diff --git a/deprecated_tests/sem02/tests/.idea/.gitignore b/deprecated_tests/sem02/tests/.idea/.gitignore
new file mode 100644
index 000000000..b58b603fe
--- /dev/null
+++ b/deprecated_tests/sem02/tests/.idea/.gitignore
@@ -0,0 +1,5 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
diff --git a/deprecated_tests/sem02/tests/.idea/inspectionProfiles/Project_Default.xml b/deprecated_tests/sem02/tests/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 000000000..04830b5ba
--- /dev/null
+++ b/deprecated_tests/sem02/tests/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,19 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/deprecated_tests/sem02/tests/.idea/inspectionProfiles/profiles_settings.xml b/deprecated_tests/sem02/tests/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 000000000..105ce2da2
--- /dev/null
+++ b/deprecated_tests/sem02/tests/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/deprecated_tests/sem02/tests/.idea/misc.xml b/deprecated_tests/sem02/tests/.idea/misc.xml
new file mode 100644
index 000000000..23231ce59
--- /dev/null
+++ b/deprecated_tests/sem02/tests/.idea/misc.xml
@@ -0,0 +1,4 @@
+
+
+
+
\ No newline at end of file
diff --git a/deprecated_tests/sem02/tests/.idea/modules.xml b/deprecated_tests/sem02/tests/.idea/modules.xml
new file mode 100644
index 000000000..dac5cbb11
--- /dev/null
+++ b/deprecated_tests/sem02/tests/.idea/modules.xml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/deprecated_tests/sem02/tests/.idea/tests.iml b/deprecated_tests/sem02/tests/.idea/tests.iml
new file mode 100644
index 000000000..d8b3f6cbf
--- /dev/null
+++ b/deprecated_tests/sem02/tests/.idea/tests.iml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/deprecated_tests/sem02/tests/.idea/vcs.xml b/deprecated_tests/sem02/tests/.idea/vcs.xml
new file mode 100644
index 000000000..c2365ab11
--- /dev/null
+++ b/deprecated_tests/sem02/tests/.idea/vcs.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/homeworks/sem01/hw1/backoff.py b/homeworks/sem01/hw1/backoff.py
index 696ffa73a..a3373a982 100644
--- a/homeworks/sem01/hw1/backoff.py
+++ b/homeworks/sem01/hw1/backoff.py
@@ -1,5 +1,3 @@
-from random import uniform
-from time import sleep
from typing import (
Callable,
ParamSpec,
diff --git a/solutions/sem01/lesson02/task3.py b/solutions/sem01/lesson02/task3.py
index ee2a84ecf..e997f8054 100644
--- a/solutions/sem01/lesson02/task3.py
+++ b/solutions/sem01/lesson02/task3.py
@@ -1,4 +1,4 @@
def get_amount_of_ways_to_climb(stair_amount: int) -> int:
- step_prev, step_curr = 1, 1
+ _step_prev, step_curr = 1, 1
# ваш код
return step_curr
diff --git a/solutions/sem01/lesson03/task1.py b/solutions/sem01/lesson03/task1.py
index f1d8fe26b..7b048e654 100644
--- a/solutions/sem01/lesson03/task1.py
+++ b/solutions/sem01/lesson03/task1.py
@@ -1,3 +1,3 @@
def flip_bits_in_range(num: int, left_bit: int, right_bit: int) -> int:
# ваш код
- return num
\ No newline at end of file
+ return num
diff --git a/solutions/sem01/lesson03/task2.py b/solutions/sem01/lesson03/task2.py
index a3a738c2a..5cf2b6316 100644
--- a/solutions/sem01/lesson03/task2.py
+++ b/solutions/sem01/lesson03/task2.py
@@ -1,3 +1,3 @@
def get_cube_root(n: float, eps: float) -> float:
# ваш код
- return n
\ No newline at end of file
+ return n
diff --git a/solutions/sem01/lesson04/task1.py b/solutions/sem01/lesson04/task1.py
index 47384423a..0135e399b 100644
--- a/solutions/sem01/lesson04/task1.py
+++ b/solutions/sem01/lesson04/task1.py
@@ -1,3 +1,3 @@
def is_arithmetic_progression(lst: list[list[int]]) -> bool:
# ваш код
- return False
\ No newline at end of file
+ return False
diff --git a/solutions/sem01/lesson04/task2.py b/solutions/sem01/lesson04/task2.py
index 4591d0a3e..5d6f8ee8a 100644
--- a/solutions/sem01/lesson04/task2.py
+++ b/solutions/sem01/lesson04/task2.py
@@ -1,3 +1,3 @@
def merge_intervals(intervals: list[list[int, int]]) -> list[list[int, int]]:
# ваш код
- return [[0,0]]
\ No newline at end of file
+ return [[0, 0]]
diff --git a/solutions/sem01/lesson04/task4.py b/solutions/sem01/lesson04/task4.py
index b21bc5a39..2664384d8 100644
--- a/solutions/sem01/lesson04/task4.py
+++ b/solutions/sem01/lesson04/task4.py
@@ -1,3 +1,3 @@
def move_zeros_to_end(nums: list[int]) -> list[int]:
# ваш код
- return 0
\ No newline at end of file
+ return 0
diff --git a/solutions/sem01/lesson04/task5.py b/solutions/sem01/lesson04/task5.py
index 02d7742bb..ec6932ee4 100644
--- a/solutions/sem01/lesson04/task5.py
+++ b/solutions/sem01/lesson04/task5.py
@@ -1,3 +1,3 @@
def find_row_with_most_ones(matrix: list[list[int]]) -> int:
# ваш код
- return 0
\ No newline at end of file
+ return 0
diff --git a/solutions/sem01/lesson04/task6.py b/solutions/sem01/lesson04/task6.py
index 16df27ca6..d16e77dda 100644
--- a/solutions/sem01/lesson04/task6.py
+++ b/solutions/sem01/lesson04/task6.py
@@ -1,3 +1,3 @@
-def count_cycles(arr: list[int]) -> int:
+def count_cycles(arr: list[int]) -> int:
# ваш код
- return 0
\ No newline at end of file
+ return 0
diff --git a/solutions/sem01/lesson05/task1.py b/solutions/sem01/lesson05/task1.py
index 9a17211e5..fdf3b5488 100644
--- a/solutions/sem01/lesson05/task1.py
+++ b/solutions/sem01/lesson05/task1.py
@@ -1,3 +1,3 @@
def is_palindrome(text: str) -> bool:
# ваш код
- return False
\ No newline at end of file
+ return False
diff --git a/solutions/sem01/lesson05/task2.py b/solutions/sem01/lesson05/task2.py
index 367503802..c70b40298 100644
--- a/solutions/sem01/lesson05/task2.py
+++ b/solutions/sem01/lesson05/task2.py
@@ -1,3 +1,3 @@
def are_anagrams(word1: str, word2: str) -> bool:
# ваш код
- return False
\ No newline at end of file
+ return False
diff --git a/solutions/sem01/lesson05/task4.py b/solutions/sem01/lesson05/task4.py
index 4c4e9086e..7c2c26f17 100644
--- a/solutions/sem01/lesson05/task4.py
+++ b/solutions/sem01/lesson05/task4.py
@@ -1,3 +1,3 @@
def unzip(compress_text: str) -> str:
# ваш код
- return compress_text
\ No newline at end of file
+ return compress_text
diff --git a/solutions/sem01/lesson05/task5.py b/solutions/sem01/lesson05/task5.py
index 076c5bb6c..da9e6d08c 100644
--- a/solutions/sem01/lesson05/task5.py
+++ b/solutions/sem01/lesson05/task5.py
@@ -1,3 +1,3 @@
-def reg_validator(reg_expr: str, text: str) -> bool:
+def reg_validator(reg_expr: str, text: str) -> bool:
# ваш код
- return False
\ No newline at end of file
+ return False
diff --git a/solutions/sem01/lesson05/task6.py b/solutions/sem01/lesson05/task6.py
index 1b914ada7..63207797d 100644
--- a/solutions/sem01/lesson05/task6.py
+++ b/solutions/sem01/lesson05/task6.py
@@ -1,3 +1,3 @@
def simplify_path(path: str) -> str:
# ваш код
- return path
\ No newline at end of file
+ return path
diff --git a/solutions/sem01/lesson06/task1.py b/solutions/sem01/lesson06/task1.py
index 2d1e30e96..353cb3616 100644
--- a/solutions/sem01/lesson06/task1.py
+++ b/solutions/sem01/lesson06/task1.py
@@ -1,3 +1,3 @@
def int_to_roman(num: int) -> str:
# ваш код
- return ""
\ No newline at end of file
+ return ""
diff --git a/solutions/sem01/lesson06/task2.py b/solutions/sem01/lesson06/task2.py
index f535b5a0c..f1034e24e 100644
--- a/solutions/sem01/lesson06/task2.py
+++ b/solutions/sem01/lesson06/task2.py
@@ -1,3 +1,3 @@
def get_len_of_longest_substring(text: str) -> int:
# ваш код
- return 0
\ No newline at end of file
+ return 0
diff --git a/solutions/sem01/lesson06/task3.py b/solutions/sem01/lesson06/task3.py
index 7449a1e72..b160d615a 100644
--- a/solutions/sem01/lesson06/task3.py
+++ b/solutions/sem01/lesson06/task3.py
@@ -2,6 +2,5 @@ def is_there_any_good_subarray(
nums: list[int],
k: int,
) -> bool:
-
# ваш код
return False
diff --git a/solutions/sem01/lesson06/task4.py b/solutions/sem01/lesson06/task4.py
index 5b75a110c..95a7098e4 100644
--- a/solutions/sem01/lesson06/task4.py
+++ b/solutions/sem01/lesson06/task4.py
@@ -1,3 +1,3 @@
def count_unique_words(text: str) -> int:
# ваш код
- return 0
\ No newline at end of file
+ return 0
diff --git a/solutions/sem01/lesson08/task1.py b/solutions/sem01/lesson08/task1.py
index 4390f6c84..7fa724ef8 100644
--- a/solutions/sem01/lesson08/task1.py
+++ b/solutions/sem01/lesson08/task1.py
@@ -1,5 +1,6 @@
from typing import Callable
+
def make_averager(accumulation_period: int) -> Callable[[float], float]:
# ваш код
- pass
\ No newline at end of file
+ pass
diff --git a/solutions/sem01/lesson08/task2.py b/solutions/sem01/lesson08/task2.py
index 6e4af8707..cc2ae4303 100644
--- a/solutions/sem01/lesson08/task2.py
+++ b/solutions/sem01/lesson08/task2.py
@@ -2,9 +2,7 @@
T = TypeVar("T")
-def collect_statistic(
- statistics: dict[str, list[float, int]]
-) -> Callable[[T], T]:
-
+
+def collect_statistic(statistics: dict[str, list[float, int]]) -> Callable[[T], T]:
# ваш код
- pass
\ No newline at end of file
+ pass
diff --git a/solutions/sem01/lesson12/task3.py b/solutions/sem01/lesson12/task3.py
index 64c112ccc..58b0986e1 100644
--- a/solutions/sem01/lesson12/task3.py
+++ b/solutions/sem01/lesson12/task3.py
@@ -1,6 +1,3 @@
-import sys
-
-
class FileOut:
def __init__(
self,
diff --git a/solutions/sem02/lesson03/.idea/.gitignore b/solutions/sem02/lesson03/.idea/.gitignore
new file mode 100644
index 000000000..b58b603fe
--- /dev/null
+++ b/solutions/sem02/lesson03/.idea/.gitignore
@@ -0,0 +1,5 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
diff --git a/solutions/sem02/lesson03/.idea/inspectionProfiles/Project_Default.xml b/solutions/sem02/lesson03/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 000000000..146ab09b7
--- /dev/null
+++ b/solutions/sem02/lesson03/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,10 @@
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson03/.idea/inspectionProfiles/profiles_settings.xml b/solutions/sem02/lesson03/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 000000000..105ce2da2
--- /dev/null
+++ b/solutions/sem02/lesson03/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson03/.idea/lesson03.iml b/solutions/sem02/lesson03/.idea/lesson03.iml
new file mode 100644
index 000000000..d8b3f6cbf
--- /dev/null
+++ b/solutions/sem02/lesson03/.idea/lesson03.iml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson03/.idea/misc.xml b/solutions/sem02/lesson03/.idea/misc.xml
new file mode 100644
index 000000000..1d3ce46ba
--- /dev/null
+++ b/solutions/sem02/lesson03/.idea/misc.xml
@@ -0,0 +1,7 @@
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson03/.idea/modules.xml b/solutions/sem02/lesson03/.idea/modules.xml
new file mode 100644
index 000000000..2a359138f
--- /dev/null
+++ b/solutions/sem02/lesson03/.idea/modules.xml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson03/.idea/vcs.xml b/solutions/sem02/lesson03/.idea/vcs.xml
new file mode 100644
index 000000000..c2365ab11
--- /dev/null
+++ b/solutions/sem02/lesson03/.idea/vcs.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson03/task1.py b/solutions/sem02/lesson03/task1.py
index 2c3fc0b58..058cc9725 100644
--- a/solutions/sem02/lesson03/task1.py
+++ b/solutions/sem02/lesson03/task1.py
@@ -8,13 +8,23 @@ class ShapeMismatchError(Exception):
def sum_arrays_vectorized(
lhs: np.ndarray,
rhs: np.ndarray,
-) -> np.ndarray: ...
+) -> np.ndarray:
+ if lhs.shape != rhs.shape:
+ raise ShapeMismatchError
+ return np.add(lhs, rhs)
-def compute_poly_vectorized(abscissa: np.ndarray) -> np.ndarray: ...
+def compute_poly_vectorized(abscissa: np.ndarray) -> np.ndarray:
+ return 3 * (abscissa**2) + 2 * abscissa + 1
def get_mutual_l2_distances_vectorized(
lhs: np.ndarray,
rhs: np.ndarray,
-) -> np.ndarray: ...
+) -> np.ndarray:
+ if lhs.shape[1] != rhs.shape[1]:
+ raise ShapeMismatchError
+ new_lhs = lhs[:, np.newaxis, :]
+ new_rhs = rhs[np.newaxis, :]
+ difference = new_lhs - new_rhs
+ return np.sqrt(np.sum(difference**2, axis=2))
diff --git a/solutions/sem02/lesson03/task2.py b/solutions/sem02/lesson03/task2.py
index fc823c1d6..06d9059cd 100644
--- a/solutions/sem02/lesson03/task2.py
+++ b/solutions/sem02/lesson03/task2.py
@@ -1,4 +1,5 @@
import numpy as np
+from numpy.ma.core import arccos, arctan2
class ShapeMismatchError(Exception):
@@ -9,11 +10,31 @@ def convert_from_sphere(
distances: np.ndarray,
azimuth: np.ndarray,
inclination: np.ndarray,
-) -> tuple[np.ndarray, np.ndarray, np.ndarray]: ...
+) -> tuple[np.ndarray, np.ndarray, np.ndarray]:
+ if (
+ (distances.shape != azimuth.shape)
+ or (distances.shape != inclination.shape)
+ or (azimuth.shape != inclination.shape)
+ ):
+ raise ShapeMismatchError
+ abscissa = distances * np.sin(inclination) * np.cos(azimuth)
+ ordinates = distances * np.sin(inclination) * np.sin(azimuth)
+ applicates = distances * np.cos(inclination)
+ return abscissa, ordinates, applicates
def convert_to_sphere(
abscissa: np.ndarray,
ordinates: np.ndarray,
applicates: np.ndarray,
-) -> tuple[np.ndarray, np.ndarray, np.ndarray]: ...
+) -> tuple[np.ndarray, np.ndarray, np.ndarray]:
+ if (
+ (abscissa.shape != ordinates.shape)
+ or (abscissa.shape != applicates.shape)
+ or (ordinates.shape != applicates.shape)
+ ):
+ raise ShapeMismatchError
+ distances = (abscissa**2 + ordinates**2 + applicates**2) ** 0.5
+ inclication = arccos(applicates / distances)
+ azimuth = arctan2(ordinates, abscissa)
+ return distances, azimuth, inclication
diff --git a/solutions/sem02/lesson03/task3.py b/solutions/sem02/lesson03/task3.py
index 477acd0ce..a5246efe4 100644
--- a/solutions/sem02/lesson03/task3.py
+++ b/solutions/sem02/lesson03/task3.py
@@ -3,4 +3,12 @@
def get_extremum_indices(
ordinates: np.ndarray,
-) -> tuple[np.ndarray, np.ndarray]: ...
+) -> tuple[np.ndarray, np.ndarray]:
+ if len(ordinates) < 3:
+ raise ValueError
+ mask_for_maximums = (ordinates[1:-1] > ordinates[:-2]) & (ordinates[1:-1] > ordinates[2:])
+ mask_for_minimums = (ordinates[1:-1] < ordinates[:-2]) & (ordinates[1:-1] < ordinates[2:])
+
+ index_of_minimum = np.arange(1, len(ordinates) - 1)[mask_for_minimums]
+ index_of_maximum = np.arange(1, len(ordinates) - 1)[mask_for_maximums]
+ return index_of_minimum, index_of_maximum
diff --git a/solutions/sem02/lesson04/.idea/.gitignore b/solutions/sem02/lesson04/.idea/.gitignore
new file mode 100644
index 000000000..b58b603fe
--- /dev/null
+++ b/solutions/sem02/lesson04/.idea/.gitignore
@@ -0,0 +1,5 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
diff --git a/solutions/sem02/lesson04/.idea/.name b/solutions/sem02/lesson04/.idea/.name
new file mode 100644
index 000000000..f7361a433
--- /dev/null
+++ b/solutions/sem02/lesson04/.idea/.name
@@ -0,0 +1 @@
+task2.py
\ No newline at end of file
diff --git a/solutions/sem02/lesson04/.idea/inspectionProfiles/Project_Default.xml b/solutions/sem02/lesson04/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 000000000..146ab09b7
--- /dev/null
+++ b/solutions/sem02/lesson04/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,10 @@
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson04/.idea/inspectionProfiles/profiles_settings.xml b/solutions/sem02/lesson04/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 000000000..105ce2da2
--- /dev/null
+++ b/solutions/sem02/lesson04/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson04/.idea/lesson04.iml b/solutions/sem02/lesson04/.idea/lesson04.iml
new file mode 100644
index 000000000..e4bfc3d02
--- /dev/null
+++ b/solutions/sem02/lesson04/.idea/lesson04.iml
@@ -0,0 +1,10 @@
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson04/.idea/misc.xml b/solutions/sem02/lesson04/.idea/misc.xml
new file mode 100644
index 000000000..0ca6009fc
--- /dev/null
+++ b/solutions/sem02/lesson04/.idea/misc.xml
@@ -0,0 +1,7 @@
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson04/.idea/modules.xml b/solutions/sem02/lesson04/.idea/modules.xml
new file mode 100644
index 000000000..8b84b5071
--- /dev/null
+++ b/solutions/sem02/lesson04/.idea/modules.xml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson04/.idea/vcs.xml b/solutions/sem02/lesson04/.idea/vcs.xml
new file mode 100644
index 000000000..c2365ab11
--- /dev/null
+++ b/solutions/sem02/lesson04/.idea/vcs.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson04/task1.py b/solutions/sem02/lesson04/task1.py
index 1b5526c1f..3820ed68b 100644
--- a/solutions/sem02/lesson04/task1.py
+++ b/solutions/sem02/lesson04/task1.py
@@ -2,16 +2,56 @@
def pad_image(image: np.ndarray, pad_size: int) -> np.ndarray:
- # ваш код
- return image
+ if pad_size < 1:
+ raise ValueError
+ if image.ndim == 2:
+ rows_count, columns_count = image.shape
+ new_image = np.zeros(
+ (rows_count + 2 * pad_size, columns_count + 2 * pad_size), dtype=image.dtype
+ )
+ new_image[pad_size : pad_size + rows_count, pad_size : pad_size + columns_count] = image
+ else:
+ rows_count, columns_count, layer_count = image.shape
+ new_image = np.zeros(
+ (rows_count + 2 * pad_size, columns_count + 2 * pad_size, layer_count),
+ dtype=image.dtype,
+ )
+ new_image[pad_size : pad_size + rows_count, pad_size : pad_size + columns_count, :] = image
+ return new_image
def blur_image(
image: np.ndarray,
kernel_size: int,
) -> np.ndarray:
- # ваш код
- return image
+ if kernel_size % 2 == 0 or kernel_size < 1:
+ raise ValueError
+ if kernel_size == 1:
+ return image
+
+ pad_size = int((kernel_size - 1) / 2)
+ kernel_area = kernel_size**2
+ if image.ndim == 2:
+ rows_count, column_count = image.shape
+ new_image = pad_image(image, pad_size)
+ result = np.zeros((rows_count, column_count), dtype=image.dtype)
+
+ for i in range(rows_count):
+ for j in range(column_count):
+ window = new_image[i : i + kernel_size, j : j + kernel_size]
+ result[i, j] = np.sum(window, dtype=np.int32) // kernel_area
+ return result
+
+ else:
+ rows_count, column_count, layer_count = image.shape
+ new_image = pad_image(image, pad_size)
+ result = np.zeros((rows_count, column_count, layer_count), dtype=image.dtype)
+
+ for i in range(rows_count):
+ for j in range(column_count):
+ window = new_image[i : i + kernel_size, j : j + kernel_size, :]
+ result[i, j, :] = np.sum(window, axis=(0, 1), dtype=np.int32) // kernel_area
+ return result
if __name__ == "__main__":
diff --git a/solutions/sem02/lesson04/task2.py b/solutions/sem02/lesson04/task2.py
index be9a2288f..23f498072 100644
--- a/solutions/sem02/lesson04/task2.py
+++ b/solutions/sem02/lesson04/task2.py
@@ -2,9 +2,22 @@
def get_dominant_color_info(
- image: np.ndarray[np.uint8],
+ image: np.ndarray,
threshold: int = 5,
) -> tuple[np.uint8, float]:
- # ваш код
+ if threshold < 1:
+ raise ValueError("threshold must be positive")
+ pixels = image.flatten()
+ total_pixels = len(pixels)
+ unique_colors = np.unique(pixels)
- return 0, 0
+ max_count = 0
+ best_color = None
+ for color in unique_colors:
+ count = np.sum(np.abs(pixels.astype(int) - int(color)) < threshold)
+ if count > max_count:
+ max_count = count
+ best_color = color
+
+ percentage = (max_count / total_pixels) * 100
+ return np.uint8(best_color), percentage
diff --git a/solutions/sem02/lesson05/.idea/.gitignore b/solutions/sem02/lesson05/.idea/.gitignore
new file mode 100644
index 000000000..b58b603fe
--- /dev/null
+++ b/solutions/sem02/lesson05/.idea/.gitignore
@@ -0,0 +1,5 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
diff --git a/solutions/sem02/lesson05/.idea/.name b/solutions/sem02/lesson05/.idea/.name
new file mode 100644
index 000000000..f31b987f1
--- /dev/null
+++ b/solutions/sem02/lesson05/.idea/.name
@@ -0,0 +1 @@
+task3.py
\ No newline at end of file
diff --git a/solutions/sem02/lesson05/.idea/inspectionProfiles/Project_Default.xml b/solutions/sem02/lesson05/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 000000000..04830b5ba
--- /dev/null
+++ b/solutions/sem02/lesson05/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,19 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson05/.idea/inspectionProfiles/profiles_settings.xml b/solutions/sem02/lesson05/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 000000000..105ce2da2
--- /dev/null
+++ b/solutions/sem02/lesson05/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson05/.idea/lesson05.iml b/solutions/sem02/lesson05/.idea/lesson05.iml
new file mode 100644
index 000000000..d8b3f6cbf
--- /dev/null
+++ b/solutions/sem02/lesson05/.idea/lesson05.iml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson05/.idea/misc.xml b/solutions/sem02/lesson05/.idea/misc.xml
new file mode 100644
index 000000000..1d3ce46ba
--- /dev/null
+++ b/solutions/sem02/lesson05/.idea/misc.xml
@@ -0,0 +1,7 @@
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson05/.idea/modules.xml b/solutions/sem02/lesson05/.idea/modules.xml
new file mode 100644
index 000000000..47a70296d
--- /dev/null
+++ b/solutions/sem02/lesson05/.idea/modules.xml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson05/.idea/vcs.xml b/solutions/sem02/lesson05/.idea/vcs.xml
new file mode 100644
index 000000000..c2365ab11
--- /dev/null
+++ b/solutions/sem02/lesson05/.idea/vcs.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson05/task1.py b/solutions/sem02/lesson05/task1.py
index e9c7c3c56..db09ebbe3 100644
--- a/solutions/sem02/lesson05/task1.py
+++ b/solutions/sem02/lesson05/task1.py
@@ -9,4 +9,8 @@ def can_satisfy_demand(
costs: np.ndarray,
resource_amounts: np.ndarray,
demand_expected: np.ndarray,
-) -> bool: ...
+) -> bool:
+ rows_count, column_count = costs.shape
+ if rows_count != resource_amounts.shape[0] or column_count != demand_expected.shape[0]:
+ raise ShapeMismatchError
+ return np.all(costs @ demand_expected <= resource_amounts)
diff --git a/solutions/sem02/lesson05/task2.py b/solutions/sem02/lesson05/task2.py
index be1fb9d2b..4ce5725a2 100644
--- a/solutions/sem02/lesson05/task2.py
+++ b/solutions/sem02/lesson05/task2.py
@@ -8,4 +8,15 @@ class ShapeMismatchError(Exception):
def get_projections_components(
matrix: np.ndarray,
vector: np.ndarray,
-) -> tuple[np.ndarray | None, np.ndarray | None]: ...
+) -> tuple[np.ndarray | None, np.ndarray | None]:
+ rows_count, column_count = matrix.shape
+ if rows_count != column_count or column_count != vector.shape[0]:
+ raise ShapeMismatchError
+ if np.linalg.det(matrix) == 0:
+ return None, None
+ projection_coefficient = (np.sum((matrix * vector), axis=1) / np.sum((matrix**2), axis=1))[
+ :, np.newaxis
+ ]
+ proj = projection_coefficient * matrix
+ orth = vector - proj
+ return proj, orth
diff --git a/solutions/sem02/lesson05/task3.py b/solutions/sem02/lesson05/task3.py
index 0c66906cb..e3c3db5de 100644
--- a/solutions/sem02/lesson05/task3.py
+++ b/solutions/sem02/lesson05/task3.py
@@ -9,4 +9,10 @@ def adaptive_filter(
Vs: np.ndarray,
Vj: np.ndarray,
diag_A: np.ndarray,
-) -> np.ndarray: ...
+) -> np.ndarray:
+ if Vs.shape[0] != Vj.shape[0] or Vj.shape[1] != diag_A.shape[0]:
+ raise ShapeMismatchError
+ Vjh = np.conj(Vj).transpose()
+ A = np.diag(diag_A)
+ almost_R_inv = np.linalg.inv(np.eye(Vj.shape[1]) + Vjh @ Vj @ A)
+ return Vs - Vj @ (almost_R_inv @ (Vjh @ Vs))
diff --git a/solutions/sem02/lesson07/.idea/.gitignore b/solutions/sem02/lesson07/.idea/.gitignore
new file mode 100644
index 000000000..b58b603fe
--- /dev/null
+++ b/solutions/sem02/lesson07/.idea/.gitignore
@@ -0,0 +1,5 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
diff --git a/solutions/sem02/lesson07/.idea/.name b/solutions/sem02/lesson07/.idea/.name
new file mode 100644
index 000000000..f7361a433
--- /dev/null
+++ b/solutions/sem02/lesson07/.idea/.name
@@ -0,0 +1 @@
+task2.py
\ No newline at end of file
diff --git a/solutions/sem02/lesson07/.idea/inspectionProfiles/Project_Default.xml b/solutions/sem02/lesson07/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 000000000..04830b5ba
--- /dev/null
+++ b/solutions/sem02/lesson07/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,19 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson07/.idea/inspectionProfiles/profiles_settings.xml b/solutions/sem02/lesson07/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 000000000..105ce2da2
--- /dev/null
+++ b/solutions/sem02/lesson07/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson07/.idea/lesson07.iml b/solutions/sem02/lesson07/.idea/lesson07.iml
new file mode 100644
index 000000000..d8b3f6cbf
--- /dev/null
+++ b/solutions/sem02/lesson07/.idea/lesson07.iml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson07/.idea/misc.xml b/solutions/sem02/lesson07/.idea/misc.xml
new file mode 100644
index 000000000..1d3ce46ba
--- /dev/null
+++ b/solutions/sem02/lesson07/.idea/misc.xml
@@ -0,0 +1,7 @@
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson07/.idea/modules.xml b/solutions/sem02/lesson07/.idea/modules.xml
new file mode 100644
index 000000000..2f08ad53f
--- /dev/null
+++ b/solutions/sem02/lesson07/.idea/modules.xml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson07/.idea/vcs.xml b/solutions/sem02/lesson07/.idea/vcs.xml
new file mode 100644
index 000000000..c2365ab11
--- /dev/null
+++ b/solutions/sem02/lesson07/.idea/vcs.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/solutions/sem02/lesson07/__init__.py b/solutions/sem02/lesson07/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/solutions/sem02/lesson07/task1.py b/solutions/sem02/lesson07/task1.py
index 3a505d89b..94d2a371c 100644
--- a/solutions/sem02/lesson07/task1.py
+++ b/solutions/sem02/lesson07/task1.py
@@ -13,8 +13,80 @@ def visualize_diagrams(
ordinates: np.ndarray,
diagram_type: Any,
) -> None:
- # ваш код
- pass
+ if abscissa.shape != ordinates.shape:
+ raise ShapeMismatchError
+ if diagram_type not in ["hist", "violin", "box"]:
+ raise ValueError
+ plt.style.use("seaborn-v0_8-darkgrid")
+ space = 0.2
+ figure = plt.figure(figsize=(10, 10))
+ grid = plt.GridSpec(4, 4, wspace=space, hspace=space)
+ axis_scatter = figure.add_subplot(grid[:-1, 1:])
+ axis_vert = figure.add_subplot(
+ grid[:-1, 0],
+ sharey=axis_scatter,
+ )
+ axis_hor = figure.add_subplot(
+ grid[-1, 1:],
+ sharex=axis_scatter,
+ )
+ axis_scatter.scatter(abscissa, ordinates, color="green", alpha=0.5)
+
+ if diagram_type == "hist":
+ axis_hor.hist(
+ abscissa,
+ bins=50,
+ color="green",
+ density=True,
+ alpha=0.5,
+ )
+ axis_vert.hist(
+ ordinates,
+ bins=50,
+ color="green",
+ orientation="horizontal",
+ density=True,
+ alpha=0.5,
+ )
+
+ axis_hor.invert_yaxis()
+ axis_vert.invert_xaxis()
+
+ if diagram_type == "violin":
+ axis_hor.violinplot(
+ abscissa,
+ vert=False,
+ showmedians=True,
+ )
+
+ axis_vert.violinplot(
+ ordinates,
+ vert=True,
+ showmedians=True,
+ )
+ axis_hor.invert_yaxis()
+ axis_vert.invert_xaxis()
+
+ if diagram_type == "box":
+ axis_hor.boxplot(
+ abscissa,
+ vert=False,
+ patch_artist=True,
+ boxprops=dict(facecolor="green"),
+ medianprops=dict(color="k"),
+ )
+
+ axis_vert.boxplot(
+ abscissa,
+ vert=True,
+ patch_artist=True,
+ boxprops=dict(facecolor="green"),
+ medianprops=dict(color="k"),
+ )
+ axis_hor.invert_yaxis()
+ axis_vert.invert_xaxis()
+
+ plt.show()
if __name__ == "__main__":
@@ -25,4 +97,3 @@ def visualize_diagrams(
abscissa, ordinates = np.random.multivariate_normal(mean, cov, size=1000).T
visualize_diagrams(abscissa, ordinates, "hist")
- plt.show()
diff --git a/solutions/sem02/lesson07/task2.py b/solutions/sem02/lesson07/task2.py
index decd607ef..da25afaa1 100644
--- a/solutions/sem02/lesson07/task2.py
+++ b/solutions/sem02/lesson07/task2.py
@@ -1 +1,43 @@
-# ваш код (используйте функции или классы для решения данной задачи)
+import json
+
+import matplotlib.pyplot as plt
+import numpy as np
+
+with open("data/medic_data.json", "r", encoding="utf-8") as file:
+ data = json.load(file)
+before = data["before"]
+after = data["after"]
+
+shift = 0.4
+plt.style.use("dark_background")
+figure, axis = plt.subplots(figsize=(9, 9))
+labels_before, counts_before = np.unique(before, return_counts=True)
+labels_after, counts_after = np.unique(after, return_counts=True)
+axis.set_title("Mitral disease stages", fontsize=28, fontweight="bold", c="dimgray")
+axis.set_ylabel("amount of people", fontsize=20, fontweight="bold", c="dimgray")
+
+axis.bar(
+ np.arange(counts_before.size),
+ counts_before,
+ width=shift,
+ color="cornflowerblue",
+ edgecolor="blue",
+)
+
+axis.bar(
+ np.arange(counts_after.size) + shift,
+ counts_after,
+ width=shift,
+ color="red",
+ edgecolor="black",
+)
+
+axis.set_xticks(
+ (np.arange(labels_before.size) + np.arange(labels_after.size) + shift) / 2,
+ labels=labels_after,
+ weight="bold",
+)
+
+axis.tick_params(axis="x", labelsize=20, labelcolor="dimgray")
+
+plt.show()
diff --git a/solutions/sem02/lesson08/task1.py b/solutions/sem02/lesson08/task1.py
index 89f88572f..9cafcb101 100644
--- a/solutions/sem02/lesson08/task1.py
+++ b/solutions/sem02/lesson08/task1.py
@@ -1,34 +1,71 @@
from functools import partial
-
import matplotlib.pyplot as plt
import numpy as np
-
-from IPython.display import HTML
from matplotlib.animation import FuncAnimation
def create_modulation_animation(
- modulation,
- fc,
- num_frames,
- plot_duration,
- time_step=0.001,
- animation_step=0.01,
- save_path=""
+ modulation, fc, num_frames, plot_duration, time_step=0.001, animation_step=0.01, save_path=""
) -> FuncAnimation:
- # ваш код
- return FuncAnimation()
+ fig, ax = plt.subplots(figsize=(10, 6))
+
+ total_duration = plot_duration + num_frames * animation_step
+ t_full = np.arange(0, total_duration, time_step)
+ carrier_full = np.cos(2 * np.pi * fc * t_full)
+ modulating_full = modulation(t_full)
+ signal_full = modulating_full * carrier_full
+
+ window_samples = int(plot_duration / time_step)
+ t_window = t_full[:window_samples]
+ signal_window = signal_full[:window_samples]
+ line = ax.plot(t_window, signal_window)[0]
+
+ ax.set_xlim(0, plot_duration)
+ ax.set_ylim(-2, 2)
+ ax.set_xlabel("Время (с)")
+ ax.set_ylabel("Амплитуда")
+ ax.set_title("Анимация модулированного сигнала")
+ ax.grid(True)
+
+ def update_frame(frame, t_full, signal_full, window_samples, time_step, plot_duration):
+ current_shift = frame * animation_step
+ start_idx = int(current_shift / time_step)
+ if start_idx + window_samples >= len(t_full):
+ start_idx = 0
+ end_idx = start_idx + window_samples
+ t_current = t_full[start_idx:end_idx]
+ signal_current = signal_full[start_idx:end_idx]
+ line.set_xdata(t_current)
+ line.set_ydata(signal_current)
+ ax.set_xlim(t_current[0], t_current[-1])
+ return line
+
+ update_with_params = partial(
+ update_frame,
+ t_full=t_full,
+ signal_full=signal_full,
+ window_samples=window_samples,
+ time_step=time_step,
+ plot_duration=plot_duration,
+ )
+
+ animation = FuncAnimation(
+ fig=fig, func=update_with_params, frames=num_frames, interval=50, repeat=True, blit=False
+ )
+ animation.save(save_path, writer="pillow", fps=20)
+ return animation
if __name__ == "__main__":
+
def modulation_function(t):
- return np.cos(t * 6)
+ return np.cos(t * 6)
- num_frames = 100
- plot_duration = np.pi / 2
- time_step = 0.001
- animation_step = np.pi / 200
- fc = 50
+ num_frames = 100
+ plot_duration = np.pi / 2
+ time_step = 0.001
+ animation_step = np.pi / 200
+ fc = 50
save_path_with_modulation = "modulated_signal.gif"
animation = create_modulation_animation(
@@ -38,6 +75,7 @@ def modulation_function(t):
plot_duration=plot_duration,
time_step=time_step,
animation_step=animation_step,
- save_path=save_path_with_modulation
+ save_path=save_path_with_modulation,
)
- HTML(animation.to_jshtml())
\ No newline at end of file
+
+ plt.show()
diff --git a/solutions/sem02/lesson08/task2.py b/solutions/sem02/lesson08/task2.py
index b677c0702..99902185c 100644
--- a/solutions/sem02/lesson08/task2.py
+++ b/solutions/sem02/lesson08/task2.py
@@ -7,28 +7,26 @@
from matplotlib.animation import FuncAnimation
-
-
def animate_wave_algorithm(
- maze: np.ndarray,
- start: tuple[int, int],
- end: tuple[int, int],
- save_path: str = ""
-) -> FuncAnimation:
+ maze: np.ndarray, start: tuple[int, int], end: tuple[int, int], save_path: str = ""
+) -> FuncAnimation:
# ваш код
return FuncAnimation()
+
if __name__ == "__main__":
# Пример 1
- maze = np.array([
- [0, 0, 0, 0, 0, 0, 0],
- [0, 1, 1, 1, 1, 1, 0],
- [1, 1, 0, 1, 0, 1, 0],
- [0, 0, 1, 1, 0, 1, 0],
- [0, 0, 0, 0, 0, 1, 0],
- [1, 1, 1, 1, 1, 1, 0],
- [0, 0, 0, 0, 0, 0, 0],
- ])
+ maze = np.array(
+ [
+ [0, 0, 0, 0, 0, 0, 0],
+ [0, 1, 1, 1, 1, 1, 0],
+ [1, 1, 0, 1, 0, 1, 0],
+ [0, 0, 1, 1, 0, 1, 0],
+ [0, 0, 0, 0, 0, 1, 0],
+ [1, 1, 1, 1, 1, 1, 0],
+ [0, 0, 0, 0, 0, 0, 0],
+ ]
+ )
start = (2, 0)
end = (5, 0)
@@ -36,9 +34,9 @@ def animate_wave_algorithm(
animation = animate_wave_algorithm(maze, start, end, save_path)
HTML(animation.to_jshtml())
-
+
# Пример 2
-
+
maze_path = "./data/maze.npy"
loaded_maze = np.load(maze_path)
@@ -49,5 +47,4 @@ def animate_wave_algorithm(
loaded_animation = animate_wave_algorithm(loaded_maze, start, end, loaded_save_path)
HTML(loaded_animation.to_jshtml())
-
-
\ No newline at end of file
+
diff --git a/solutions/sem02/lesson10/task1.ipynb b/solutions/sem02/lesson10/task1.ipynb
index 4b4e9e335..6974f4f9b 100644
--- a/solutions/sem02/lesson10/task1.ipynb
+++ b/solutions/sem02/lesson10/task1.ipynb
@@ -34,17 +34,177 @@
},
{
"cell_type": "code",
- "execution_count": null,
"id": "d7b00711",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2026-05-01T13:50:11.045562Z",
+ "start_time": "2026-05-01T13:50:11.016940Z"
+ }
+ },
"source": [
"import seaborn as sns\n",
- "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
"\n",
"titanic_data = sns.load_dataset(\"titanic\")\n",
"titanic_data.sample(5)"
- ]
+ ],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ " survived pclass sex age sibsp parch fare embarked class \\\n",
+ "336 0 1 male 29.0 1 0 66.6000 S First \n",
+ "828 1 3 male NaN 0 0 7.7500 Q Third \n",
+ "721 0 3 male 17.0 1 0 7.0542 S Third \n",
+ "98 1 2 female 34.0 0 1 23.0000 S Second \n",
+ "625 0 1 male 61.0 0 0 32.3208 S First \n",
+ "\n",
+ " who adult_male deck embark_town alive alone \n",
+ "336 man True C Southampton no False \n",
+ "828 man True NaN Queenstown yes True \n",
+ "721 man True NaN Southampton no False \n",
+ "98 woman False NaN Southampton yes False \n",
+ "625 man True D Southampton no True "
+ ],
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " survived | \n",
+ " pclass | \n",
+ " sex | \n",
+ " age | \n",
+ " sibsp | \n",
+ " parch | \n",
+ " fare | \n",
+ " embarked | \n",
+ " class | \n",
+ " who | \n",
+ " adult_male | \n",
+ " deck | \n",
+ " embark_town | \n",
+ " alive | \n",
+ " alone | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 336 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " male | \n",
+ " 29.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
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