markpolyak · markpolyak · Jan 9, 2026 · Dec 3, 2025 · Dec 3, 2025 · Dec 3, 2025
diff --git a/CLAUDE.md b/CLAUDE.md
@@ -6,7 +6,7 @@ See `docs/PROJECT_DESCRIPTION.md` for full project documentation.
 
 - **Backend**: Single file `main.py` (FastAPI monolith, ~750 LOC)
 - **Frontend**: `frontend/courses-front/` (React 19 + Vite)
-- **Courses**: `courses/index.yaml` + individual YAML files
+- **Courses**: `courses/index.yaml` + individual YAML files (see `docs/COURSE_CONFIG.md` for all options)
 - **Tests**: `tests/` (pytest)
 
 ### Development Commands
@@ -60,7 +60,10 @@ LOG_LEVEL=INFO            # Logging level (optional)
 - **Success**: `v` written to Google Sheets
 - **Failure**: `x` written to Google Sheets
 - **With penalty**: `v-{n}` where n = penalty points
+- **With score**: `v@{score}` where score = points earned (e.g., `v@10.5` or `v@10,5`)
+- **With score and penalty**: `v@{score}-{n}` (e.g., `v@10.5-3` or `v@10,5-3`)
 - **Protection**: Can only overwrite empty cells, `x`, or cells starting with `?`
+- **Decimal separator**: Automatically detected from Google Sheets locale settings
 
 ### Lab Config Structure (course YAML)
 
@@ -79,8 +82,20 @@ labs:
         - cpplint
     files:                        # Required files in repo
       - lab2.cpp
+    score:                        # Optional: Extract score from logs
+      patterns:                   # List of regex patterns (tried in order)
+        - '##\[notice\]Points\s+(\d+(?:[.,]\d+)?)/\d+'  # e.g., "##[notice]Points 10/10" -> 10
+        - 'Score\s+is\s+(\d+(?:[.,]\d+)?)'              # e.g., "Score is 10.5" -> 10.5
+        - 'Total:\s+(\d+(?:[.,]\d+)?)'                  # e.g., "Total: 10" -> 10
 ```
 
+**Score extraction notes:**
+- Patterns are regex with first capturing group = score value
+- Accepts both `.` and `,` as decimal separator in logs
+- Output format matches Google Sheets locale (e.g., `10.5` for en_US, `10,5` for ru_RU)
+- If score patterns configured but not found in logs → error
+- If score patterns not configured → no score extraction (backward compatible)
+
 ## CI/CD
 
 - **Tests**: Run on every push via `.github/workflows/tests.yml`

diff --git a/courses/fundamental-statistics-2025.yaml b/courses/fundamental-statistics-2025.yaml
@@ -9,7 +9,7 @@ course:
         - ОснСтат
     semester: Осень 2025
     university: ИТМО
-    email: k43guap@ya.ru
+    email: mdpoliak@itmo.ru
     timezone: UTC+3
     github:
         organization: itmo-fs-2025
@@ -35,6 +35,11 @@ course:
             short-name: ДЗ0
             penalty-max: 5
             ignore-task-id: True
+            # score:
+            #   patterns:
+            #     - '##\[notice\]Points\s+(\d+(?:[.,]\d+)?)/\d+'  # "##[notice]Points 10/10" -> 10
+            #     - 'Score\s+is\s+(\d+(?:[.,]\d+)?)'              # "Score is 10.5" -> 10.5
+            #     - 'Total:\s+(\d+(?:[.,]\d+)?)'                  # "Total: 10" -> 10
             ci:
                 - workflows
             files:
@@ -54,9 +59,16 @@ course:
         "1":
             github-prefix: fs-lab1
             short-name: ДЗ1
-            # taskid-max: 25
-            ignore-task-id: True
-            penalty-max: 6
+            taskid-max: 10
+            # ignore-task-id: True
+            penalty-max: 5
+            score:
+              patterns:
+                - 'ПРЕДВАРИТЕЛЬНАЯ.*?ОЦЕНКА.*?ЖУРНАЛ:\s*(\d+(?:[.,]\d+)?)'  # Гибкий паттерн для "ПРЕДВАРИТЕЛЬНАЯ ОЦЕНКА В ЖУРНАЛ: 10.0"
+                # - 'ИТОГО:\s*(\d+(?:[.,]\d+)?)\s*баллов'                     # "ИТОГО: 100 баллов" -> 100
+                # - '##\[notice\]Points\s+(\d+(?:[.,]\d+)?)/\d+'              # "##[notice]Points 10/10" -> 10
+                # - 'Score\s+is\s+(\d+(?:[.,]\d+)?)'                          # "Score is 10.5" -> 10.5
+                # - 'Total:\s+(\d+(?:[.,]\d+)?)'                              # "Total: 10" -> 10
             ci:
                 - workflows
             files:
@@ -72,5 +84,53 @@ course:
                 - Результат выполнения работы
                 - Исходный код программы с комментариями
                 - Выводы
+        "2":
+            github-prefix: fs-lab2
+            short-name: ДЗ2
+            taskid-max: 10
+            penalty-max: 5
+            score:
+              patterns:
+                - 'ПРЕДВАРИТЕЛЬНАЯ.*?ОЦЕНКА.*?ЖУРНАЛ:\s*(\d+(?:[.,]\d+)?)'  # Гибкий паттерн для "ПРЕДВАРИТЕЛЬНАЯ ОЦЕНКА В ЖУРНАЛ: 10.0"
+            ci:
+                - workflows
+            files:
+                - lab2_distributions.ipynb
+            moss:
+                language: python
+                max-matches: 100
+                local-path: lab2
+        "3":
+            github-prefix: fs-lab3
+            short-name: ДЗ3
+            taskid-max: 10
+            penalty-max: 5
+            score:
+              patterns:
+                - 'ПРЕДВАРИТЕЛЬНАЯ.*?ОЦЕНКА.*?ЖУРНАЛ:\s*(\d+(?:[.,]\d+)?)'  # Гибкий паттерн для "ПРЕДВАРИТЕЛЬНАЯ ОЦЕНКА В ЖУРНАЛ: 10.0"
+            ci:
+                - workflows
+            files:
+                - exercises.ipynb
+            moss:
+                language: python
+                max-matches: 100
+                local-path: lab3
+        "4":
+            github-prefix: fs-lab4
+            short-name: ДЗ4
+            taskid-max: 10
+            penalty-max: 5
+            score:
+              patterns:
+                - 'ПРЕДВАРИТЕЛЬНАЯ.*?ОЦЕНКА.*?ЖУРНАЛ:\s*(\d+(?:[.,]\d+)?)'  # Гибкий паттерн для "ПРЕДВАРИТЕЛЬНАЯ ОЦЕНКА В ЖУРНАЛ: 10.0"
+            ci:
+                - workflows
+            files:
+                - exercises.ipynb
+            moss:
+                language: python
+                max-matches: 100
+                local-path: lab4
 misc:
     requests-timeout: 5
diff --git a/courses/index.yaml b/courses/index.yaml
@@ -27,12 +27,18 @@ courses:
     featured: true
     logo: "/courses/logos/os-2025_logo.png"
 
-  - id: "ml-2025-spring"
+  - id: "mlb-2025-spring"
     file: "machine-learning-basics-2025.yaml"
-    status: "active"
+    status: "archived"
     priority: 90
     logo: "/courses/logos/mlb-2025_logo.png"
 
+  - id: "ml-2025-autumn"
+    file: "machine-learning-2025.yaml"
+    status: "active"
+    priority: 90
+    logo: "/courses/logos/ml-2025_logo.png"
+
   - id: "fs-2025-autumn"
     file: "fundamental-statistics-2025.yaml"
     status: "active"

diff --git a/courses/logos/ml-2025_logo.png b/courses/logos/ml-2025_logo.png
diff --git a/courses/machine-learning-2025.yaml b/courses/machine-learning-2025.yaml
@@ -0,0 +1,157 @@
+---
+# Configuration file for lab-grader
+
+course:
+    name: Машинное обучение
+    alt-names: 
+        - Машинное обучение
+        - МО
+        - Machine learning
+        - ML
+    semester: Осень 2025
+    university: ИТМО
+    email: mdpoliak@itmo.ru
+    timezone: UTC+3
+    github:
+        organization: itmo-ml-2025
+        teachers:
+            - "Mark Polyak"
+            - markpolyak
+    google:
+        spreadsheet: 13AEYDlW989lUwhIF6p3KrWlw2Iofoy2YuL55V2urIaw
+        info-sheet: График
+        task-id-column: 0
+        student-name-column: 1
+        lab-column-offset: 1
+    staff:
+        - name: Поляк Марк Дмитриевич
+          title: преп. практики
+          status: лектор
+        - name: Поляк Марк Дмитриевич
+          title: преп. практики
+          status: лабораторные работы
+    labs:
+        "0":
+            github-prefix: ml-lab0
+            short-name: ЛР0
+            penalty-max: 5
+            ignore-task-id: True
+            ci:
+                - workflows
+            files:
+                - goals.md
+                - info.md
+                - report.pdf
+            moss:
+                language: c
+            report:
+                - Задание
+                - Результат
+            validation:
+                commits:
+                    -
+                        filter: console
+                        min-count: 1
+        "1":
+            github-prefix: ml-lab1
+            short-name: ЛР1
+            # taskid-max: 40
+            ignore-task-id: True
+            penalty-max: 2
+            ci:
+                workflows:
+                    - run-autograding-tests
+                    - Test python scripts
+            files:
+                - exercises.ipynb
+            moss:
+                language: python
+                max-matches: 1000
+                local-path: lab1
+            report:
+                - Цель работы
+                - Индивидуальное задание
+                - Описание входных данных
+                - Результат выполнения работы
+                - Исходный код программы с комментариями
+                - Выводы
+        "2":
+            github-prefix: ml-lab2
+            short-name: ЛР2
+            # taskid-max: 20
+            ignore-task-id: True
+            penalty-max: 2
+            ci:
+                - workflows
+            files:
+                - exercises.ipynb
+            moss:
+                language: python
+                max-matches: 1000
+                local-path: lab2
+            report:
+                - Цель работы
+                - Задание на лабораторную работу
+                - Результат выполнения работы
+                - Выводы
+        "3":
+            github-prefix: ml-lab3
+            short-name: ЛР3
+            # taskid-max: 20
+            ignore-task-id: True
+            penalty-max: 2
+            ci:
+                - workflows
+            files:
+                - exercises.ipynb
+            moss:
+                language: python
+                max-matches: 1000
+                local-path: lab3
+            report:
+                - Цель работы
+                - Задание на лабораторную работу
+                - Результат выполнения работы
+                - Выводы
+        "4":
+            github-prefix: ml-lab4
+            short-name: ЛР4
+            # taskid-max: 20
+            ignore-task-id: True
+            penalty-max: 2
+            ci:
+                - workflows
+            files:
+                - models_train.ipynb
+            moss:
+                language: python
+                max-matches: 1000
+                local-path: lab4
+            report:
+                - Цель работы
+                - Задание на лабораторную работу
+                - Результат выполнения работы
+                - Выводы
+        "5":
+            github-prefix: ml-lab5
+            short-name: ЛР5
+            # taskid-max: 20
+            ignore-task-id: True
+            penalty-max: 2
+            ci:
+                - workflows
+            files:
+                - models_train.ipynb
+            moss:
+                language: python
+                max-matches: 1000
+                local-path: lab5
+            report:
+                - Цель работы
+                - Задание на лабораторную работу
+                - Результат выполнения работы
+                - Выводы
+misc:
+    requests-timeout: 5
+
+
diff --git a/courses/operating-systems-2025.yaml b/courses/operating-systems-2025.yaml
@@ -106,7 +106,7 @@ course:
             short-name: ЛР2
             taskid-max: 20
             taskid-shift: 4
-            penalty-max: 9
+            penalty-max: 8
             ci:
                 - workflows
             files:
@@ -174,7 +174,7 @@ course:
             github-prefix: os-task4
             short-name: ЛР4
             taskid-max: 30
-            penalty-max: 8
+            penalty-max: 7
             ci:
                 - workflows
             files:
@@ -204,7 +204,7 @@ course:
             github-prefix: os-task5
             short-name: ЛР5
             taskid-max: 30
-            penalty-max: 10
+            penalty-max: 8
             # ignore-completion-date: True
             ci:
               workflows: