canvas-lms/lib/grade_calculator.rb

1052 lines
40 KiB
Ruby

# frozen_string_literal: true
#
# Copyright (C) 2011 - present Instructure, Inc.
#
# This file is part of Canvas.
#
# Canvas is free software: you can redistribute it and/or modify it under
# the terms of the GNU Affero General Public License as published by the Free
# Software Foundation, version 3 of the License.
#
# Canvas is distributed in the hope that it will be useful, but WITHOUT ANY
# WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR
# A PARTICULAR PURPOSE. See the GNU Affero General Public License for more
# details.
#
# You should have received a copy of the GNU Affero General Public License along
# with this program. If not, see <http://www.gnu.org/licenses/>.
#
require "bigdecimal"
class GradeCalculator
attr_reader :gradable_assignments
attr_accessor :assignments, :groups
def initialize(user_ids, course, **opts)
Rails.logger.debug "GRADE CALCULATOR STARTS (initialize): #{Time.zone.now.to_i}"
Rails.logger.debug "GRADE CALCULATOR - caller: #{caller(1..1).first}"
opts = opts.reverse_merge(
emit_live_event: true,
ignore_muted: true,
update_all_grading_period_scores: true,
update_course_score: true,
only_update_course_gp_metadata: false,
only_update_points: false
)
Rails.logger.debug("GRADES: calc args: user_ids=#{user_ids.inspect}")
Rails.logger.debug("GRADES: calc args: course=#{course.inspect}")
Rails.logger.debug("GRADES: calc args: opts=#{opts.inspect}")
@course = course.is_a?(Course) ? course : Course.find(course)
@groups = opts[:groups] || @course.assignment_groups.active.to_a
@grading_period = opts[:grading_period]
# if we're updating an overall course score (no grading period specified), we
# want to first update all grading period scores for the users
@update_all_grading_period_scores = @grading_period.nil? && opts[:update_all_grading_period_scores]
# if we're updating a grading period score, we also need to update the
# overall course score
@update_course_score = @grading_period.present? && opts[:update_course_score]
@ignore_unposted_anonymous = opts.fetch(
:ignore_unposted_anonymous,
@course.root_account.feature_enabled?(:grade_calc_ignore_unposted_anonymous)
)
@gradable_assignments = (opts[:assignments] || @course.assignments.published.gradeable).to_a
@assignments = if @ignore_unposted_anonymous
Assignment.preload_unposted_anonymous_submissions(@gradable_assignments)
# Ignore anonymous assignments with unposted submissions in the grade calculation
# so that we don't break anonymity prior to the assignment being posted
# (which is when identities are revealed)
@gradable_assignments.reject(&:unposted_anonymous_submissions?)
else
@gradable_assignments
end
@user_ids = Array(user_ids).map { |id| Shard.relative_id_for(id, Shard.current, @course.shard) }
@current_updates = {}
@final_updates = {}
@dropped_updates = {}
@current_groups = {}
@final_groups = {}
# The developers of the future, I leave you this gift:
# If you add a new options here, make sure you also update the
# opts in the compute_branch method
@emit_live_event = opts[:emit_live_event]
@ignore_muted = opts[:ignore_muted]
@effective_due_dates = opts[:effective_due_dates]
@enrollments = opts[:enrollments]
@periods = opts[:periods]
@submissions = opts[:submissions]
@only_update_course_gp_metadata = opts[:only_update_course_gp_metadata]
@only_update_points = opts[:only_update_points]
end
# recomputes the scores and saves them to each user's Enrollment
def self.recompute_final_score(user_ids, course_id, **compute_score_opts)
Rails.logger.debug "GRADE CALCULATOR STARTS (recompute_final_score): #{Time.zone.now.to_i}"
Rails.logger.debug "GRADE CALCULATOR - caller: #{caller(1..1).first}"
user_ids = Array(user_ids).uniq.map(&:to_i)
return if user_ids.empty?
course = course_id.is_a?(Course) ? course_id : Course.active.where(id: course_id).take
return unless course
assignments = compute_score_opts[:assignments] || course.assignments.published.gradeable.to_a
groups = compute_score_opts[:groups] || course.assignment_groups.active.to_a
periods = compute_score_opts[:periods] || GradingPeriod.for(course)
grading_period_id = compute_score_opts.delete(:grading_period_id)
grading_period = periods.find_by(id: grading_period_id) if grading_period_id
opts = compute_score_opts.reverse_merge(
grading_period: grading_period,
assignments: assignments,
groups: groups,
periods: periods
)
user_ids.sort.in_groups_of(100, false) do |user_ids_group|
GradeCalculator.new(user_ids_group, course, **opts).compute_and_save_scores
end
end
def submissions
@submissions ||= begin
submissions = @course.submissions
.except(:order, :select)
.for_user(@user_ids)
.where(assignment_id: @assignments)
.select("submissions.id, user_id, assignment_id, score, excused, submissions.workflow_state, submissions.posted_at")
.preload(:assignment)
Rails.logger.debug "GRADE CALCULATOR - submissions: #{submissions.size} - #{Time.zone.now.to_i}"
submissions
end
end
def compute_scores
scores_and_group_sums = []
@user_ids.each_slice(100) do |batched_ids|
scores_and_group_sums_batch = compute_scores_and_group_sums_for_batch(batched_ids)
scores_and_group_sums.concat(scores_and_group_sums_batch)
end
scores_and_group_sums
end
def compute_and_save_scores
calculate_grading_period_scores if @update_all_grading_period_scores
compute_scores
scores_prior_to_compute = Score.where(enrollment: @enrollments.map(&:id), assignment_group_id: nil, course_score: true).to_a
save_scores
update_score_statistics
# The next line looks weird, but it is intended behaviour. Its
# saying "if we're on the branch not calculating hidden scores, run
# the branch that does."
calculate_hidden_scores if @ignore_muted
# Since we @emit_live_event only in the outer call when @ignore_muted is true, this has to be
# done after calculate_hidden_scores -- so changes in that inner call are also captured. But
# it must be done before calculate_course_score so if @update_course_score is true (we are
# scoring a grading period, not a course) we don't trigger an additional alert/live event here.
create_course_grade_alerts_and_live_events(scores_prior_to_compute)
calculate_course_score if @update_course_score
end
private
def effective_due_dates
@effective_due_dates ||= EffectiveDueDates.for_course(@course, @assignments).filter_students_to(@user_ids)
end
def observer_ids
@observer_ids ||= ObserverEnrollment.where.not(workflow_state: [:rejected, :deleted])
.where(course: @course)
.pluck(:user_id)
.uniq
end
def create_course_grade_alerts_and_live_events(scores)
@course.shard.activate do
ActiveRecord::Associations::Preloader.new.preload(scores, :enrollment)
# Make only one alert per user even if they have multiple enrollments (sections in same course)
scores = scores.uniq { |s| s.enrollment.user_id }
scores.each_slice(100) do |scores_batch|
scores_info = scores_batch.each_with_object({ student_ids: [], ids: [] }) do |score, memo|
memo[:student_ids] << score.enrollment.user_id
memo[:ids] << score.id
end
preloaded_thresholds = ObserverAlertThreshold.active
.where(user_id: scores_info[:student_ids], alert_type: ['course_grade_high', 'course_grade_low'])
.group_by(&:user_id)
reloaded_scores = Score.where(id: scores_info[:ids]).index_by(&:id)
scores_batch.each do |score|
reloaded_score = reloaded_scores[score.id]
# Note: only the old score has enrollment pre-loaded
create_course_grade_live_event(score, reloaded_score) if @emit_live_event
thresholds = preloaded_thresholds.fetch(score.enrollment.user_id, [])
create_course_grade_alert(score, reloaded_score, thresholds)
end
end
end
end
LIVE_EVENT_FIELDS = %i[current_score final_score unposted_current_score unposted_final_score].freeze
def create_course_grade_live_event(old_score, score)
return if LIVE_EVENT_FIELDS.all? { |f| old_score.send(f) == score.send(f) }
old_score_values = LIVE_EVENT_FIELDS.map { |f| [f, old_score.send(f)] }.to_h
Canvas::LiveEvents.course_grade_change(score, old_score_values, old_score.enrollment)
end
def create_course_grade_alert(old_score, score, thresholds)
thresholds.each do |threshold|
next unless threshold.did_pass_threshold(old_score.current_score, score.current_score)
next unless observer_ids.include?(threshold.observer_id)
ObserverAlert.create(observer_id: threshold.observer_id, user_id: threshold.user_id,
observer_alert_threshold: threshold,
context: @course, action_date: score.updated_at, alert_type: threshold.alert_type,
title: I18n.t("Course grade: %{grade}% in %{course_code}", {
grade: score.current_score,
course_code: @course.course_code
}))
end
end
def compute_scores_and_group_sums_for_batch(user_ids)
user_ids.map do |user_id|
next unless enrollments_by_user[user_id].first
group_sums = compute_group_sums_for_user(user_id)
scores = compute_scores_for_user(user_id, group_sums)
update_changes_hash_for_user(user_id, scores, group_sums)
{
current: scores[:current],
current_groups: group_sums[:current].index_by { |group| group[:id] },
final: scores[:final],
final_groups: group_sums[:final].index_by { |group| group[:id] }
}
end.compact
end
def assignment_visible_to_student?(assignment_id, user_id)
effective_due_dates.find_effective_due_date(user_id, assignment_id).key?(:due_at)
end
def compute_group_sums_for_user(user_id)
user_submissions = submissions_by_user.fetch(user_id, []).select do |submission|
assignment_visible_to_student?(submission.assignment_id, user_id)
end
{
current: create_group_sums(user_submissions, user_id, ignore_ungraded: true),
final: create_group_sums(user_submissions, user_id, ignore_ungraded: false)
}
end
def compute_scores_for_user(user_id, group_sums)
if compute_course_scores_from_weighted_grading_periods?
scores = calculate_total_from_weighted_grading_periods(user_id)
else
scores = {
current: calculate_total_from_group_scores(group_sums[:current]),
final: calculate_total_from_group_scores(group_sums[:final])
}
end
Rails.logger.debug "GRADES: calculated: #{scores.inspect}"
scores
end
def update_changes_hash_for_user(user_id, scores, group_sums)
@current_updates[user_id] = scores[:current]
@final_updates[user_id] = scores[:final]
@current_groups[user_id] = group_sums[:current]
@final_groups[user_id] = group_sums[:final]
@dropped_updates[user_id] = {
current: { dropped: scores[:current][:dropped] },
final: { dropped: scores[:final][:dropped] }
}
end
def grading_period_scores(enrollment_id)
@grading_period_scores ||= Score.active.where(
enrollment: enrollments.map(&:id),
grading_period: grading_periods_for_course.map(&:id)
).group_by(&:enrollment_id)
@grading_period_scores[enrollment_id] || []
end
def calculate_total_from_weighted_grading_periods(user_id)
enrollment = enrollments_by_user[user_id].first
grading_period_scores = grading_period_scores(enrollment.id)
scores = apply_grading_period_weights_to_scores(grading_period_scores)
scale_and_round_scores(scores, grading_period_scores)
end
def apply_grading_period_weights_to_scores(grading_period_scores)
grading_period_scores.each_with_object(
{ current: { full_weight: 0.0, grade: 0.0 }, final: { full_weight: 0.0, grade: 0.0 } }
) do |score, scores|
weight = grading_period_weights[score.grading_period_id] || 0.0
scores[:final][:full_weight] += weight
scores[:current][:full_weight] += weight if score.current_score
scores[:current][:grade] += (score.current_score || 0.0) * (weight / 100.0)
scores[:final][:grade] += (score.final_score || 0.0) * (weight / 100.0)
end
end
def scale_and_round_scores(scores, grading_period_scores)
[:current, :final].each_with_object({ current: {}, final: {} }) do |score_type, adjusted_scores|
score = scores[score_type][:grade]
full_weight = scores[score_type][:full_weight]
score = scale_score_up(score, full_weight) if full_weight < 100
if score == 0.0 && score_type == :current && grading_period_scores.none?(&:current_score)
score = nil
end
adjusted_scores[score_type][:grade] = score ? score.round(2) : score
adjusted_scores[score_type][:total] = adjusted_scores[score_type][:grade]
end
end
def scale_score_up(score, weight)
return 0.0 if weight.zero?
(score * 100.0) / weight
end
def compute_course_scores_from_weighted_grading_periods?
return @compute_from_weighted_periods if @compute_from_weighted_periods.present?
if @grading_period || grading_periods_for_course.empty?
@compute_from_weighted_periods = false
else
@compute_from_weighted_periods = grading_periods_for_course.first.grading_period_group.weighted?
end
end
def grading_periods_for_course
@periods ||= GradingPeriod.for(@course)
end
def grading_period_weights
@grading_period_weights ||= grading_periods_for_course.each_with_object({}) do |period, weights|
weights[period.id] = period.weight
end
end
def submissions_by_user
@submissions_by_user ||= submissions.group_by { |s| Shard.relative_id_for(s.user_id, Shard.current, @course.shard) }
end
def compute_branch(**opts)
opts = opts.reverse_merge(
groups: @groups,
grading_period: @grading_period,
update_all_grading_period_scores: false,
update_course_score: false,
assignments: @assignments,
emit_live_event: @emit_live_event,
ignore_muted: @ignore_muted,
ignore_unposted_anonymous: @ignore_unposted_anonymous,
periods: grading_periods_for_course,
effective_due_dates: effective_due_dates,
enrollments: enrollments,
submissions: submissions,
only_update_course_gp_metadata: @only_update_course_gp_metadata,
only_update_points: @only_update_points
)
GradeCalculator.new(@user_ids, @course, **opts).compute_and_save_scores
end
def calculate_hidden_scores
# re-run this calculator, except include muted assignments/unposted submissions
compute_branch(ignore_muted: false, emit_live_event: false)
end
def calculate_grading_period_scores
grading_periods_for_course.each do |grading_period|
# update this grading period score
compute_branch(grading_period: grading_period)
end
# delete any grading period scores that are no longer relevant
grading_period_ids = grading_periods_for_course.empty? ? nil : grading_periods_for_course.map(&:id)
@course.shard.activate do
Score.active.joins(:enrollment)
.where(enrollments: { user_id: @user_ids, course_id: @course.id })
.where.not(grading_period_id: grading_period_ids)
.update_all(workflow_state: :deleted)
end
end
def calculate_course_score
# update the overall course score now that we've finished
# updating the grading period score
compute_branch(grading_period: nil)
end
def enrollments
@enrollments ||= Enrollment.shard(@course.shard).active
.where(user_id: @user_ids, course_id: @course.id)
.select(:id, :user_id, :workflow_state)
end
def joined_enrollment_ids
# use local_id because we'll exec the query on the enrollment's shard
@joined_enrollment_ids ||= enrollments.map(&:local_id).join(',')
end
def enrollments_by_user
@enrollments_by_user ||= begin
hsh = enrollments.group_by { |e| Shard.relative_id_for(e.user_id, Shard.current, @course.shard) }
hsh.default = []
hsh
end
end
def number_or_null(score)
# GradeCalculator sometimes divides by 0 somewhere,
# resulting in NaN. Treat that as null here
score = nil if score.try(:nan?)
score || 'NULL::float'
end
def group_score_rows
enrollments_by_user.keys.map do |user_id|
current_group_scores = @current_groups[user_id].map { |group| [group[:global_id], group] }.to_h
final_group_scores = @final_groups[user_id].map { |group| [group[:global_id], group] }.to_h
@groups.map do |group|
agid = group.global_id
current = current_group_scores[agid]
final = final_group_scores[agid]
enrollments_by_user[user_id].map do |enrollment|
fields = [enrollment.id, group.id]
unless @only_update_points
fields << number_or_null(current[:grade])
fields << number_or_null(final[:grade])
end
fields << number_or_null(current[:score])
fields << number_or_null(final[:score])
"(#{fields.join(', ')})"
end
end
end.flatten
end
def group_dropped_rows
enrollments_by_user.keys.map do |user_id|
current = @current_groups[user_id].pluck(:global_id, :dropped).to_h
final = @final_groups[user_id].pluck(:global_id, :dropped).to_h
@groups.map do |group|
agid = group.global_id
hsh = {
current: { dropped: current[agid] },
final: { dropped: final[agid] }
}
enrollments_by_user[user_id].map do |enrollment|
"(#{enrollment.id}, #{group.id}, '#{hsh.to_json}')"
end
end
end.flatten
end
def updated_at
@updated_at ||= Score.connection.quote(Time.now.utc)
end
def column_prefix
@ignore_muted ? '' : 'unposted_'
end
def current_score_column
"#{column_prefix}current_score"
end
def final_score_column
"#{column_prefix}final_score"
end
def points_column(type)
"#{column_prefix}#{type}_points"
end
def update_score_statistics
return if @grading_period # only update score statistics when calculating course scores
return unless @ignore_muted # only update when calculating final scores
ScoreStatisticsGenerator.update_score_statistics_in_singleton(@course.id)
end
def save_scores
return if @current_updates.empty? && @final_updates.empty?
return if joined_enrollment_ids.blank?
return if @grading_period&.deleted?
save_scores_in_transaction
end
def save_scores_in_transaction
Score.transaction do
@course.shard.activate do
save_course_and_grading_period_scores
save_course_and_grading_period_metadata
score_rows = group_score_rows
if @grading_period.nil? && score_rows.any?
dropped_rows = group_dropped_rows
save_assignment_group_scores(score_rows.join(','), dropped_rows.join(','))
end
end
end
end
def user_specific_updates(updates:, default_value:, key:)
specific_values = updates.flat_map do |user_id, score_details|
enrollments_by_user[user_id].map do |enrollment|
"WHEN #{enrollment.id} THEN #{number_or_null(score_details[key])}"
end
end
"#{specific_values.join(' ')} ELSE #{default_value}"
end
def update_values_for(column, updates: {}, key: :grade)
return unless column
actual_updates = user_specific_updates(updates: updates, default_value: "excluded.#{column}", key: key)
"#{column} = CASE excluded.enrollment_id #{actual_updates} END"
end
def insert_values_for(column, updates: {}, key: :grade)
return unless column
actual_updates = user_specific_updates(updates: updates, default_value: 'NULL', key: key)
"CASE enrollments.id #{actual_updates} END :: float AS #{column}"
end
def columns_to_insert_or_update
return @columns_to_insert_or_update if defined? @columns_to_insert_or_update
# Use a hash with Array values to ensure ordering of data
column_list = { columns: [], insert_values: [], update_values: [] }
unless @only_update_points
column_list[:columns] << current_score_column
column_list[:insert_values] << insert_values_for(current_score_column, updates: @current_updates)
column_list[:update_values] << update_values_for(current_score_column, updates: @current_updates)
column_list[:columns] << final_score_column
column_list[:insert_values] << insert_values_for(final_score_column, updates: @final_updates)
column_list[:update_values] << update_values_for(final_score_column, updates: @final_updates)
end
column_list[:columns] << points_column(:current)
column_list[:insert_values] << insert_values_for(points_column(:current), updates: @current_updates, key: :total)
column_list[:update_values] << update_values_for(points_column(:current), updates: @current_updates, key: :total)
column_list[:columns] << points_column(:final)
column_list[:insert_values] << insert_values_for(points_column(:final), updates: @final_updates, key: :total)
column_list[:update_values] << update_values_for(points_column(:final), updates: @final_updates, key: :total)
@columns_to_insert_or_update = column_list
end
def save_course_and_grading_period_scores
return if @only_update_course_gp_metadata
# Depending on whether we're updating course scores or grading period
# scores, we need to check our inserted values against different uniqueness
# constraints
conflict_target = if @grading_period.present?
"(enrollment_id, grading_period_id) WHERE grading_period_id IS NOT NULL"
else
"(enrollment_id) WHERE course_score"
end
# Update existing course and grading period Scores or create them if needed.
Score.connection.execute("
INSERT INTO #{Score.quoted_table_name}
(
enrollment_id, grading_period_id,
#{columns_to_insert_or_update[:columns].join(', ')},
course_score, root_account_id, created_at, updated_at
)
SELECT
enrollments.id as enrollment_id,
#{@grading_period.try(:id) || 'NULL'} as grading_period_id,
#{columns_to_insert_or_update[:insert_values].join(', ')},
#{@grading_period ? 'FALSE' : 'TRUE'} AS course_score,
#{@course.root_account_id} AS root_account_id,
#{updated_at} as created_at,
#{updated_at} as updated_at
FROM #{Enrollment.quoted_table_name} enrollments
WHERE
enrollments.id IN (#{joined_enrollment_ids})
ORDER BY enrollment_id
ON CONFLICT #{conflict_target}
DO UPDATE SET
#{columns_to_insert_or_update[:update_values].join(', ')},
updated_at = excluded.updated_at,
root_account_id = #{@course.root_account_id},
-- if workflow_state was previously deleted for some reason, update it to active
workflow_state = COALESCE(NULLIF(excluded.workflow_state, 'deleted'), 'active')
")
rescue ActiveRecord::Deadlocked => e
Canvas::Errors.capture_exception(:grade_calcuator, e, :warn)
raise Delayed::RetriableError, "Deadlock in upserting course or grading period scores"
end
def save_course_and_grading_period_metadata
# We only save score metadata for posted grades. This means, if we're
# calculating unposted grades (which means @ignore_muted is false),
# we don't want to update the score metadata. TODO: start storing the
# score metadata for unposted grades.
return unless @ignore_muted
ScoreMetadata.connection.execute("
INSERT INTO #{ScoreMetadata.quoted_table_name}
(score_id, calculation_details, created_at, updated_at)
SELECT
scores.id AS score_id,
CASE enrollments.user_id
#{@dropped_updates.map do |user_id, dropped|
"WHEN #{user_id} THEN cast('#{dropped.to_json}' as json)"
end.join(' ')}
ELSE NULL
END AS calculation_details,
#{updated_at} AS created_at,
#{updated_at} AS updated_at
FROM #{Score.quoted_table_name} scores
INNER JOIN #{Enrollment.quoted_table_name} enrollments ON
enrollments.id = scores.enrollment_id
LEFT OUTER JOIN #{ScoreMetadata.quoted_table_name} metadata ON
metadata.score_id = scores.id
WHERE
scores.enrollment_id IN (#{joined_enrollment_ids}) AND
scores.assignment_group_id IS NULL AND
#{@grading_period ? "scores.grading_period_id = #{@grading_period.id}" : 'scores.course_score IS TRUE'}
ORDER BY enrollment_id
ON CONFLICT (score_id)
DO UPDATE SET
calculation_details = excluded.calculation_details,
updated_at = excluded.updated_at
;
")
end
def assignment_group_columns_to_insert_or_update
return @assignment_group_columns_to_insert_or_update if defined? @assignment_group_columns_to_insert_or_update
column_list = {
insert_columns: [],
insert_values: [],
update_columns: [],
update_values: [],
value_names: []
}
unless @only_update_points
column_list[:value_names] << 'current_score'
column_list[:update_columns] << "#{current_score_column} = excluded.current_score"
column_list[:insert_columns] << "val.current_score AS #{current_score_column}"
column_list[:value_names] << 'final_score'
column_list[:update_columns] << "#{final_score_column} = excluded.final_score"
column_list[:insert_columns] << "val.final_score AS #{final_score_column}"
end
column_list[:value_names] << 'current_points'
column_list[:update_columns] << "#{points_column(:current)} = excluded.current_points"
column_list[:insert_columns] << "val.current_points AS #{points_column(:current)}"
column_list[:value_names] << 'final_points'
column_list[:update_columns] << "#{points_column(:final)} = excluded.final_points"
column_list[:insert_columns] << "val.final_points AS #{points_column(:final)}"
@assignment_group_columns_to_insert_or_update = column_list
end
def save_assignment_group_scores(score_values, dropped_values)
# Update existing assignment group Scores or create them if needed.
Score.connection.execute("
INSERT INTO #{Score.quoted_table_name} (
enrollment_id, assignment_group_id,
#{assignment_group_columns_to_insert_or_update[:value_names].join(', ')},
course_score, root_account_id, created_at, updated_at
)
SELECT
val.enrollment_id AS enrollment_id,
val.assignment_group_id as assignment_group_id,
#{assignment_group_columns_to_insert_or_update[:insert_columns].join(', ')},
FALSE AS course_score,
#{@course.root_account_id} AS root_account_id,
#{updated_at} AS created_at,
#{updated_at} AS updated_at
FROM (VALUES #{score_values}) val
(
enrollment_id,
assignment_group_id,
#{assignment_group_columns_to_insert_or_update[:value_names].join(', ')}
)
ORDER BY assignment_group_id, enrollment_id
ON CONFLICT (enrollment_id, assignment_group_id) WHERE assignment_group_id IS NOT NULL
DO UPDATE SET
#{assignment_group_columns_to_insert_or_update[:update_columns].join(', ')},
updated_at = excluded.updated_at,
root_account_id = #{@course.root_account_id},
workflow_state = COALESCE(NULLIF(excluded.workflow_state, 'deleted'), 'active')
")
# We only save score metadata for posted grades. This means, if we're
# calculating unposted grades (which means @ignore_muted is false),
# we don't want to update the score metadata. TODO: start storing the
# score metadata for unposted grades.
if @ignore_muted
ScoreMetadata.connection.execute("
INSERT INTO #{ScoreMetadata.quoted_table_name}
(score_id, calculation_details, created_at, updated_at)
SELECT
scores.id AS score_id,
CAST(val.calculation_details as json) AS calculation_details,
#{updated_at} AS created_at,
#{updated_at} AS updated_at
FROM (VALUES #{dropped_values}) val
(enrollment_id, assignment_group_id, calculation_details)
LEFT OUTER JOIN #{Score.quoted_table_name} scores ON
scores.enrollment_id = val.enrollment_id AND
scores.assignment_group_id = val.assignment_group_id
ORDER BY score_id
ON CONFLICT (score_id)
DO UPDATE SET
calculation_details = excluded.calculation_details,
updated_at = excluded.updated_at
;
")
end
rescue ActiveRecord::Deadlocked => e
Canvas::Errors.capture_exception(:grade_calculator, e, :warn)
raise Delayed::RetriableError, "Deadlock in upserting assignment group scores"
end
# returns information about assignments groups in the form:
# [
# {
# :id => 1
# :score => 5,
# :possible => 7,
# :grade => 71.42,
# :weight => 50},
# ...]
# each group
def create_group_sums(submissions, user_id, ignore_ungraded: true)
visible_assignments = @assignments.select { |assignment| assignment_visible_to_student?(assignment.id, user_id) }
if @grading_period
visible_assignments.select! do |assignment|
effective_due_dates.grading_period_id_for(
student_id: user_id,
assignment_id: assignment.id
) == Shard.relative_id_for(@grading_period.id, Shard.current, @course.shard)
end
end
assignments_by_group_id = visible_assignments.group_by(&:assignment_group_id)
submissions_by_assignment_id = Hash[
submissions.map { |s| [s.assignment_id, s] }
]
@groups.map do |group|
assignments = assignments_by_group_id[group.id] || []
group_submissions = assignments.map do |a|
s = submissions_by_assignment_id[a.id]
# ignore unposted submissions and all submissions for muted assignments
s = nil if ignore_submission?(submission: s, assignment: a)
# ignore pending_review quiz submissions
s = nil if ignore_ungraded && s.try(:pending_review?)
{
assignment: a,
submission: s,
score: s&.score,
total: BigDecimal(a.points_possible || 0, 15),
excused: s&.excused?,
}
end
if enrollments_by_user[user_id].all? { |e| e.workflow_state == 'completed' }
group_submissions.reject! { |s| s[:submission].nil? }
end
group_submissions.reject! { |s| s[:score].nil? } if ignore_ungraded
group_submissions.reject! { |s| s[:excused] }
group_submissions.reject! { |s| s[:assignment].omit_from_final_grade? }
group_submissions.each { |s| s[:score] ||= 0 }
logged_submissions = group_submissions.map { |s| loggable_submission(s) }
Rails.logger.debug "GRADES: calculating for assignment_group=#{group.global_id} user=#{user_id}"
Rails.logger.debug "GRADES: calculating... ignore_ungraded=#{ignore_ungraded}"
Rails.logger.debug "GRADES: calculating... submissions=#{logged_submissions.inspect}"
kept = drop_assignments(group_submissions, group.rules_hash)
dropped_submissions = (group_submissions - kept).map { |s| s[:submission]&.id }.compact
score, possible = kept.reduce([0.0, 0.0]) { |(s_sum, p_sum), s|
[s_sum.to_d + s[:score].to_d, p_sum.to_d + s[:total].to_d]
}
{
id: group.id,
global_id: group.global_id,
score: score,
possible: possible,
weight: group.group_weight,
grade: ((score.to_f / possible * 100).round(2).to_f if possible > 0),
dropped: dropped_submissions
}.tap { |group_grade_info|
Rails.logger.debug "GRADES: calculated #{group_grade_info.inspect}"
}
end
end
# see comments for dropAssignments in grade_calculator.coffee
def drop_assignments(submissions, rules)
drop_lowest = rules[:drop_lowest] || 0
drop_highest = rules[:drop_highest] || 0
never_drop_ids = rules[:never_drop] || []
return submissions if drop_lowest.zero? && drop_highest.zero?
Rails.logger.debug "GRADES: dropping assignments! #{rules.inspect}"
cant_drop = []
if never_drop_ids.present?
cant_drop, submissions = submissions.partition { |submission| never_drop_ids.include?(submission[:assignment].id) }
end
# fudge the drop rules if there aren't enough submissions
return cant_drop if submissions.empty?
drop_lowest = submissions.size - 1 if drop_lowest >= submissions.size
drop_highest = 0 if drop_lowest + drop_highest >= submissions.size
keep_highest = submissions.size - drop_lowest
keep_lowest = keep_highest - drop_highest
submissions.sort! { |a, b| a[:assignment].id - b[:assignment].id }
# assignment groups that have no points possible have to be dropped
# differently (it's a simpler case, but not one that fits in with our
# usual bisection approach)
kept = (cant_drop + submissions).any? { |s| s[:total] > 0 } ?
drop_pointed(submissions, cant_drop, keep_highest, keep_lowest) :
drop_unpointed(submissions, keep_highest, keep_lowest)
(kept + cant_drop).tap do |all_kept|
loggable_kept = all_kept.map { |s| loggable_submission(s) }
Rails.logger.debug "GRADES.calculating... kept=#{loggable_kept.inspect}"
end
end
def drop_unpointed(submissions, keep_highest, keep_lowest)
sorted_submissions = submissions.sort_by { |s| s[:score] }
sorted_submissions.last(keep_highest).first(keep_lowest)
end
def drop_pointed(submissions, cant_drop, n_highest, n_lowest)
max_total = (submissions + cant_drop).map { |s| s[:total] }.max
kept = keep_highest(submissions, cant_drop, n_highest, max_total)
keep_lowest(kept, cant_drop, n_lowest, max_total)
end
def keep_highest(submissions, cant_drop, keep, max_total)
keep_helper(submissions, cant_drop, keep, max_total, keep_mode: :highest) { |*args| big_f_best(*args) }
end
def keep_lowest(submissions, cant_drop, keep, max_total)
keep_helper(submissions, cant_drop, keep, max_total, keep_mode: :lowest) { |*args| big_f_worst(*args) }
end
# @submissions: set of droppable submissions
# @cant_drop: submissions that are not eligible for dropping
# @keep: number of submissions to keep from +submissions+
# @max_total: the highest number of points possible
# @big_f_blk: sorting block for the big_f function
# returns +keep+ +submissions+
def keep_helper(submissions, cant_drop, keep, max_total, keep_mode: nil, &big_f_blk)
return submissions if submissions.size <= keep
unpointed, pointed = (submissions + cant_drop).partition { |s|
s[:total].zero?
}
kept = nil
if pointed.empty? && keep_mode == :lowest
# this is a really dumb situation that we saw in the wild. 17
# assignments, 2 of them have points possible, the rest have 0
# points possible with drop rules of drop 8 lowest and drop 7
# highest.
#
# In drop_pointed above, the call to keep_highest that
# goes here ends up eliminating the pointed assignments, so when
# keep_lowest is called, we end up here with unpointed
# assignments which completely breaks math. estimate_q_high
# comes back as NaN and q_low is nil. "(nil + NaN)/2" means
# you're gonna have a bad time.
#
# What we'll do instead is just sort by score like
# drop_unpointed above, and drop the unpointed
# ones up to keep.
kept = unpointed.sort_by { |s| s[:score].to_f }[-keep, keep]
else
grades = pointed.map { |s| s[:score].to_f / s[:total] }.sort
q_high = estimate_q_high(pointed, unpointed, grades)
q_low = grades.first
q_mid = (q_low + q_high) / 2
x, kept = big_f_blk.call(q_mid, submissions, cant_drop, keep)
threshold = 1 / (2 * keep * (max_total**2))
until q_high - q_low < threshold
x < 0 ?
q_high = q_mid :
q_low = q_mid
q_mid = (q_low + q_high) / 2
# bail if we can't can't ever satisfy the threshold (floats!)
break if q_mid == q_high || q_mid == q_low
x, kept = big_f_blk.call(q_mid, submissions, cant_drop, keep)
end
end
kept
end
def big_f(q, submissions, cant_drop, keep, &sort_blk)
kept = submissions.map { |s|
rated_score = s[:score] - (q * s[:total])
[rated_score, s]
}.sort(&sort_blk).first(keep)
q_kept = kept.reduce(0) { |sum, (rated_score, _)| sum + rated_score }
q_cant_drop = cant_drop.reduce(0) { |sum, s| sum + (s[:score] - (q * s[:total])) }
[q_kept + q_cant_drop, kept.map(&:last)]
end
# we can't use the student's highest grade as an upper-bound for bisection
# when 0-points-possible assignments are present, so guess the best possible
# grade the student could have earned in that case
def estimate_q_high(pointed, unpointed, grades)
if unpointed.present?
points_possible = pointed.reduce(0) { |sum, s| sum + s[:total] }
best_pointed_score = [
points_possible, # 100%
pointed.reduce(0) { |sum, s| sum + s[:score] } # ... or extra credit
].max
unpointed_score = unpointed.reduce(0) { |sum, s| sum + s[:score] }
max_score = best_pointed_score + unpointed_score
max_score.to_f / points_possible
else
grades.last
end
end
# determines the best +keep+ assignments from submissions for the given q
# (suitable for use with drop_lowest)
def big_f_best(q, submissions, cant_drop, keep)
big_f(q, submissions, cant_drop, keep) { |(a, _), (b, _)| b <=> a }
end
# determines the worst +keep+ assignments from submissions for the given q
# (suitable for use with drop_highest)
def big_f_worst(q, submissions, cant_drop, keep)
big_f(q, submissions, cant_drop, keep) { |(a, _), (b, _)| a <=> b }
end
def gather_dropped_from_group_scores(group_sums)
dropped = group_sums.map { |sum| sum[:dropped] }
dropped.flatten!
dropped.uniq!
dropped
end
# returns grade information from all the assignment groups
def calculate_total_from_group_scores(group_sums)
dropped = gather_dropped_from_group_scores(group_sums)
if @course.group_weighting_scheme == 'percent'
relevant_group_sums = group_sums.reject { |gs|
gs[:possible].zero? || gs[:possible].nil?
}
final_grade = relevant_group_sums.reduce(0) { |grade, gs|
grade + ((gs[:score].to_d / gs[:possible]) * gs[:weight].to_d)
}
# scale the grade up if total weights don't add up to 100%
full_weight = relevant_group_sums.reduce(0) { |w, gs| w + gs[:weight] }
if full_weight.zero?
final_grade = nil
elsif full_weight < 100
final_grade *= 100.0 / full_weight
end
rounded_grade = final_grade&.to_f.try(:round, 2)
{
grade: rounded_grade,
total: rounded_grade,
dropped: dropped
}
else
total, possible = group_sums.reduce([0, 0]) { |(m, n), gs| [m + gs[:score], n + gs[:possible]] }
if possible > 0
final_grade = (total.to_f / possible) * 100
{
grade: final_grade.round(2).to_f,
total: total.to_f,
possible: possible.to_f,
dropped: dropped
}
else
{
grade: nil,
total: total.to_f,
dropped: dropped
}
end
end
end
# this takes a wrapped submission (like from create_group_sums)
def loggable_submission(wrapped_submission)
{
assignment_id: wrapped_submission[:assignment].id,
score: wrapped_submission[:score],
total: wrapped_submission[:total],
}
end
def ignore_submission?(submission:, assignment:)
return false unless @ignore_muted
# If we decided to ignore this submission earlier in this run (see
# create_group_sums), it will be nil, in which case keep ignoring it
submission.blank? || !submission.posted?
end
end