restructured MLST profiling classes
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@ -4,7 +4,7 @@ from automlst.engine.data.MLST import MLSTProfile
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from automlst.engine.data.genomics import NamedString
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from automlst.engine.local.abif import read_abif
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from automlst.engine.local.fasta import read_fasta
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from automlst.engine.remote.databases.institutpasteur.profiling import InstitutPasteurProfiler
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from automlst.engine.remote.databases.institutpasteur.mlst import InstitutPasteurProfiler
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async def aggregate_sequences(fastas: Iterable[str], abifs: Iterable[str]) -> AsyncGenerator[str, Any]:
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@ -4,7 +4,7 @@ import datetime
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from os import path
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import os
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from automlst.cli import aggregator
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from automlst.cli import aggregated
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from automlst.engine.data.genomics import NamedString
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from automlst.engine.local.abif import read_abif
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from automlst.engine.local.csv import write_mlst_profiles_as_csv
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@ -39,6 +39,22 @@ parser.add_argument(
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type=str,
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help="The ABIF files to process. Multiple can be listed."
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)
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parser.add_argument(
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"--ncbi-assembly-reference", "-refncbi",
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dest="ncbi_assembly_reference",
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required=False,
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default=None,
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type=str,
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help="The NCBI GenBank accession ID for the consensus assembly. Either this argument, or the path equivalent must be given if ABIF files are used."
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)
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parser.add_argument(
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"--assembly-reference", "-ref",
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dest="assembly_reference",
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required=False,
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default=None,
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type=str,
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help="The path to the FASTA sequence to be used as a reference for consensus building."
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)
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parser.add_argument(
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"--institut-pasteur-mlst",
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"-ipdbmlst",
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@ -51,16 +67,16 @@ parser.add_argument(
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parser.add_argument(
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"out",
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default="./.",
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help="The output folder. Files will be named by the provided (or default) run name."
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help="The output folder. Files will be named by the provided (or default) run name. Outputs will be automatically generated depending on which arguments are used."
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)
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def cli():
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args = parser.parse_args()
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gen_strings = aggregator.aggregate_sequences(args.fastas, args.abifs)
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gen_strings = aggregated.aggregate_sequences(args.fastas, args.abifs)
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os.makedirs(args.out, exist_ok=True)
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if args.institut_pasteur_db is not None:
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mlst_profiles = aggregator.profile_all_genetic_strings(
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mlst_profiles = aggregated.profile_all_genetic_strings(
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gen_strings, args.institut_pasteur_db)
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asyncio.run(write_mlst_profiles_as_csv(
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asyncio.run(mlst_profiles), str(path.join(args.out, "MLST_" + args.run_name + ".csv"))))
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@ -20,8 +20,7 @@ class AnnotatedString(NamedString):
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annotations: Sequence[StringAnnotation]
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@dataclass
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class SangerTraceData:
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sequence: Sequence[str]
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class SangerTraceData(NamedString):
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seq_param_file_name: str
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analysis_proto_settings_name: str
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analysis_rpto_settings_ver: str
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@ -1,10 +1,10 @@
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import asyncio
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from numbers import Number
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from os import path
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from typing import Sequence, Union
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from automlst.engine.data.genomics import SangerTraceData
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from typing import AsyncGenerator, Collection, Sequence, Union
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from automlst.engine.data.genomics import NamedString, SangerTraceData
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from Bio.SeqRecord import SeqRecord
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from Bio import SeqIO
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from Bio import SeqIO, Align
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def _biopython_read_abif_sequence(seq_path: str) -> SeqRecord:
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@ -23,6 +23,7 @@ async def read_abif(seq_path: str) -> SangerTraceData:
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# Lot of type ignoring since Biopython did not define their typing.
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biopython_abif_raw = biopython_annotations["abif_raw"] # type: ignore
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trace_data = SangerTraceData(
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path.basename(seq_path),
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biopython_seq.seq,
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biopython_abif_raw.get("APFN2"), # type: ignore
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biopython_abif_raw.get("APrN1"), # type: ignore
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@ -102,3 +103,13 @@ async def read_abif(seq_path: str) -> SangerTraceData:
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biopython_abif_raw.get("User") # type: ignore
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)
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return trace_data
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def _biopython_local_pairwise_alignment(reference: NamedString, query: NamedString) -> tuple[NamedString, NamedString]:
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aligner = Align.PairwiseAligner(scoring="blastn")
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aligner.mode = "local"
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alignment_result = sorted(aligner.align(reference.sequence, query.sequence))[0] # take the best alignment
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return NamedString(alignment_result.sequences[0].id, alignment_result.sequences[0].seq), NamedString(alignment_result.sequences[1].id, alignment_result.sequences[1].seq)
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async def reference_consensus_assembly(reference: NamedString, sanger_traces: Collection[SangerTraceData]) -> AsyncGenerator[NamedString]:
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for sanger_trace in sanger_traces:
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yield (await asyncio.to_thread(_biopython_local_pairwise_alignment, reference, sanger_trace))[1]
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33
src/automlst/engine/remote/databases/mlst.py
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33
src/automlst/engine/remote/databases/mlst.py
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@ -0,0 +1,33 @@
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from abc import abstractmethod
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from contextlib import AbstractAsyncContextManager
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from typing import AsyncGenerator, AsyncIterable, Generator, Iterable, Mapping, Union
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from aiohttp import ClientSession
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from automlst.engine.data.MLST import Allele, MLSTProfile
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MLST_DATABASES = [
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"https://bigsdb.pasteur.fr/api/db",
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"https://rest.pubmlst.org/db"
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]
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class MLSTProfiler(AbstractAsyncContextManager):
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@abstractmethod
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def fetch_mlst_allele_variants(self, schema_id: int, sequence_string: str) -> AsyncGenerator[Allele]:
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pass
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@abstractmethod
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async def fetch_mlst_st(self, schema_id: int, alleles: AsyncIterable[Allele]) -> MLSTProfile:
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pass
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@abstractmethod
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async def profile_string(self, schema_id: int, string: str) -> MLSTProfile:
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pass
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@abstractmethod
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async def close(self):
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pass
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@abstractmethod
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async def get_scheme_ids(self) -> Mapping[str, int]:
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pass
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68
src/automlst/engine/remote/databases/pubmlst/mlstprofiler.py
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68
src/automlst/engine/remote/databases/pubmlst/mlstprofiler.py
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@ -0,0 +1,68 @@
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from collections import defaultdict
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from contextlib import AbstractAsyncContextManager
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import re
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from typing import Any, AsyncGenerator, AsyncIterable, Generator, Iterable, Mapping, Sequence, Union
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from aiohttp import ClientSession, ClientTimeout
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from automlst.engine.data.MLST import Allele, MLSTProfile
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from automlst.engine.data.genomics import NamedString
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from automlst.engine.remote.databases.mlst import MLSTProfiler
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class PubMLSTProfiler(MLSTProfiler):
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async def __aenter__(self):
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return self
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def __init__(self, database_name: str):
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self._base_url = f"https://rest.pubmlst.org/db/{database_name}/"
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self._http_client = ClientSession(self._base_url, timeout=ClientTimeout(10000))
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async def fetch_mlst_allele_variants(self, schema_id: int, sequence_string: str) -> AsyncGenerator[Allele]:
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uri_path = f"schemes/{schema_id}/sequence"
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response = await self._http_client.post(uri_path, json={
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"sequence": sequence_string
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})
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sequence_response: dict = await response.json()
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exact_matches: dict[str, Sequence[dict[str, str]]] = sequence_response["exact_matches"]
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for allele_loci, alleles in exact_matches.items():
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for allele in alleles:
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alelle_id = allele["allele_id"]
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yield Allele(allele_loci=allele_loci, allele_variant=alelle_id)
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async def fetch_mlst_st(self, schema_id: int, alleles: AsyncIterable[Allele]) -> MLSTProfile:
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uri_path = f"schemes/{schema_id}/designations"
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allele_request_dict: dict[str, list[dict[str, str]]] = defaultdict(list)
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async for allele in alleles:
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allele_request_dict[allele.allele_loci].append({"allele": str(allele.allele_variant)})
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response = await self._http_client.post(uri_path, json={
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"designations": allele_request_dict
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})
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response_json = await response.json()
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schema_fields_returned = response_json["fields"]
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schema_exact_matches = response_json["exact_matches"]
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allele_map: dict[str, list[Allele]] = defaultdict(list)
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for exact_match_loci, exact_match_alleles in schema_exact_matches.items():
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for exact_match_allele in exact_match_alleles:
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allele_map[exact_match_loci].append(Allele(exact_match_loci, exact_match_allele["allele_id"]))
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return MLSTProfile(allele_map, schema_fields_returned["ST"], schema_fields_returned["clonal_complex"])
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async def profile_string(self, schema_id: int, string: str) -> MLSTProfile:
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alleles = self.fetch_mlst_allele_variants(schema_id, string)
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return await self.fetch_mlst_st(schema_id, alleles)
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async def get_scheme_ids(self) -> Mapping[str, int]:
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uri_path = "schemes"
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response = await self._http_client.get(uri_path)
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response_json = await response.json()
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schema_descriptions: Mapping[str, int] = dict()
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for scheme_definition in response_json["schemes"]:
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scheme_id: int = int(str(scheme_definition["scheme"]).split("/")[-1])
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scheme_desc: str = scheme_definition["description"]
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schema_descriptions[scheme_desc] = scheme_id
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return schema_descriptions
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async def close(self):
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await self._http_client.close()
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async def __aexit__(self, exc_type, exc_value, traceback):
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await self.close()
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@ -1,6 +1,6 @@
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from Bio import SeqIO
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from automlst.engine.data.MLST import Allele, MLSTProfile
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from automlst.engine.remote.databases.institutpasteur.profiling import InstitutPasteurProfiler
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from automlst.engine.remote.databases.institutpasteur.mlst import InstitutPasteurProfiler
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async def test_profiling_results_in_exact_matches_when_exact():
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