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Solve the following problem using Python, implementing the functions described below, one line at a time
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Description:
 def _bowtie_args_from_config(data):
 """Configurable high level options for bowtie. """

    config = data['config']
    qual_format = config["algorithm"].get("quality_format", "")
    if qual_format.lower() == "illumina":
        qual_flags = ["--phred64-quals"]
    else:
        qual_flags = []
    multi_mappers = config["algorithm"].get("multiple_mappers", True)
    multi_flags = ["-M", 1] if multi_mappers else ["-m", 1]
    multi_flags = [] if data["analysis"].lower().startswith("smallrna-seq") else multi_flags
    cores = config.get("resources", {}).get("bowtie", {}).get("cores", None)
    num_cores = config["algorithm"].get("num_cores", 1)
    core_flags = ["-p", str(num_cores)] if num_cores > 1 else []
    return core_flags + qual_flags + multi_flags