diff options
Diffstat (limited to 'uploader/samples')
| -rw-r--r-- | uploader/samples/models.py | 19 | ||||
| -rw-r--r-- | uploader/samples/views.py | 343 |
2 files changed, 362 insertions, 0 deletions
diff --git a/uploader/samples/models.py b/uploader/samples/models.py new file mode 100644 index 0000000..15e509e --- /dev/null +++ b/uploader/samples/models.py @@ -0,0 +1,19 @@ +"""Functions for handling samples.""" +import MySQLdb as mdb +from MySQLdb.cursors import DictCursor + +def samples_by_species_and_population( + conn: mdb.Connection, + species_id: int, + population_id: int +) -> tuple[dict, ...]: + """Fetch the samples by their species and population.""" + with conn.cursor(cursorclass=DictCursor) as cursor: + cursor.execute( + "SELECT iset.InbredSetId, s.* FROM InbredSet AS iset " + "INNER JOIN StrainXRef AS sxr ON iset.InbredSetId=sxr.InbredSetId " + "INNER JOIN Strain AS s ON sxr.StrainId=s.Id " + "WHERE s.SpeciesId=%(species_id)s " + "AND iset.InbredSetId=%(population_id)s", + {"species_id": species_id, "population_id": population_id}) + return tuple(cursor.fetchall()) diff --git a/uploader/samples/views.py b/uploader/samples/views.py new file mode 100644 index 0000000..6af90f4 --- /dev/null +++ b/uploader/samples/views.py @@ -0,0 +1,343 @@ +"""Code regarding samples""" +import os +import sys +import csv +import uuid +from pathlib import Path +from typing import Iterator + +import MySQLdb as mdb +from redis import Redis +from MySQLdb.cursors import DictCursor +from flask import ( + flash, + request, + url_for, + redirect, + Blueprint, + render_template, + current_app as app) + +from functional_tools import take + +from uploader import jobs +from uploader.files import save_file +from uploader.datautils import order_by_family +from uploader.authorisation import require_login +from uploader.input_validation import is_integer_input +from uploader.db_utils import ( + with_db_connection, + database_connection, + with_redis_connection) +from uploader.species.models import (all_species, + species_by_id, + order_species_by_family) +from uploader.population.models import(save_population, + population_by_id, + populations_by_species) + +from .models import samples_by_species_and_population + +samplesbp = Blueprint("samples", __name__) + +@samplesbp.route("/samples", methods=["GET"]) +def index(): + """Direct entry-point for uploading/handling the samples.""" + with database_connection(app.config["SQL_URI"]) as conn: + if not bool(request.args.get("species_id")): + return render_template( + "samples/index.html", + species=order_species_by_family(all_species(conn)), + activelink="samples") + species = species_by_id(conn, request.args.get("species_id")) + if not bool(species): + flash("No such species!", "alert-danger") + return redirect(url_for("species.populations.samples.index")) + return redirect(url_for("species.populations.samples.select_population", + species_id=species["SpeciesId"])) + + +@samplesbp.route("<int:species_id>/samples/select-population", methods=["GET"]) +def select_population(species_id: int): + """Select the population to use for the samples.""" + with database_connection(app.config["SQL_URI"]) as conn: + species = species_by_id(conn, species_id) + if not bool(species): + flash("Invalid species!", "alert-danger") + return redirect(url_for("species.populations.samples.index")) + + if not bool(request.args.get("population_id")): + return render_template("samples/select-population.html", + species=species, + populations=order_by_family( + populations_by_species( + conn, + species_id), + order_key="FamilyOrder"), + activelink="samples") + + population = population_by_id(conn, request.args.get("population_id")) + if not bool(population): + flash("Population not found!", "alert-danger") + return redirect(url_for( + "species.populations.samples.select_population", + species_id=species_id)) + + return redirect(url_for("species.populations.samples.list_samples", + species_id=species_id, + population_id=population["Id"])) + +@samplesbp.route("<int:species_id>/populations/<int:population_id>/samples") +def list_samples(species_id: int, population_id: int): + """ + List the samples in a particular population and give the ability to upload + new ones. + """ + with database_connection(app.config["SQL_URI"]) as conn: + species = species_by_id(conn, species_id) + if not bool(species): + flash("Invalid species!", "alert-danger") + return redirect(url_for("species.populations.samples.index")) + + population = population_by_id(conn, population_id) + if not bool(population): + flash("Population not found!", "alert-danger") + return redirect(url_for( + "species.populations.samples.select_population", + species_id=species_id)) + + all_samples = samples_by_species_and_population( + conn, species_id, population_id) + total_samples = len(all_samples) + offset = int(request.args.get("from") or 0) + if offset < 0: + offset = 0 + count = int(request.args.get("count") or 10) + return render_template("samples/list-samples.html", + species=species, + population=population, + samples=all_samples[offset:offset+count], + offset=offset, + count=count, + total_samples=total_samples, + activelink="list-samples") + + +def read_samples_file(filepath, separator: str, firstlineheading: bool, **kwargs) -> Iterator[dict]: + """Read the samples file.""" + with open(filepath, "r", encoding="utf-8") as inputfile: + reader = csv.DictReader( + inputfile, + fieldnames=( + None if firstlineheading + else ("Name", "Name2", "Symbol", "Alias")), + delimiter=separator, + quotechar=kwargs.get("quotechar", '"')) + for row in reader: + yield row + + +def save_samples_data(conn: mdb.Connection, + speciesid: int, + file_data: Iterator[dict]): + """Save the samples to DB.""" + data = ({**row, "SpeciesId": speciesid} for row in file_data) + total = 0 + with conn.cursor() as cursor: + while True: + batch = take(data, 5000) + if len(batch) == 0: + break + cursor.executemany( + "INSERT INTO Strain(Name, Name2, SpeciesId, Symbol, Alias) " + "VALUES(" + " %(Name)s, %(Name2)s, %(SpeciesId)s, %(Symbol)s, %(Alias)s" + ") ON DUPLICATE KEY UPDATE Name=Name", + batch) + total += len(batch) + print(f"\tSaved {total} samples total so far.") + + +def cross_reference_samples(conn: mdb.Connection, + species_id: int, + population_id: int, + strain_names: Iterator[str]): + """Link samples to their population.""" + with conn.cursor(cursorclass=DictCursor) as cursor: + cursor.execute( + "SELECT MAX(OrderId) AS loid FROM StrainXRef WHERE InbredSetId=%s", + (population_id,)) + last_order_id = (cursor.fetchone()["loid"] or 10) + total = 0 + while True: + batch = take(strain_names, 5000) + if len(batch) == 0: + break + params_str = ", ".join(["%s"] * len(batch)) + ## This query is slow -- investigate. + cursor.execute( + "SELECT s.Id FROM Strain AS s LEFT JOIN StrainXRef AS sx " + "ON s.Id = sx.StrainId WHERE s.SpeciesId=%s AND s.Name IN " + f"({params_str}) AND sx.StrainId IS NULL", + (species_id,) + tuple(batch)) + strain_ids = (sid["Id"] for sid in cursor.fetchall()) + params = tuple({ + "pop_id": population_id, + "strain_id": strain_id, + "order_id": last_order_id + (order_id * 10), + "mapping": "N", + "pedigree": None + } for order_id, strain_id in enumerate(strain_ids, start=1)) + cursor.executemany( + "INSERT INTO StrainXRef( " + " InbredSetId, StrainId, OrderId, Used_for_mapping, PedigreeStatus" + ")" + "VALUES (" + " %(pop_id)s, %(strain_id)s, %(order_id)s, %(mapping)s, " + " %(pedigree)s" + ")", + params) + last_order_id += (len(params) * 10) + total += len(batch) + print(f"\t{total} total samples cross-referenced to the population " + "so far.") + + +def build_sample_upload_job(# pylint: disable=[too-many-arguments] + speciesid: int, + populationid: int, + samplesfile: Path, + separator: str, + firstlineheading: bool, + quotechar: str): + """Define the async command to run the actual samples data upload.""" + return [ + sys.executable, "-m", "scripts.insert_samples", app.config["SQL_URI"], + str(speciesid), str(populationid), str(samplesfile.absolute()), + separator, f"--redisuri={app.config['REDIS_URL']}", + f"--quotechar={quotechar}" + ] + (["--firstlineheading"] if firstlineheading else []) + + +@samplesbp.route("/upload/species/<int:species_id>/populations/<int:population_id>/samples", + methods=["GET", "POST"]) +@require_login +def upload_samples(species_id: int, population_id: int):#pylint: disable=[too-many-return-statements] + """Upload the samples.""" + samples_uploads_page = redirect(url_for("samples.upload_samples", + species_id=species_id, + population_id=population_id)) + if not is_integer_input(species_id): + flash("You did not provide a valid species. Please select one to " + "continue.", + "alert-danger") + return redirect(url_for("expression-data.samples.select_species")) + species = with_db_connection(lambda conn: species_by_id(conn, species_id)) + if not bool(species): + flash("Species with given ID was not found.", "alert-danger") + return redirect(url_for("expression-data.samples.select_species")) + + if not is_integer_input(population_id): + flash("You did not provide a valid population. Please select one " + "to continue.", + "alert-danger") + return redirect(url_for("samples.select_population", + species_id=species_id), + code=307) + population = with_db_connection( + lambda conn: population_by_id(conn, int(population_id))) + if not bool(population): + flash("Invalid grouping/population!", "alert-error") + return redirect(url_for("samples.select_population", + species_id=species_id), + code=307) + + if request.method == "GET" or request.files.get("samples_file") is None: + return render_template("samples/upload-samples.html", + species=species, + population=population) + + try: + samples_file = save_file(request.files["samples_file"], + Path(app.config["UPLOAD_FOLDER"])) + except AssertionError: + flash("You need to provide a file with the samples data.", + "alert-error") + return samples_uploads_page + + firstlineheading = (request.form.get("first_line_heading") == "on") + + separator = request.form.get("separator", ",") + if separator == "other": + separator = request.form.get("other_separator", ",") + if not bool(separator): + flash("You need to provide a separator character.", "alert-error") + return samples_uploads_page + + quotechar = (request.form.get("field_delimiter", '"') or '"') + + redisuri = app.config["REDIS_URL"] + with Redis.from_url(redisuri, decode_responses=True) as rconn: + the_job = jobs.launch_job( + jobs.initialise_job( + rconn, + jobs.jobsnamespace(), + str(uuid.uuid4()), + build_sample_upload_job( + species["SpeciesId"], + population["InbredSetId"], + samples_file, + separator, + firstlineheading, + quotechar), + "samples_upload", + app.config["JOBS_TTL_SECONDS"], + {"job_name": f"Samples Upload: {samples_file.name}"}), + redisuri, + f"{app.config['UPLOAD_FOLDER']}/job_errors") + return redirect(url_for( + "samples.upload_status", job_id=the_job["jobid"])) + +@samplesbp.route("/upload/status/<uuid:job_id>", methods=["GET"]) +def upload_status(job_id: uuid.UUID): + """Check on the status of a samples upload job.""" + job = with_redis_connection(lambda rconn: jobs.job( + rconn, jobs.jobsnamespace(), job_id)) + if job: + status = job["status"] + if status == "success": + return render_template("samples/upload-success.html", job=job) + + if status == "error": + return redirect(url_for("samples.upload_failure", job_id=job_id)) + + error_filename = Path(jobs.error_filename( + job_id, f"{app.config['UPLOAD_FOLDER']}/job_errors")) + if error_filename.exists(): + stat = os.stat(error_filename) + if stat.st_size > 0: + return redirect(url_for( + "samples.upload_failure", job_id=job_id)) + + return render_template( + "samples/upload-progress.html", + job=job) # maybe also handle this? + + return render_template("no_such_job.html", job_id=job_id), 400 + +@samplesbp.route("/upload/failure/<uuid:job_id>", methods=["GET"]) +def upload_failure(job_id: uuid.UUID): + """Display the errors of the samples upload failure.""" + job = with_redis_connection(lambda rconn: jobs.job( + rconn, jobs.jobsnamespace(), job_id)) + if not bool(job): + return render_template("no_such_job.html", job_id=job_id), 400 + + error_filename = Path(jobs.error_filename( + job_id, f"{app.config['UPLOAD_FOLDER']}/job_errors")) + if error_filename.exists(): + stat = os.stat(error_filename) + if stat.st_size > 0: + return render_template("worker_failure.html", job_id=job_id) + + return render_template("samples/upload-failure.html", job=job) |