Scale lesson skill gain by the teacher's subject skill.

Hiring a 78-math applicant already cost more than a 41; the class now actually learns faster when that teacher is in the room.

Co-authored-by: Cursor <cursoragent@cursor.com>

docs/phases/50-teacher-skill-gain.md

@@ -11,18 +11,18 @@
 
 ## Задачи
 
-- [ ] `LessonLearning.TeacherFactor` — та же кривая, что `NeedFactor`: навык 0 → 0.25, 100 → 1
+- [x] `LessonLearning.TeacherFactor` — та же кривая, что `NeedFactor`: навык 0 → 0.25, 100 → 1
-- [ ] Навык учителя — среднее его значений по `SubjectDef.skills`; нет ключа — `Range.Min`
+- [x] Навык учителя — среднее его значений по `SubjectDef.skills`; нет ключа — `Range.Min`
-- [ ] `Gain` умножает на этот фактор; учитель в кабинете по-прежнему обязателен (фаза 48)
+- [x] `Gain` умножает на этот фактор; учитель в кабинете по-прежнему обязателен (фаза 48)
-- [ ] Числа кривой в коде рядом с нуждой, не новый экран и не сейв
+- [x] Числа кривой в коде рядом с нуждой, не новый экран и не сейв
-- [ ] Лог не пишем: рост тише — это и есть сигнал
+- [x] Лог не пишем: рост тише — это и есть сигнал
 
 ## Тесты, без которых фаза не закрыта
 
-- [ ] Учитель с навыком 20 даёт меньший прирост, чем с 80, при том же ученике и голоде
+- [x] Учитель с навыком 20 даёт меньший прирост, чем с 80, при том же ученике и голоде
-- [ ] Предмет с несколькими скиллами берёт среднее, а не первый попавшийся в словаре
+- [x] Предмет с несколькими скиллами берёт среднее, а не первый попавшийся в словаре
-- [ ] Нет ключа навыка у учителя — подставляется минимум шкалы, рост не падает в ноль
+- [x] Нет ключа навыка у учителя — подставляется минимум шкалы, рост не падает в ноль
-- [ ] Учителя нет в кабинете — по-прежнему нулевой рост, фактор не спасает
+- [x] Учителя нет в кабинете — по-прежнему нулевой рост, фактор не спасает
 
 ## Критерий готовности
 

src/HSchool.Ai/LessonLearning.cs

@@ -3,15 +3,49 @@ using HSchool.Content;
 namespace HSchool.Ai;
 
 /// <summary>
-/// How much a lesson adds to one skill this step. Hungry learns worse; trait offsets scale the
+/// How much a lesson adds to one skill this step. Hungry learns worse; trait offsets and the
-/// rate. The world stores the running total — this is just the number.
+/// teacher's subject skill scale the rate. The world stores the running total — this is just
+/// the number.
 /// </summary>
 public static class LessonLearning
 {
     public static float NeedFactor(float hunger) => Math.Clamp(0.25f + (0.75f * hunger), 0.25f, 1f);
 
+    /// <summary>Same curve as <see cref="NeedFactor"/>: skill 0 → 0.25, 100 → 1.</summary>
+    public static float TeacherFactor(float skill) => NeedFactor(Math.Clamp(skill / 100f, 0f, 1f));
+
     public static float TraitFactor(int offset) => Math.Max(0.1f, 1f + (offset / 100f));
 
+    /// <summary>
+    /// Mean of the teacher's values for <see cref="SubjectDef.Skills"/>. A missing key uses that
+    /// skill's <see cref="SkillDef.Range"/> minimum, not zero — a gap is "untrained", not a
+    /// vanished lesson.
+    /// </summary>
+    public static float AverageTeacherSkill(
+        SubjectDef subject,
+        IReadOnlyDictionary<string, float> skills,
+        DefCatalog catalog)
+    {
+        ArgumentNullException.ThrowIfNull(subject);
+        ArgumentNullException.ThrowIfNull(skills);
+        ArgumentNullException.ThrowIfNull(catalog);
+
+        var total = 0f;
+        var count = 0;
+        foreach (var share in subject.Skills)
+        {
+            if (!catalog.Skills.TryGetValue(share.Skill, out var def) || def.Abstract)
+            {
+                continue;
+            }
+
+            total += skills.TryGetValue(share.Skill, out var value) ? value : def.Range.Min;
+            count++;
+        }
+
+        return count == 0 ? 0f : total / count;
+    }
+
     public static float Gain(
         float current,
         SkillDef skill,
@@ -19,10 +53,16 @@ public static class LessonLearning
         float lessonSkillPerHour,
         float hours,
         float hunger,
-        int traitOffset)
+        int traitOffset,
+        float teacherSkill)
     {
         ArgumentNullException.ThrowIfNull(skill);
-        var delta = share * lessonSkillPerHour * hours * NeedFactor(hunger) * TraitFactor(traitOffset);
+        var delta = share
+            * lessonSkillPerHour
+            * hours
+            * NeedFactor(hunger)
+            * TraitFactor(traitOffset)
+            * TeacherFactor(teacherSkill);
         return Math.Clamp(current + delta, skill.Range.Min, skill.Range.Max);
     }
 }

src/HSchool.Simulation/LessonLearningSystem.cs

@@ -14,7 +14,7 @@ namespace HSchool.Simulation;
 internal static class LessonLearningSystem
 {
     private static readonly QueryDescription Places =
-        new QueryDescription().WithAll<PersonIdentity, Presence>();
+        new QueryDescription().WithAll<PersonIdentity, Presence, PersonSkills>();
 
     private static readonly QueryDescription People =
         new QueryDescription().WithAll<PersonIdentity, PersonSkills, PersonTraits, PersonNeeds, PersonRoles, Presence, PersonActivity>();
@@ -43,11 +43,13 @@ internal static class LessonLearningSystem
         var catalog = school.Catalog;
         var world = school.World;
         var places = new Dictionary<string, Presence>(StringComparer.Ordinal);
+        var teacherSkills = new Dictionary<string, Dictionary<string, float>>(StringComparer.Ordinal);
         world.Query(
             in Places,
-            (ref PersonIdentity identity, ref Presence presence) =>
+            (ref PersonIdentity identity, ref Presence presence, ref PersonSkills personSkills) =>
             {
                 places[identity.Id] = presence;
+                teacherSkills[identity.Id] = personSkills.Values;
             });
 
         world.Query(
@@ -82,6 +84,10 @@ internal static class LessonLearningSystem
                 }
 
                 var hunger = needs.Values.GetValueOrDefault("Hunger", 1f);
+                IReadOnlyDictionary<string, float> taught = teacherSkills.TryGetValue(lesson.TeacherId, out var found)
+                    ? found
+                    : new Dictionary<string, float>(StringComparer.Ordinal);
+                var teacherSkill = LessonLearning.AverageTeacherSkill(subject, taught, catalog);
                 foreach (var share in subject.Skills)
                 {
                     if (!catalog.Skills.TryGetValue(share.Skill, out var skill) || skill.Abstract)
@@ -101,7 +107,8 @@ internal static class LessonLearningSystem
                         rules.LessonSkillPerHour,
                         hours,
                         hunger,
-                        TraitOffset(catalog, traits, share.Skill));
+                        TraitOffset(catalog, traits, share.Skill),
+                        teacherSkill);
                 }
             });
     }

tests/HSchool.Ai.Tests/LessonLearningTests.cs

@@ -13,8 +13,8 @@ public class LessonLearningTests
     [Fact]
     public void HungryLearnsLessThanFull()
     {
-        var full = LessonLearning.Gain(50, Math, share: 1, lessonSkillPerHour: 0.05f, hours: 0.75f, hunger: 1f, traitOffset: 0);
+        var full = LessonLearning.Gain(50, Math, share: 1, lessonSkillPerHour: 0.05f, hours: 0.75f, hunger: 1f, traitOffset: 0, teacherSkill: 100);
-        var hungry = LessonLearning.Gain(50, Math, share: 1, lessonSkillPerHour: 0.05f, hours: 0.75f, hunger: 0.1f, traitOffset: 0);
+        var hungry = LessonLearning.Gain(50, Math, share: 1, lessonSkillPerHour: 0.05f, hours: 0.75f, hunger: 0.1f, traitOffset: 0, teacherSkill: 100);
 
         Assert.True(full > 50);
         Assert.True(hungry > 50);
@@ -24,9 +24,60 @@ public class LessonLearningTests
     [Fact]
     public void DiligentOffset_RaisesTheGain()
     {
-        var plain = LessonLearning.Gain(50, Math, 1, 0.05f, 1f, 1f, 0);
+        var plain = LessonLearning.Gain(50, Math, 1, 0.05f, 1f, 1f, 0, 100);
-        var diligent = LessonLearning.Gain(50, Math, 1, 0.05f, 1f, 1f, 8);
+        var diligent = LessonLearning.Gain(50, Math, 1, 0.05f, 1f, 1f, 8, 100);
 
         Assert.True(diligent > plain);
     }
+
+    [Fact]
+    public void TeacherSkill20_GainsLessThan80()
+    {
+        var weak = LessonLearning.Gain(50, Math, 1, 0.05f, 1f, 1f, 0, 20);
+        var strong = LessonLearning.Gain(50, Math, 1, 0.05f, 1f, 1f, 0, 80);
+
+        Assert.True(weak > 50);
+        Assert.True(strong - 50 > weak - 50);
+    }
+
+    [Fact]
+    public void TeacherFactor_MatchesNeedCurve()
+    {
+        Assert.Equal(LessonLearning.NeedFactor(0f), LessonLearning.TeacherFactor(0f));
+        Assert.Equal(LessonLearning.NeedFactor(1f), LessonLearning.TeacherFactor(100f));
+        Assert.Equal(LessonLearning.NeedFactor(0.2f), LessonLearning.TeacherFactor(20f));
+    }
+
+    [Fact]
+    public void MultiSkillSubject_AveragesListedSkills_NotDictionaryOrder()
+    {
+        var (catalog, _) = Fixtures.Vanilla();
+        var subject = catalog.Subjects["PrimarySchool"];
+        var skills = new Dictionary<string, float>(StringComparer.Ordinal)
+        {
+            ["Biology"] = 100,
+            ["Literature"] = 100,
+            ["RussianLanguage"] = 100,
+            ["Mathematics"] = 0,
+        };
+
+        var average = LessonLearning.AverageTeacherSkill(subject, skills, catalog);
+
+        Assert.Equal(75f, average);
+        Assert.NotEqual(skills.Values.First(), average);
+    }
+
+    [Fact]
+    public void MissingTeacherSkill_UsesRangeMin_AndStillGains()
+    {
+        var (catalog, _) = Fixtures.Vanilla();
+        var subject = catalog.Subjects["Mathematics"];
+        var min = catalog.Skills["Mathematics"].Range.Min;
+        var average = LessonLearning.AverageTeacherSkill(subject, new Dictionary<string, float>(), catalog);
+        var gained = LessonLearning.Gain(50, Math, 1, 0.05f, 1f, 1f, 0, average);
+
+        Assert.Equal(min, average);
+        Assert.True(gained > 50);
+        Assert.True(gained < LessonLearning.Gain(50, Math, 1, 0.05f, 1f, 1f, 0, 100));
+    }
 }

tests/HSchool.Simulation.Tests/LessonTeacherPresentTests.cs

@@ -129,6 +129,67 @@ public class LessonTeacherPresentTests
         }
     }
 
+    [Fact]
+    public void WeakTeacher_GainsLessThanStrong()
+    {
+        var (school, homeroom, pupilId, teacherId) = StaffedMath();
+        using (school)
+        {
+            AdvanceTo(school, LessonStart);
+            SetPlace(school, pupilId, homeroom);
+            SetPlace(school, teacherId, homeroom);
+            SetSkill(school, teacherId, "Mathematics", 20);
+            var beforeWeak = SkillOf(school, pupilId, "Mathematics");
+            LessonLearningSystem.Apply(school, 45);
+            var weakGain = SkillOf(school, pupilId, "Mathematics") - beforeWeak;
+
+            SetSkill(school, pupilId, "Mathematics", beforeWeak);
+            SetSkill(school, teacherId, "Mathematics", 80);
+            var beforeStrong = SkillOf(school, pupilId, "Mathematics");
+            LessonLearningSystem.Apply(school, 45);
+            var strongGain = SkillOf(school, pupilId, "Mathematics") - beforeStrong;
+
+            Assert.True(weakGain > 0);
+            Assert.True(strongGain > weakGain);
+        }
+    }
+
+    [Fact]
+    public void MissingTeacherSkillKey_StillGains()
+    {
+        var (school, homeroom, pupilId, teacherId) = StaffedMath();
+        using (school)
+        {
+            AdvanceTo(school, LessonStart);
+            SetPlace(school, pupilId, homeroom);
+            SetPlace(school, teacherId, homeroom);
+            ClearSkill(school, teacherId, "Mathematics");
+            var before = SkillOf(school, pupilId, "Mathematics");
+
+            LessonLearningSystem.Apply(school, 45);
+
+            Assert.True(SkillOf(school, pupilId, "Mathematics") > before);
+        }
+    }
+
+    [Fact]
+    public void TeacherSkill_DoesNotRescueAbsence()
+    {
+        var (school, homeroom, pupilId, teacherId) = StaffedMath();
+        using (school)
+        {
+            AdvanceTo(school, LessonStart);
+            SetPlace(school, pupilId, homeroom);
+            SetPlace(school, teacherId, "restroom-1");
+            SetSkill(school, teacherId, "Mathematics", 100);
+            var before = SkillOf(school, pupilId, "Mathematics");
+
+            LessonLearningSystem.Apply(school, 45);
+
+            Assert.Equal(before, SkillOf(school, pupilId, "Mathematics"));
+        }
+    }
+
     private static (School School, string Homeroom, string PupilId, string TeacherId) StaffedMath(
         string? teacherId = null)
     {
@@ -206,6 +267,34 @@ public class LessonTeacherPresentTests
         return value;
     }
 
+    private static void SetSkill(School school, string personId, string skill, float value)
+    {
+        var query = new QueryDescription().WithAll<PersonIdentity, PersonSkills>();
+        school.World.Query(
+            in query,
+            (ref PersonIdentity identity, ref PersonSkills skills) =>
+            {
+                if (identity.Id.Equals(personId, StringComparison.Ordinal))
+                {
+                    skills.Values[skill] = value;
+                }
+            });
+    }
+
+    private static void ClearSkill(School school, string personId, string skill)
+    {
+        var query = new QueryDescription().WithAll<PersonIdentity, PersonSkills>();
+        school.World.Query(
+            in query,
+            (ref PersonIdentity identity, ref PersonSkills skills) =>
+            {
+                if (identity.Id.Equals(personId, StringComparison.Ordinal))
+                {
+                    skills.Values.Remove(skill);
+                }
+            });
+    }
+
     private static (DefCatalog Catalog, MapLayout Map) Vanilla()
     {
         var root = Path.Combine(AppContext.BaseDirectory, "vanilla");