml_filename):
        support.error("read error correction finished abnormally: " + corrected_dataset_yaml_filename + " not found!")
    corrected_dataset_data = pyyaml.load(open(corrected_dataset_yaml_filename, 'r'))
    if cfg.gzip_output:
        log.info("\n== Compressing corrected reads (with gzip)")
    move_dataset_files(corrected_dataset_data, cfg.output_dir, ext_python_modules_home, cfg.max_threads, log, cfg.gzip_output)
    corrected_dataset_yaml_filename = result_filename
    pyyaml.dump(corrected_dataset_data, open(corrected_dataset_yaml_filename, 'w'))
    log.info("\n== Dataset description file created: " + corrected_dataset_yaml_filename + "\n")

    shutil.rmtree(cfg.tmp_dir)
Example #22
0
def print_used_values(cfg, log):
    def print_value(cfg, section, param, pretty_param="", margin="  "):
        if not pretty_param:
            pretty_param = param.capitalize().replace('_', ' ')
        line = margin + pretty_param
        if param in cfg[section].__dict__:
            line += ": " + str(cfg[section].__dict__[param])
        else:
            if param.find("offset") != -1:
                line += " will be auto-detected"
        log.info(line)

    log.info("")

    # system info
    log.info("System information:")
    try:
        log.info("  SPAdes version: " + str(spades_version).strip())
        log.info("  Python version: " +
                 ".".join(map(str, sys.version_info[0:3])))
        # for more details: '[' + str(sys.version_info) + ']'
        log.info("  OS: " + platform.platform())
        # for more deatils: '[' + str(platform.uname()) + ']'
    except Exception:
        log.info("  Problem occurred when getting system information")
    log.info("")

    # main
    print_value(cfg, "common", "output_dir", "", "")
    if ("error_correction" in cfg) and (not "assembly" in cfg):
        log.info("Mode: ONLY read error correction (without assembling)")
    elif (not "error_correction" in cfg) and ("assembly" in cfg):
        log.info("Mode: ONLY assembling (without read error correction)")
    else:
        log.info("Mode: read error correction and assembling")
    if ("common" in cfg) and ("developer_mode" in cfg["common"].__dict__):
        if cfg["common"].developer_mode:
            log.info("Debug mode turned ON")
        else:
            log.info("Debug mode turned OFF")
    log.info("")

    # dataset
    if "dataset" in cfg:
        log.info("Dataset parameters:")

        if cfg["dataset"].single_cell:
            log.info("  Single-cell mode")
        else:
            log.info("  Multi-cell mode (you should set '--sc' flag if input data"\
                     " was obtained with MDA (single-cell) technology")

        log.info("  Reads:")
        dataset_data = pyyaml.load(open(cfg["dataset"].yaml_filename, 'r'))
        dataset_data = support.relative2abs_paths(
            dataset_data, os.path.dirname(cfg["dataset"].yaml_filename))
        support.pretty_print_reads(dataset_data, log)

    # error correction
    if "error_correction" in cfg:
        log.info("Read error correction parameters:")
        print_value(cfg, "error_correction", "tmp_dir", "Dir for temp files")
        print_value(cfg, "error_correction", "max_iterations", "Iterations")
        print_value(cfg, "error_correction", "qvoffset", "PHRED offset")

        if cfg["error_correction"].gzip_output:
            log.info("  Corrected reads will be compressed (with gzip)")
        else:
            log.info("  Corrected reads will NOT be compressed (with gzip)")

    # assembly
    if "assembly" in cfg:
        log.info("Assembly parameters:")
        print_value(cfg, "assembly", "iterative_K", "k")

    log.info("Other parameters:")
    print_value(cfg, "common", "max_threads", "Threads")
    print_value(cfg, "common", "max_memory", "Memory limit (in Gb)", "  ")
    log.info("")
def main(args):
    os.environ["LC_ALL"] = "C"

    if len(args) == 1:
        show_usage(0)

    log = logging.getLogger('spades')
    log.setLevel(logging.DEBUG)

    console = logging.StreamHandler(sys.stdout)
    console.setFormatter(logging.Formatter('%(message)s'))
    console.setLevel(logging.DEBUG)
    log.addHandler(console)

    support.check_binaries(bin_home, log)

    # parse options and safe all parameters to cfg
    options = args
    cfg, dataset_data = fill_cfg(options, log)

    if options_storage.continue_mode:
        cmd_line, options = get_options_from_params(os.path.join(options_storage.output_dir, "params.txt"), args[0])
        if not options:
            support.error("failed to parse command line of the previous run! Please restart from the beginning or specify another output directory.")
        cfg, dataset_data = fill_cfg(options, log, secondary_filling=True)
        if options_storage.restart_from:
            check_cfg_for_partial_run(cfg, type='restart-from')
        options_storage.continue_mode = True
    if options_storage.stop_after:
        check_cfg_for_partial_run(cfg, type='stop-after')

    log_filename = os.path.join(cfg["common"].output_dir, "spades.log")
    if options_storage.continue_mode:
        log_handler = logging.FileHandler(log_filename, mode='a')
    else:
        log_handler = logging.FileHandler(log_filename, mode='w')
    log.addHandler(log_handler)

    if options_storage.continue_mode:
        log.info("\n======= SPAdes pipeline continued. Log can be found here: " + log_filename + "\n")
        log.info("Restored from " + cmd_line)
        if options_storage.restart_from:
            updated_params = ""
            skip_next = False
            for v in args[1:]:
                if v == '-o' or v == '--restart-from':
                    skip_next = True
                    continue
                if skip_next or v.startswith('--restart-from='):  # you can specify '--restart-from=k33' but not '-o=out_dir'
                    skip_next = False
                    continue
                updated_params += " " + v
            updated_params = updated_params.strip()
            log.info("with updated parameters: " + updated_params)
            cmd_line += " " + updated_params
        log.info("")

    params_filename = os.path.join(cfg["common"].output_dir, "params.txt")
    params_handler = logging.FileHandler(params_filename, mode='w')
    log.addHandler(params_handler)

    if options_storage.continue_mode:
        log.info(cmd_line)
    else:
        command = "Command line: "
        for v in args:
            # substituting relative paths with absolute ones (read paths, output dir path, etc)
            v, prefix = support.get_option_prefix(v)
            if v in options_storage.dict_of_rel2abs.keys():
                v = options_storage.dict_of_rel2abs[v]
            if prefix:
                command += prefix + ":"
            command += v + " "
        log.info(command)

    # special case
#    if "mismatch_corrector" in cfg and not support.get_lib_ids_by_type(dataset_data, 'paired-end'):
#        support.warning('cannot perform mismatch correction without at least one paired-end library! Skipping this step.', log)
#        del cfg["mismatch_corrector"]

    print_used_values(cfg, log)
    log.removeHandler(params_handler)

    support.check_single_reads_in_options(options, log)

    if not options_storage.continue_mode:
        log.info("\n======= SPAdes pipeline started. Log can be found here: " + log_filename + "\n")

    # splitting interlaced reads and processing Ns in additional contigs if needed
    if support.dataset_has_interlaced_reads(dataset_data) or support.dataset_has_additional_contigs(dataset_data)\
            or support.dataset_has_nxmate_reads(dataset_data):
        dir_for_split_reads = os.path.join(options_storage.output_dir, 'split_input')
        if support.dataset_has_interlaced_reads(dataset_data) or support.dataset_has_nxmate_reads(dataset_data):
            if not os.path.isdir(dir_for_split_reads):
                os.makedirs(dir_for_split_reads)
            if support.dataset_has_interlaced_reads(dataset_data):
                dataset_data = support.split_interlaced_reads(dataset_data, dir_for_split_reads, log)
            if support.dataset_has_nxmate_reads(dataset_data):
                dataset_data = support.process_nxmate_reads(dataset_data, dir_for_split_reads, log)
        if support.dataset_has_additional_contigs(dataset_data):
            dataset_data = support.process_Ns_in_additional_contigs(dataset_data, dir_for_split_reads, log)
        options_storage.dataset_yaml_filename = os.path.join(options_storage.output_dir, "input_dataset.yaml")
        pyyaml.dump(dataset_data, open(options_storage.dataset_yaml_filename, 'w'))
        cfg["dataset"].yaml_filename = options_storage.dataset_yaml_filename

    try:
        # copying configs before all computations (to prevent its changing at run time)
        tmp_configs_dir = os.path.join(cfg["common"].output_dir, "configs")
        if os.path.isdir(tmp_configs_dir) and not options_storage.continue_mode:
            shutil.rmtree(tmp_configs_dir)
        if not os.path.isdir(tmp_configs_dir):
            if options_storage.configs_dir:
                dir_util.copy_tree(options_storage.configs_dir, tmp_configs_dir, preserve_times=False)
            else:
                dir_util.copy_tree(os.path.join(spades_home, "configs"), tmp_configs_dir, preserve_times=False)

        corrected_dataset_yaml_filename = ''
        if "error_correction" in cfg:
            STAGE_NAME = "Read error correction"
            bh_cfg = merge_configs(cfg["error_correction"], cfg["common"])
            corrected_dataset_yaml_filename = os.path.join(bh_cfg.output_dir, "corrected.yaml")
            if os.path.isfile(corrected_dataset_yaml_filename) and options_storage.continue_mode \
                and not options_storage.restart_from == "ec":
                log.info("\n===== Skipping %s (already processed). \n" % STAGE_NAME)
            else:
                support.continue_from_here(log)

                if "HEAPCHECK" in os.environ:
                    del os.environ["HEAPCHECK"]
                if "heap_check" in bh_cfg.__dict__:
                    os.environ["HEAPCHECK"] = bh_cfg.heap_check

                if os.path.exists(bh_cfg.output_dir):
                    shutil.rmtree(bh_cfg.output_dir)
                os.makedirs(bh_cfg.output_dir)

                if support.get_lib_ids_by_type(dataset_data, options_storage.LONG_READS_TYPES):
                    not_used_dataset_data = support.get_libs_by_type(dataset_data, options_storage.LONG_READS_TYPES)
                    to_correct_dataset_data = support.rm_libs_by_type(dataset_data, options_storage.LONG_READS_TYPES)
                    to_correct_dataset_yaml_filename = os.path.join(bh_cfg.output_dir, "to_correct.yaml")
                    pyyaml.dump(to_correct_dataset_data, open(to_correct_dataset_yaml_filename, 'w'))
                    bh_cfg.__dict__["dataset_yaml_filename"] = to_correct_dataset_yaml_filename
                else:
                    not_used_dataset_data = None
                    bh_cfg.__dict__["dataset_yaml_filename"] = cfg["dataset"].yaml_filename

                log.info("\n===== %s started. \n" % STAGE_NAME)

                hammer_logic.run_hammer(corrected_dataset_yaml_filename, tmp_configs_dir, bin_home, bh_cfg, not_used_dataset_data,
                    ext_python_modules_home, log)
                log.info("\n===== %s finished. \n" % STAGE_NAME)
            if options_storage.stop_after == 'ec':
                support.finish_here(log)

        result_contigs_filename = os.path.join(cfg["common"].output_dir, "contigs.fasta")
        result_scaffolds_filename = os.path.join(cfg["common"].output_dir, "scaffolds.fasta")
        result_assembly_graph_filename = os.path.join(cfg["common"].output_dir, "assembly_graph.fastg")
        truseq_long_reads_file_base = os.path.join(cfg["common"].output_dir, "truseq_long_reads")
        truseq_long_reads_file = truseq_long_reads_file_base + ".fasta"
        misc_dir = os.path.join(cfg["common"].output_dir, "misc")
        ### if mismatch correction is enabled then result contigs are copied to misc directory
        assembled_contigs_filename = os.path.join(misc_dir, "assembled_contigs.fasta")
        assembled_scaffolds_filename = os.path.join(misc_dir, "assembled_scaffolds.fasta")
        if "assembly" in cfg and not options_storage.run_completed:
            STAGE_NAME = "Assembling"
            spades_cfg = merge_configs(cfg["assembly"], cfg["common"])
            spades_cfg.__dict__["result_contigs"] = result_contigs_filename
            spades_cfg.__dict__["result_scaffolds"] = result_scaffolds_filename
            spades_cfg.__dict__["result_graph"] = result_assembly_graph_filename

            if options_storage.continue_mode and (os.path.isfile(spades_cfg.result_contigs)
                                                  or ("mismatch_corrector" in cfg and
                                                      os.path.isfile(assembled_contigs_filename)))\
                and not options_storage.restart_from == 'as' \
                and not options_storage.restart_from == 'scc' \
                and not (options_storage.restart_from and options_storage.restart_from.startswith('k')):

                log.info("\n===== Skipping %s (already processed). \n" % STAGE_NAME)
                # calculating latest_dir for the next stages
                latest_dir = support.get_latest_dir(os.path.join(spades_cfg.output_dir, "K*"))
                if not latest_dir:
                    support.error("failed to continue the previous run! Please restart from previous stages or from the beginning.", log)
            else:
                old_result_files = [result_contigs_filename, result_scaffolds_filename,
                                    assembled_contigs_filename, assembled_scaffolds_filename]
                for old_result_file in old_result_files:
                    if os.path.isfile(old_result_file):
                        os.remove(old_result_file)

                if options_storage.restart_from == 'as':
                    support.continue_from_here(log)

                if os.path.isfile(corrected_dataset_yaml_filename):
                    dataset_data = pyyaml.load(open(corrected_dataset_yaml_filename, 'r'))
                    dataset_data = support.relative2abs_paths(dataset_data, os.path.dirname(corrected_dataset_yaml_filename))
                if spades_cfg.disable_rr:
                    spades_cfg.__dict__["rr_enable"] = False
                else:
                    spades_cfg.__dict__["rr_enable"] = True

                if "HEAPCHECK" in os.environ:
                    del os.environ["HEAPCHECK"]
                if "heap_check" in spades_cfg.__dict__:
                    os.environ["HEAPCHECK"] = spades_cfg.heap_check

                log.info("\n===== %s started.\n" % STAGE_NAME)

                # creating dataset
                dataset_filename = os.path.join(spades_cfg.output_dir, "dataset.info")
                if not os.path.isfile(dataset_filename) or not options_storage.continue_mode:
                    dataset_file = open(dataset_filename, 'w')
                    import process_cfg
                    dataset_file.write("single_cell" + '\t' + process_cfg.bool_to_str(cfg["dataset"].single_cell) + '\n')
                    dataset_file.write("meta" + '\t' + process_cfg.bool_to_str(cfg["dataset"].meta) + '\n')
                    dataset_file.write("moleculo" + '\t' + process_cfg.bool_to_str(cfg["dataset"].truseq) + '\n')
                    if os.path.isfile(corrected_dataset_yaml_filename):
                        dataset_file.write("reads" + '\t' + process_cfg.process_spaces(corrected_dataset_yaml_filename) + '\n')
                    else:
                        dataset_file.write("reads" + '\t' + process_cfg.process_spaces(cfg["dataset"].yaml_filename) + '\n')
                    if spades_cfg.developer_mode and "reference" in cfg["dataset"].__dict__:
                        dataset_file.write("reference_genome" + '\t')
                        dataset_file.write(process_cfg.process_spaces(cfg["dataset"].reference) + '\n')
                    dataset_file.close()
                spades_cfg.__dict__["dataset"] = dataset_filename

                latest_dir = spades_logic.run_spades(tmp_configs_dir, bin_home, spades_cfg, dataset_data, ext_python_modules_home, log)

                if os.path.isdir(misc_dir) and not options_storage.continue_mode:
                    shutil.rmtree(misc_dir)
                if not os.path.isdir(misc_dir):
                    os.makedirs(misc_dir)

                if options_storage.continue_mode and options_storage.restart_from and options_storage.restart_from.startswith('k'):
                    k_str = options_storage.restart_from[1:]
                    if k_str.find(":") != -1:
                        k_str = k_str[:k_str.find(":")]
                    support.error("failed to continue from K=%s because this K was not processed in the original run!" % k_str, log)
                log.info("\n===== %s finished. \n" % STAGE_NAME)
            if not options_storage.run_completed:
                if options_storage.stop_after == 'as' or options_storage.stop_after == 'scc' or (options_storage.stop_after and options_storage.stop_after.startswith('k')):
                    support.finish_here(log)

            #postprocessing
            if cfg["run_truseq_postprocessing"] and not options_storage.run_completed:
                if options_storage.continue_mode and os.path.isfile(truseq_long_reads_file_base + ".fastq") and not options_storage.restart_from == 'tpp':
                    log.info("\n===== Skipping %s (already processed). \n" % "TruSeq postprocessing")
                else:
                    support.continue_from_here(log)
                    if os.path.isfile(result_scaffolds_filename):
                        shutil.move(result_scaffolds_filename, assembled_scaffolds_filename)
                    reads_library = dataset_data[0]
                    alignment_bin = os.path.join(bin_home, "bwa-spades")
                    alignment_dir = os.path.join(cfg["common"].output_dir, "alignment")
                    sam_files = alignment.align_bwa(alignment_bin, assembled_scaffolds_filename, dataset_data, alignment_dir, log, options_storage.threads)
                    moleculo_postprocessing.moleculo_postprocessing(assembled_scaffolds_filename, truseq_long_reads_file_base, sam_files, log)
                if options_storage.stop_after == 'tpp':
                    support.finish_here(log)

            #corrector
            if "mismatch_corrector" in cfg and not options_storage.run_completed and \
                    (os.path.isfile(result_contigs_filename) or
                    (options_storage.continue_mode and os.path.isfile(assembled_contigs_filename))):
                STAGE_NAME = "Mismatch correction"
                to_correct = dict()
                to_correct["contigs"] = (result_contigs_filename, assembled_contigs_filename)
                if os.path.isfile(result_scaffolds_filename) or (options_storage.continue_mode and
                                                                 os.path.isfile(assembled_scaffolds_filename)):
                    to_correct["scaffolds"] = (result_scaffolds_filename, assembled_scaffolds_filename)

                # moving assembled contigs (scaffolds) to misc dir
                for assembly_type, (old, new) in to_correct.items():
                    if options_storage.continue_mode and os.path.isfile(new):
                        continue
                    if os.path.isfile(old):
                        shutil.move(old, new)

                if options_storage.continue_mode and os.path.isfile(result_contigs_filename) and \
                    (os.path.isfile(result_scaffolds_filename) or not os.path.isfile(assembled_scaffolds_filename)) \
                    and not options_storage.restart_from == 'mc':
                    log.info("\n===== Skipping %s (already processed). \n" % STAGE_NAME)
                else:
                    if options_storage.restart_from == 'mc':
                        support.continue_from_here(log)

                    log.info("\n===== %s started." % STAGE_NAME)
                    # detecting paired-end library with the largest insert size
                    cfg["mismatch_corrector"].__dict__["dataset"] = cfg["dataset"].yaml_filename
                    #TODO: add reads orientation

                    import corrector_logic
                    corrector_cfg = cfg["mismatch_corrector"]
                    # processing contigs and scaffolds (or only contigs)
                    for assembly_type, (corrected, assembled) in to_correct.items():
                        if options_storage.continue_mode and os.path.isfile(corrected):
                            log.info("\n== Skipping processing of " + assembly_type + " (already processed)\n")
                            continue

                        support.continue_from_here(log)
                        log.info("\n== Processing of " + assembly_type + "\n")

                        tmp_dir_for_corrector = os.path.join(cfg["common"].output_dir, "mismatch_corrector", assembly_type)

                        cfg["mismatch_corrector"].__dict__["output_dir"] = tmp_dir_for_corrector
                        # correcting
                        corr_cfg = merge_configs(cfg["mismatch_corrector"], cfg["common"])
                        
                        result_corrected_filename = os.path.join(tmp_dir_for_corrector, "corrected_contigs.fasta")

                        corrector_logic.run_corrector( tmp_configs_dir, bin_home, corr_cfg,
                        ext_python_modules_home, log, assembled, result_corrected_filename)

                        if os.path.isfile(result_corrected_filename):
                            shutil.copyfile(result_corrected_filename, corrected)
                        tmp_d = os.path.join(tmp_dir_for_corrector, "tmp")
                        if os.path.isdir(tmp_d) and not cfg["common"].developer_mode:
                            shutil.rmtree(tmp_d)
                    log.info("\n===== %s finished.\n" % STAGE_NAME)
                if options_storage.stop_after == 'mc':
                    support.finish_here(log)

        if not cfg["common"].developer_mode and os.path.isdir(tmp_configs_dir):
            shutil.rmtree(tmp_configs_dir)

        if not options_storage.run_completed:
            #log.info("")
            if "error_correction" in cfg and os.path.isdir(os.path.dirname(corrected_dataset_yaml_filename)):
                log.info(" * Corrected reads are in " + support.process_spaces(os.path.dirname(corrected_dataset_yaml_filename) + "/"))
            if "assembly" in cfg and os.path.isfile(result_contigs_filename):
                message = " * Assembled contigs are in " + support.process_spaces(result_contigs_filename)
                log.info(message)
            if "assembly" in cfg and os.path.isfile(result_scaffolds_filename):
                message = " * Assembled scaffolds are in " + support.process_spaces(result_scaffolds_filename)
                log.info(message)
            if "assembly" in cfg and os.path.isfile(result_assembly_graph_filename):
                message = " * Assembly graph is in " + support.process_spaces(result_assembly_graph_filename)
                log.info(message)
            #log.info("")

        #breaking scaffolds
        if os.path.isfile(result_scaffolds_filename):
            if not os.path.isdir(misc_dir):
                os.makedirs(misc_dir)
            result_broken_scaffolds = os.path.join(misc_dir, "broken_scaffolds.fasta")
            if not os.path.isfile(result_broken_scaffolds) or not options_storage.continue_mode:
                modified, broken_scaffolds = support.break_scaffolds(result_scaffolds_filename,
                    options_storage.THRESHOLD_FOR_BREAKING_SCAFFOLDS)
                if modified:
                    support.write_fasta(result_broken_scaffolds, broken_scaffolds)
                    #log.info(" * Scaffolds broken by " + str(options_storage.THRESHOLD_FOR_BREAKING_SCAFFOLDS) +
                    # " Ns are in " + result_broken_scaffolds)

        ### printing WARNINGS SUMMARY
        if not support.log_warnings(log):
            log.info("\n======= SPAdes pipeline finished.")  # otherwise it finished WITH WARNINGS

        if options_storage.test_mode:
            if options_storage.truseq_mode:
                if not os.path.isfile(truseq_long_reads_file):
                    support.error("TEST FAILED: %s does not exist!" % truseq_long_reads_file)
            else:
                for result_filename in [result_contigs_filename, result_scaffolds_filename]:
                    if os.path.isfile(result_filename):
                        result_fasta = list(support.read_fasta(result_filename))
                        # correctness check: should be one contig of length 1000 bp
                        correct_number = 1
                        correct_length = 1000
                        if not len(result_fasta):
                            support.error("TEST FAILED: %s does not contain contigs!" % result_filename)
                        elif len(result_fasta) > correct_number:
                            support.error("TEST FAILED: %s contains more than %d contig (%d)!" %
                                          (result_filename, correct_number, len(result_fasta)))
                        elif len(result_fasta[0][1]) != correct_length:
                            if len(result_fasta[0][1]) > correct_length:
                                relation = "more"
                            else:
                                relation = "less"
                            support.error("TEST FAILED: %s contains %s than %d bp (%d bp)!" %
                                          (result_filename, relation, correct_length, len(result_fasta[0][1])))
                    else:
                        support.error("TEST FAILED: " + result_filename + " does not exist!")
            log.info("\n========= TEST PASSED CORRECTLY.")


        log.info("\nSPAdes log can be found here: " + log_filename)
        log.info("")
        log.info("Thank you for using SPAdes!")
        log.removeHandler(log_handler)

    except Exception:
        exc_type, exc_value, _ = sys.exc_info()
        if exc_type == SystemExit:
            sys.exit(exc_value)
        else:
            if exc_type == OSError and exc_value.errno == errno.ENOEXEC: # Exec format error
                support.error("It looks like you are using SPAdes binaries for another platform.\n" +
                              support.get_spades_binaries_info_message())
            else:
                log.exception(exc_value)
                support.error("exception caught: %s" % exc_type, log)
    except BaseException:  # since python 2.5 system-exiting exceptions (e.g. KeyboardInterrupt) are derived from BaseException
        exc_type, exc_value, _ = sys.exc_info()
        if exc_type == SystemExit:
            sys.exit(exc_value)
        else:
            log.exception(exc_value)
            support.error("exception caught: %s" % exc_type, log)
Example #24
0
def print_used_values(cfg, log):
    def print_value(cfg, section, param, pretty_param="", margin="  "):
        if not pretty_param:
            pretty_param = param.capitalize().replace('_', ' ')
        line = margin + pretty_param
        if param in cfg[section].__dict__:
            line += ": " + str(cfg[section].__dict__[param])
        else:
            if "offset" in param:
                line += " will be auto-detected"
        log.info(line)

    log.info("")

    # system info
    log.info("System information:")
    try:
        log.info("  SPAdes version: " + str(spades_version).strip())
        log.info("  Python version: " + ".".join(map(str, sys.version_info[0:3])))
        # for more details: '[' + str(sys.version_info) + ']'
        log.info("  OS: " + platform.platform())
        # for more details: '[' + str(platform.uname()) + ']'
    except Exception:
        log.info("  Problem occurred when getting system information")
    log.info("")

    # main
    print_value(cfg, "common", "output_dir", "", "")
    if ("error_correction" in cfg) and (not "assembly" in cfg):
        log.info("Mode: ONLY read error correction (without assembling)")
    elif (not "error_correction" in cfg) and ("assembly" in cfg):
        log.info("Mode: ONLY assembling (without read error correction)")
    else:
        log.info("Mode: read error correction and assembling")
    if ("common" in cfg) and ("developer_mode" in cfg["common"].__dict__):
        if cfg["common"].developer_mode:
            log.info("Debug mode is turned ON")
        else:
            log.info("Debug mode is turned OFF")
    log.info("")

    # dataset
    if "dataset" in cfg:
        log.info("Dataset parameters:")

        if options_storage.args.iontorrent:
            log.info("  IonTorrent data")
        if options_storage.args.bio:
            log.info("  BiosyntheticSPAdes mode")
        if options_storage.args.meta:
            log.info("  Metagenomic mode")
        elif options_storage.args.large_genome:
            log.info("  Large genome mode")
        elif options_storage.args.truseq_mode:
            log.info("  Illumina TruSeq mode")
        elif options_storage.args.isolate:
            log.info("  Isolate mode")
        elif options_storage.args.rna:
            log.info("  RNA-seq mode")
        elif options_storage.args.single_cell:
            log.info("  Single-cell mode")
        else:
            log.info("  Standard mode")
            log.info("  For multi-cell/isolate data we recommend to use '--isolate' option;" \
                     " for single-cell MDA data use '--sc';" \
                     " for metagenomic data use '--meta';" \
                     " for RNA-Seq use '--rna'.")

        log.info("  Reads:")
        dataset_data = pyyaml.load(open(cfg["dataset"].yaml_filename))
        dataset_data = support.relative2abs_paths(dataset_data, os.path.dirname(cfg["dataset"].yaml_filename))
        support.pretty_print_reads(dataset_data, log)

    # error correction
    if "error_correction" in cfg:
        log.info("Read error correction parameters:")
        print_value(cfg, "error_correction", "max_iterations", "Iterations")
        print_value(cfg, "error_correction", "qvoffset", "PHRED offset")

        if cfg["error_correction"].gzip_output:
            log.info("  Corrected reads will be compressed")
        else:
            log.info("  Corrected reads will NOT be compressed")

    # assembly
    if "assembly" in cfg:
        log.info("Assembly parameters:")
        if options_storage.auto_K_allowed():
            log.info("  k: automatic selection based on read length")
        else:
            print_value(cfg, "assembly", "iterative_K", "k")
        if options_storage.args.plasmid:
            log.info("  Plasmid mode is turned ON")
        if cfg["assembly"].disable_rr:
            log.info("  Repeat resolution is DISABLED")
        else:
            log.info("  Repeat resolution is enabled")
        if options_storage.args.careful:
            log.info("  Mismatch careful mode is turned ON")
        else:
            log.info("  Mismatch careful mode is turned OFF")
        if "mismatch_corrector" in cfg:
            log.info("  MismatchCorrector will be used")
        else:
            log.info("  MismatchCorrector will be SKIPPED")
        if cfg["assembly"].cov_cutoff == "off":
            log.info("  Coverage cutoff is turned OFF")
        elif cfg["assembly"].cov_cutoff == "auto":
            log.info("  Coverage cutoff is turned ON and threshold will be auto-detected")
        else:
            log.info("  Coverage cutoff is turned ON and threshold is %f" % cfg["assembly"].cov_cutoff)

    log.info("Other parameters:")
    print_value(cfg, "common", "tmp_dir", "Dir for temp files")
    print_value(cfg, "common", "max_threads", "Threads")
    print_value(cfg, "common", "max_memory", "Memory limit (in Gb)", "  ")
    log.info("")
Example #25
0
def main(args):
    os.environ["LC_ALL"] = "C"

    if len(args) == 1:
        options_storage.usage(spades_version)
        sys.exit(0)

    log = logging.getLogger('spades')
    log.setLevel(logging.DEBUG)

    console = logging.StreamHandler(sys.stdout)
    console.setFormatter(logging.Formatter('%(message)s'))
    console.setLevel(logging.DEBUG)
    log.addHandler(console)

    support.check_binaries(bin_home, log)

    # parse options and safe all parameters to cfg
    options = args
    cfg, dataset_data = fill_cfg(options, log)

    if options_storage.continue_mode:
        cmd_line, options = get_options_from_params(
            os.path.join(options_storage.output_dir, "params.txt"), args[0])
        if not options:
            support.error(
                "failed to parse command line of the previous run! Please restart from the beginning or specify another output directory."
            )
        cfg, dataset_data = fill_cfg(options, log)
        if options_storage.restart_from:
            check_cfg_for_restart_from(cfg)
        options_storage.continue_mode = True

    log_filename = os.path.join(cfg["common"].output_dir, "spades.log")
    if options_storage.continue_mode:
        log_handler = logging.FileHandler(log_filename, mode='a')
    else:
        log_handler = logging.FileHandler(log_filename, mode='w')
    log.addHandler(log_handler)

    if options_storage.continue_mode:
        log.info(
            "\n======= SPAdes pipeline continued. Log can be found here: " +
            log_filename + "\n")
        log.info("Restored from " + cmd_line)
        if options_storage.restart_from:
            updated_params = ""
            flag = False
            for v in args[1:]:
                if v == '-o' or v == '--restart-from':
                    flag = True
                    continue
                if flag:
                    flag = False
                    continue
                updated_params += " " + v
            updated_params = updated_params.strip()
            log.info("with updated parameters: " + updated_params)
            cmd_line += " " + updated_params
        log.info("")

    params_filename = os.path.join(cfg["common"].output_dir, "params.txt")
    params_handler = logging.FileHandler(params_filename, mode='w')
    log.addHandler(params_handler)

    if options_storage.continue_mode:
        log.info(cmd_line)
    else:
        command = "Command line:"
        for v in args:
            command += " " + v
        log.info(command)

    # special case


#    if "mismatch_corrector" in cfg and not support.get_lib_ids_by_type(dataset_data, 'paired-end'):
#        support.warning('cannot perform mismatch correction without at least one paired-end library! Skipping this step.', log)
#        del cfg["mismatch_corrector"]

    print_used_values(cfg, log)
    log.removeHandler(params_handler)

    support.check_single_reads_in_options(options, log)

    if not options_storage.continue_mode:
        log.info("\n======= SPAdes pipeline started. Log can be found here: " +
                 log_filename + "\n")

    # splitting interlaced reads and processing Ns in additional contigs if needed
    if support.dataset_has_interlaced_reads(dataset_data) or support.dataset_has_additional_contigs(dataset_data)\
            or support.dataset_has_nxmate_reads(dataset_data):
        dir_for_split_reads = os.path.join(options_storage.output_dir,
                                           'split_input')
        if support.dataset_has_interlaced_reads(
                dataset_data) or support.dataset_has_nxmate_reads(
                    dataset_data):
            if not os.path.isdir(dir_for_split_reads):
                os.makedirs(dir_for_split_reads)
            if support.dataset_has_interlaced_reads(dataset_data):
                dataset_data = support.split_interlaced_reads(
                    dataset_data, dir_for_split_reads, log)
            if support.dataset_has_nxmate_reads(dataset_data):
                dataset_data = support.process_nxmate_reads(
                    dataset_data, dir_for_split_reads, log)
        if support.dataset_has_additional_contigs(dataset_data):
            dataset_data = support.process_Ns_in_additional_contigs(
                dataset_data, dir_for_split_reads, log)
        options_storage.dataset_yaml_filename = os.path.join(
            options_storage.output_dir, "input_dataset.yaml")
        pyyaml.dump(dataset_data,
                    open(options_storage.dataset_yaml_filename, 'w'))
        cfg["dataset"].yaml_filename = options_storage.dataset_yaml_filename

    try:
        # copying configs before all computations (to prevent its changing at run time)
        tmp_configs_dir = os.path.join(cfg["common"].output_dir, "configs")
        if os.path.isdir(
                tmp_configs_dir) and not options_storage.continue_mode:
            shutil.rmtree(tmp_configs_dir)
        if not os.path.isdir(tmp_configs_dir):
            if options_storage.configs_dir:
                dir_util.copy_tree(options_storage.configs_dir,
                                   tmp_configs_dir,
                                   preserve_times=False)
            else:
                dir_util.copy_tree(os.path.join(spades_home, "configs"),
                                   tmp_configs_dir,
                                   preserve_times=False)

        corrected_dataset_yaml_filename = ''
        if "error_correction" in cfg:
            STAGE_NAME = "Read error correction"
            bh_cfg = merge_configs(cfg["error_correction"], cfg["common"])
            corrected_dataset_yaml_filename = os.path.join(
                bh_cfg.output_dir, "corrected.yaml")
            if os.path.isfile(corrected_dataset_yaml_filename) and options_storage.continue_mode \
                and not options_storage.restart_from == "ec":
                log.info("\n===== Skipping %s (already processed). \n" %
                         STAGE_NAME)
            else:
                support.continue_from_here(log)

                if "HEAPCHECK" in os.environ:
                    del os.environ["HEAPCHECK"]
                if "heap_check" in bh_cfg.__dict__:
                    os.environ["HEAPCHECK"] = bh_cfg.heap_check

                if os.path.exists(bh_cfg.output_dir):
                    shutil.rmtree(bh_cfg.output_dir)
                os.makedirs(bh_cfg.output_dir)

                if support.get_lib_ids_by_type(
                        dataset_data, options_storage.LONG_READS_TYPES):
                    not_used_dataset_data = support.get_libs_by_type(
                        dataset_data, options_storage.LONG_READS_TYPES)
                    to_correct_dataset_data = support.rm_libs_by_type(
                        dataset_data, options_storage.LONG_READS_TYPES)
                    to_correct_dataset_yaml_filename = os.path.join(
                        bh_cfg.output_dir, "to_correct.yaml")
                    pyyaml.dump(to_correct_dataset_data,
                                open(to_correct_dataset_yaml_filename, 'w'))
                    bh_cfg.__dict__[
                        "dataset_yaml_filename"] = to_correct_dataset_yaml_filename
                else:
                    not_used_dataset_data = None
                    bh_cfg.__dict__["dataset_yaml_filename"] = cfg[
                        "dataset"].yaml_filename

                log.info("\n===== %s started. \n" % STAGE_NAME)

                hammer_logic.run_hammer(corrected_dataset_yaml_filename,
                                        tmp_configs_dir, bin_home, bh_cfg,
                                        not_used_dataset_data,
                                        ext_python_modules_home, log)
                log.info("\n===== %s finished. \n" % STAGE_NAME)

        result_contigs_filename = os.path.join(cfg["common"].output_dir,
                                               "contigs.fasta")
        result_scaffolds_filename = os.path.join(cfg["common"].output_dir,
                                                 "scaffolds.fasta")
        misc_dir = os.path.join(cfg["common"].output_dir, "misc")
        ### if mismatch correction is enabled then result contigs are copied to misc directory
        assembled_contigs_filename = os.path.join(misc_dir,
                                                  "assembled_contigs.fasta")
        assembled_scaffolds_filename = os.path.join(
            misc_dir, "assembled_scaffolds.fasta")
        if "assembly" in cfg:
            STAGE_NAME = "Assembling"
            spades_cfg = merge_configs(cfg["assembly"], cfg["common"])
            spades_cfg.__dict__["result_contigs"] = result_contigs_filename
            spades_cfg.__dict__["result_scaffolds"] = result_scaffolds_filename

            if options_storage.continue_mode and (os.path.isfile(spades_cfg.result_contigs)
                                                  or ("mismatch_corrector" in cfg and
                                                      os.path.isfile(assembled_contigs_filename)))\
                and not options_storage.restart_from == 'as' \
                and not (options_storage.restart_from and options_storage.restart_from.startswith('k')):

                log.info("\n===== Skipping %s (already processed). \n" %
                         STAGE_NAME)
                # calculating latest_dir for the next stages
                latest_dir = support.get_latest_dir(
                    os.path.join(spades_cfg.output_dir, "K*"))
                if not latest_dir:
                    support.error(
                        "failed to continue the previous run! Please restart from previous stages or from the beginning.",
                        log)
            else:
                old_result_files = [
                    result_contigs_filename, result_scaffolds_filename,
                    assembled_contigs_filename, assembled_scaffolds_filename
                ]
                for format in [".fasta", ".fastg"]:
                    for old_result_file in old_result_files:
                        if os.path.isfile(old_result_file[:-6] + format):
                            os.remove(old_result_file[:-6] + format)

                if options_storage.restart_from == 'as':
                    support.continue_from_here(log)

                if os.path.isfile(corrected_dataset_yaml_filename):
                    dataset_data = pyyaml.load(
                        open(corrected_dataset_yaml_filename, 'r'))
                    dataset_data = support.relative2abs_paths(
                        dataset_data,
                        os.path.dirname(corrected_dataset_yaml_filename))
                if spades_cfg.disable_rr:
                    spades_cfg.__dict__["rr_enable"] = False
                else:
                    spades_cfg.__dict__["rr_enable"] = True

                if "HEAPCHECK" in os.environ:
                    del os.environ["HEAPCHECK"]
                if "heap_check" in spades_cfg.__dict__:
                    os.environ["HEAPCHECK"] = spades_cfg.heap_check

                log.info("\n===== %s started.\n" % STAGE_NAME)

                # creating dataset
                dataset_filename = os.path.join(spades_cfg.output_dir,
                                                "dataset.info")
                if not os.path.isfile(
                        dataset_filename) or not options_storage.continue_mode:
                    dataset_file = open(dataset_filename, 'w')
                    import process_cfg
                    dataset_file.write(
                        "single_cell" + '\t' +
                        process_cfg.bool_to_str(cfg["dataset"].single_cell) +
                        '\n')
                    if os.path.isfile(corrected_dataset_yaml_filename):
                        dataset_file.write(
                            "reads" + '\t' + process_cfg.process_spaces(
                                corrected_dataset_yaml_filename) + '\n')
                    else:
                        dataset_file.write("reads" + '\t' +
                                           process_cfg.process_spaces(
                                               cfg["dataset"].yaml_filename) +
                                           '\n')
                    if spades_cfg.developer_mode and "reference" in cfg[
                            "dataset"].__dict__:
                        dataset_file.write("reference_genome" + '\t')
                        dataset_file.write(
                            process_cfg.process_spaces(
                                cfg["dataset"].reference) + '\n')
                    dataset_file.close()
                spades_cfg.__dict__["dataset"] = dataset_filename

                latest_dir = spades_logic.run_spades(tmp_configs_dir, bin_home,
                                                     spades_cfg, dataset_data,
                                                     ext_python_modules_home,
                                                     log)

                if os.path.isdir(
                        misc_dir) and not options_storage.continue_mode:
                    shutil.rmtree(misc_dir)
                if not os.path.isdir(misc_dir):
                    os.makedirs(misc_dir)

                if options_storage.continue_mode and options_storage.restart_from and options_storage.restart_from.startswith(
                        'k'):
                    k_str = options_storage.restart_from[1:]
                    if k_str.find(":") != -1:
                        k_str = k_str[:k_str.find(":")]
                    support.error(
                        "failed to continue from K=%s because this K was not processed in the original run!"
                        % k_str, log)
                log.info("\n===== %s finished. \n" % STAGE_NAME)

            #corrector
            if "mismatch_corrector" in cfg and (
                    os.path.isfile(result_contigs_filename) or
                (options_storage.continue_mode
                 and os.path.isfile(assembled_contigs_filename))):
                STAGE_NAME = "Mismatch correction"
                to_correct = dict()
                to_correct["contigs"] = (result_contigs_filename,
                                         assembled_contigs_filename)
                if os.path.isfile(result_scaffolds_filename) or (
                        options_storage.continue_mode
                        and os.path.isfile(assembled_scaffolds_filename)):
                    to_correct["scaffolds"] = (result_scaffolds_filename,
                                               assembled_scaffolds_filename)

                # moving assembled contigs (scaffolds) to misc dir
                for assembly_type, (old, new) in to_correct.items():
                    if options_storage.continue_mode and os.path.isfile(new):
                        continue
                    for format in [".fasta", ".fastg"]:
                        if os.path.isfile(old[:-6] + format):
                            shutil.move(old[:-6] + format, new[:-6] + format)

                if options_storage.continue_mode and os.path.isfile(result_contigs_filename) and \
                    (os.path.isfile(result_scaffolds_filename) or not os.path.isfile(assembled_scaffolds_filename)) \
                    and not options_storage.restart_from == 'mc':
                    log.info("\n===== Skipping %s (already processed). \n" %
                             STAGE_NAME)
                else:
                    if options_storage.restart_from == 'mc':
                        support.continue_from_here(log)

                    log.info("\n===== %s started." % STAGE_NAME)
                    # detecting paired-end library with the largest insert size
                    cfg["mismatch_corrector"].__dict__["dataset"] = cfg[
                        "dataset"].yaml_filename
                    #TODO: add reads orientation

                    import corrector_logic
                    corrector_cfg = cfg["mismatch_corrector"]
                    # processing contigs and scaffolds (or only contigs)
                    for assembly_type, (corrected,
                                        assembled) in to_correct.items():
                        if options_storage.continue_mode and os.path.isfile(
                                corrected):
                            log.info("\n== Skipping processing of " +
                                     assembly_type + " (already processed)\n")
                            continue

                        support.continue_from_here(log)
                        log.info("\n== Processing of " + assembly_type + "\n")

                        tmp_dir_for_corrector = os.path.join(
                            cfg["common"].output_dir, "mismatch_corrector",
                            assembly_type)

                        cfg["mismatch_corrector"].__dict__[
                            "output_dir"] = tmp_dir_for_corrector
                        # correcting
                        corr_cfg = merge_configs(cfg["mismatch_corrector"],
                                                 cfg["common"])

                        result_corrected_filename = os.path.join(
                            tmp_dir_for_corrector, "corrected_contigs.fasta")

                        corrector_logic.run_corrector(
                            tmp_configs_dir, bin_home, corr_cfg,
                            ext_python_modules_home, log, assembled,
                            result_corrected_filename)

                        if os.path.isfile(result_corrected_filename):
                            shutil.copyfile(result_corrected_filename,
                                            corrected)
                        tmp_d = os.path.join(tmp_dir_for_corrector, "tmp")
                        if os.path.isdir(
                                tmp_d) and not cfg["common"].developer_mode:
                            shutil.rmtree(tmp_d)

                        assembled_fastg = assembled[:-6] + ".fastg"
                        if os.path.isfile(assembled_fastg):
                            support.create_fastg_from_fasta(
                                corrected, assembled_fastg, log)
                    log.info("\n===== %s finished.\n" % STAGE_NAME)

        if not cfg["common"].developer_mode and os.path.isdir(tmp_configs_dir):
            shutil.rmtree(tmp_configs_dir)

        #log.info("")
        if "error_correction" in cfg and os.path.isdir(
                os.path.dirname(corrected_dataset_yaml_filename)):
            log.info(" * Corrected reads are in " + support.process_spaces(
                os.path.dirname(corrected_dataset_yaml_filename) + "/"))
        if "assembly" in cfg and os.path.isfile(result_contigs_filename):
            message = " * Assembled contigs are in " + support.process_spaces(
                result_contigs_filename)
            if os.path.isfile(result_contigs_filename[:-6] + ".fastg"):
                message += " (" + os.path.basename(
                    result_contigs_filename[:-6] + ".fastg") + ")"
            log.info(message)
        if "assembly" in cfg and os.path.isfile(result_scaffolds_filename):
            message = " * Assembled scaffolds are in " + support.process_spaces(
                result_scaffolds_filename)
            if os.path.isfile(result_scaffolds_filename[:-6] + ".fastg"):
                message += " (" + os.path.basename(
                    result_scaffolds_filename[:-6] + ".fastg") + ")"
            log.info(message)
        #log.info("")

        #breaking scaffolds
        if os.path.isfile(result_scaffolds_filename):
            if not os.path.isdir(misc_dir):
                os.makedirs(misc_dir)
            result_broken_scaffolds = os.path.join(misc_dir,
                                                   "broken_scaffolds.fasta")
            if not os.path.isfile(result_broken_scaffolds
                                  ) or not options_storage.continue_mode:
                modified, broken_scaffolds = support.break_scaffolds(
                    result_scaffolds_filename,
                    options_storage.THRESHOLD_FOR_BREAKING_SCAFFOLDS)
                if modified:
                    support.write_fasta(result_broken_scaffolds,
                                        broken_scaffolds)
                    #log.info(" * Scaffolds broken by " + str(options_storage.THRESHOLD_FOR_BREAKING_SCAFFOLDS) +
                    # " Ns are in " + result_broken_scaffolds)

        ### printing WARNINGS SUMMARY
        if not support.log_warnings(log):
            log.info("\n======= SPAdes pipeline finished."
                     )  # otherwise it finished WITH WARNINGS

        if options_storage.test_mode:
            for result_filename in [
                    result_contigs_filename, result_scaffolds_filename
            ]:
                if os.path.isfile(result_filename):
                    result_fasta = list(support.read_fasta(result_filename))
                    # correctness check: should be one contig of length 1000 bp
                    correct_number = 1
                    correct_length = 1000
                    if not len(result_fasta):
                        support.error(
                            "TEST FAILED: %s does not contain contigs!" %
                            result_filename)
                    elif len(result_fasta) > correct_number:
                        support.error(
                            "TEST FAILED: %s contains more than %d contig (%d)!"
                            % (result_filename, correct_number,
                               len(result_fasta)))
                    elif len(result_fasta[0][1]) != correct_length:
                        if len(result_fasta[0][1]) > correct_length:
                            relation = "more"
                        else:
                            relation = "less"
                        support.error(
                            "TEST FAILED: %s contains %s than %d bp (%d bp)!" %
                            (result_filename, relation, correct_length,
                             len(result_fasta[0][1])))
                else:
                    support.error("TEST FAILED: " + result_filename +
                                  " does not exist!")
            log.info("\n========= TEST PASSED CORRECTLY.")

        log.info("\nSPAdes log can be found here: " + log_filename)
        log.info("")
        log.info("Thank you for using SPAdes!")
        log.removeHandler(log_handler)

    except Exception:
        exc_type, exc_value, _ = sys.exc_info()
        if exc_type == SystemExit:
            sys.exit(exc_value)
        else:
            if exc_type == OSError and exc_value.errno == errno.ENOEXEC:  # Exec format error
                support.error(
                    "It looks like you are using SPAdes binaries for another platform.\n"
                    + support.get_spades_binaries_info_message())
            else:
                log.exception(exc_value)
                support.error("exception caught: %s" % exc_type, log)
    except BaseException:  # since python 2.5 system-exiting exceptions (e.g. KeyboardInterrupt) are derived from BaseException
        exc_type, exc_value, _ = sys.exc_info()
        if exc_type == SystemExit:
            sys.exit(exc_value)
        else:
            log.exception(exc_value)
            support.error("exception caught: %s" % exc_type, log)
Example #26
0
def fill_cfg(options_to_parse, log):
    try:
        options, not_options = getopt.gnu_getopt(options_to_parse,
                                                 options_storage.short_options,
                                                 options_storage.long_options)
    except getopt.GetoptError:
        _, exc, _ = sys.exc_info()
        sys.stderr.write(str(exc) + "\n")
        sys.stderr.flush()
        options_storage.usage(spades_version)
        sys.exit(1)

    if not options:
        options_storage.usage(spades_version)
        sys.exit(1)

    if len(not_options) > 1:
        for opt, arg in options:
            if opt == "-k" and arg.strip().endswith(','):
                support.error(
                    "Do not put spaces after commas in the list of k-mers sizes! Correct example: -k 21,33,55",
                    log)
        support.error(
            "Please specify option (e.g. -1, -2, -s, etc) for the following paths: "
            + ", ".join(not_options[1:]) + "\n", log)

    # all parameters are stored here
    cfg = dict()
    # dataset is stored here. We are prepared for up to MAX_LIBS_NUMBER for each type of short-reads libs
    dataset_data = [
        {} for i in range(options_storage.MAX_LIBS_NUMBER *
                          len(options_storage.SHORT_READS_TYPES.keys()) +
                          len(options_storage.LONG_READS_TYPES))
    ]  # "[{}]*num" doesn't work here!

    # for parsing options from "previous run command"
    options_storage.continue_mode = False
    options_storage.k_mers = None

    for opt, arg in options:
        if opt == '-o':
            options_storage.output_dir = os.path.abspath(arg)
        elif opt == "--tmp-dir":
            options_storage.tmp_dir = os.path.abspath(arg)
        elif opt == "--configs-dir":
            options_storage.configs_dir = support.check_dir_existence(arg)
        elif opt == "--reference":
            options_storage.reference = support.check_file_existence(
                arg, 'reference', log)
        elif opt == "--dataset":
            options_storage.dataset_yaml_filename = support.check_file_existence(
                arg, 'dataset', log)

        elif opt in options_storage.reads_options:
            support.add_to_dataset(opt, arg, dataset_data)

        elif opt == '-k':
            if arg == 'auto':
                options_storage.k_mers = arg
            else:
                options_storage.k_mers = list(map(int, arg.split(",")))
                for k in options_storage.k_mers:
                    if k < options_storage.MIN_K or k > options_storage.MAX_K:
                        support.error(
                            'wrong k value ' + str(k) +
                            ': all k values should be between %d and %d' %
                            (options_storage.MIN_K, options_storage.MAX_K),
                            log)
                    if k % 2 == 0:
                        support.error(
                            'wrong k value ' + str(k) +
                            ': all k values should be odd', log)

        elif opt == "--sc":
            options_storage.single_cell = True
        elif opt == "--iontorrent":
            options_storage.iontorrent = True
        elif opt == "--disable-gzip-output":
            options_storage.disable_gzip_output = True
        elif opt == "--disable-gzip-output:false":
            options_storage.disable_gzip_output = False
        elif opt == "--disable-rr":
            options_storage.disable_rr = True
        elif opt == "--disable-rr:false":
            options_storage.disable_rr = False

        elif opt == "--only-error-correction":
            if options_storage.only_assembler:
                support.error(
                    'you cannot specify --only-error-correction and --only-assembler simultaneously'
                )
            options_storage.only_error_correction = True
        elif opt == "--only-assembler":
            if options_storage.only_error_correction:
                support.error(
                    'you cannot specify --only-error-correction and --only-assembler simultaneously'
                )
            options_storage.only_assembler = True

        elif opt == "--read-buffer-size":
            options_storage.read_buffer_size = int(arg)
        elif opt == "--bh-heap-check":
            options_storage.bh_heap_check = arg
        elif opt == "--spades-heap-check":
            options_storage.spades_heap_check = arg

        elif opt == "--continue":
            options_storage.continue_mode = True
        elif opt == "--restart-from":
            if arg not in ['ec', 'as', 'mc'] and not arg.startswith('k'):
                support.error(
                    "wrong value for --restart-from option: " + arg +
                    " (should be 'ec', 'as', 'k<int>', or 'mc'", log)
            options_storage.continue_mode = True
            options_storage.restart_from = arg

        elif opt == '-t' or opt == "--threads":
            options_storage.threads = int(arg)
        elif opt == '-m' or opt == "--memory":
            options_storage.memory = int(arg)
        elif opt == "--phred-offset":
            if arg == 'auto':
                options_storage.qvoffset = arg
            elif arg in ['33', '64']:
                options_storage.qvoffset = int(arg)
            else:
                support.error(
                    'wrong PHRED quality offset value: ' + arg +
                    ' (should be either 33, 64, or \'auto\')', log)
        elif opt == "--cov-cutoff":
            if arg == 'auto' or arg == 'off':
                options_storage.cov_cutoff = arg
            elif support.is_float(arg) and float(arg) > 0.0:
                options_storage.cov_cutoff = float(arg)
            else:
                support.error(
                    'wrong value for --cov-cutoff option: ' + arg +
                    ' (should be a positive float number, or \'auto\', or \'off\')',
                    log)
        elif opt == '-i' or opt == "--iterations":
            options_storage.iterations = int(arg)

        elif opt == "--debug":
            options_storage.developer_mode = True
        elif opt == "--debug:false":
            options_storage.developer_mode = False

        #corrector
        elif opt == "--mismatch-correction":
            options_storage.mismatch_corrector = True
        elif opt == "--mismatch-correction:false":
            options_storage.mismatch_corrector = False

        elif opt == "--careful":
            options_storage.mismatch_corrector = True
            options_storage.careful = True
        elif opt == "--careful:false":
            options_storage.mismatch_corrector = False
            options_storage.careful = False

        elif opt == '-h' or opt == "--help":
            options_storage.usage(spades_version)
            sys.exit(0)
        elif opt == "--help-hidden":
            options_storage.usage(spades_version, True)
            sys.exit(0)

        elif opt == "--test":
            options_storage.set_test_options()
            support.add_to_dataset(
                '-1', os.path.join(spades_home,
                                   "test_dataset/ecoli_1K_1.fq.gz"),
                dataset_data)
            support.add_to_dataset(
                '-2', os.path.join(spades_home,
                                   "test_dataset/ecoli_1K_2.fq.gz"),
                dataset_data)
            #break
        elif opt == "--diploid":
            options_storage.diploid_mode = True
        else:
            raise ValueError

    if not options_storage.output_dir:
        support.error(
            "the output_dir is not set! It is a mandatory parameter (-o output_dir).",
            log)
    if not os.path.isdir(options_storage.output_dir):
        if options_storage.continue_mode:
            support.error(
                "the output_dir should exist for --continue and for --restart-from!",
                log)
        os.makedirs(options_storage.output_dir)
    if options_storage.restart_from:
        if options_storage.continue_mode:  # saving parameters specified with --restart-from
            if not support.dataset_is_empty(dataset_data):
                support.error(
                    "you cannot specify reads with --restart-from option!",
                    log)
            options_storage.save_restart_options(log)
        else:  # overriding previous run parameters
            options_storage.load_restart_options()
    if options_storage.continue_mode:
        return None, None

    if options_storage.dataset_yaml_filename:
        try:
            dataset_data = pyyaml.load(
                open(options_storage.dataset_yaml_filename, 'r'))
        except pyyaml.YAMLError:
            _, exc, _ = sys.exc_info()
            support.error('exception caught while parsing YAML file (' +
                          options_storage.dataset_yaml_filename + '):\n' +
                          str(exc))
        dataset_data = support.relative2abs_paths(
            dataset_data,
            os.path.dirname(options_storage.dataset_yaml_filename))
    else:
        dataset_data = support.correct_dataset(dataset_data)
        dataset_data = support.relative2abs_paths(dataset_data, os.getcwd())
        options_storage.dataset_yaml_filename = os.path.join(
            options_storage.output_dir, "input_dataset.yaml")
        pyyaml.dump(dataset_data,
                    open(options_storage.dataset_yaml_filename, 'w'))

    support.check_dataset_reads(dataset_data, options_storage.only_assembler,
                                log)
    if not support.get_lib_ids_by_type(
            dataset_data, spades_logic.READS_TYPES_USED_IN_CONSTRUCTION):
        support.error(
            'you should specify at least one unpaired, paired-end, or high-quality mate-pairs library!'
        )

    options_storage.set_default_values()
    ### FILLING cfg
    cfg["common"] = empty_config()
    cfg["dataset"] = empty_config()
    if not options_storage.only_assembler:
        cfg["error_correction"] = empty_config()
    if not options_storage.only_error_correction:
        cfg["assembly"] = empty_config()

    # common
    cfg["common"].__dict__["output_dir"] = options_storage.output_dir
    cfg["common"].__dict__["tmp_dir"] = options_storage.tmp_dir
    cfg["common"].__dict__["max_threads"] = options_storage.threads
    cfg["common"].__dict__["max_memory"] = options_storage.memory
    cfg["common"].__dict__["developer_mode"] = options_storage.developer_mode

    # dataset section
    cfg["dataset"].__dict__["single_cell"] = options_storage.single_cell
    cfg["dataset"].__dict__["iontorrent"] = options_storage.iontorrent
    cfg["dataset"].__dict__[
        "yaml_filename"] = options_storage.dataset_yaml_filename
    if options_storage.developer_mode and options_storage.reference:
        cfg["dataset"].__dict__["reference"] = options_storage.reference

    # error correction
    if (not options_storage.only_assembler) and (options_storage.iterations >
                                                 0):
        cfg["error_correction"].__dict__["output_dir"] = os.path.join(
            cfg["common"].output_dir, "corrected")
        cfg["error_correction"].__dict__[
            "max_iterations"] = options_storage.iterations
        cfg["error_correction"].__dict__[
            "gzip_output"] = not options_storage.disable_gzip_output
        if options_storage.qvoffset:
            cfg["error_correction"].__dict__[
                "qvoffset"] = options_storage.qvoffset
        if options_storage.bh_heap_check:
            cfg["error_correction"].__dict__[
                "heap_check"] = options_storage.bh_heap_check
        cfg["error_correction"].__dict__[
            "iontorrent"] = options_storage.iontorrent

    # assembly
    if not options_storage.only_error_correction:
        if options_storage.k_mers:
            cfg["assembly"].__dict__["iterative_K"] = options_storage.k_mers
        else:
            cfg["assembly"].__dict__[
                "iterative_K"] = options_storage.K_MERS_SHORT
        cfg["assembly"].__dict__["careful"] = options_storage.careful
        cfg["assembly"].__dict__["disable_rr"] = options_storage.disable_rr
        cfg["assembly"].__dict__["diploid_mode"] = options_storage.diploid_mode
        cfg["assembly"].__dict__["cov_cutoff"] = options_storage.cov_cutoff
        if options_storage.spades_heap_check:
            cfg["assembly"].__dict__[
                "heap_check"] = options_storage.spades_heap_check
        if options_storage.read_buffer_size:
            cfg["assembly"].__dict__[
                "read_buffer_size"] = options_storage.read_buffer_size

    #corrector can work only if contigs exist (not only error correction)
    if (not options_storage.only_error_correction
        ) and options_storage.mismatch_corrector:
        cfg["mismatch_corrector"] = empty_config()
        cfg["mismatch_corrector"].__dict__["skip-masked"] = None
        cfg["mismatch_corrector"].__dict__["bwa"] = os.path.join(
            bin_home, "bwa-spades")
        cfg["mismatch_corrector"].__dict__["threads"] = options_storage.threads
        cfg["mismatch_corrector"].__dict__[
            "output-dir"] = options_storage.output_dir

    return cfg, dataset_data
Example #27
0
if not os.path.exists(output_dir):
    os.makedirs(output_dir)

if make_latest_symlink:
    latest_symlink = 'latest'
    if os.path.islink(latest_symlink):
        os.remove(latest_symlink)
    os.symlink(output_dir, latest_symlink)

datasets_dict = dict()

print("Analyzing datasets")
for dataset in datasets:

    try:
        dataset_data = pyyaml.load(file(dataset, 'r'))
    except pyyaml.YAMLError, exc:
        support.warning('skipping ' + dataset +
                        ': exception caught while parsing YAML file (' +
                        options_storage.dataset_yaml_filename + '):\n' +
                        str(exc))
        continue

    dataset_data = support.correct_dataset(dataset_data)
    for id, library in enumerate(dataset_data):
        print("processing lib#" + str(id) + " of " + dataset)
        basename = os.path.splitext(os.path.basename(dataset))[0]
        cur_key = basename
        i = 1
        while datasets_dict.has_key(cur_key):
            cur_key = basename + "_" + str(i)
Example #28
0
def run_hammer(corrected_dataset_yaml_filename, configs_dir, execution_home, cfg,
               dataset_data, ext_python_modules_home, only_compressing_is_needed, log):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml

    # not all reads need processing
    if support.get_lib_ids_by_type(dataset_data, options_storage.LONG_READS_TYPES):
        not_used_dataset_data = support.get_libs_by_type(dataset_data, options_storage.LONG_READS_TYPES)
        to_correct_dataset_data = support.rm_libs_by_type(dataset_data, options_storage.LONG_READS_TYPES)
        to_correct_dataset_yaml_filename = os.path.join(cfg.output_dir, "to_correct.yaml")
        pyyaml.dump(to_correct_dataset_data, open(to_correct_dataset_yaml_filename, 'w'), default_flow_style = False, default_style='"', width=100500)
        cfg.dataset_yaml_filename = to_correct_dataset_yaml_filename
    else:
        not_used_dataset_data = None

    if not only_compressing_is_needed:
        dst_configs = os.path.join(cfg.output_dir, "configs")
        if os.path.exists(dst_configs):
            shutil.rmtree(dst_configs)
        if cfg.iontorrent:
            dir_util.copy_tree(os.path.join(configs_dir, "ionhammer"), dst_configs, preserve_times=False)
            cfg_file_name = os.path.join(dst_configs, "ionhammer.cfg")
        else:
            dir_util.copy_tree(os.path.join(configs_dir, "hammer"), dst_configs, preserve_times=False)
            cfg_file_name = os.path.join(dst_configs, "config.info")

        cfg.tmp_dir = support.get_tmp_dir(prefix="hammer_")
        if cfg.iontorrent:
            prepare_config_ih(cfg_file_name, cfg, ext_python_modules_home)
            binary_name = "ionhammer"
        else:
            prepare_config_bh(cfg_file_name, cfg, log)
            binary_name = "hammer"

        command = [os.path.join(execution_home, binary_name),
                   os.path.abspath(cfg_file_name)]

        log.info("\n== Running read error correction tool: " + ' '.join(command) + "\n")
        support.sys_call(command, log)
        if not os.path.isfile(corrected_dataset_yaml_filename):
            support.error("read error correction finished abnormally: " + corrected_dataset_yaml_filename + " not found!")
    else:
        log.info("\n===== Skipping %s (already processed). \n" % "read error correction tool")
        support.continue_from_here(log)

    corrected_dataset_data = pyyaml.load(open(corrected_dataset_yaml_filename, 'r'))
    remove_not_corrected_reads(cfg.output_dir)
    is_changed = False
    if cfg.gzip_output:
        is_changed = True
        compress_dataset_files(corrected_dataset_data, ext_python_modules_home, cfg.max_threads, log)
    if not_used_dataset_data:
        is_changed = True
        corrected_dataset_data += not_used_dataset_data
    if is_changed:
        pyyaml.dump(corrected_dataset_data, open(corrected_dataset_yaml_filename, 'w'), default_flow_style = False, default_style='"', width=100500)
    log.info("\n== Dataset description file was created: " + corrected_dataset_yaml_filename + "\n")

    if os.path.isdir(cfg.tmp_dir):
        shutil.rmtree(cfg.tmp_dir)
Example #29
0
def main(args):
    os.environ["LC_ALL"] = "C"

    if len(args) == 1:
        options_storage.usage(spades_version)
        sys.exit(0)

    log = logging.getLogger('spades')
    log.setLevel(logging.DEBUG)

    console = logging.StreamHandler(sys.stdout)
    console.setFormatter(logging.Formatter('%(message)s'))
    console.setLevel(logging.DEBUG)
    log.addHandler(console)

    support.check_binaries(bin_home, log)

    # parse options and safe all parameters to cfg
    cfg, dataset_data = fill_cfg(args, log)

    if options_storage.continue_mode:
        cmd_line, options = get_options_from_params(os.path.join(options_storage.output_dir, "params.txt"))
        if not options:
            support.error("failed to parse command line of the previous run! Please restart from the beginning or specify another output directory.")
        cfg, dataset_data = fill_cfg(options, log)
        if options_storage.restart_from:
            check_cfg_for_restart_from(cfg)
        options_storage.continue_mode = True

    log_filename = os.path.join(cfg["common"].output_dir, "spades.log")
    if options_storage.continue_mode:
        log_handler = logging.FileHandler(log_filename, mode='a')
    else:
        log_handler = logging.FileHandler(log_filename, mode='w')
    log.addHandler(log_handler)

    if options_storage.continue_mode:
        log.info("\n======= SPAdes pipeline continued. Log can be found here: " + log_filename + "\n")
        log.info("Restored from " + cmd_line)
        if options_storage.restart_from:
            updated_params = ""
            flag = False
            for v in args[1:]:
                if v == '-o' or v == '--restart-from':
                    flag = True
                    continue
                if flag:
                    flag = False
                    continue
                updated_params += " " + v
            updated_params = updated_params.strip()
            log.info("with updated parameters: " + updated_params)
            cmd_line += " " + updated_params
        log.info("")

    params_filename = os.path.join(cfg["common"].output_dir, "params.txt")
    params_handler = logging.FileHandler(params_filename, mode='w')
    log.addHandler(params_handler)

    if options_storage.continue_mode:
        log.info(cmd_line)
    else:
        command = "Command line:"
        for v in args:
            command += " " + v
        log.info(command)

    # special case
    if "mismatch_corrector" in cfg and not support.get_lib_ids_by_type(dataset_data, 'paired-end'):
        support.warning('cannot perform mismatch correction without at least one paired-end library! Skipping this step.', log)
        del cfg["mismatch_corrector"]

    print_used_values(cfg, log)
    log.removeHandler(params_handler)

    if not options_storage.continue_mode:
        log.info("\n======= SPAdes pipeline started. Log can be found here: " + log_filename + "\n")

    # splitting interlaced reads and processing Ns in additional contigs if needed
    if support.dataset_has_interlaced_reads(dataset_data) or support.dataset_has_additional_contigs(dataset_data):
        dir_for_split_reads = os.path.join(options_storage.output_dir, 'split_input')
        if support.dataset_has_interlaced_reads(dataset_data):
            if not os.path.isdir(dir_for_split_reads):
                os.makedirs(dir_for_split_reads)
            dataset_data = support.split_interlaced_reads(dataset_data, dir_for_split_reads, log)
        if support.dataset_has_additional_contigs(dataset_data):
            dataset_data = support.process_Ns_in_additional_contigs(dataset_data, dir_for_split_reads, log)
        options_storage.dataset_yaml_filename = os.path.join(options_storage.output_dir, "input_dataset.yaml")
        pyyaml.dump(dataset_data, open(options_storage.dataset_yaml_filename, 'w'))
        cfg["dataset"].yaml_filename = options_storage.dataset_yaml_filename

    try:
        # copying configs before all computations (to prevent its changing at run time)
        tmp_configs_dir = os.path.join(cfg["common"].output_dir, "configs")
        if os.path.isdir(tmp_configs_dir) and not options_storage.continue_mode:
            shutil.rmtree(tmp_configs_dir)
        if not os.path.isdir(tmp_configs_dir):
            dir_util.copy_tree(os.path.join(spades_home, "configs"), tmp_configs_dir, preserve_times=False)

        corrected_dataset_yaml_filename = ''
        if "error_correction" in cfg:
            STAGE_NAME = "Read error correction"
            bh_cfg = merge_configs(cfg["error_correction"], cfg["common"])
            corrected_dataset_yaml_filename = os.path.join(bh_cfg.output_dir, "corrected.yaml")
            if os.path.isfile(corrected_dataset_yaml_filename) and options_storage.continue_mode \
                and not options_storage.restart_from == "ec":
                log.info("\n===== Skipping %s (already processed). \n" % STAGE_NAME)
            else:
                support.continue_from_here(log)

                if "HEAPCHECK" in os.environ:
                    del os.environ["HEAPCHECK"]
                if "heap_check" in bh_cfg.__dict__:
                    os.environ["HEAPCHECK"] = bh_cfg.heap_check

                if os.path.exists(bh_cfg.output_dir):
                    shutil.rmtree(bh_cfg.output_dir)
                os.makedirs(bh_cfg.output_dir)

                if support.get_lib_ids_by_type(dataset_data, options_storage.LONG_READS_TYPES):
                    not_used_dataset_data = support.get_libs_by_type(dataset_data, options_storage.LONG_READS_TYPES)
                    to_correct_dataset_data = support.rm_libs_by_type(dataset_data, options_storage.LONG_READS_TYPES)
                    to_correct_dataset_yaml_filename = os.path.join(bh_cfg.output_dir, "to_correct.yaml")
                    pyyaml.dump(to_correct_dataset_data, open(to_correct_dataset_yaml_filename, 'w'))
                    bh_cfg.__dict__["dataset_yaml_filename"] = to_correct_dataset_yaml_filename
                else:
                    not_used_dataset_data = None
                    bh_cfg.__dict__["dataset_yaml_filename"] = cfg["dataset"].yaml_filename

                log.info("\n===== %s started. \n" % STAGE_NAME)
                hammer_logic.run_hammer(corrected_dataset_yaml_filename, tmp_configs_dir, bin_home, bh_cfg, not_used_dataset_data,
                    ext_python_modules_home, log)
                log.info("\n===== %s finished. \n" % STAGE_NAME)

        result_contigs_filename = os.path.join(cfg["common"].output_dir, "contigs.fasta")
        result_scaffolds_filename = os.path.join(cfg["common"].output_dir, "scaffolds.fasta")
        misc_dir = os.path.join(cfg["common"].output_dir, "misc")
        ### if mismatch correction is enabled then result contigs are copied to misc directory
        assembled_contigs_filename = os.path.join(misc_dir, "assembled_contigs.fasta")
        assembled_scaffolds_filename = os.path.join(misc_dir, "assembled_scaffolds.fasta")
        if "assembly" in cfg:
            STAGE_NAME = "Assembling"
            spades_cfg = merge_configs(cfg["assembly"], cfg["common"])
            spades_cfg.__dict__["result_contigs"] = result_contigs_filename
            spades_cfg.__dict__["result_scaffolds"] = result_scaffolds_filename

            if options_storage.continue_mode and (os.path.isfile(spades_cfg.result_contigs)
                                                  or ("mismatch_corrector" in cfg and
                                                      os.path.isfile(assembled_contigs_filename)))\
                and not options_storage.restart_from == 'as' \
                and not (options_storage.restart_from and options_storage.restart_from.startswith('k')):

                log.info("\n===== Skipping %s (already processed). \n" % STAGE_NAME)
                # calculating latest_dir for the next stages
                latest_dir = support.get_latest_dir(os.path.join(spades_cfg.output_dir, "K*"))
                if not latest_dir:
                    support.error("failed to continue the previous run! Please restart from previous stages or from the beginning.", log)
            else:
                old_result_files = [result_contigs_filename, result_scaffolds_filename,
                                    assembled_contigs_filename, assembled_scaffolds_filename]
                for format in [".fasta", ".fastg"]:
                    for old_result_file in old_result_files:
                        if os.path.isfile(old_result_file[:-6] + format):
                            os.remove(old_result_file[:-6] + format)

                if options_storage.restart_from == 'as':
                    support.continue_from_here(log)

                if os.path.isfile(corrected_dataset_yaml_filename):
                    dataset_data = pyyaml.load(open(corrected_dataset_yaml_filename, 'r'))
                    dataset_data = support.relative2abs_paths(dataset_data, os.path.dirname(corrected_dataset_yaml_filename))
                if spades_cfg.disable_rr:
                    spades_cfg.__dict__["rr_enable"] = False
                else:
                    spades_cfg.__dict__["rr_enable"] = True

                if "HEAPCHECK" in os.environ:
                    del os.environ["HEAPCHECK"]
                if "heap_check" in spades_cfg.__dict__:
                    os.environ["HEAPCHECK"] = spades_cfg.heap_check

                log.info("\n===== %s started.\n" % STAGE_NAME)

                # creating dataset
                dataset_filename = os.path.join(spades_cfg.output_dir, "dataset.info")
                if not os.path.isfile(dataset_filename) or not options_storage.continue_mode:
                    dataset_file = open(dataset_filename, 'w')
                    import process_cfg
                    dataset_file.write("single_cell" + '\t' + process_cfg.bool_to_str(cfg["dataset"].single_cell) + '\n')
                    if os.path.isfile(corrected_dataset_yaml_filename):
                        dataset_file.write("reads" + '\t' + process_cfg.process_spaces(corrected_dataset_yaml_filename) + '\n')
                    else:
                        dataset_file.write("reads" + '\t' + process_cfg.process_spaces(cfg["dataset"].yaml_filename) + '\n')
                    if spades_cfg.developer_mode and "reference" in cfg["dataset"].__dict__:
                        dataset_file.write("reference_genome" + '\t')
                        dataset_file.write(process_cfg.process_spaces(cfg["dataset"].reference) + '\n')
                    dataset_file.close()
                spades_cfg.__dict__["dataset"] = dataset_filename

                latest_dir = spades_logic.run_spades(tmp_configs_dir, bin_home, spades_cfg, dataset_data, ext_python_modules_home, log)

                if os.path.isdir(misc_dir) and not options_storage.continue_mode:
                    shutil.rmtree(misc_dir)
                if not os.path.isdir(misc_dir):
                    os.makedirs(misc_dir)

                if options_storage.continue_mode and options_storage.restart_from and options_storage.restart_from.startswith('k'):
                    k_str = options_storage.restart_from[1:]
                    if k_str.find(":") != -1:
                        k_str = k_str[:k_str.find(":")]
                    support.error("failed to continue from K=%s because this K was not processed in the original run!" % k_str, log)
                log.info("\n===== %s finished. \n" % STAGE_NAME)

            #corrector
            if "mismatch_corrector" in cfg and (os.path.isfile(result_contigs_filename) or
                                                (options_storage.continue_mode and os.path.isfile(assembled_contigs_filename))):
                STAGE_NAME = "Mismatch correction"
                to_correct = dict()
                to_correct["contigs"] = (result_contigs_filename, assembled_contigs_filename)
                if os.path.isfile(result_scaffolds_filename) or (options_storage.continue_mode and
                                                                 os.path.isfile(assembled_scaffolds_filename)):
                    to_correct["scaffolds"] = (result_scaffolds_filename, assembled_scaffolds_filename)

                # moving assembled contigs (scaffolds) to misc dir
                for assembly_type, (old, new) in to_correct.items():
                    if options_storage.continue_mode and os.path.isfile(new):
                        continue
                    for format in [".fasta", ".fastg"]:
                        if os.path.isfile(old[:-6] + format):
                            shutil.move(old[:-6] + format, new[:-6] + format)

                if options_storage.continue_mode and os.path.isfile(result_contigs_filename) and \
                    (os.path.isfile(result_scaffolds_filename) or not os.path.isfile(assembled_scaffolds_filename)) \
                    and not options_storage.restart_from == 'mc':
                    log.info("\n===== Skipping %s (already processed). \n" % STAGE_NAME)
                else:
                    if options_storage.restart_from == 'mc':
                        support.continue_from_here(log)

                    log.info("\n===== %s started." % STAGE_NAME)
                    # detecting paired-end library with the largest insert size
                    est_params_data = pyyaml.load(open(os.path.join(latest_dir, "final.lib_data"), 'r'))
                    max_IS_library = None
                    for reads_library in est_params_data:
                        if reads_library['type'] == 'paired-end':
                            if not max_IS_library or float(reads_library["insert size mean"]) > float(max_IS_library["insert size mean"]):
                                max_IS_library = reads_library
                    if not max_IS_library:
                        support.error('Mismatch correction cannot be performed without at least one paired-end library!', log)
                    if not max_IS_library["insert size mean"]:
                        support.warning('Failed to estimate insert size for all paired-end libraries. Starting Mismatch correction'
                                        ' based on the first paired-end library and with default insert size.', log)
                    else:
                        cfg["mismatch_corrector"].__dict__["insert-size"] = round(max_IS_library["insert size mean"])
                    yaml_dirname = os.path.dirname(options_storage.dataset_yaml_filename)
                    cfg["mismatch_corrector"].__dict__["1"] = list(map(lambda x: os.path.join(yaml_dirname, x),
                        max_IS_library['left reads']))
                    cfg["mismatch_corrector"].__dict__["2"] = list(map(lambda x: os.path.join(yaml_dirname, x),
                        max_IS_library['right reads']))
                    #TODO: add reads orientation

                    import corrector
                    corrector_cfg = cfg["mismatch_corrector"]
                    args = []
                    for key, values in corrector_cfg.__dict__.items():
                        if key == "output-dir":
                            continue

                        # for processing list of reads
                        if not isinstance(values, list):
                            values = [values]
                        for value in values:
                            if len(key) == 1:
                                args.append('-' + key)
                            else:
                                args.append('--' + key)
                            if value is not None:
                                args.append(value)

                    # processing contigs and scaffolds (or only contigs)
                    for assembly_type, (corrected, assembled) in to_correct.items():
                        if options_storage.continue_mode and os.path.isfile(corrected):
                            log.info("\n== Skipping processing of " + assembly_type + " (already processed)\n")
                            continue

                        support.continue_from_here(log)
                        log.info("\n== Processing of " + assembly_type + "\n")

                        cur_args = args[:]
                        cur_args += ['-c', assembled]
                        tmp_dir_for_corrector = support.get_tmp_dir(prefix="mis_cor_%s_" % assembly_type)
                        cur_args += ['--output-dir', tmp_dir_for_corrector]

                        # correcting
                        corrector.main(cur_args, ext_python_modules_home, log)

                        result_corrected_filename = os.path.join(tmp_dir_for_corrector, "corrected_contigs.fasta")
                        # moving corrected contigs (scaffolds) to SPAdes output dir
                        if os.path.isfile(result_corrected_filename):
                            shutil.move(result_corrected_filename, corrected)

                        if os.path.isdir(tmp_dir_for_corrector):
                            shutil.rmtree(tmp_dir_for_corrector)

                        assembled_fastg = assembled[:-6] + ".fastg"
                        if os.path.isfile(assembled_fastg):
                            support.create_fastg_from_fasta(corrected, assembled_fastg, log)
                    log.info("\n===== %s finished.\n" % STAGE_NAME)

        if not cfg["common"].developer_mode and os.path.isdir(tmp_configs_dir):
            shutil.rmtree(tmp_configs_dir)

        #log.info("")
        if "error_correction" in cfg and os.path.isdir(os.path.dirname(corrected_dataset_yaml_filename)):
            log.info(" * Corrected reads are in " + support.process_spaces(os.path.dirname(corrected_dataset_yaml_filename) + "/"))
        if "assembly" in cfg and os.path.isfile(result_contigs_filename):
            message = " * Assembled contigs are in " + support.process_spaces(result_contigs_filename)
            if os.path.isfile(result_contigs_filename[:-6] + ".fastg"):
                message += " (" + os.path.basename(result_contigs_filename[:-6] + ".fastg") + ")"
            log.info(message)
        if "assembly" in cfg and os.path.isfile(result_scaffolds_filename):
            message = " * Assembled scaffolds are in " + support.process_spaces(result_scaffolds_filename)
            if os.path.isfile(result_scaffolds_filename[:-6] + ".fastg"):
                message += " (" + os.path.basename(result_scaffolds_filename[:-6] + ".fastg") + ")"
            log.info(message)
        #log.info("")

        #breaking scaffolds
        if os.path.isfile(result_scaffolds_filename):
            if not os.path.isdir(misc_dir):
                os.makedirs(misc_dir)
            result_broken_scaffolds = os.path.join(misc_dir, "broken_scaffolds.fasta")
            if not os.path.isfile(result_broken_scaffolds) or not options_storage.continue_mode:
                modified, broken_scaffolds = support.break_scaffolds(result_scaffolds_filename,
                    options_storage.THRESHOLD_FOR_BREAKING_SCAFFOLDS)
                if modified:
                    support.write_fasta(result_broken_scaffolds, broken_scaffolds)
                    #log.info(" * Scaffolds broken by " + str(options_storage.THRESHOLD_FOR_BREAKING_SCAFFOLDS) +
                    # " Ns are in " + result_broken_scaffolds)

        ### printing WARNINGS SUMMARY
        if not support.log_warnings(log):
            log.info("\n======= SPAdes pipeline finished.")  # otherwise it finished WITH WARNINGS

        if options_storage.test_mode:
            for result_filename in [result_contigs_filename, result_scaffolds_filename]:
                if os.path.isfile(result_filename):
                    result_fasta = list(support.read_fasta(result_filename))
                    # correctness check: should be one contig of length 1000 bp
                    correct_number = 1
                    correct_length = 1000
                    if not len(result_fasta):
                        support.error("TEST FAILED: %s does not contain contigs!" % result_filename)
                    elif len(result_fasta) > correct_number:
                        support.error("TEST FAILED: %s contains more than %d contig (%d)!" %
                                      (result_filename, correct_number, len(result_fasta)))
                    elif len(result_fasta[0][1]) != correct_length:
                        if len(result_fasta[0][1]) > correct_length:
                            relation = "more"
                        else:
                            relation = "less"
                        support.error("TEST FAILED: %s contains %s than %d bp (%d bp)!" %
                                      (result_filename, relation, correct_length, len(result_fasta[0][1])))
                else:
                    support.error("TEST FAILED: " + result_filename + " does not exist!")
            log.info("\n========= TEST PASSED CORRECTLY.")


        log.info("\nSPAdes log can be found here: " + log_filename)
        log.info("")
        log.info("Thank you for using SPAdes!")
        log.removeHandler(log_handler)

    except Exception:
        exc_type, exc_value, _ = sys.exc_info()
        if exc_type == SystemExit:
            sys.exit(exc_value)
        else:
            if exc_type == OSError and exc_value.errno == errno.ENOEXEC: # Exec format error
                support.error("It looks like you are using SPAdes binaries for another platform.\n" +
                              support.get_spades_binaries_info_message())
            else:
                log.exception(exc_value)
                support.error("exception caught: %s" % exc_type, log)
    except BaseException: # since python 2.5 system-exiting exceptions (e.g. KeyboardInterrupt) are derived from BaseException
        exc_type, exc_value, _ = sys.exc_info()
        if exc_type == SystemExit:
            sys.exit(exc_value)
        else:
            log.exception(exc_value)
            support.error("exception caught: %s" % exc_type, log)
Example #30
0
def fill_cfg(options_to_parse, log):
    try:
        options, not_options = getopt.gnu_getopt(options_to_parse,
                                                 options_storage.short_options,
                                                 options_storage.long_options)
    except getopt.GetoptError:
        _, exc, _ = sys.exc_info()
        sys.stderr.write(str(exc) + "\n")
        sys.stderr.flush()
        options_storage.usage(spades_version)
        sys.exit(1)

    if not options:
        options_storage.usage(spades_version)
        sys.exit(1)

    # all parameters are stored here
    cfg = dict()
    # dataset is stored here. We are prepared for up to MAX_LIBS_NUMBER paired-end libs and MAX_LIBS_NUMBER mate-pair libs
    dataset_data = [{} for i in range(options_storage.MAX_LIBS_NUMBER * 2)]

    options_storage.continue_mode = False
    for opt, arg in options:
        if opt == '-o':
            options_storage.output_dir = arg
        elif opt == "--tmp-dir":
            options_storage.tmp_dir = arg
        elif opt == "--reference":
            options_storage.reference = support.check_file_existence(
                arg, 'reference', log)
        elif opt == "--dataset":
            options_storage.dataset_yaml_filename = support.check_file_existence(
                arg, 'dataset', log)

        elif opt in options_storage.reads_options:
            support.add_to_dataset(opt, arg, dataset_data)

        elif opt == '-k':
            options_storage.k_mers = list(map(int, arg.split(",")))
            for k in options_storage.k_mers:
                if k > 127:
                    support.error(
                        'wrong k value ' + str(k) +
                        ': all k values should be less than 128', log)
                if k % 2 == 0:
                    support.error(
                        'wrong k value ' + str(k) +
                        ': all k values should be odd', log)

        elif opt == "--sc":
            options_storage.single_cell = True
        elif opt == "--disable-gzip-output":
            options_storage.disable_gzip_output = True

        elif opt == "--only-error-correction":
            if options_storage.only_assembler:
                support.error(
                    'you cannot specify --only-error-correction and --only-assembler simultaneously'
                )
            options_storage.only_error_correction = True
        elif opt == "--only-assembler":
            if options_storage.only_error_correction:
                support.error(
                    'you cannot specify --only-error-correction and --only-assembler simultaneously'
                )
            options_storage.only_assembler = True

        elif opt == "--bh-heap-check":
            options_storage.bh_heap_check = arg
        elif opt == "--spades-heap-check":
            options_storage.spades_heap_check = arg

        elif opt == "--continue":
            options_storage.continue_mode = True

        elif opt == '-t' or opt == "--threads":
            options_storage.threads = int(arg)
        elif opt == '-m' or opt == "--memory":
            options_storage.memory = int(arg)
        elif opt == "--phred-offset":
            if int(arg) in [33, 64]:
                options_storage.qvoffset = int(arg)
            else:
                support.error(
                    'wrong PHRED quality offset value ' + str(arg) +
                    ': should be either 33 or 64', log)
        elif opt == '-i' or opt == "--iterations":
            options_storage.iterations = int(arg)

        elif opt == "--debug":
            options_storage.developer_mode = True

        elif opt == "--rectangles":
            options_storage.rectangles = True

        #corrector
        elif opt == "--mismatch-correction":
            options_storage.mismatch_corrector = True

        elif opt == "--careful":
            options_storage.mismatch_corrector = True
            options_storage.careful = True

        elif opt == '-h' or opt == "--help":
            options_storage.usage(spades_version)
            sys.exit(0)
        elif opt == "--help-hidden":
            options_storage.usage(spades_version, True)
            sys.exit(0)

        elif opt == "--test":
            options_storage.set_test_options()
            support.add_to_dataset(
                '-1', os.path.join(spades_home,
                                   "test_dataset/ecoli_1K_1.fq.gz"),
                dataset_data)
            support.add_to_dataset(
                '-2', os.path.join(spades_home,
                                   "test_dataset/ecoli_1K_2.fq.gz"),
                dataset_data)
            #break
        else:
            raise ValueError

    if not options_storage.output_dir:
        support.error(
            "the output_dir is not set! It is a mandatory parameter (-o output_dir).",
            log)
    if not os.path.isdir(options_storage.output_dir):
        if options_storage.continue_mode:
            support.error("the output_dir should exist for --continue!", log)
        os.makedirs(options_storage.output_dir)
    if options_storage.continue_mode:
        return None, None

    if options_storage.dataset_yaml_filename:
        try:
            dataset_data = pyyaml.load(
                open(options_storage.dataset_yaml_filename, 'r'))
        except pyyaml.YAMLError:
            _, exc, _ = sys.exc_info()
            support.error('exception caught while parsing YAML file (' +
                          options_storage.dataset_yaml_filename + '):\n' +
                          str(exc))
        dataset_data = support.relative2abs_paths(
            dataset_data,
            os.path.dirname(options_storage.dataset_yaml_filename))
    else:
        dataset_data = support.correct_dataset(dataset_data)
        dataset_data = support.relative2abs_paths(dataset_data, os.getcwd())
        options_storage.dataset_yaml_filename = os.path.join(
            options_storage.output_dir, "input_dataset.yaml")
        pyyaml.dump(dataset_data,
                    open(options_storage.dataset_yaml_filename, 'w'))

    support.check_dataset_reads(dataset_data, options_storage.only_assembler,
                                log)
    if support.dataset_has_only_mate_pairs_libraries(dataset_data):
        support.error(
            'you should specify at least one paired-end or unpaired library (only mate-pairs libraries were found)!'
        )
    if options_storage.rectangles and (len(dataset_data) > 1):
        support.error(
            'rectangle graph algorithm for repeat resolution cannot work with multiple libraries!'
        )

    ### FILLING cfg
    cfg["common"] = empty_config()
    cfg["dataset"] = empty_config()
    if not options_storage.only_assembler:
        cfg["error_correction"] = empty_config()
    if not options_storage.only_error_correction:
        cfg["assembly"] = empty_config()

    # common
    cfg["common"].__dict__["output_dir"] = os.path.abspath(
        options_storage.output_dir)
    cfg["common"].__dict__["max_threads"] = options_storage.threads
    cfg["common"].__dict__["max_memory"] = options_storage.memory
    cfg["common"].__dict__["developer_mode"] = options_storage.developer_mode

    # dataset section
    cfg["dataset"].__dict__["single_cell"] = options_storage.single_cell
    cfg["dataset"].__dict__["yaml_filename"] = os.path.abspath(
        options_storage.dataset_yaml_filename)
    if options_storage.developer_mode and options_storage.reference:
        cfg["dataset"].__dict__["reference"] = options_storage.reference

    # error correction
    if (not options_storage.only_assembler) and (options_storage.iterations >
                                                 0):
        cfg["error_correction"].__dict__["output_dir"] = os.path.join(
            cfg["common"].output_dir, "corrected")
        cfg["error_correction"].__dict__[
            "max_iterations"] = options_storage.iterations
        cfg["error_correction"].__dict__[
            "gzip_output"] = not options_storage.disable_gzip_output
        if options_storage.qvoffset:
            cfg["error_correction"].__dict__[
                "qvoffset"] = options_storage.qvoffset
        if options_storage.bh_heap_check:
            cfg["error_correction"].__dict__[
                "heap_check"] = options_storage.bh_heap_check
        if options_storage.tmp_dir:
            cfg["error_correction"].__dict__[
                "tmp_dir"] = options_storage.tmp_dir
        else:
            cfg["error_correction"].__dict__["tmp_dir"] = cfg[
                "error_correction"].output_dir
        cfg["error_correction"].tmp_dir = os.path.join(
            os.path.abspath(cfg["error_correction"].tmp_dir), 'tmp')

    # assembly
    if not options_storage.only_error_correction:
        if options_storage.k_mers:
            cfg["assembly"].__dict__["iterative_K"] = options_storage.k_mers
        else:
            cfg["assembly"].__dict__[
                "iterative_K"] = options_storage.k_mers_short
        cfg["assembly"].__dict__["careful"] = options_storage.careful
        if options_storage.spades_heap_check:
            cfg["assembly"].__dict__[
                "heap_check"] = options_storage.spades_heap_check

    #corrector can work only if contigs exist (not only error correction)
    if (not options_storage.only_error_correction
        ) and options_storage.mismatch_corrector:
        cfg["mismatch_corrector"] = empty_config()
        cfg["mismatch_corrector"].__dict__["skip-masked"] = ""
        cfg["mismatch_corrector"].__dict__["bwa"] = os.path.join(
            bin_home, "bwa-spades")
        cfg["mismatch_corrector"].__dict__["threads"] = options_storage.threads
        cfg["mismatch_corrector"].__dict__[
            "output-dir"] = options_storage.output_dir

    return cfg, dataset_data
Example #31
0
def print_used_values(cfg, log):
    def print_value(cfg, section, param, pretty_param="", margin="  "):
        if not pretty_param:
            pretty_param = param.capitalize().replace('_', ' ')
        line = margin + pretty_param
        if param in cfg[section].__dict__:
            line += ": " + str(cfg[section].__dict__[param])
        else:
            if param.find("offset") != -1:
                line += " will be auto-detected"
        log.info(line)

    log.info("")

    # system info
    log.info("System information:")
    try:
        log.info("  SPAdes version: " + str(spades_version).strip())
        log.info("  Python version: " + ".".join(map(str, sys.version_info[0:3])))
        # for more details: '[' + str(sys.version_info) + ']'
        log.info("  OS: " + platform.platform())
        # for more deatils: '[' + str(platform.uname()) + ']'
    except Exception:
        log.info("  Problem occurred when getting system information")
    log.info("")

    # main
    print_value(cfg, "common", "output_dir", "", "")
    if ("error_correction" in cfg) and (not "assembly" in cfg):
        log.info("Mode: ONLY read error correction (without assembling)")
    elif (not "error_correction" in cfg) and ("assembly" in cfg):
        log.info("Mode: ONLY assembling (without read error correction)")
    else:
        log.info("Mode: read error correction and assembling")
    if ("common" in cfg) and ("developer_mode" in cfg["common"].__dict__):
        if cfg["common"].developer_mode:
            log.info("Debug mode is turned ON")
        else:
            log.info("Debug mode is turned OFF")
    log.info("")

    # dataset
    if "dataset" in cfg:
        log.info("Dataset parameters:")

        if cfg["dataset"].single_cell:
            log.info("  Single-cell mode")
        else:
            log.info("  Multi-cell mode (you should set '--sc' flag if input data"\
                     " was obtained with MDA (single-cell) technology")
        if cfg["dataset"].iontorrent:
            log.info("  IonTorrent data")

        log.info("  Reads:")
        dataset_data = pyyaml.load(open(cfg["dataset"].yaml_filename, 'r'))
        dataset_data = support.relative2abs_paths(dataset_data, os.path.dirname(cfg["dataset"].yaml_filename))
        support.pretty_print_reads(dataset_data, log)

    # error correction
    if "error_correction" in cfg:
        log.info("Read error correction parameters:")
        print_value(cfg, "error_correction", "max_iterations", "Iterations")
        print_value(cfg, "error_correction", "qvoffset", "PHRED offset")

        if cfg["error_correction"].gzip_output:
            log.info("  Corrected reads will be compressed (with gzip)")
        else:
            log.info("  Corrected reads will NOT be compressed (with gzip)")

    # assembly
    if "assembly" in cfg:
        log.info("Assembly parameters:")
        if options_storage.auto_K_allowed():
            log.info("  k: automatic selection based on read length")
        else:
            print_value(cfg, "assembly", "iterative_K", "k")
        if cfg["assembly"].careful:
            log.info("  Mismatch careful mode is turned ON")
        else:
            log.info("  Mismatch careful mode is turned OFF")
        if cfg["assembly"].disable_rr:
            log.info("  Repeat resolution is DISABLED")
        else:
            log.info("  Repeat resolution is enabled")
        if "mismatch_corrector" in cfg:
            log.info("  MismatchCorrector will be used")
        else:
            log.info("  MismatchCorrector will be SKIPPED")

    log.info("Other parameters:")
    print_value(cfg, "common", "tmp_dir", "Dir for temp files")
    print_value(cfg, "common", "max_threads", "Threads")
    print_value(cfg, "common", "max_memory", "Memory limit (in Gb)", "  ")
    log.info("")
Example #32
0
def fill_cfg(options_to_parse, log):
    try:
        options, not_options = getopt.gnu_getopt(options_to_parse, options_storage.short_options, options_storage.long_options)
    except getopt.GetoptError:
        _, exc, _ = sys.exc_info()
        sys.stderr.write(str(exc) + "\n")
        sys.stderr.flush()
        options_storage.usage(spades_version)
        sys.exit(1)

    if not options:
        options_storage.usage(spades_version)
        sys.exit(1)

    if len(not_options) > 1:
        for opt, arg in options:
            if opt == "-k" and arg.strip().endswith(','):
                support.error("Do not put spaces after commas in the list of k-mers sizes! Correct example: -k 21,33,55", log)
        support.error("Please specify option (e.g. -1, -2, -s, etc) for the following paths: " + ", ".join(not_options[1:]) + "\n", log)

    # all parameters are stored here
    cfg = dict()
    # dataset is stored here. We are prepared for up to MAX_LIBS_NUMBER for each type of short-reads libs
    dataset_data = [{} for i in range(options_storage.MAX_LIBS_NUMBER * len(options_storage.SHORT_READS_TYPES.keys()))]  # "[{}] * num" doesn't work here!

    # for parsing options from "previous run command"
    options_storage.continue_mode = False
    options_storage.k_mers = None

    for opt, arg in options:
        if opt == '-o':
            options_storage.output_dir = os.path.abspath(arg)
        elif opt == "--tmp-dir":
            options_storage.tmp_dir = os.path.abspath(arg)
        elif opt == "--reference":
            options_storage.reference = support.check_file_existence(arg, 'reference', log)
        elif opt == "--dataset":
            options_storage.dataset_yaml_filename = support.check_file_existence(arg, 'dataset', log)

        elif opt in options_storage.reads_options:
            support.add_to_dataset(opt, arg, dataset_data)

        elif opt == '-k':
            if arg == 'auto':
                options_storage.k_mers = arg
            else:
                options_storage.k_mers = list(map(int, arg.split(",")))
                for k in options_storage.k_mers:
                    if k < options_storage.MIN_K or k > options_storage.MAX_K:
                        support.error('wrong k value ' + str(k) + ': all k values should be between %d and %d' %
                                                                  (options_storage.MIN_K, options_storage.MAX_K), log)
                    if k % 2 == 0:
                        support.error('wrong k value ' + str(k) + ': all k values should be odd', log)

        elif opt == "--sc":
            options_storage.single_cell = True
        elif opt == "--iontorrent":
            options_storage.iontorrent = True
        elif opt == "--disable-gzip-output":
            options_storage.disable_gzip_output = True
        elif opt == "--disable-gzip-output:false":
            options_storage.disable_gzip_output = False
        elif opt == "--disable-rr":
            options_storage.disable_rr = True
        elif opt == "--disable-rr:false":
            options_storage.disable_rr = False

        elif opt == "--only-error-correction":
            if options_storage.only_assembler:
                support.error('you cannot specify --only-error-correction and --only-assembler simultaneously')
            options_storage.only_error_correction = True
        elif opt == "--only-assembler":
            if options_storage.only_error_correction:
                support.error('you cannot specify --only-error-correction and --only-assembler simultaneously')
            options_storage.only_assembler = True

        elif opt == "--read-buffer-size":
            options_storage.read_buffer_size = int(arg)
        elif opt == "--bh-heap-check":
            options_storage.bh_heap_check = arg
        elif opt == "--spades-heap-check":
            options_storage.spades_heap_check = arg

        elif opt == "--continue":
            options_storage.continue_mode = True
        elif opt == "--restart-from":
            if arg not in ['ec', 'as', 'mc'] and not arg.startswith('k'):
                support.error("wrong value for --restart-from option: " + arg + " (only 'ec', 'as', 'k<int>', 'mc' are available)", log)
            options_storage.continue_mode = True
            options_storage.restart_from = arg

        elif opt == '-t' or opt == "--threads":
            options_storage.threads = int(arg)
        elif opt == '-m' or opt == "--memory":
            options_storage.memory = int(arg)
        elif opt == "--phred-offset":
            if arg == 'auto':
                options_storage.qvoffset = arg
            elif arg in ['33', '64']:
                options_storage.qvoffset = int(arg)
            else:
                support.error('wrong PHRED quality offset value ' + str(arg) + ': should be either 33 or 64', log)
        elif opt == '-i' or opt == "--iterations":
            options_storage.iterations = int(arg)

        elif opt == "--debug":
            options_storage.developer_mode = True
        elif opt == "--debug:false":
            options_storage.developer_mode = False

        #corrector
        elif opt == "--mismatch-correction":
            options_storage.mismatch_corrector = True
        elif opt == "--mismatch-correction:false":
            options_storage.mismatch_corrector = False

        elif opt == "--careful":
            options_storage.mismatch_corrector = True
            options_storage.careful = True
        elif opt == "--careful:false":
            options_storage.mismatch_corrector = False
            options_storage.careful = False

        elif opt == '-h' or opt == "--help":
            options_storage.usage(spades_version)
            sys.exit(0)
        elif opt == "--help-hidden":
            options_storage.usage(spades_version, True)
            sys.exit(0)

        elif opt == "--test":
            options_storage.set_test_options()
            support.add_to_dataset('-1', os.path.join(spades_home, "test_dataset/ecoli_1K_1.fq.gz"), dataset_data)
            support.add_to_dataset('-2', os.path.join(spades_home, "test_dataset/ecoli_1K_2.fq.gz"), dataset_data)
            #break
        elif opt == "--diploid":
            options_storage.diploid_mode = True
        else:
            raise ValueError


    if not options_storage.output_dir:
        support.error("the output_dir is not set! It is a mandatory parameter (-o output_dir).", log)
    if not os.path.isdir(options_storage.output_dir):
        if options_storage.continue_mode:
            support.error("the output_dir should exist for --continue and for --restart-from!", log)
        os.makedirs(options_storage.output_dir)
    if options_storage.restart_from:
        if options_storage.continue_mode: # saving parameters specified with --restart-from
            if not support.dataset_is_empty(dataset_data):
                support.error("you cannot specify reads with --restart-from option!", log)
            options_storage.save_restart_options(log)
        else:  # overriding previous run parameters
            options_storage.load_restart_options()
    if options_storage.continue_mode:
        return None, None

    if options_storage.dataset_yaml_filename:
        try:
            dataset_data = pyyaml.load(open(options_storage.dataset_yaml_filename, 'r'))
        except pyyaml.YAMLError:
            _, exc, _ = sys.exc_info()
            support.error('exception caught while parsing YAML file (' + options_storage.dataset_yaml_filename + '):\n' + str(exc))
        dataset_data = support.relative2abs_paths(dataset_data, os.path.dirname(options_storage.dataset_yaml_filename))
    else:
        dataset_data = support.correct_dataset(dataset_data)
        dataset_data = support.relative2abs_paths(dataset_data, os.getcwd())
        options_storage.dataset_yaml_filename = os.path.join(options_storage.output_dir, "input_dataset.yaml")
        pyyaml.dump(dataset_data, open(options_storage.dataset_yaml_filename, 'w'))

    support.check_dataset_reads(dataset_data, options_storage.only_assembler, log)
    if not support.get_lib_ids_by_type(dataset_data, spades_logic.READS_TYPES_USED_IN_CONSTRUCTION):
        support.error('you should specify at least one unpaired, paired-end, or high-quality mate-pairs library!')

    options_storage.set_default_values()
    ### FILLING cfg
    cfg["common"] = empty_config()
    cfg["dataset"] = empty_config()
    if not options_storage.only_assembler:
        cfg["error_correction"] = empty_config()
    if not options_storage.only_error_correction:
        cfg["assembly"] = empty_config()

    # common
    cfg["common"].__dict__["output_dir"] = options_storage.output_dir
    cfg["common"].__dict__["tmp_dir"] = options_storage.tmp_dir
    cfg["common"].__dict__["max_threads"] = options_storage.threads
    cfg["common"].__dict__["max_memory"] = options_storage.memory
    cfg["common"].__dict__["developer_mode"] = options_storage.developer_mode

    # dataset section
    cfg["dataset"].__dict__["single_cell"] = options_storage.single_cell
    cfg["dataset"].__dict__["iontorrent"] = options_storage.iontorrent
    cfg["dataset"].__dict__["yaml_filename"] = options_storage.dataset_yaml_filename
    if options_storage.developer_mode and options_storage.reference:
        cfg["dataset"].__dict__["reference"] = options_storage.reference

    # error correction
    if (not options_storage.only_assembler) and (options_storage.iterations > 0):
        cfg["error_correction"].__dict__["output_dir"] = os.path.join(cfg["common"].output_dir, "corrected")
        cfg["error_correction"].__dict__["max_iterations"] = options_storage.iterations
        cfg["error_correction"].__dict__["gzip_output"] = not options_storage.disable_gzip_output
        if options_storage.qvoffset:
            cfg["error_correction"].__dict__["qvoffset"] = options_storage.qvoffset
        if options_storage.bh_heap_check:
            cfg["error_correction"].__dict__["heap_check"] = options_storage.bh_heap_check
        cfg["error_correction"].__dict__["iontorrent"] = options_storage.iontorrent

    # assembly
    if not options_storage.only_error_correction:
        if options_storage.k_mers:
            cfg["assembly"].__dict__["iterative_K"] = options_storage.k_mers
        else:
            cfg["assembly"].__dict__["iterative_K"] = options_storage.K_MERS_SHORT
        cfg["assembly"].__dict__["careful"] = options_storage.careful
        cfg["assembly"].__dict__["disable_rr"] = options_storage.disable_rr
        cfg["assembly"].__dict__["diploid_mode"] = options_storage.diploid_mode
        if options_storage.spades_heap_check:
            cfg["assembly"].__dict__["heap_check"] = options_storage.spades_heap_check
        if options_storage.read_buffer_size:
            cfg["assembly"].__dict__["read_buffer_size"] = options_storage.read_buffer_size

    #corrector can work only if contigs exist (not only error correction)
    if (not options_storage.only_error_correction) and options_storage.mismatch_corrector:
        cfg["mismatch_corrector"] = empty_config()
        cfg["mismatch_corrector"].__dict__["skip-masked"] = None
        cfg["mismatch_corrector"].__dict__["bwa"] = os.path.join(bin_home, "bwa-spades")
        cfg["mismatch_corrector"].__dict__["threads"] = options_storage.threads
        cfg["mismatch_corrector"].__dict__["output-dir"] = options_storage.output_dir

    return cfg, dataset_data
Example #33
0
def compress_dataset_files(input_file, ext_python_modules_home, max_threads,
                           log, not_used_yaml_file, output_dir, gzip_output):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith("2."):
        import pyyaml2 as pyyaml
        from joblib2 import Parallel, delayed
    elif sys.version.startswith("3."):
        import pyyaml3 as pyyaml
        from joblib3 import Parallel, delayed

    dataset_data = pyyaml.load(open(input_file))
    remove_not_corrected_reads(output_dir)
    is_changed = False
    if gzip_output:
        is_changed = True
        pigz_path = support.which("pigz")
        if pigz_path:
            compressor = "pigz"
        else:
            compressor = "gzip"
        log.info("\n== Compressing corrected reads (with %s)" % compressor)
        to_compress = []
        for reads_library in dataset_data:
            for key, value in reads_library.items():
                if key.endswith("reads"):
                    compressed_reads_filenames = []
                    for reads_file in value:
                        compressed_reads_filenames.append(reads_file + ".gz")
                        to_compress.append(reads_file)
                    reads_library[key] = compressed_reads_filenames

        if len(to_compress):
            for reads_file in to_compress:
                if not isfile(reads_file):
                    support.error(
                        "something went wrong and file with corrected reads (%s) is missing!"
                        % reads_file, log)

            if pigz_path:
                for reads_file in to_compress:
                    support.sys_call([
                        pigz_path, "-f", "-7", "-p",
                        str(max_threads), reads_file
                    ], log)
            else:
                n_jobs = min(len(to_compress), max_threads)
                outputs = Parallel(n_jobs=n_jobs)(
                    delayed(support.sys_call)(["gzip", "-f", "-7", reads_file])
                    for reads_file in to_compress)
                for output in outputs:
                    if output:
                        log.info(output)

    if not_used_yaml_file != "":
        is_changed = True
        not_used_dataset_data = pyyaml.load(open(not_used_yaml_file))
        dataset_data += not_used_dataset_data
    if is_changed:
        with open(input_file, 'w') as f:
            pyyaml.dump(dataset_data,
                        f,
                        default_flow_style=False,
                        default_style='"',
                        width=float("inf"))
Example #34
0
def main():
    os.environ["LC_ALL"] = "C"

    if len(sys.argv) == 1:
        options_storage.usage(spades_version)
        sys.exit(0)

    log = logging.getLogger('spades')
    log.setLevel(logging.DEBUG)

    console = logging.StreamHandler(sys.stdout)
    console.setFormatter(logging.Formatter('%(message)s'))
    console.setLevel(logging.DEBUG)
    log.addHandler(console)

    check_binaries(bin_home, log)

    # parse options and safe all parameters to cfg
    cfg, dataset_data = fill_cfg(sys.argv, log)

    if options_storage.continue_mode:
        cmd_line, options = get_options_from_params(os.path.join(options_storage.output_dir, "params.txt"))
        if not options:
            support.error("failed to parse command line of the previous run! Please restart from the beginning.")
        cfg, dataset_data = fill_cfg(options, log)
        options_storage.continue_mode = True

    log_filename = os.path.join(cfg["common"].output_dir, "spades.log")
    if options_storage.continue_mode:
        log_handler = logging.FileHandler(log_filename, mode='a')
    else:
        log_handler = logging.FileHandler(log_filename, mode='w')
    log.addHandler(log_handler)

    if options_storage.continue_mode:
        log.info("\n======= SPAdes pipeline continued. Log can be found here: " + log_filename + "\n")
        log.info("Restored from " + cmd_line)
    else:
        params_filename = os.path.join(cfg["common"].output_dir, "params.txt")
        params_handler = logging.FileHandler(params_filename, mode='w')
        log.addHandler(params_handler)

        command = "Command line:"
        for v in sys.argv:
            command += " " + v
        log.info(command)

        print_used_values(cfg, log)
        log.removeHandler(params_handler)

        log.info("\n======= SPAdes pipeline started. Log can be found here: " + log_filename + "\n")

    # splitting interlaced reads if needed
    if support.dataset_has_interlaced_reads(dataset_data):
        dir_for_split_reads = os.path.join(os.path.abspath(options_storage.output_dir), 'split_reads')
        if not os.path.isdir(dir_for_split_reads):
            os.makedirs(dir_for_split_reads)
        dataset_data = support.split_interlaced_reads(dataset_data, dir_for_split_reads, log)
        options_storage.dataset_yaml_filename = os.path.join(options_storage.output_dir, "input_dataset.yaml")
        pyyaml.dump(dataset_data, open(options_storage.dataset_yaml_filename, 'w'))
        cfg["dataset"].yaml_filename = os.path.abspath(options_storage.dataset_yaml_filename)

    try:
        # copying configs before all computations (to prevent its changing at run time)
        tmp_configs_dir = os.path.join(cfg["common"].output_dir, "configs")
        if os.path.isdir(tmp_configs_dir) and not options_storage.continue_mode:
            shutil.rmtree(tmp_configs_dir)
        if not os.path.isdir(tmp_configs_dir):
            shutil.copytree(os.path.join(spades_home, "configs"), tmp_configs_dir)

        corrected_dataset_yaml_filename = ''
        if "error_correction" in cfg:
            bh_cfg = merge_configs(cfg["error_correction"], cfg["common"])
            bh_cfg.__dict__["dataset_yaml_filename"] = cfg["dataset"].yaml_filename
            corrected_dataset_yaml_filename = os.path.join(bh_cfg.output_dir, "corrected.yaml")
            if os.path.isfile(corrected_dataset_yaml_filename) and options_storage.continue_mode:
                log.info("\n===== Skipping read error correction (already processed). \n")
            else:
                options_storage.continue_mode = False # continue from here

                if "HEAPCHECK" in os.environ:
                    del os.environ["HEAPCHECK"]
                if "heap_check" in bh_cfg.__dict__:
                    os.environ["HEAPCHECK"] = bh_cfg.heap_check

                if os.path.exists(bh_cfg.output_dir):
                    shutil.rmtree(bh_cfg.output_dir)

                os.makedirs(bh_cfg.output_dir)
                if not os.path.exists(bh_cfg.tmp_dir):
                    os.makedirs(bh_cfg.tmp_dir)

                log.info("\n===== Read error correction started. \n")
                bh_logic.run_bh(corrected_dataset_yaml_filename, tmp_configs_dir, bin_home, bh_cfg,
                    ext_python_modules_home, log)
                log.info("\n===== Read error correction finished. \n")

        result_contigs_filename = os.path.join(cfg["common"].output_dir, "contigs.fasta")
        result_scaffolds_filename = os.path.join(cfg["common"].output_dir, "scaffolds.fasta")
        misc_dir = os.path.join(cfg["common"].output_dir, "misc")
        ### if mismatch correction is enabled then result contigs are copied to misc directory
        assembled_contigs_filename = os.path.join(misc_dir, "assembled_contigs.fasta")
        assembled_scaffolds_filename = os.path.join(misc_dir, "assembled_scaffolds.fasta")
        if "assembly" in cfg:
            spades_cfg = merge_configs(cfg["assembly"], cfg["common"])
            spades_cfg.__dict__["result_contigs"] = result_contigs_filename
            spades_cfg.__dict__["result_scaffolds"] = result_scaffolds_filename
            spades_cfg.__dict__["additional_contigs"] = os.path.join(spades_cfg.output_dir, "simplified_contigs.fasta")

            if options_storage.continue_mode and (os.path.isfile(spades_cfg.result_contigs)
                                                  or ("mismatch_corrector" in cfg and
                                                      os.path.isfile(assembled_contigs_filename))):
                log.info("\n===== Skipping assembling (already processed). \n")
                # calculating latest_dir for the next stages
                latest_dir = support.get_latest_dir(os.path.join(spades_cfg.output_dir, "K*"))
                if not latest_dir:
                    support.error("failed to continue the previous run! Please restart from the beginning.")
            else:
                if os.path.isfile(corrected_dataset_yaml_filename):
                    dataset_data = pyyaml.load(open(corrected_dataset_yaml_filename, 'r'))
                    dataset_data = support.relative2abs_paths(dataset_data, os.path.dirname(corrected_dataset_yaml_filename))
                if support.dataset_has_paired_reads(dataset_data):
                    spades_cfg.__dict__["paired_mode"] = True
                else:
                    spades_cfg.__dict__["paired_mode"] = False

                if options_storage.rectangles:
                    spades_cfg.__dict__["resolving_mode"] = "rectangles"

                if "HEAPCHECK" in os.environ:
                    del os.environ["HEAPCHECK"]
                if "heap_check" in spades_cfg.__dict__:
                    os.environ["HEAPCHECK"] = spades_cfg.heap_check

                log.info("\n===== Assembling started.\n")

                # creating dataset
                dataset_filename = os.path.join(spades_cfg.output_dir, "dataset.info")
                if not os.path.isfile(dataset_filename) or not options_storage.continue_mode:
                    dataset_file = open(dataset_filename, 'w')
                    import process_cfg
                    dataset_file.write("single_cell" + '\t' + process_cfg.bool_to_str(cfg["dataset"].single_cell) + '\n')
                    if os.path.isfile(corrected_dataset_yaml_filename):
                        dataset_file.write("reads" + '\t' + process_cfg.process_spaces(corrected_dataset_yaml_filename) + '\n')
                    else:
                        dataset_file.write("reads" + '\t' + process_cfg.process_spaces(cfg["dataset"].yaml_filename) + '\n')
                    if spades_cfg.developer_mode and "reference" in cfg["dataset"].__dict__:
                        dataset_file.write("reference_genome" + '\t')
                        dataset_file.write(process_cfg.process_spaces(os.path.abspath(cfg["dataset"].reference)) + '\n')
                    dataset_file.close()
                spades_cfg.__dict__["dataset"] = dataset_filename

                latest_dir = spades_logic.run_spades(tmp_configs_dir, bin_home, spades_cfg, log)

                #rectangles
                if spades_cfg.paired_mode and options_storage.rectangles:
                    if options_storage.continue_mode: # TODO: continue mode
                        support.warning("sorry, --continue doesn't work with --rectangles yet. Skipping repeat resolving.")
                    else:
                        sys.path.append(os.path.join(python_modules_home, "rectangles"))
                        import rrr

                        rrr_input_dir = os.path.join(latest_dir, "saves")
                        rrr_outpath = os.path.join(spades_cfg.output_dir, "rectangles")
                        if not os.path.exists(rrr_outpath):
                            os.mkdir(rrr_outpath)

                        rrr_reference_information_file = os.path.join(rrr_input_dir,
                            "late_pair_info_counted_etalon_distance.txt")
                        rrr_test_util = rrr.TestUtils(rrr_reference_information_file,
                            os.path.join(rrr_outpath, "rectangles.log"))
                        rrr.resolve(rrr_input_dir, rrr_outpath, rrr_test_util, "", cfg["dataset"].single_cell, spades_cfg.careful)

                        shutil.copyfile(os.path.join(rrr_outpath, "rectangles_extend_before_scaffold.fasta"), spades_cfg.result_contigs)
                        shutil.copyfile(os.path.join(rrr_outpath, "rectangles_extend.fasta"), spades_cfg.result_scaffolds)

                        if not spades_cfg.developer_mode:
                            if os.path.exists(rrr_input_dir):
                                shutil.rmtree(rrr_input_dir)
                            if os.path.exists(rrr_outpath):
                                shutil.rmtree(rrr_outpath, True)
                            if os.path.exists(rrr_outpath):
                                os.system('rm -r ' + rrr_outpath)
                                #EOR

                if os.path.isdir(misc_dir) and not options_storage.continue_mode:
                    shutil.rmtree(misc_dir)
                if not os.path.isdir(misc_dir):
                    os.makedirs(misc_dir)
                    if os.path.isfile(spades_cfg.additional_contigs):
                        shutil.move(spades_cfg.additional_contigs, misc_dir)

                log.info("\n===== Assembling finished. \n")

            #corrector
            if "mismatch_corrector" in cfg and (os.path.isfile(result_contigs_filename) or
                                                (options_storage.continue_mode and os.path.isfile(assembled_contigs_filename))):
                to_correct = dict()
                to_correct["contigs"] = (result_contigs_filename, assembled_contigs_filename)
                if os.path.isfile(result_scaffolds_filename) or (options_storage.continue_mode and
                                                                 os.path.isfile(assembled_scaffolds_filename)):
                    to_correct["scaffolds"] = (result_scaffolds_filename, assembled_scaffolds_filename)

                # moving assembled contigs (scaffolds) to misc dir
                for k, (old, new) in to_correct.items():
                    if options_storage.continue_mode and os.path.isfile(new):
                        continue
                    shutil.move(old, new)

                if options_storage.continue_mode and os.path.isfile(result_contigs_filename) and \
                    (os.path.isfile(result_scaffolds_filename) or not os.path.isfile(assembled_scaffolds_filename)):
                    log.info("\n===== Skipping mismatch correction (already processed). \n")
                else:
                    log.info("\n===== Mismatch correction started.")

                    # detecting paired-end library with the largest insert size
                    dataset_data = pyyaml.load(open(options_storage.dataset_yaml_filename, 'r')) ### initial dataset, i.e. before error correction
                    dataset_data = support.relative2abs_paths(dataset_data, os.path.dirname(options_storage.dataset_yaml_filename))
                    paired_end_libraries_ids = []
                    for id, reads_library in enumerate(dataset_data):
                        if reads_library['type'] == 'paired-end':
                            paired_end_libraries_ids.append(id)
                    if not len(paired_end_libraries_ids):
                        support.error('Mismatch correction cannot be performed without at least one paired-end library!')
                    estimated_params = load_config_from_file(os.path.join(latest_dir, "_est_params.info"))
                    max_insert_size = -1
                    target_paired_end_library_id = -1
                    for id in paired_end_libraries_ids:
                        if float(estimated_params.__dict__["insert_size_" + str(id)]) > max_insert_size:
                            max_insert_size = float(estimated_params.__dict__["insert_size_" + str(id)])
                            target_paired_end_library_id = id
                    yaml_dirname = os.path.dirname(options_storage.dataset_yaml_filename)
                    cfg["mismatch_corrector"].__dict__["1"] = list(map(lambda x: os.path.join(yaml_dirname, x),
                        dataset_data[target_paired_end_library_id]['left reads']))
                    cfg["mismatch_corrector"].__dict__["2"] = list(map(lambda x: os.path.join(yaml_dirname, x),
                        dataset_data[target_paired_end_library_id]['right reads']))
                    cfg["mismatch_corrector"].__dict__["insert-size"] = round(max_insert_size)
                    #TODO: add reads orientation

                    import corrector
                    corrector_cfg = cfg["mismatch_corrector"]
                    args = []
                    for key, values in corrector_cfg.__dict__.items():
                        if key == "output-dir":
                            continue

                        # for processing list of reads
                        if not isinstance(values, list):
                            values = [values]
                        for value in values:
                            if len(key) == 1:
                                args.append('-' + key)
                            else:
                                args.append('--' + key)
                            if value:
                                args.append(value)

                    # processing contigs and scaffolds (or only contigs)
                    for k, (corrected, assembled) in to_correct.items():
                        if options_storage.continue_mode and os.path.isfile(corrected):
                            log.info("\n== Skipping processing of " + k + " (already processed)\n")
                            continue

                        options_storage.continue_mode = False
                        log.info("\n== Processing of " + k + "\n")

                        cur_args = args[:]
                        cur_args += ['-c', assembled]
                        tmp_dir_for_corrector = os.path.join(corrector_cfg.__dict__["output-dir"], "mismatch_corrector_" + k)
                        cur_args += ['--output-dir', tmp_dir_for_corrector]

                        # correcting
                        corrector.main(cur_args, ext_python_modules_home, log)

                        result_corrected_filename = os.path.abspath(os.path.join(tmp_dir_for_corrector, "corrected_contigs.fasta"))
                        # moving corrected contigs (scaffolds) to SPAdes output dir
                        if os.path.isfile(result_corrected_filename):
                            shutil.move(result_corrected_filename, corrected)

                        if os.path.isdir(tmp_dir_for_corrector):
                            shutil.rmtree(tmp_dir_for_corrector)

                    log.info("\n===== Mismatch correction finished.\n")

        if not cfg["common"].developer_mode and os.path.isdir(tmp_configs_dir):
            shutil.rmtree(tmp_configs_dir)

        #log.info("")
        if os.path.isdir(os.path.dirname(corrected_dataset_yaml_filename)):
            log.info(" * Corrected reads are in " + os.path.dirname(corrected_dataset_yaml_filename) + "/")
        if os.path.isfile(result_contigs_filename):
            log.info(" * Assembled contigs are in " + result_contigs_filename)
        if os.path.isfile(result_scaffolds_filename):
            log.info(" * Assembled scaffolds are in " + result_scaffolds_filename)
        #log.info("")

        #breaking scaffolds
        if os.path.isfile(result_scaffolds_filename):
            if not os.path.isdir(misc_dir):
                os.makedirs(misc_dir)
            result_broken_scaffolds = os.path.join(misc_dir, "broken_scaffolds.fasta")
            threshold = 3
            if not os.path.isfile(result_broken_scaffolds) or not options_storage.continue_mode:
                support.break_scaffolds(result_scaffolds_filename, threshold, result_broken_scaffolds)
                #log.info(" * Scaffolds broken by " + str(threshold) + " Ns are in " + result_broken_scaffolds)

        ### printing WARNINGS SUMMARY
        if not support.log_warnings(log):
            log.info("\n======= SPAdes pipeline finished.")  # otherwise it finished WITH WARNINGS

        log.info("\nSPAdes log can be found here: " + log_filename)
        log.info("")
        log.info("Thank you for using SPAdes!")
        log.removeHandler(log_handler)

    except Exception:
        _, exc, _ = sys.exc_info()
        log.exception(exc)
        support.error("exception caught", log)
Example #35
0
def run_hammer(corrected_dataset_yaml_filename, configs_dir, execution_home,
               cfg, dataset_data, ext_python_modules_home,
               only_compressing_is_needed, log):
    addsitedir(ext_python_modules_home)
    if sys.version.startswith('2.'):
        import pyyaml2 as pyyaml
    elif sys.version.startswith('3.'):
        import pyyaml3 as pyyaml

    # not all reads need processing
    if support.get_lib_ids_by_type(dataset_data,
                                   options_storage.LONG_READS_TYPES):
        not_used_dataset_data = support.get_libs_by_type(
            dataset_data, options_storage.LONG_READS_TYPES)
        to_correct_dataset_data = support.rm_libs_by_type(
            dataset_data, options_storage.LONG_READS_TYPES)
        to_correct_dataset_yaml_filename = os.path.join(
            cfg.output_dir, "to_correct.yaml")
        pyyaml.dump(to_correct_dataset_data,
                    open(to_correct_dataset_yaml_filename, 'w'),
                    default_flow_style=False,
                    default_style='"',
                    width=float("inf"))
        cfg.dataset_yaml_filename = to_correct_dataset_yaml_filename
    else:
        not_used_dataset_data = None

    if not only_compressing_is_needed:
        dst_configs = os.path.join(cfg.output_dir, "configs")
        if os.path.exists(dst_configs):
            shutil.rmtree(dst_configs)
        if cfg.iontorrent:
            dir_util.copy_tree(os.path.join(configs_dir, "ionhammer"),
                               dst_configs,
                               preserve_times=False)
            cfg_file_name = os.path.join(dst_configs, "ionhammer.cfg")
        else:
            dir_util.copy_tree(os.path.join(configs_dir, "hammer"),
                               dst_configs,
                               preserve_times=False)
            cfg_file_name = os.path.join(dst_configs, "config.info")

        cfg.tmp_dir = support.get_tmp_dir(prefix="hammer_")
        if cfg.iontorrent:
            prepare_config_ih(cfg_file_name, cfg, ext_python_modules_home)
            binary_name = "spades-ionhammer"
        else:
            prepare_config_bh(cfg_file_name, cfg, log)
            binary_name = "spades-hammer"

        command = [
            os.path.join(execution_home, binary_name),
            os.path.abspath(cfg_file_name)
        ]

        log.info("\n== Running read error correction tool: " +
                 ' '.join(command) + "\n")
        support.sys_call(command, log)
        if not os.path.isfile(corrected_dataset_yaml_filename):
            support.error("read error correction finished abnormally: " +
                          corrected_dataset_yaml_filename + " not found!")
    else:
        log.info("\n===== Skipping %s (already processed). \n" %
                 "read error correction tool")
        support.continue_from_here(log)

    corrected_dataset_data = pyyaml.load(
        open(corrected_dataset_yaml_filename, 'r'))
    remove_not_corrected_reads(cfg.output_dir)
    is_changed = False
    if cfg.gzip_output:
        is_changed = True
        compress_dataset_files(corrected_dataset_data, ext_python_modules_home,
                               cfg.max_threads, log)
    if not_used_dataset_data:
        is_changed = True
        corrected_dataset_data += not_used_dataset_data
    if is_changed:
        pyyaml.dump(corrected_dataset_data,
                    open(corrected_dataset_yaml_filename, 'w'),
                    default_flow_style=False,
                    default_style='"',
                    width=float("inf"))
    log.info("\n== Dataset description file was created: " +
             corrected_dataset_yaml_filename + "\n")

    if os.path.isdir(cfg.tmp_dir):
        shutil.rmtree(cfg.tmp_dir)
Example #36
0
def main():
    os.environ["LC_ALL"] = "C"

    if len(sys.argv) == 1:
        options_storage.usage(spades_version)
        sys.exit(0)

    log = logging.getLogger('spades')
    log.setLevel(logging.DEBUG)

    console = logging.StreamHandler(sys.stdout)
    console.setFormatter(logging.Formatter('%(message)s'))
    console.setLevel(logging.DEBUG)
    log.addHandler(console)

    check_binaries(bin_home, log)

    # parse options and safe all parameters to cfg
    cfg, dataset_data = fill_cfg(sys.argv, log)

    if options_storage.continue_mode:
        cmd_line, options = get_options_from_params(
            os.path.join(options_storage.output_dir, "params.txt"))
        if not options:
            support.error(
                "failed to parse command line of the previous run! Please restart from the beginning."
            )
        cfg, dataset_data = fill_cfg(options, log)
        options_storage.continue_mode = True

    log_filename = os.path.join(cfg["common"].output_dir, "spades.log")
    if options_storage.continue_mode:
        log_handler = logging.FileHandler(log_filename, mode='a')
    else:
        log_handler = logging.FileHandler(log_filename, mode='w')
    log.addHandler(log_handler)

    if options_storage.continue_mode:
        log.info(
            "\n======= SPAdes pipeline continued. Log can be found here: " +
            log_filename + "\n")
        log.info("Restored from " + cmd_line)
    else:
        params_filename = os.path.join(cfg["common"].output_dir, "params.txt")
        params_handler = logging.FileHandler(params_filename, mode='w')
        log.addHandler(params_handler)

        command = "Command line:"
        for v in sys.argv:
            command += " " + v
        log.info(command)

        print_used_values(cfg, log)
        log.removeHandler(params_handler)

        log.info("\n======= SPAdes pipeline started. Log can be found here: " +
                 log_filename + "\n")

    # splitting interlaced reads if needed
    if support.dataset_has_interlaced_reads(dataset_data):
        dir_for_split_reads = os.path.join(
            os.path.abspath(options_storage.output_dir), 'split_reads')
        if not os.path.isdir(dir_for_split_reads):
            os.makedirs(dir_for_split_reads)
        dataset_data = support.split_interlaced_reads(dataset_data,
                                                      dir_for_split_reads, log)
        options_storage.dataset_yaml_filename = os.path.join(
            options_storage.output_dir, "input_dataset.yaml")
        pyyaml.dump(dataset_data,
                    open(options_storage.dataset_yaml_filename, 'w'))
        cfg["dataset"].yaml_filename = os.path.abspath(
            options_storage.dataset_yaml_filename)

    try:
        # copying configs before all computations (to prevent its changing at run time)
        tmp_configs_dir = os.path.join(cfg["common"].output_dir, "configs")
        if os.path.isdir(
                tmp_configs_dir) and not options_storage.continue_mode:
            shutil.rmtree(tmp_configs_dir)
        if not os.path.isdir(tmp_configs_dir):
            shutil.copytree(os.path.join(spades_home, "configs"),
                            tmp_configs_dir)

        corrected_dataset_yaml_filename = ''
        if "error_correction" in cfg:
            bh_cfg = merge_configs(cfg["error_correction"], cfg["common"])
            bh_cfg.__dict__["dataset_yaml_filename"] = cfg[
                "dataset"].yaml_filename
            corrected_dataset_yaml_filename = os.path.join(
                bh_cfg.output_dir, "corrected.yaml")
            if os.path.isfile(corrected_dataset_yaml_filename
                              ) and options_storage.continue_mode:
                log.info(
                    "\n===== Skipping read error correction (already processed). \n"
                )
            else:
                options_storage.continue_mode = False  # continue from here

                if "HEAPCHECK" in os.environ:
                    del os.environ["HEAPCHECK"]
                if "heap_check" in bh_cfg.__dict__:
                    os.environ["HEAPCHECK"] = bh_cfg.heap_check

                if os.path.exists(bh_cfg.output_dir):
                    shutil.rmtree(bh_cfg.output_dir)

                os.makedirs(bh_cfg.output_dir)
                if not os.path.exists(bh_cfg.tmp_dir):
                    os.makedirs(bh_cfg.tmp_dir)

                log.info("\n===== Read error correction started. \n")
                bh_logic.run_bh(corrected_dataset_yaml_filename,
                                tmp_configs_dir, bin_home, bh_cfg,
                                ext_python_modules_home, log)
                log.info("\n===== Read error correction finished. \n")

        result_contigs_filename = os.path.join(cfg["common"].output_dir,
                                               "contigs.fasta")
        result_scaffolds_filename = os.path.join(cfg["common"].output_dir,
                                                 "scaffolds.fasta")
        misc_dir = os.path.join(cfg["common"].output_dir, "misc")
        ### if mismatch correction is enabled then result contigs are copied to misc directory
        assembled_contigs_filename = os.path.join(misc_dir,
                                                  "assembled_contigs.fasta")
        assembled_scaffolds_filename = os.path.join(
            misc_dir, "assembled_scaffolds.fasta")
        if "assembly" in cfg:
            spades_cfg = merge_configs(cfg["assembly"], cfg["common"])
            spades_cfg.__dict__["result_contigs"] = result_contigs_filename
            spades_cfg.__dict__["result_scaffolds"] = result_scaffolds_filename
            spades_cfg.__dict__["additional_contigs"] = os.path.join(
                spades_cfg.output_dir, "simplified_contigs.fasta")

            if options_storage.continue_mode and (
                    os.path.isfile(spades_cfg.result_contigs) or
                ("mismatch_corrector" in cfg
                 and os.path.isfile(assembled_contigs_filename))):
                log.info("\n===== Skipping assembling (already processed). \n")
                # calculating latest_dir for the next stages
                latest_dir = support.get_latest_dir(
                    os.path.join(spades_cfg.output_dir, "K*"))
                if not latest_dir:
                    support.error(
                        "failed to continue the previous run! Please restart from the beginning."
                    )
            else:
                if os.path.isfile(corrected_dataset_yaml_filename):
                    dataset_data = pyyaml.load(
                        open(corrected_dataset_yaml_filename, 'r'))
                    dataset_data = support.relative2abs_paths(
                        dataset_data,
                        os.path.dirname(corrected_dataset_yaml_filename))
                if support.dataset_has_paired_reads(dataset_data):
                    spades_cfg.__dict__["paired_mode"] = True
                else:
                    spades_cfg.__dict__["paired_mode"] = False

                if options_storage.rectangles:
                    spades_cfg.__dict__["resolving_mode"] = "rectangles"

                if "HEAPCHECK" in os.environ:
                    del os.environ["HEAPCHECK"]
                if "heap_check" in spades_cfg.__dict__:
                    os.environ["HEAPCHECK"] = spades_cfg.heap_check

                log.info("\n===== Assembling started.\n")

                # creating dataset
                dataset_filename = os.path.join(spades_cfg.output_dir,
                                                "dataset.info")
                if not os.path.isfile(
                        dataset_filename) or not options_storage.continue_mode:
                    dataset_file = open(dataset_filename, 'w')
                    import process_cfg
                    dataset_file.write(
                        "single_cell" + '\t' +
                        process_cfg.bool_to_str(cfg["dataset"].single_cell) +
                        '\n')
                    if os.path.isfile(corrected_dataset_yaml_filename):
                        dataset_file.write(
                            "reads" + '\t' + process_cfg.process_spaces(
                                corrected_dataset_yaml_filename) + '\n')
                    else:
                        dataset_file.write("reads" + '\t' +
                                           process_cfg.process_spaces(
                                               cfg["dataset"].yaml_filename) +
                                           '\n')
                    if spades_cfg.developer_mode and "reference" in cfg[
                            "dataset"].__dict__:
                        dataset_file.write("reference_genome" + '\t')
                        dataset_file.write(
                            process_cfg.process_spaces(
                                os.path.abspath(cfg["dataset"].reference)) +
                            '\n')
                    dataset_file.close()
                spades_cfg.__dict__["dataset"] = dataset_filename

                latest_dir = spades_logic.run_spades(tmp_configs_dir, bin_home,
                                                     spades_cfg, log)

                #rectangles
                if spades_cfg.paired_mode and options_storage.rectangles:
                    if options_storage.continue_mode:  # TODO: continue mode
                        support.warning(
                            "sorry, --continue doesn't work with --rectangles yet. Skipping repeat resolving."
                        )
                    else:
                        sys.path.append(
                            os.path.join(python_modules_home, "rectangles"))
                        import rrr

                        rrr_input_dir = os.path.join(latest_dir, "saves")
                        rrr_outpath = os.path.join(spades_cfg.output_dir,
                                                   "rectangles")
                        if not os.path.exists(rrr_outpath):
                            os.mkdir(rrr_outpath)

                        rrr_reference_information_file = os.path.join(
                            rrr_input_dir,
                            "late_pair_info_counted_etalon_distance.txt")
                        rrr_test_util = rrr.TestUtils(
                            rrr_reference_information_file,
                            os.path.join(rrr_outpath, "rectangles.log"))
                        rrr.resolve(rrr_input_dir, rrr_outpath, rrr_test_util,
                                    "", cfg["dataset"].single_cell,
                                    spades_cfg.careful)

                        shutil.copyfile(
                            os.path.join(
                                rrr_outpath,
                                "rectangles_extend_before_scaffold.fasta"),
                            spades_cfg.result_contigs)
                        shutil.copyfile(
                            os.path.join(rrr_outpath,
                                         "rectangles_extend.fasta"),
                            spades_cfg.result_scaffolds)

                        if not spades_cfg.developer_mode:
                            if os.path.exists(rrr_input_dir):
                                shutil.rmtree(rrr_input_dir)
                            if os.path.exists(rrr_outpath):
                                shutil.rmtree(rrr_outpath, True)
                            if os.path.exists(rrr_outpath):
                                os.system('rm -r ' + rrr_outpath)
                                #EOR

                if os.path.isdir(
                        misc_dir) and not options_storage.continue_mode:
                    shutil.rmtree(misc_dir)
                if not os.path.isdir(misc_dir):
                    os.makedirs(misc_dir)
                    if os.path.isfile(spades_cfg.additional_contigs):
                        shutil.move(spades_cfg.additional_contigs, misc_dir)

                log.info("\n===== Assembling finished. \n")

            #corrector
            if "mismatch_corrector" in cfg and (
                    os.path.isfile(result_contigs_filename) or
                (options_storage.continue_mode
                 and os.path.isfile(assembled_contigs_filename))):
                to_correct = dict()
                to_correct["contigs"] = (result_contigs_filename,
                                         assembled_contigs_filename)
                if os.path.isfile(result_scaffolds_filename) or (
                        options_storage.continue_mode
                        and os.path.isfile(assembled_scaffolds_filename)):
                    to_correct["scaffolds"] = (result_scaffolds_filename,
                                               assembled_scaffolds_filename)

                # moving assembled contigs (scaffolds) to misc dir
                for k, (old, new) in to_correct.items():
                    if options_storage.continue_mode and os.path.isfile(new):
                        continue
                    shutil.move(old, new)

                if options_storage.continue_mode and os.path.isfile(result_contigs_filename) and \
                    (os.path.isfile(result_scaffolds_filename) or not os.path.isfile(assembled_scaffolds_filename)):
                    log.info(
                        "\n===== Skipping mismatch correction (already processed). \n"
                    )
                else:
                    log.info("\n===== Mismatch correction started.")

                    # detecting paired-end library with the largest insert size
                    dataset_data = pyyaml.load(
                        open(options_storage.dataset_yaml_filename, 'r')
                    )  ### initial dataset, i.e. before error correction
                    dataset_data = support.relative2abs_paths(
                        dataset_data,
                        os.path.dirname(options_storage.dataset_yaml_filename))
                    paired_end_libraries_ids = []
                    for id, reads_library in enumerate(dataset_data):
                        if reads_library['type'] == 'paired-end':
                            paired_end_libraries_ids.append(id)
                    if not len(paired_end_libraries_ids):
                        support.error(
                            'Mismatch correction cannot be performed without at least one paired-end library!'
                        )
                    estimated_params = load_config_from_file(
                        os.path.join(latest_dir, "_est_params.info"))
                    max_insert_size = -1
                    target_paired_end_library_id = -1
                    for id in paired_end_libraries_ids:
                        if float(estimated_params.__dict__[
                                "insert_size_" + str(id)]) > max_insert_size:
                            max_insert_size = float(
                                estimated_params.__dict__["insert_size_" +
                                                          str(id)])
                            target_paired_end_library_id = id
                    yaml_dirname = os.path.dirname(
                        options_storage.dataset_yaml_filename)
                    cfg["mismatch_corrector"].__dict__["1"] = list(
                        map(
                            lambda x: os.path.join(yaml_dirname, x),
                            dataset_data[target_paired_end_library_id]
                            ['left reads']))
                    cfg["mismatch_corrector"].__dict__["2"] = list(
                        map(
                            lambda x: os.path.join(yaml_dirname, x),
                            dataset_data[target_paired_end_library_id]
                            ['right reads']))
                    cfg["mismatch_corrector"].__dict__["insert-size"] = round(
                        max_insert_size)
                    #TODO: add reads orientation

                    import corrector
                    corrector_cfg = cfg["mismatch_corrector"]
                    args = []
                    for key, values in corrector_cfg.__dict__.items():
                        if key == "output-dir":
                            continue

                        # for processing list of reads
                        if not isinstance(values, list):
                            values = [values]
                        for value in values:
                            if len(key) == 1:
                                args.append('-' + key)
                            else:
                                args.append('--' + key)
                            if value:
                                args.append(value)

                    # processing contigs and scaffolds (or only contigs)
                    for k, (corrected, assembled) in to_correct.items():
                        if options_storage.continue_mode and os.path.isfile(
                                corrected):
                            log.info("\n== Skipping processing of " + k +
                                     " (already processed)\n")
                            continue

                        options_storage.continue_mode = False
                        log.info("\n== Processing of " + k + "\n")

                        cur_args = args[:]
                        cur_args += ['-c', assembled]
                        tmp_dir_for_corrector = os.path.join(
                            corrector_cfg.__dict__["output-dir"],
                            "mismatch_corrector_" + k)
                        cur_args += ['--output-dir', tmp_dir_for_corrector]

                        # correcting
                        corrector.main(cur_args, ext_python_modules_home, log)

                        result_corrected_filename = os.path.abspath(
                            os.path.join(tmp_dir_for_corrector,
                                         "corrected_contigs.fasta"))
                        # moving corrected contigs (scaffolds) to SPAdes output dir
                        if os.path.isfile(result_corrected_filename):
                            shutil.move(result_corrected_filename, corrected)

                        if os.path.isdir(tmp_dir_for_corrector):
                            shutil.rmtree(tmp_dir_for_corrector)

                    log.info("\n===== Mismatch correction finished.\n")

        if not cfg["common"].developer_mode and os.path.isdir(tmp_configs_dir):
            shutil.rmtree(tmp_configs_dir)

        #log.info("")
        if os.path.isdir(os.path.dirname(corrected_dataset_yaml_filename)):
            log.info(" * Corrected reads are in " +
                     os.path.dirname(corrected_dataset_yaml_filename) + "/")
        if os.path.isfile(result_contigs_filename):
            log.info(" * Assembled contigs are in " + result_contigs_filename)
        if os.path.isfile(result_scaffolds_filename):
            log.info(" * Assembled scaffolds are in " +
                     result_scaffolds_filename)
        #log.info("")

        #breaking scaffolds
        if os.path.isfile(result_scaffolds_filename):
            if not os.path.isdir(misc_dir):
                os.makedirs(misc_dir)
            result_broken_scaffolds = os.path.join(misc_dir,
                                                   "broken_scaffolds.fasta")
            threshold = 3
            if not os.path.isfile(result_broken_scaffolds
                                  ) or not options_storage.continue_mode:
                support.break_scaffolds(result_scaffolds_filename, threshold,
                                        result_broken_scaffolds)
                #log.info(" * Scaffolds broken by " + str(threshold) + " Ns are in " + result_broken_scaffolds)

        ### printing WARNINGS SUMMARY
        if not support.log_warnings(log):
            log.info("\n======= SPAdes pipeline finished."
                     )  # otherwise it finished WITH WARNINGS

        log.info("\nSPAdes log can be found here: " + log_filename)
        log.info("")
        log.info("Thank you for using SPAdes!")
        log.removeHandler(log_handler)

    except Exception:
        _, exc, _ = sys.exc_info()
        log.exception(exc)
        support.error("exception caught", log)
Example #37
0
def fill_cfg(options_to_parse, log):
    try:
        options, not_options = getopt.gnu_getopt(options_to_parse, options_storage.short_options, options_storage.long_options)
    except getopt.GetoptError:
        _, exc, _ = sys.exc_info()
        sys.stderr.write(str(exc) + "\n")
        sys.stderr.flush()
        options_storage.usage(spades_version)
        sys.exit(1)

    if not options:
        options_storage.usage(spades_version)
        sys.exit(1)

    # all parameters are stored here
    cfg = dict()
    # dataset is stored here. We are prepared for up to MAX_LIBS_NUMBER paired-end libs and MAX_LIBS_NUMBER mate-pair libs
    dataset_data = [{} for i in range(options_storage.MAX_LIBS_NUMBER * 2)]

    options_storage.continue_mode = False
    for opt, arg in options:
        if opt == '-o':
            options_storage.output_dir = arg
        elif opt == "--tmp-dir":
            options_storage.tmp_dir = arg
        elif opt == "--reference":
            options_storage.reference = support.check_file_existence(arg, 'reference', log)
        elif opt == "--dataset":
            options_storage.dataset_yaml_filename = support.check_file_existence(arg, 'dataset', log)

        elif opt in options_storage.reads_options:
            support.add_to_dataset(opt, arg, dataset_data)

        elif opt == '-k':
            options_storage.k_mers = list(map(int, arg.split(",")))
            for k in options_storage.k_mers:
                if k > 127:
                    support.error('wrong k value ' + str(k) + ': all k values should be less than 128', log)
                if k % 2 == 0:
                    support.error('wrong k value ' + str(k) + ': all k values should be odd', log)

        elif opt == "--sc":
            options_storage.single_cell = True
        elif opt == "--disable-gzip-output":
            options_storage.disable_gzip_output = True

        elif opt == "--only-error-correction":
            if options_storage.only_assembler:
                support.error('you cannot specify --only-error-correction and --only-assembler simultaneously')
            options_storage.only_error_correction = True
        elif opt == "--only-assembler":
            if options_storage.only_error_correction:
                support.error('you cannot specify --only-error-correction and --only-assembler simultaneously')
            options_storage.only_assembler = True

        elif opt == "--bh-heap-check":
            options_storage.bh_heap_check = arg
        elif opt == "--spades-heap-check":
            options_storage.spades_heap_check = arg

        elif opt == "--continue":
            options_storage.continue_mode = True

        elif opt == '-t' or opt == "--threads":
            options_storage.threads = int(arg)
        elif opt == '-m' or opt == "--memory":
            options_storage.memory = int(arg)
        elif opt == "--phred-offset":
            if int(arg) in [33, 64]:
                options_storage.qvoffset = int(arg)
            else:
                support.error('wrong PHRED quality offset value ' + str(arg) + ': should be either 33 or 64', log)
        elif opt == '-i' or opt == "--iterations":
            options_storage.iterations = int(arg)

        elif opt == "--debug":
            options_storage.developer_mode = True

        elif opt == "--rectangles":
            options_storage.rectangles = True

        #corrector
        elif opt == "--mismatch-correction":
            options_storage.mismatch_corrector = True

        elif opt == "--careful":
            options_storage.mismatch_corrector = True
            options_storage.careful = True

        elif opt == '-h' or opt == "--help":
            options_storage.usage(spades_version)
            sys.exit(0)
        elif opt == "--help-hidden":
            options_storage.usage(spades_version, True)
            sys.exit(0)

        elif opt == "--test":
            options_storage.set_test_options()
            support.add_to_dataset('-1', os.path.join(spades_home, "test_dataset/ecoli_1K_1.fq.gz"), dataset_data)
            support.add_to_dataset('-2', os.path.join(spades_home, "test_dataset/ecoli_1K_2.fq.gz"), dataset_data)
            #break
        else:
            raise ValueError


    if not options_storage.output_dir:
        support.error("the output_dir is not set! It is a mandatory parameter (-o output_dir).", log)
    if not os.path.isdir(options_storage.output_dir):
        if options_storage.continue_mode:
            support.error("the output_dir should exist for --continue!", log)
        os.makedirs(options_storage.output_dir)
    if options_storage.continue_mode:
        return None, None

    if options_storage.dataset_yaml_filename:
        try:
            dataset_data = pyyaml.load(open(options_storage.dataset_yaml_filename, 'r'))
        except pyyaml.YAMLError:
            _, exc, _ = sys.exc_info()
            support.error('exception caught while parsing YAML file (' + options_storage.dataset_yaml_filename + '):\n' + str(exc))
        dataset_data = support.relative2abs_paths(dataset_data, os.path.dirname(options_storage.dataset_yaml_filename))
    else:
        dataset_data = support.correct_dataset(dataset_data)
        dataset_data = support.relative2abs_paths(dataset_data, os.getcwd())
        options_storage.dataset_yaml_filename = os.path.join(options_storage.output_dir, "input_dataset.yaml")
        pyyaml.dump(dataset_data, open(options_storage.dataset_yaml_filename, 'w'))

    support.check_dataset_reads(dataset_data, options_storage.only_assembler, log)
    if support.dataset_has_only_mate_pairs_libraries(dataset_data):
        support.error('you should specify at least one paired-end or unpaired library (only mate-pairs libraries were found)!')
    if options_storage.rectangles and (len(dataset_data) > 1):
        support.error('rectangle graph algorithm for repeat resolution cannot work with multiple libraries!')

    ### FILLING cfg
    cfg["common"] = empty_config()
    cfg["dataset"] = empty_config()
    if not options_storage.only_assembler:
        cfg["error_correction"] = empty_config()
    if not options_storage.only_error_correction:
        cfg["assembly"] = empty_config()

    # common
    cfg["common"].__dict__["output_dir"] = os.path.abspath(options_storage.output_dir)
    cfg["common"].__dict__["max_threads"] = options_storage.threads
    cfg["common"].__dict__["max_memory"] = options_storage.memory
    cfg["common"].__dict__["developer_mode"] = options_storage.developer_mode

    # dataset section
    cfg["dataset"].__dict__["single_cell"] = options_storage.single_cell
    cfg["dataset"].__dict__["yaml_filename"] = os.path.abspath(options_storage.dataset_yaml_filename)
    if options_storage.developer_mode and options_storage.reference:
        cfg["dataset"].__dict__["reference"] = options_storage.reference

    # error correction
    if (not options_storage.only_assembler) and (options_storage.iterations > 0):
        cfg["error_correction"].__dict__["output_dir"] = os.path.join(cfg["common"].output_dir, "corrected")
        cfg["error_correction"].__dict__["max_iterations"] = options_storage.iterations
        cfg["error_correction"].__dict__["gzip_output"] = not options_storage.disable_gzip_output
        if options_storage.qvoffset:
            cfg["error_correction"].__dict__["qvoffset"] = options_storage.qvoffset
        if options_storage.bh_heap_check:
            cfg["error_correction"].__dict__["heap_check"] = options_storage.bh_heap_check
        if options_storage.tmp_dir:
            cfg["error_correction"].__dict__["tmp_dir"] = options_storage.tmp_dir
        else:
            cfg["error_correction"].__dict__["tmp_dir"] = cfg["error_correction"].output_dir
        cfg["error_correction"].tmp_dir = os.path.join(os.path.abspath(cfg["error_correction"].tmp_dir), 'tmp')

    # assembly
    if not options_storage.only_error_correction:
        if options_storage.k_mers:
            cfg["assembly"].__dict__["iterative_K"] = options_storage.k_mers
        else:
            cfg["assembly"].__dict__["iterative_K"] = options_storage.k_mers_short
        cfg["assembly"].__dict__["careful"] = options_storage.careful
        if options_storage.spades_heap_check:
            cfg["assembly"].__dict__["heap_check"] = options_storage.spades_heap_check

    #corrector can work only if contigs exist (not only error correction)
    if (not options_storage.only_error_correction) and options_storage.mismatch_corrector:
        cfg["mismatch_corrector"] = empty_config()
        cfg["mismatch_corrector"].__dict__["skip-masked"] = ""
        cfg["mismatch_corrector"].__dict__["bwa"] = os.path.join(bin_home, "bwa-spades")
        cfg["mismatch_corrector"].__dict__["threads"] = options_storage.threads
        cfg["mismatch_corrector"].__dict__["output-dir"] = options_storage.output_dir

    return cfg, dataset_data