From 5a5fe7fd3efa89051ca910966ed66e7629a10b99 Mon Sep 17 00:00:00 2001 From: KnightKotOR Date: Thu, 25 Jun 2026 13:44:39 +0300 Subject: [PATCH 1/8] feat: added CI for code and formatting check Ruff fix: updated pyproject.toml refactor: better imports and formatting in optuna_search.py style: formatting and code style update in support_tickets.ipynb chore: uv.lock now has ruff dependency --- .github/workflows/ci.yml | 36 +++++++++++++++++ pyproject.toml | 26 +++++++++++- src/optuna_search.py | 85 ++++++++++++++++++++++----------------- src/support_tickets.ipynb | 67 +++++++++++++++--------------- uv.lock | 33 +++++++++++++++ 5 files changed, 176 insertions(+), 71 deletions(-) create mode 100644 .github/workflows/ci.yml diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml new file mode 100644 index 0000000..1a01ff5 --- /dev/null +++ b/.github/workflows/ci.yml @@ -0,0 +1,36 @@ +name: CI + +on: + push: + branches: [main, develop] + pull_request: + branches: [main, develop] + +concurrency: + group: ci-${{ github.ref }} + cancel-in-progress: true + +jobs: + lint: + name: Ruff (lint + format) + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + + - name: Install uv + uses: astral-sh/setup-uv@08807647e7069bb48b6ef5acd8ec9567f424441b # v8.1.0 + with: + enable-cache: true + cache-dependency-glob: "uv.lock" + + - name: Set up Python + run: uv python install 3.10 + + - name: Install dependencies + run: uv sync --locked --all-extras --dev + + - name: Ruff check + run: uv run ruff check . + + - name: Ruff format check + run: uv run ruff format --check . \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index f8582aa..fc02eae 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,7 +1,7 @@ [project] name = "supporttickets-prioritization" version = "0.1.0" -description = "Add your description here" +description = "Приоритизация тикетов службы поддержки методами ML" readme = "README.md" requires-python = ">=3.10" dependencies = [ @@ -16,3 +16,27 @@ dependencies = [ "shap>=0.49.1", "xgboost==2.1.4", ] + +[dependency-groups] +dev = [ + "ruff>=0.8.0", +] + +[tool.ruff] +line-length = 100 +target-version = "py310" +extend-exclude = ["notebooks", ".ipynb_checkpoints"] + +[tool.ruff.lint] +# E/W — pycodestyle, F — pyflakes, I — isort, B — bugbear, +# UP — pyupgrade, N — pep8-naming, C4 — comprehensions +select = ["E", "W", "F", "I", "B", "UP", "N", "C4", "SIM"] +ignore = ["E501","N803", "N806"] # E501: длина строки — на усмотрение fromatter'а + # N803,N806: X, X_val и гиперпарметр C допустимы не в lowercase + +[tool.ruff.lint.per-file-ignores] +"tests/*" = ["N802", "N803"] # в тестах можно CamelCase имена + +[tool.ruff.format] +quote-style = "double" +indent-style = "space" diff --git a/src/optuna_search.py b/src/optuna_search.py index fdd3424..9153def 100644 --- a/src/optuna_search.py +++ b/src/optuna_search.py @@ -1,18 +1,17 @@ +import warnings from copy import deepcopy + import optuna import pandas as pd -import warnings - -from xgboost import XGBClassifier - from sklearn.linear_model import LogisticRegression from sklearn.metrics import f1_score from sklearn.model_selection import StratifiedKFold, cross_val_predict +from xgboost import XGBClassifier -warnings.filterwarnings('ignore') +warnings.filterwarnings("ignore") -class Objective(object): +class Objective: """ Целевая функция оптимизации гиперпараметров с кросс-валидацией """ @@ -20,11 +19,11 @@ class Objective(object): def __init__(self, X, y, X_val, y_val, model_name): self.X, self.y = X, y self.X_val, self.y_val = X_val, y_val - + self.model_name = model_name self.best_model = None - self.best_val_score = float('-inf') - + self.best_val_score = float("-inf") + self.n = [] self.model_name_list = [] self.F1_tuning_val_list = [] @@ -32,23 +31,31 @@ def __init__(self, X, y, X_val, y_val, model_name): self.params = [] def __call__(self, trial): - warnings.filterwarnings('ignore') - + warnings.filterwarnings("ignore") + clf_name = self.model_name if clf_name == "XGBClassifier": lr = trial.suggest_float("learning_rate", 1e-3, 5e-1, log=True) max_depth = trial.suggest_int("max_depth", 2, 12) - min_child_weight = trial.suggest_int('min_child_weight', 1, 10) + min_child_weight = trial.suggest_int("min_child_weight", 1, 10) gamma = trial.suggest_float("gamma", 0.0, 3.0) - reg_alpha = trial.suggest_float('reg_alpha', 1e-4, 10.0, log=True) - reg_lambda = trial.suggest_float('reg_lambda', 1e-4, 20.0, log=True) - subsample = trial.suggest_float('subsample', 0.5, 1.0) - colsample = trial.suggest_float('colsample_bytree', 0.5, 1.0) + reg_alpha = trial.suggest_float("reg_alpha", 1e-4, 10.0, log=True) + reg_lambda = trial.suggest_float("reg_lambda", 1e-4, 20.0, log=True) + subsample = trial.suggest_float("subsample", 0.5, 1.0) + colsample = trial.suggest_float("colsample_bytree", 0.5, 1.0) clf_obj = XGBClassifier( - max_depth=max_depth, n_estimators=500, learning_rate=lr, reg_alpha=reg_alpha, - reg_lambda=reg_lambda, subsample=subsample, colsample_bytree=colsample, - min_child_weight=min_child_weight, objective="multi:softprob", gamma=gamma, - eval_metric="mlogloss", n_jobs=-1 + max_depth=max_depth, + n_estimators=500, + learning_rate=lr, + reg_alpha=reg_alpha, + reg_lambda=reg_lambda, + subsample=subsample, + colsample_bytree=colsample, + min_child_weight=min_child_weight, + objective="multi:softprob", + gamma=gamma, + eval_metric="mlogloss", + n_jobs=-1, ) elif clf_name == "LogisticRegression": C = trial.suggest_float("C", 1e-3, 10.0, log=True) @@ -56,9 +63,12 @@ def __call__(self, trial): penalty = trial.suggest_categorical("penalty", ["l1", "l2"]) clf_obj = LogisticRegression( - C=C, penalty=penalty, - class_weight="balanced", max_iter=max_iter, - n_jobs=-1, random_state=42 + C=C, + penalty=penalty, + class_weight="balanced", + max_iter=max_iter, + n_jobs=-1, + random_state=42, ) else: raise ValueError(f"Unknown model: {clf_name}") @@ -73,7 +83,7 @@ def __call__(self, trial): if f1_val > self.best_val_score: self.best_model = deepcopy(clf_obj) self.best_val_score = f1_val - + # Logging the results self.n.append(trial.number) self.model_name_list.append(clf_name) @@ -82,14 +92,17 @@ def __call__(self, trial): self.F1_val_list.append(f1_val) return f1_tuning_cv_val - + def get_results(self) -> pd.DataFrame: - return pd.DataFrame({ - 'n': self.n, - 'Model': self.model_name_list, - 'F1_tuning_val_list': self.F1_tuning_val_list, - 'F1_val': self.F1_val_list, - 'Parameters': self.params}) + return pd.DataFrame( + { + "n": self.n, + "Model": self.model_name_list, + "F1_tuning_val_list": self.F1_tuning_val_list, + "F1_val": self.F1_val_list, + "Parameters": self.params, + } + ) class OptunaSearchCV: @@ -107,21 +120,17 @@ def fit(self, x, y, x_val, y_val, n_trials=100, n_startup_trials=20): optuna.logging.set_verbosity(optuna.logging.WARNING) for model in self.models_list: print(f"\n{model} hyperoptimization") - + sampler = optuna.samplers.TPESampler( - multivariate=True, - n_startup_trials=n_startup_trials + multivariate=True, n_startup_trials=n_startup_trials ) objective = Objective(x, y, x_val, y_val, model) study = optuna.create_study( - study_name=f"optimization_{model}", - direction="maximize", - sampler=sampler + study_name=f"optimization_{model}", direction="maximize", sampler=sampler ) study.set_metric_names(["F1_tuning_val"]) study.optimize(objective, n_trials=n_trials, show_progress_bar=True) self.best_models.append(objective.best_model) self.best_models_val.append(objective.best_val_score) self.results_df = objective.get_results() - diff --git a/src/support_tickets.ipynb b/src/support_tickets.ipynb index e4e1cab..3932a9e 100644 --- a/src/support_tickets.ipynb +++ b/src/support_tickets.ipynb @@ -245,8 +245,8 @@ } ], "source": [ - "import numpy as np \n", - "import pandas as pd \n", + "import numpy as np\n", + "import pandas as pd\n", "\n", "df = pd.read_csv(\"../data/Support_tickets.csv\")\n", "df.head(5)" @@ -356,8 +356,8 @@ "source": [ "# В датасете категориальные признаки уже имеют закодированные числовые признаки,\n", "# поэтому копируем датасет, но только с числовыми признаками\n", - "df.drop(columns='ticket_id', inplace=True)\n", - "print('\\nDropped the non-informative identifying column: row_id')\n", + "df.drop(columns=\"ticket_id\", inplace=True)\n", + "print(\"\\nDropped the non-informative identifying column: row_id\")\n", "num_df = df.select_dtypes(include=[\"number\"]).copy()\n", "num_df.info()" ] @@ -594,7 +594,7 @@ "import matplotlib.pyplot as plt\n", "\n", "for col in num_df.columns:\n", - " plt.figure(figsize=(6,4))\n", + " plt.figure(figsize=(6, 4))\n", " if num_df[col].nunique() <= 15:\n", " num_df[col].value_counts().sort_index().plot(kind=\"bar\")\n", " plt.ylabel(\"Count\")\n", @@ -627,17 +627,11 @@ "# Тепловая карта корелляций числовых признаков\n", "import seaborn as sns\n", "\n", - "corr = num_df.corr(numeric_only=True, method='spearman')\n", + "corr = num_df.corr(numeric_only=True, method=\"spearman\")\n", "\n", - "plt.figure(figsize=(14,10))\n", + "plt.figure(figsize=(14, 10))\n", "sns.heatmap(\n", - " corr,\n", - " annot=True,\n", - " fmt=\".2f\",\n", - " cmap=\"coolwarm\",\n", - " linewidths=0.5,\n", - " linecolor=\"gray\",\n", - " cbar=True\n", + " corr, annot=True, fmt=\".2f\", cmap=\"coolwarm\", linewidths=0.5, linecolor=\"gray\", cbar=True\n", ")\n", "plt.title(\"Correlation Matrix\", fontsize=16)\n", "plt.show()" @@ -658,7 +652,7 @@ "metadata": {}, "outputs": [], "source": [ - "num_df.drop(columns='org_users', inplace=True)" + "num_df.drop(columns=\"org_users\", inplace=True)" ] }, { @@ -710,11 +704,12 @@ } ], "source": [ - "from sklearn.metrics import accuracy_score, confusion_matrix, f1_score, roc_auc_score\n", + "import shap\n", + "from sklearn.metrics import accuracy_score, confusion_matrix, f1_score\n", "from sklearn.model_selection import train_test_split\n", - "from optuna_search import OptunaSearchCV \n", "\n", - "import shap\n", + "from optuna_search import OptunaSearchCV\n", + "\n", "shap.initjs()" ] }, @@ -726,10 +721,14 @@ "outputs": [], "source": [ "X = num_df.drop(columns=[\"priority_cat\"])\n", - "y = num_df[\"priority_cat\"].astype(int) - 1 \n", + "y = num_df[\"priority_cat\"].astype(int) - 1\n", "\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42, stratify=y)\n", - "X_val, X_test, y_val, y_test = train_test_split(X_test, y_test, test_size=0.5, random_state=42, stratify=y_test)" + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.3, random_state=42, stratify=y\n", + ")\n", + "X_val, X_test, y_val, y_test = train_test_split(\n", + " X_test, y_test, test_size=0.5, random_state=42, stratify=y_test\n", + ")" ] }, { @@ -755,12 +754,12 @@ } ], "source": [ - "model_classes = ['XGBClassifier']\n", + "model_classes = [\"XGBClassifier\"]\n", "\n", "OS = OptunaSearchCV(model_classes)\n", "OS.fit(X_train, y_train, X_val, y_val, n_trials=100, n_startup_trials=10)\n", "model = OS.best_models[0]\n", - "OS.results_df.to_csv('../data/results.csv')" + "OS.results_df.to_csv(\"../data/results.csv\")" ] }, { @@ -801,15 +800,15 @@ "source": [ "accuracy = accuracy_score(y_test, y_pred)\n", "f1 = f1_score(y_test, y_pred, average=\"macro\")\n", - "print('Prediction Accuracy:', accuracy)\n", - "print('F1:', f1)\n", + "print(\"Prediction Accuracy:\", accuracy)\n", + "print(\"F1:\", f1)\n", "\n", "cmatrix = confusion_matrix(y_test, y_pred)\n", "plt.figure(figsize=(6, 5))\n", - "sns.heatmap(cmatrix, annot=True, fmt='d', cmap='Blues', cbar=False)\n", - "plt.title('Confusion Matrix')\n", - "plt.xlabel('Predicted Label')\n", - "plt.ylabel('True Label')\n", + "sns.heatmap(cmatrix, annot=True, fmt=\"d\", cmap=\"Blues\", cbar=False)\n", + "plt.title(\"Confusion Matrix\")\n", + "plt.xlabel(\"Predicted Label\")\n", + "plt.ylabel(\"True Label\")\n", "plt.show()" ] }, @@ -837,10 +836,14 @@ "explainer = shap.TreeExplainer(model)\n", "shap_values = explainer.shap_values(X_explain)\n", "shap_importance = np.abs(shap_values).mean(axis=0)\n", - "shap_exp = shap.Explanation(values=shap_values, base_values=explainer.expected_value, data=X_test,\n", - " feature_names=feature_names)\n", + "shap_exp = shap.Explanation(\n", + " values=shap_values,\n", + " base_values=explainer.expected_value,\n", + " data=X_test,\n", + " feature_names=feature_names,\n", + ")\n", "\n", - "shap.summary_plot(shap_values, X_explain, plot_type=\"bar\", class_names=['Low', 'Medium', 'High'])\n" + "shap.summary_plot(shap_values, X_explain, plot_type=\"bar\", class_names=[\"Low\", \"Medium\", \"High\"])" ] } ], diff --git a/uv.lock b/uv.lock index 1ef7c29..8b3319a 100644 --- a/uv.lock +++ b/uv.lock @@ -1874,6 +1874,31 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/01/1b/5dbe84eefc86f48473947e2f41711aded97eecef1231f4558f1f02713c12/pyzmq-27.1.0-pp311-pypy311_pp73-win_amd64.whl", hash = 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.github/workflows/ci.yml | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 1a01ff5..2c50d10 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -2,9 +2,8 @@ name: CI on: push: - branches: [main, develop] pull_request: - branches: [main, develop] + branches: [main] concurrency: group: ci-${{ github.ref }} From 26a33d51d3147cd87c235ce2e66e9f2c485a1488 Mon Sep 17 00:00:00 2001 From: KnightKotOR Date: Thu, 25 Jun 2026 15:11:44 +0300 Subject: [PATCH 3/8] fix: add .ruff_cache to .gitignore --- .gitignore | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index b953ae6..3d111ca 100644 --- a/.gitignore +++ b/.gitignore @@ -2,4 +2,5 @@ data/ src/__pycache__/ .python-version .venv -db.sqlite3 \ No newline at end of file +db.sqlite3 +.ruff_cache \ No newline at end of file From 232dc4c692b31ddea92de6030f0e7695adc9a0e6 Mon Sep 17 00:00:00 2001 From: KnightKotOR Date: Fri, 26 Jun 2026 20:41:43 +0300 Subject: [PATCH 4/8] test (dataset): created 10K rows dataset for tests test (conftest): created fixtures - dataframe, model, high priority ticket test (schema): created tests for data test (smoke): created tests for imports chore (uv): added libraries for testing docs (notebook): fixed correlation value in a comment from 0.89 to 0.94 --- .gitignore | 2 +- pyproject.toml | 5 + src/support_tickets.ipynb | 2 +- tests/conftest.py | 89 + tests/create_fixtures.ipynb | 62 + tests/data/fixtures/dataset_sample.csv | 10001 +++++++++++++++++++++++ tests/data/test_schema.py | 46 + tests/smoke/test_imports.py | 22 + uv.lock | 403 +- 9 files changed, 10629 insertions(+), 3 deletions(-) create mode 100644 tests/conftest.py create mode 100644 tests/create_fixtures.ipynb create mode 100644 tests/data/fixtures/dataset_sample.csv create mode 100644 tests/data/test_schema.py create mode 100644 tests/smoke/test_imports.py diff --git a/.gitignore b/.gitignore index 3d111ca..617b2fb 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,4 @@ -data/ +/data/ src/__pycache__/ .python-version .venv diff --git a/pyproject.toml b/pyproject.toml index fc02eae..e729dd4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,6 +20,11 @@ dependencies = [ [dependency-groups] dev = [ "ruff>=0.8.0", + "pytest>=9.1.1", + "pytest-cov>=7.1.0", + "pytest-xdist>=3.8.0", + "pandera>=0.32.0", + "pytest-mock>=3.15.1", ] [tool.ruff] diff --git a/src/support_tickets.ipynb b/src/support_tickets.ipynb index 3932a9e..f77f51f 100644 --- a/src/support_tickets.ipynb +++ b/src/support_tickets.ipynb @@ -642,7 +642,7 @@ "id": "9088379f", "metadata": {}, "source": [ - "По тепловой карте видно, что категориальный признак размера компании сильно (0.89) кореллирует с параметром org_users, поэтому его можно убрать за избыточностью" + "По тепловой карте видно, что категориальный признак размера компании сильно (0.94) кореллирует с параметром org_users, поэтому его можно убрать за избыточностью" ] }, { diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000..f6d0c16 --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,89 @@ +"""Общие фикстуры для тестов SupportTickets-Prioritization.""" + +from pathlib import Path + +import pandas as pd +import pytest + +FIXTURES_DIR = Path("./data/fixtures/") + +EXPECTED_FEATURES = [ + "day_of_week_num", + "company_id", + "company_size", + "industry_cat", + "customer_tier_cat", + "region_cat", + "past_30d_tickets", + "past_90d_incidents", + "product_area_cat", + "booking_channel_cat", + "reported_by_role_cat", + "customers_affected", + "error_rate_pct", + "downtime_min", + "payment_impact_flag", + "security_incident_flag", + "data_loss_flag", + "has_runbook", + "customer_sentiment_cat", + "description_length", + "priority_cat", +] +TARGET = "priority_cat" + + +@pytest.fixture(scope="session") +def sample_train() -> pd.DataFrame: + """Маленький набор для быстрых тестов.""" + return pd.read_csv(FIXTURES_DIR / "dataset_sample.csv") + + +@pytest.fixture(scope="session") +def trained_dummy_model(sample_train): + """Маленькая XGBoost-модель для инвариантных тестов.""" + from xgboost import XGBClassifier + + X = sample_train[EXPECTED_FEATURES] + y = sample_train[TARGET] + model = XGBClassifier( + n_estimators=20, + max_depth=3, + learning_rate=0.1, + n_jobs=1, + random_state=42, + eval_metric="mlogloss", + ) + model.fit(X, y) + return model + + +@pytest.fixture +def high_priority_ticket() -> pd.DataFrame: + """Тикет высокого приоритета""" + return pd.DataFrame( + [ + { + "day_of_week_num": 2, + "company_id": 100018, + "industry_cat": 3, + "customer_tier_cat": 2, + "region_cat": 2, + "past_30d_tickets": 5, + "past_90d_incidents": 2, + "product_area_cat": 4, + "booking_channel_cat": 4, + "reported_by_role_cat": 4, + "customers_affected": 51, + "error_rate_pct": 5.988785895, + "downtime_min": 44, + "payment_impact_flag": 0, + "security_incident_flag": 0, + "data_loss_flag": 0, + "has_runbook": 1, + "customer_sentiment_cat": 2, + "description_length": 206, + "priority_cat": 2, + } + ] + ) diff --git a/tests/create_fixtures.ipynb b/tests/create_fixtures.ipynb new file mode 100644 index 0000000..642db62 --- /dev/null +++ b/tests/create_fixtures.ipynb @@ -0,0 +1,62 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6aae17a8", + "metadata": {}, + "source": [ + "Ноутбук для создания pytest-сэмпла " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c253d293", + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "760026de", + "metadata": {}, + "outputs": [], + "source": [ + "dataset_path = Path(\"../data/Support_tickets.csv\")\n", + "fixture_path = Path(\"./data/fixtures/dataset_sample.csv\")\n", + "\n", + "df = pd.read_csv(dataset_path, nrows=10000)\n", + "df = df.select_dtypes(include=[\"number\"])\n", + "df.drop(columns=[\"ticket_id\", \"org_users\", \"company_size_cat\"], inplace=True)\n", + "\n", + "df.to_csv(fixture_path)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "SupportTickets-Prioritization", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tests/data/fixtures/dataset_sample.csv b/tests/data/fixtures/dataset_sample.csv new file mode 100644 index 0000000..1fa1c43 --- /dev/null +++ b/tests/data/fixtures/dataset_sample.csv @@ -0,0 +1,10001 @@ 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"past_30d_tickets": Column(int, checks=Check.ge(0)), + "past_90d_incidents": Column(int, checks=Check.ge(0)), + "product_area_cat": Column(int, checks=Check.isin([1, 2, 3, 4, 5, 6])), + "booking_channel_cat": Column(int, checks=Check.isin([1, 2, 3, 4])), + "reported_by_role_cat": Column(int, checks=Check.isin([1, 2, 3, 4, 5])), + "customers_affected": Column(int, checks=Check.ge(0)), + "error_rate_pct": Column(int, checks=Check.ge(0)), + "downtime_min": Column(float, checks=Check.ge(0)), + "payment_impact_flag": Column(int, checks=Check.isin(0, 1)), + "security_incident_flag": Column(int, checks=Check.isin(0, 1)), + "data_loss_flag": Column(int, checks=Check.isin(0, 1)), + "has_runbook": Column(int, checks=Check.isin(0, 1)), + "customer_sentiment_cat": Column(int, checks=Check.isin(0, 1, 2, 3)), + "description_length": Column(int, checks=Check.in_range(20, 748)), + "priority_cat": Column(int, checks=Check.isin([0, 1, 2])), + }, + strict=True, + coerce=True, +) + + +@pytest.mark.data +def test_schema(sample_dataset): + SCHEMA.validate(sample_dataset) + + +@pytest.mark.data +def test_class_balance_within_bounds(sample_dataset): + """README: Low ~50%, Medium ~35%, High ~15%.""" + counts = sample_dataset["priority"].value_counts(normalize=True) + assert 0.40 < counts["Low"] < 0.60 + assert 0.25 < counts["Medium"] < 0.45 + assert 0.05 < counts["High"] < 0.25 diff --git a/tests/smoke/test_imports.py b/tests/smoke/test_imports.py new file mode 100644 index 0000000..a24983a --- /dev/null +++ b/tests/smoke/test_imports.py @@ -0,0 +1,22 @@ +"""Проверка, что модули импортируются без ошибок.""" + +import pytest + + +@pytest.mark.smoke +def test_optuna_search_importable(): + from src.optuna_search import Objective, OptunaSearchCV + + assert Objective is not None + assert OptunaSearchCV is not None + + +@pytest.mark.smoke +def test_objective_signature(): + import inspect + + from src.optuna_search import Objective + + sig = inspect.signature(Objective.__init__) + params = 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tests/data/fixtures/train_sample.csv | 7001 ++++++++++++++++ 5 files changed, 10041 insertions(+), 10018 deletions(-) delete mode 100644 tests/data/fixtures/dataset_sample.csv create mode 100644 tests/data/fixtures/test_sample.csv create mode 100644 tests/data/fixtures/train_sample.csv diff --git a/tests/conftest.py b/tests/conftest.py index f6d0c16..c333071 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -35,8 +35,13 @@ @pytest.fixture(scope="session") def sample_train() -> pd.DataFrame: + """Маленький обучающий набор.""" + return pd.read_csv(FIXTURES_DIR / "train_sample.csv") + +@pytest.fixture(scope="session") +def sample_test() -> pd.DataFrame: """Маленький набор для быстрых тестов.""" - return pd.read_csv(FIXTURES_DIR / "dataset_sample.csv") + return pd.read_csv(FIXTURES_DIR / "test_sample.csv") @pytest.fixture(scope="session") @@ -65,24 +70,25 @@ def high_priority_ticket() -> pd.DataFrame: [ { "day_of_week_num": 2, - "company_id": 100018, - "industry_cat": 3, + "company_id": 100020, + "company_size_cat": 2, + "industry_cat": 4, "customer_tier_cat": 2, - "region_cat": 2, - "past_30d_tickets": 5, + "region_cat": 1, + "past_30d_tickets": 2, "past_90d_incidents": 2, - "product_area_cat": 4, - "booking_channel_cat": 4, - "reported_by_role_cat": 4, - "customers_affected": 51, - "error_rate_pct": 5.988785895, - "downtime_min": 44, + "product_area_cat": 3, + "booking_channel_cat": 2, + "reported_by_role_cat": 2, + "customers_affected": 57, + "error_rate_pct": 3.365603691, + "downtime_min": 23, "payment_impact_flag": 0, "security_incident_flag": 0, "data_loss_flag": 0, "has_runbook": 1, "customer_sentiment_cat": 2, - "description_length": 206, + "description_length": 374, "priority_cat": 2, } ] diff --git a/tests/create_fixtures.ipynb b/tests/create_fixtures.ipynb index 642db62..80e069b 100644 --- a/tests/create_fixtures.ipynb +++ b/tests/create_fixtures.ipynb @@ -5,7 +5,7 @@ "id": "6aae17a8", "metadata": {}, "source": [ - "Ноутбук для создания pytest-сэмпла " + "Ноутбук для создания сэмплов набора данных для тестирования" ] }, { @@ -28,13 +28,29 @@ "outputs": [], "source": [ "dataset_path = Path(\"../data/Support_tickets.csv\")\n", - "fixture_path = Path(\"./data/fixtures/dataset_sample.csv\")\n", + "train_fixture_path = Path(\"./data/fixtures/train_sample.csv\")\n", "\n", - "df = pd.read_csv(dataset_path, nrows=10000)\n", + "df = pd.read_csv(dataset_path, nrows=7000)\n", "df = df.select_dtypes(include=[\"number\"])\n", - "df.drop(columns=[\"ticket_id\", \"org_users\", \"company_size_cat\"], inplace=True)\n", + "df.drop(columns=[\"ticket_id\", \"org_users\"], inplace=True)\n", "\n", - "df.to_csv(fixture_path)" + "df.to_csv(train_fixture_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "de195f72", + "metadata": {}, + "outputs": [], + "source": [ + "test_fixture_path = Path(\"./data/fixtures/test_sample.csv\")\n", + "\n", + "test_df = pd.read_csv(dataset_path, nrows=3000, skiprows=lambda x: x in range (1,7001))\n", + "test_df = test_df.select_dtypes(include=[\"number\"])\n", + "test_df.drop(columns=[\"ticket_id\", \"org_users\"], inplace=True)\n", + "\n", + "test_df.to_csv(test_fixture_path)" ] } ], diff --git a/tests/data/fixtures/dataset_sample.csv b/tests/data/fixtures/dataset_sample.csv deleted file mode 100644 index 1fa1c43..0000000 --- a/tests/data/fixtures/dataset_sample.csv +++ /dev/null @@ -1,10001 +0,0 @@ -,day_of_week_num,company_id,industry_cat,customer_tier_cat,region_cat,past_30d_tickets,past_90d_incidents,product_area_cat,booking_channel_cat,reported_by_role_cat,customers_affected,error_rate_pct,downtime_min,payment_impact_flag,security_incident_flag,data_loss_flag,has_runbook,customer_sentiment_cat,description_length,priority_cat -0,3,100015,7,1,3,2,0,3,1,1,2,5.451200538,6,0,0,0,0,2,227,1 -1,6,100023,5,1,1,2,3,5,3,3,24,2.495538315,2,0,0,0,0,2,461,1 -2,1,100012,4,1,3,3,1,6,3,2,1,3.328401754,0,0,0,0,1,3,306,1 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-1916,3,100025,3,2,2,2,2,1,1,1,190,5.55417316,5,0,0,0,0,1,399,2 -1917,4,100009,7,3,2,2,2,3,2,1,17,14.91863507,16,0,0,0,1,2,183,2 -1918,5,100001,2,1,3,5,1,6,3,2,3,1.629065406,49,0,0,0,0,2,355,1 -1919,1,100015,7,1,3,3,2,5,2,4,2,0.188958502,0,0,0,0,1,2,164,1 -1920,4,100004,3,2,3,2,1,1,2,1,24,13.50204596,39,0,0,0,0,1,363,2 -1921,1,100004,3,2,3,5,0,1,2,1,26,7.06768234,1,0,0,0,1,2,367,1 -1922,4,100010,3,2,1,7,0,3,4,1,297,4.199921299,2,0,0,0,1,2,391,2 -1923,4,100016,2,1,3,2,2,5,1,2,4,1.980680646,14,0,0,0,1,2,384,1 -1924,1,100015,7,1,3,2,0,6,1,1,9,3.175048218,0,0,0,0,0,2,294,1 -1925,1,100019,2,2,1,2,2,2,2,5,1,3.55079373,11,0,0,0,0,2,294,1 -1926,2,100024,5,3,2,2,3,4,1,1,172,6.274808135,54,0,0,0,0,2,440,3 -1927,4,100021,2,2,2,3,0,3,3,4,32,2.113113948,16,0,0,0,1,2,293,2 -1928,5,100025,3,2,2,6,5,4,3,4,33,15.08956951,0,0,0,0,1,2,438,2 -1929,5,100019,2,2,1,2,1,3,1,3,29,1.12233504,6,0,0,0,1,1,298,1 -1930,2,100009,7,3,2,2,2,1,1,1,96,3.593215184,42,0,1,0,1,1,488,3 -1931,5,100002,1,3,1,7,4,1,3,1,1065,5.602726277,10,0,0,0,1,2,502,3 -1932,1,100001,2,1,3,1,3,2,3,3,17,3.267789511,116,0,0,0,1,1,281,2 -1933,4,100005,6,2,2,7,8,5,2,2,150,2.432404783,0,0,0,0,0,2,417,1 -1934,4,100018,3,2,1,4,0,6,3,2,492,11.03647674,0,0,0,0,1,2,584,2 -1935,1,100021,2,2,2,3,2,4,2,2,433,3.610901603,0,0,0,0,1,2,460,2 -1936,4,100010,3,2,1,7,3,5,4,3,43,1.313085346,0,0,0,0,1,1,432,1 -1937,2,100017,3,1,3,2,0,6,2,1,3,5.012643183,0,0,0,0,0,1,442,1 -1938,1,100022,3,3,2,6,0,5,2,3,14,2.436674365,11,0,0,0,1,2,352,1 -1939,4,100010,3,2,1,10,2,1,3,2,891,4.572508037,0,0,0,0,1,2,477,2 -1940,4,100016,2,1,3,6,0,1,3,2,163,1.540738921,0,0,0,0,0,1,495,2 -1941,3,100010,3,2,1,5,3,1,1,2,821,2.524533413,17,0,0,0,0,1,412,3 -1942,6,100016,2,1,3,2,1,2,1,2,8,4.566376155,0,0,0,0,1,2,310,1 -1943,2,100014,1,1,2,2,1,1,2,2,15,4.966832465,43,0,1,0,0,2,399,3 -1944,1,100016,2,1,3,0,1,5,4,1,52,2.104452737,11,0,0,0,0,2,352,2 -1945,4,100017,3,1,3,2,1,1,1,1,20,5.973772689,12,0,0,0,0,2,383,2 -1946,1,100005,6,2,1,7,0,3,4,1,482,4.799616272,0,0,0,0,0,1,634,2 -1947,2,100023,5,1,1,3,2,6,1,1,4,1.180176527,50,0,0,0,0,2,326,1 -1948,3,100002,1,3,1,11,2,6,3,1,201,4.041244559,15,0,0,0,1,2,293,3 -1949,2,100002,1,3,1,12,2,2,4,1,314,2.064662912,0,0,0,0,1,1,379,2 -1950,4,100016,2,1,3,0,2,5,1,2,8,0.493882578,0,0,0,0,0,2,277,1 -1951,4,100020,4,2,1,3,0,6,4,3,23,6.357030085,16,0,0,0,1,1,321,2 -1952,5,100016,2,1,3,5,4,1,3,2,22,2.425512908,0,0,0,0,0,2,264,1 -1953,2,100002,1,3,1,6,2,1,1,2,1188,4.578794171,19,0,0,0,1,1,451,3 -1954,4,100007,7,3,1,4,3,6,1,3,569,3.972364514,0,0,0,0,1,2,367,2 -1955,2,100024,5,3,2,9,2,5,1,2,19,3.977683593,0,0,0,0,1,3,436,1 -1956,5,100005,6,2,1,7,1,3,2,1,805,3.077860548,0,0,0,0,1,3,418,2 -1957,4,100005,6,2,2,3,2,6,3,3,192,1.876169082,10,0,0,0,1,2,375,2 -1958,1,100005,6,2,1,5,7,6,3,3,616,2.139867685,0,0,0,0,1,1,333,2 -1959,4,100021,2,2,2,2,0,6,2,1,105,1.638135572,0,0,0,0,1,2,434,1 -1960,1,100022,3,3,2,6,1,4,3,2,41,1.702769026,42,0,0,0,0,2,421,2 -1961,1,100007,7,3,2,6,2,1,4,2,360,1.903459613,0,0,0,0,0,2,390,2 -1962,1,100004,3,2,3,1,0,1,2,1,40,5.453012052,0,0,0,0,0,3,476,1 -1963,4,100021,2,2,2,2,1,4,2,3,56,1.873126121,0,0,0,0,1,2,433,1 -1964,6,100019,2,2,1,2,1,6,2,5,59,1.509590891,5,0,0,0,1,2,437,2 -1965,4,100010,3,2,2,5,1,2,1,3,376,0.524069866,0,0,0,0,1,2,294,1 -1966,3,100018,3,2,1,7,1,5,1,2,298,0.187159865,0,0,0,0,1,2,462,1 -1967,2,100004,3,2,3,3,2,1,2,1,24,6.093506916,28,0,0,0,0,1,429,2 -1968,5,100025,3,2,2,1,2,2,2,3,52,1.563821137,30,0,0,0,1,2,429,2 -1969,3,100010,3,2,2,7,3,4,2,3,321,6.343303043,18,0,0,0,0,2,315,3 -1970,1,100006,6,1,1,2,2,1,2,1,8,0.662192611,25,0,0,0,0,2,422,1 -1971,2,100006,6,1,1,0,2,3,3,4,3,8.38781516,12,0,0,0,0,2,333,1 -1972,4,100001,2,1,3,0,0,2,2,1,5,8.991129154,10,0,0,0,0,1,433,1 -1973,7,100013,7,2,3,0,0,5,2,4,14,0.701820348,0,0,0,0,1,2,237,1 -1974,2,100023,5,1,1,5,0,1,3,1,17,7.825599068,2,0,0,0,0,2,353,1 -1975,1,100005,6,2,2,10,1,6,1,2,239,7.935686523,0,0,0,0,0,3,385,2 -1976,5,100007,7,3,2,7,1,5,3,2,15,3.385500296,0,0,0,0,0,3,337,1 -1977,2,100025,3,2,2,2,0,4,3,2,100,4.260429467,0,0,0,0,0,3,302,2 -1978,1,100014,1,1,2,5,1,3,4,1,5,2.209085563,0,0,0,0,0,1,358,1 -1979,5,100001,2,1,3,4,4,1,3,1,6,7.491046551,74,0,0,0,0,1,308,2 -1980,7,100009,7,3,2,3,4,3,2,3,67,2.090220072,19,0,0,0,1,1,404,2 -1981,2,100013,7,2,3,0,2,3,3,2,30,1.897908755,20,0,0,0,0,2,330,2 -1982,1,100017,3,1,3,0,1,5,1,2,5,0.878924124,0,0,0,0,1,2,378,1 -1983,1,100013,7,2,3,5,5,6,1,4,18,2.017845618,9,0,0,0,0,2,361,1 -1984,4,100002,1,3,1,3,3,6,3,1,363,11.87687809,56,0,0,0,1,2,431,3 -1985,3,100007,7,3,1,11,2,6,1,4,92,10.36530845,10,0,0,0,1,2,399,3 -1986,5,100024,5,3,2,3,1,3,3,2,14,4.429228698,0,0,0,0,1,2,321,1 -1987,1,100011,4,1,3,3,0,5,1,3,4,5.795466077,0,0,0,0,0,2,430,1 -1988,4,100022,3,3,2,4,0,6,4,1,53,0.772124092,17,0,0,0,0,2,409,2 -1989,5,100002,1,3,1,8,2,2,3,2,808,2.887652108,11,1,0,0,1,1,383,3 -1990,5,100011,4,1,3,1,2,6,3,4,4,1.619458425,58,0,0,0,1,2,317,1 -1991,1,100010,3,2,1,8,2,6,4,2,449,2.974802791,15,0,0,0,1,2,427,2 -1992,3,100011,4,1,3,1,3,5,1,3,5,1.08286343,20,0,0,0,0,1,495,1 -1993,2,100017,3,1,3,4,0,3,2,3,2,3.398898784,55,0,0,0,0,2,176,1 -1994,1,100011,4,1,3,3,1,6,2,1,5,3.090214368,16,0,0,0,0,2,336,1 -1995,5,100024,5,3,2,3,4,4,1,1,32,14.03310487,0,0,0,0,1,2,348,2 -1996,3,100002,1,3,1,8,3,3,2,1,269,1.761424184,0,0,0,0,1,2,383,2 -1997,4,100022,3,3,2,4,2,4,2,2,51,5.222626984,33,0,0,0,1,2,436,2 -1998,4,100017,3,1,3,2,2,5,3,2,6,0.995947574,6,0,0,0,0,2,455,1 -1999,2,100002,1,3,3,9,2,5,2,2,392,0.779009392,0,0,0,0,1,1,252,2 -2000,2,100021,2,2,2,1,1,3,2,1,28,3.33779071,0,0,0,0,0,2,372,1 -2001,4,100025,3,2,2,5,2,1,3,1,254,11.00390361,0,0,0,0,1,2,552,2 -2002,6,100024,5,3,2,1,3,3,4,1,17,1.214797145,23,0,0,0,1,2,301,2 -2003,2,100003,7,2,1,5,1,6,2,2,10,0.377046384,0,0,0,0,1,2,290,1 -2004,2,100008,7,1,3,1,3,3,3,1,4,27.81181308,8,0,0,0,0,1,330,2 -2005,7,100023,5,1,1,6,2,1,1,2,6,10.0042551,37,0,0,0,1,2,399,2 -2006,2,100001,2,1,3,2,2,3,2,1,15,0.772303455,0,0,0,0,0,2,363,1 -2007,5,100024,5,3,2,2,0,4,3,3,70,15.70463996,0,0,0,0,0,3,442,2 -2008,7,100003,7,2,1,0,2,1,1,1,10,4.826359434,0,0,0,0,1,1,202,1 -2009,3,100015,7,1,3,1,0,3,3,3,8,5.303981963,0,0,1,0,1,1,383,1 -2010,1,100021,2,2,2,5,0,3,1,4,27,0.51322691,25,0,0,0,1,2,275,2 -2011,1,100007,7,3,1,4,3,1,3,2,369,1.037636471,9,0,0,0,1,2,332,3 -2012,3,100017,3,1,3,2,2,5,2,1,2,0.850339342,3,0,0,0,0,2,292,1 -2013,4,100007,7,3,2,11,5,6,1,1,43,3.97782201,0,0,0,0,1,2,418,1 -2014,5,100008,7,1,3,0,2,6,1,4,10,9.108254008,92,0,0,0,0,2,378,2 -2015,1,100021,2,2,2,4,1,6,2,1,67,8.174351644,18,0,0,0,1,2,539,2 -2016,7,100003,7,2,1,2,4,1,1,1,2,26.28629232,0,0,0,0,0,2,252,1 -2017,4,100010,3,2,1,4,2,5,3,1,204,0.544749685,25,0,0,1,1,2,418,2 -2018,4,100020,4,2,1,1,0,6,4,2,28,11.63774887,0,0,0,0,0,0,338,1 -2019,5,100018,3,2,1,8,6,2,1,2,601,1.547520584,20,0,0,0,0,1,605,3 -2020,2,100022,3,3,2,8,2,6,2,1,47,0.293494782,0,0,0,0,1,3,356,1 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+6992,2,100009,2,7,3,2,3,4,6,3,3,50,8.306281704,0,0,0,0,1,2,303,2 +6993,3,100007,3,7,3,1,7,2,5,4,3,72,2.830952752,20,0,0,0,0,3,393,2 +6994,3,100010,3,3,2,1,7,1,5,3,1,194,0.964903607,0,0,0,0,1,3,414,1 +6995,5,100024,2,5,3,2,6,1,4,1,3,32,1.474583682,25,0,0,0,1,2,420,2 +6996,4,100025,2,3,2,2,2,0,2,2,2,38,2.665301002,29,0,0,0,1,2,343,2 +6997,2,100023,1,5,1,1,1,0,6,1,1,3,2.107983223,44,0,0,0,1,2,318,1 +6998,5,100025,2,3,2,2,3,3,5,1,1,28,2.237267601,0,0,0,0,0,2,335,1 +6999,3,100021,2,2,2,2,2,1,1,2,5,90,2.003967395,0,0,0,0,0,1,389,2 From d09e1bb3669f7e5363195ad1535841fbbcd71616 Mon Sep 17 00:00:00 2001 From: KnightKotOR Date: Sun, 28 Jun 2026 13:23:56 +0300 Subject: [PATCH 6/8] fix(dataset samples): added index=False --- .gitignore | 2 +- tests/create_fixtures.ipynb | 422 +- tests/data/fixtures/test_sample.csv | 6002 +++++------ tests/data/fixtures/train_sample.csv | 14002 ++++++++++++------------- 4 files changed, 10419 insertions(+), 10009 deletions(-) diff --git a/.gitignore b/.gitignore index 617b2fb..9dfff6a 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,5 @@ /data/ -src/__pycache__/ +__pycache__ .python-version .venv db.sqlite3 diff --git a/tests/create_fixtures.ipynb b/tests/create_fixtures.ipynb index 80e069b..59f3aea 100644 --- a/tests/create_fixtures.ipynb +++ b/tests/create_fixtures.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 13, "id": "c253d293", "metadata": {}, "outputs": [], @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "760026de", "metadata": {}, "outputs": [], @@ -34,24 +34,434 @@ "df = df.select_dtypes(include=[\"number\"])\n", "df.drop(columns=[\"ticket_id\", \"org_users\"], inplace=True)\n", "\n", - "df.to_csv(train_fixture_path)" + "df.to_csv(train_fixture_path, index=False)" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "de195f72", "metadata": {}, "outputs": [], "source": [ "test_fixture_path = Path(\"./data/fixtures/test_sample.csv\")\n", "\n", - "test_df = pd.read_csv(dataset_path, nrows=3000, skiprows=lambda x: x in range (1,7001))\n", + "test_df = pd.read_csv(dataset_path, nrows=3000, skiprows=lambda x: x in range(1, 7001))\n", "test_df = test_df.select_dtypes(include=[\"number\"])\n", "test_df.drop(columns=[\"ticket_id\", \"org_users\"], inplace=True)\n", "\n", - "test_df.to_csv(test_fixture_path)" + "test_df.to_csv(test_fixture_path, index=False)" ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1a936f08", + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "\n", + "import pandas as pd\n", + "\n", + "path = Path(\"./data/fixtures/test_sample.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "912a16f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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b/tests/data/fixtures/test_sample.csv index 9e8681a..14a8a97 100644 --- a/tests/data/fixtures/test_sample.csv +++ b/tests/data/fixtures/test_sample.csv @@ -1,3001 +1,3001 @@ -,day_of_week_num,company_id,company_size_cat,industry_cat,customer_tier_cat,region_cat,past_30d_tickets,past_90d_incidents,product_area_cat,booking_channel_cat,reported_by_role_cat,customers_affected,error_rate_pct,downtime_min,payment_impact_flag,security_incident_flag,data_loss_flag,has_runbook,customer_sentiment_cat,description_length,priority_cat -0,5,100020,2,4,2,1,1,1,6,4,5,82,5.731889988,0,0,0,0,1,0,430,2 -1,5,100005,3,6,2,1,9,5,6,2,1,35,0.509306875,13,0,0,0,1,2,237,1 -2,4,100010,3,3,2,2,6,1,5,4,1,72,2.815287221,18,0,0,0,1,2,468,2 -3,2,100020,2,4,2,1,2,2,3,2,2,57,3.365603691,23,0,0,0,1,2,374,2 -4,4,100016,2,2,1,3,2,2,3,2,3,40,1.311230132,0,0,0,0,1,2,212,1 -5,5,100023,1,5,1,1,0,1,3,1,1,5,8.695572511,0,0,0,0,0,2,339,1 -6,3,100005,3,6,2,1,2,0,5,1,5,100,0.841836023,17,0,0,0,1,1,202,2 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-1955,5,100018,3,3,2,1,7,5,2,1,3,629,1.828068437,26,0,0,0,1,3,440,3 -1956,3,100010,3,3,2,1,4,2,1,3,1,554,4.464580931,0,0,0,0,0,2,459,2 -1957,2,100002,3,1,3,1,6,8,5,2,2,297,9.613177708,0,0,0,0,1,1,344,2 -1958,2,100023,1,5,1,1,1,1,1,1,1,11,5.528024751,0,0,0,0,0,1,208,1 -1959,4,100012,1,4,1,3,1,0,3,2,5,1,9.52786026,0,0,0,0,0,2,287,1 -1960,4,100001,1,2,1,3,3,0,3,2,1,3,1.826663709,35,0,0,0,0,2,269,1 -1961,3,100020,2,4,2,1,8,0,6,2,1,8,12.2231992,25,0,0,0,0,1,404,2 -1962,3,100002,3,1,3,1,4,1,6,3,2,138,4.366012638,32,0,0,0,1,2,470,3 -1963,3,100019,1,2,2,1,2,2,2,4,2,152,0.573251457,0,0,0,0,0,3,358,1 -1964,4,100002,3,1,3,1,6,2,3,4,4,1182,0.0,0,0,0,0,0,2,372,2 -1965,1,100009,2,7,3,2,3,1,4,2,4,35,12.76821883,54,0,0,0,0,2,415,3 -1966,5,100023,1,5,1,1,2,2,5,3,1,2,3.35007246,19,0,0,0,0,2,203,1 -1967,7,100023,1,5,1,1,3,0,1,1,3,34,5.595707376,0,0,0,0,1,1,413,1 -1968,3,100012,1,4,1,3,3,0,6,1,1,3,3.033611476,50,0,0,0,0,2,457,1 -1969,3,100007,3,7,3,1,5,3,6,4,1,1769,1.654818323,42,0,0,0,1,0,457,3 -1970,5,100004,1,3,2,3,4,0,1,2,3,16,4.675412878,24,0,0,0,1,2,232,2 -1971,2,100008,1,7,1,3,1,1,3,1,1,8,0.271323007,13,0,0,0,0,3,344,1 -1972,2,100016,2,2,1,3,1,1,3,4,1,10,3.591423723,25,0,0,0,0,2,203,2 -1973,1,100008,1,7,1,3,2,3,1,3,1,14,6.546187894,7,0,0,0,0,1,448,2 -1974,3,100020,2,4,2,1,5,0,1,2,1,34,4.605279532,7,0,0,0,1,1,280,2 -1975,4,100004,1,3,2,3,5,3,2,2,1,9,1.809386855,0,0,0,0,0,2,331,1 -1976,1,100006,1,6,1,1,0,2,1,2,1,5,3.40771802,0,0,0,0,0,1,114,1 -1977,5,100008,1,7,1,3,3,3,6,2,1,5,1.572126751,15,0,0,0,0,2,322,1 -1978,1,100021,2,2,2,2,3,3,6,1,1,4,0.604231764,12,0,0,0,1,2,199,1 -1979,2,100008,1,7,1,3,3,4,5,3,1,4,2.149883357,23,0,0,0,0,2,297,1 -1980,5,100003,1,7,2,1,2,0,6,2,1,9,20.32863675,0,0,0,0,0,2,219,1 -1981,3,100021,2,2,2,2,2,4,2,4,1,5,5.913863389,15,0,0,0,1,0,218,1 -1982,1,100002,3,1,3,3,11,2,5,3,2,33,2.116748113,8,0,0,0,1,2,367,2 -1983,5,100011,1,4,1,3,2,2,6,2,3,7,6.016498633,0,0,0,0,0,2,377,1 -1984,3,100018,3,3,2,2,9,2,6,2,1,325,0.830552834,51,0,0,0,1,1,460,2 -1985,2,100021,2,2,2,2,10,1,5,2,4,181,2.311860532,0,0,0,0,1,1,406,1 -1986,3,100021,2,2,2,2,3,2,6,2,1,380,7.354923688,0,0,0,0,0,2,490,2 -1987,5,100006,1,6,1,1,6,0,6,3,1,12,6.65672056,42,0,0,0,0,2,446,2 -1988,7,100018,3,3,2,1,7,3,5,1,3,239,5.416511972,0,0,0,0,1,2,530,2 -1989,6,100006,1,6,1,1,4,0,6,3,1,0,10.15477595,21,0,0,0,0,2,201,1 -1990,5,100012,1,4,1,3,2,2,6,1,1,1,2.86547967,13,0,0,1,0,2,251,1 -1991,2,100003,1,7,2,1,1,1,6,2,1,2,4.353204634,0,0,0,0,0,2,240,1 -1992,6,100001,1,2,1,3,4,2,5,3,3,3,2.728146368,8,0,0,0,0,2,334,1 -1993,1,100007,3,7,3,1,8,3,6,4,1,179,9.751349846,0,0,0,0,1,1,263,2 -1994,1,100008,1,7,1,3,1,2,2,2,1,16,2.076032426,0,0,0,0,0,2,202,1 -1995,2,100009,2,7,3,2,2,3,6,1,1,9,2.523726752,0,0,0,0,1,2,280,1 -1996,1,100022,2,3,3,2,4,1,1,1,1,37,2.030053666,0,0,0,0,1,1,399,1 -1997,3,100011,1,4,1,3,5,2,6,2,2,13,15.88373451,0,0,0,0,1,2,485,1 -1998,3,100010,3,3,2,1,2,0,5,3,2,206,0.783791228,16,0,0,0,1,2,593,2 -1999,1,100002,3,1,3,1,8,3,6,2,1,155,0.71670394,0,0,0,0,1,2,300,1 -2000,5,100002,3,1,3,1,3,4,2,2,1,371,0.0,0,0,0,0,1,2,405,2 -2001,2,100007,3,7,3,2,4,5,5,2,3,278,2.544955519,2,1,0,0,1,2,447,3 -2002,1,100017,1,3,1,3,0,0,3,1,1,7,2.054989191,0,0,0,0,0,2,374,1 -2003,4,100016,2,2,1,3,1,0,2,3,4,107,2.168612854,13,0,0,0,0,2,513,2 -2004,7,100013,2,7,2,3,3,0,6,1,1,6,7.665935987,46,0,0,0,0,2,174,2 -2005,2,100015,1,7,1,3,0,2,6,1,1,4,12.50505737,41,0,0,0,1,2,311,2 -2006,5,100025,2,3,2,2,4,1,3,3,2,25,2.853616792,23,0,0,0,0,2,308,2 -2007,3,100023,1,5,1,1,2,1,1,2,3,27,13.56891786,0,0,0,0,0,2,352,2 -2008,3,100018,3,3,2,1,3,1,1,4,2,483,0.275211779,80,0,0,0,1,2,403,3 -2009,2,100008,1,7,1,3,1,3,5,3,2,3,0.511657653,18,0,0,0,0,2,192,1 -2010,4,100001,1,2,1,3,3,2,2,1,3,2,2.531710334,30,0,0,0,1,2,209,1 -2011,3,100020,2,4,2,1,0,4,1,1,1,47,6.890584695,0,0,0,0,1,2,365,1 -2012,1,100022,2,3,3,2,3,1,3,3,1,104,4.39440174,5,0,0,0,0,1,381,2 -2013,1,100024,2,5,3,2,3,5,1,1,1,10,4.564515026,0,0,0,0,1,2,291,1 -2014,5,100010,3,3,2,1,10,1,5,4,4,197,0.988421095,0,0,0,0,0,2,342,1 -2015,2,100013,2,7,2,3,4,0,5,1,5,25,1.406508664,0,0,0,0,0,2,475,1 -2016,4,100024,2,5,3,2,1,3,5,2,2,13,2.350153287,0,0,0,0,0,2,267,1 -2017,5,100021,2,2,2,2,2,3,4,2,4,191,7.262141959,0,0,0,0,0,2,359,2 -2018,3,100018,3,3,2,1,9,5,6,3,2,303,5.413712523,0,0,0,0,1,2,483,2 -2019,5,100001,1,2,1,3,5,0,3,3,2,1,2.569425329,0,0,0,0,1,2,138,1 -2020,1,100013,2,7,2,3,2,0,6,3,1,7,1.125685731,0,0,0,0,1,2,290,1 -2021,5,100013,2,7,2,3,9,3,1,1,1,7,2.797031551,14,0,0,0,1,1,352,1 -2022,3,100009,2,7,3,2,5,6,2,2,1,94,11.96214755,0,0,0,0,0,2,556,2 -2023,1,100025,2,3,2,2,5,3,4,1,2,69,0.91934225,0,0,0,0,1,2,415,1 -2024,3,100007,3,7,3,1,10,5,4,4,2,229,17.8625014,0,0,0,0,1,1,470,3 -2025,4,100025,2,3,2,2,3,2,4,1,1,40,17.85749809,0,0,0,1,1,3,447,2 -2026,4,100009,2,7,3,2,2,6,1,1,1,26,1.218012868,14,0,0,0,1,2,297,2 -2027,3,100017,1,3,1,3,3,1,1,1,3,34,3.919725964,16,0,0,0,0,2,210,2 -2028,3,100016,2,2,1,3,3,1,6,2,2,34,3.514455741,19,0,0,0,0,2,434,2 -2029,2,100025,2,3,2,2,5,1,4,1,1,82,20.90204289,0,0,0,0,0,2,366,2 -2030,4,100023,1,5,1,1,3,0,1,1,1,42,4.04594077,0,0,0,0,0,2,258,1 -2031,5,100024,2,5,3,2,6,1,4,1,3,66,0.309029585,33,0,0,0,1,2,390,2 -2032,4,100018,3,3,2,1,9,0,6,2,3,309,8.971728013,0,0,0,0,1,2,431,2 -2033,4,100007,3,7,3,1,1,5,5,2,1,73,0.545542927,0,0,0,0,1,2,235,1 -2034,3,100023,1,5,1,1,0,0,5,1,4,1,1.389236022,0,0,0,0,0,2,255,1 -2035,1,100022,2,3,3,2,2,2,5,2,2,25,4.952688567,15,0,0,0,0,2,336,2 -2036,2,100025,2,3,2,2,6,2,6,1,1,29,7.116000458,44,0,0,0,1,1,337,2 -2037,5,100007,3,7,3,1,13,6,1,2,5,1737,6.912277052,23,0,0,0,1,1,524,3 -2038,3,100009,2,7,3,2,2,3,5,1,5,40,3.475692408,0,0,0,0,1,2,350,2 -2039,3,100010,3,3,2,2,2,2,5,1,4,36,0.428523636,0,0,0,0,1,2,264,1 -2040,1,100006,1,6,1,1,2,4,1,1,3,20,13.1130522,0,0,0,0,1,2,344,1 -2041,4,100004,1,3,2,3,2,1,1,2,1,111,2.482836128,0,0,0,0,1,2,227,1 -2042,1,100007,3,7,3,2,10,4,3,3,4,407,1.036012643,0,0,0,0,1,3,488,2 -2043,3,100001,1,2,1,3,0,2,3,2,1,9,0.0,0,0,0,0,1,2,337,1 -2044,5,100020,2,4,2,1,6,1,5,4,4,26,1.261937496,0,0,0,0,0,0,374,1 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a/tests/data/fixtures/train_sample.csv +++ b/tests/data/fixtures/train_sample.csv @@ -1,7001 +1,7001 @@ -,day_of_week_num,company_id,company_size_cat,industry_cat,customer_tier_cat,region_cat,past_30d_tickets,past_90d_incidents,product_area_cat,booking_channel_cat,reported_by_role_cat,customers_affected,error_rate_pct,downtime_min,payment_impact_flag,security_incident_flag,data_loss_flag,has_runbook,customer_sentiment_cat,description_length,priority_cat -0,3,100015,1,7,1,3,2,0,3,1,1,2,5.451200538,6,0,0,0,0,2,227,1 -1,6,100023,1,5,1,1,2,3,5,3,3,24,2.495538315,2,0,0,0,0,2,461,1 -2,1,100012,1,4,1,3,3,1,6,3,2,1,3.328401754,0,0,0,0,1,3,306,1 -3,3,100003,1,7,2,1,2,2,5,3,4,25,2.931905845,16,0,0,0,1,2,363,2 -4,1,100019,1,2,2,1,5,1,5,1,1,28,3.255221823,6,0,0,0,0,2,442,1 -5,4,100022,2,3,3,2,3,3,1,2,1,74,0.538945288,13,0,0,0,1,2,349,2 -6,3,100011,1,4,1,3,0,0,3,2,1,17,1.60158398,5,0,0,0,1,2,187,1 -7,2,100008,1,7,1,3,1,3,1,1,4,10,2.789413784,0,0,0,0,1,2,299,1 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-1905,4,100010,3,3,2,1,3,4,6,3,2,479,0.628311002,0,0,0,0,1,3,459,2 -1906,5,100015,1,7,1,3,1,4,5,2,1,13,6.510829383,0,0,0,0,0,2,442,1 -1907,1,100021,2,2,2,2,3,1,6,4,1,1,6.431054638,10,0,0,0,0,2,248,1 -1908,1,100020,2,4,2,1,0,5,6,2,4,9,0.494383565,0,0,0,0,1,3,367,1 -1909,1,100022,2,3,3,2,3,3,5,4,4,20,2.669096877,11,0,0,0,1,2,426,2 -1910,2,100009,2,7,3,2,2,4,3,1,1,18,0.193337215,21,0,0,0,1,2,422,1 -1911,1,100009,2,7,3,2,3,2,3,2,3,16,1.269552897,0,0,0,0,1,3,238,1 -1912,1,100022,2,3,3,2,7,1,6,3,3,23,2.048732117,0,0,0,0,0,2,349,1 -1913,4,100025,2,3,2,2,1,1,1,2,1,159,3.649281377,0,0,0,0,1,2,384,2 -1914,3,100012,1,4,1,3,1,4,3,1,2,1,3.286881399,0,0,0,0,0,2,225,1 -1915,5,100002,3,1,3,1,10,1,6,4,3,990,4.979795857,0,0,0,0,1,1,566,3 -1916,3,100025,2,3,2,2,2,2,1,1,1,190,5.55417316,5,0,0,0,0,1,399,2 -1917,4,100009,2,7,3,2,2,2,3,2,1,17,14.91863507,16,0,0,0,1,2,183,2 -1918,5,100001,1,2,1,3,5,1,6,3,2,3,1.629065406,49,0,0,0,0,2,355,1 -1919,1,100015,1,7,1,3,3,2,5,2,4,2,0.188958502,0,0,0,0,1,2,164,1 -1920,4,100004,1,3,2,3,2,1,1,2,1,24,13.50204596,39,0,0,0,0,1,363,2 -1921,1,100004,1,3,2,3,5,0,1,2,1,26,7.06768234,1,0,0,0,1,2,367,1 -1922,4,100010,3,3,2,1,7,0,3,4,1,297,4.199921299,2,0,0,0,1,2,391,2 -1923,4,100016,2,2,1,3,2,2,5,1,2,4,1.980680646,14,0,0,0,1,2,384,1 -1924,1,100015,1,7,1,3,2,0,6,1,1,9,3.175048218,0,0,0,0,0,2,294,1 -1925,1,100019,1,2,2,1,2,2,2,2,5,1,3.55079373,11,0,0,0,0,2,294,1 -1926,2,100024,2,5,3,2,2,3,4,1,1,172,6.274808135,54,0,0,0,0,2,440,3 -1927,4,100021,2,2,2,2,3,0,3,3,4,32,2.113113948,16,0,0,0,1,2,293,2 -1928,5,100025,2,3,2,2,6,5,4,3,4,33,15.08956951,0,0,0,0,1,2,438,2 -1929,5,100019,1,2,2,1,2,1,3,1,3,29,1.12233504,6,0,0,0,1,1,298,1 -1930,2,100009,2,7,3,2,2,2,1,1,1,96,3.593215184,42,0,1,0,1,1,488,3 -1931,5,100002,3,1,3,1,7,4,1,3,1,1065,5.602726277,10,0,0,0,1,2,502,3 -1932,1,100001,1,2,1,3,1,3,2,3,3,17,3.267789511,116,0,0,0,1,1,281,2 -1933,4,100005,3,6,2,2,7,8,5,2,2,150,2.432404783,0,0,0,0,0,2,417,1 -1934,4,100018,3,3,2,1,4,0,6,3,2,492,11.03647674,0,0,0,0,1,2,584,2 -1935,1,100021,2,2,2,2,3,2,4,2,2,433,3.610901603,0,0,0,0,1,2,460,2 -1936,4,100010,3,3,2,1,7,3,5,4,3,43,1.313085346,0,0,0,0,1,1,432,1 -1937,2,100017,1,3,1,3,2,0,6,2,1,3,5.012643183,0,0,0,0,0,1,442,1 -1938,1,100022,2,3,3,2,6,0,5,2,3,14,2.436674365,11,0,0,0,1,2,352,1 -1939,4,100010,3,3,2,1,10,2,1,3,2,891,4.572508037,0,0,0,0,1,2,477,2 -1940,4,100016,2,2,1,3,6,0,1,3,2,163,1.540738921,0,0,0,0,0,1,495,2 -1941,3,100010,3,3,2,1,5,3,1,1,2,821,2.524533413,17,0,0,0,0,1,412,3 -1942,6,100016,2,2,1,3,2,1,2,1,2,8,4.566376155,0,0,0,0,1,2,310,1 -1943,2,100014,1,1,1,2,2,1,1,2,2,15,4.966832465,43,0,1,0,0,2,399,3 -1944,1,100016,2,2,1,3,0,1,5,4,1,52,2.104452737,11,0,0,0,0,2,352,2 -1945,4,100017,1,3,1,3,2,1,1,1,1,20,5.973772689,12,0,0,0,0,2,383,2 -1946,1,100005,3,6,2,1,7,0,3,4,1,482,4.799616272,0,0,0,0,0,1,634,2 -1947,2,100023,1,5,1,1,3,2,6,1,1,4,1.180176527,50,0,0,0,0,2,326,1 -1948,3,100002,3,1,3,1,11,2,6,3,1,201,4.041244559,15,0,0,0,1,2,293,3 -1949,2,100002,3,1,3,1,12,2,2,4,1,314,2.064662912,0,0,0,0,1,1,379,2 -1950,4,100016,2,2,1,3,0,2,5,1,2,8,0.493882578,0,0,0,0,0,2,277,1 -1951,4,100020,2,4,2,1,3,0,6,4,3,23,6.357030085,16,0,0,0,1,1,321,2 -1952,5,100016,2,2,1,3,5,4,1,3,2,22,2.425512908,0,0,0,0,0,2,264,1 -1953,2,100002,3,1,3,1,6,2,1,1,2,1188,4.578794171,19,0,0,0,1,1,451,3 -1954,4,100007,3,7,3,1,4,3,6,1,3,569,3.972364514,0,0,0,0,1,2,367,2 -1955,2,100024,2,5,3,2,9,2,5,1,2,19,3.977683593,0,0,0,0,1,3,436,1 -1956,5,100005,3,6,2,1,7,1,3,2,1,805,3.077860548,0,0,0,0,1,3,418,2 -1957,4,100005,3,6,2,2,3,2,6,3,3,192,1.876169082,10,0,0,0,1,2,375,2 -1958,1,100005,3,6,2,1,5,7,6,3,3,616,2.139867685,0,0,0,0,1,1,333,2 -1959,4,100021,2,2,2,2,2,0,6,2,1,105,1.638135572,0,0,0,0,1,2,434,1 -1960,1,100022,2,3,3,2,6,1,4,3,2,41,1.702769026,42,0,0,0,0,2,421,2 -1961,1,100007,3,7,3,2,6,2,1,4,2,360,1.903459613,0,0,0,0,0,2,390,2 -1962,1,100004,1,3,2,3,1,0,1,2,1,40,5.453012052,0,0,0,0,0,3,476,1 -1963,4,100021,2,2,2,2,2,1,4,2,3,56,1.873126121,0,0,0,0,1,2,433,1 -1964,6,100019,1,2,2,1,2,1,6,2,5,59,1.509590891,5,0,0,0,1,2,437,2 -1965,4,100010,3,3,2,2,5,1,2,1,3,376,0.524069866,0,0,0,0,1,2,294,1 -1966,3,100018,3,3,2,1,7,1,5,1,2,298,0.187159865,0,0,0,0,1,2,462,1 -1967,2,100004,1,3,2,3,3,2,1,2,1,24,6.093506916,28,0,0,0,0,1,429,2 -1968,5,100025,2,3,2,2,1,2,2,2,3,52,1.563821137,30,0,0,0,1,2,429,2 -1969,3,100010,3,3,2,2,7,3,4,2,3,321,6.343303043,18,0,0,0,0,2,315,3 -1970,1,100006,1,6,1,1,2,2,1,2,1,8,0.662192611,25,0,0,0,0,2,422,1 -1971,2,100006,1,6,1,1,0,2,3,3,4,3,8.38781516,12,0,0,0,0,2,333,1 -1972,4,100001,1,2,1,3,0,0,2,2,1,5,8.991129154,10,0,0,0,0,1,433,1 -1973,7,100013,2,7,2,3,0,0,5,2,4,14,0.701820348,0,0,0,0,1,2,237,1 -1974,2,100023,1,5,1,1,5,0,1,3,1,17,7.825599068,2,0,0,0,0,2,353,1 -1975,1,100005,3,6,2,2,10,1,6,1,2,239,7.935686523,0,0,0,0,0,3,385,2 -1976,5,100007,3,7,3,2,7,1,5,3,2,15,3.385500296,0,0,0,0,0,3,337,1 -1977,2,100025,2,3,2,2,2,0,4,3,2,100,4.260429467,0,0,0,0,0,3,302,2 -1978,1,100014,1,1,1,2,5,1,3,4,1,5,2.209085563,0,0,0,0,0,1,358,1 -1979,5,100001,1,2,1,3,4,4,1,3,1,6,7.491046551,74,0,0,0,0,1,308,2 -1980,7,100009,2,7,3,2,3,4,3,2,3,67,2.090220072,19,0,0,0,1,1,404,2 -1981,2,100013,2,7,2,3,0,2,3,3,2,30,1.897908755,20,0,0,0,0,2,330,2 -1982,1,100017,1,3,1,3,0,1,5,1,2,5,0.878924124,0,0,0,0,1,2,378,1 -1983,1,100013,2,7,2,3,5,5,6,1,4,18,2.017845618,9,0,0,0,0,2,361,1 -1984,4,100002,3,1,3,1,3,3,6,3,1,363,11.87687809,56,0,0,0,1,2,431,3 -1985,3,100007,3,7,3,1,11,2,6,1,4,92,10.36530845,10,0,0,0,1,2,399,3 -1986,5,100024,2,5,3,2,3,1,3,3,2,14,4.429228698,0,0,0,0,1,2,321,1 -1987,1,100011,1,4,1,3,3,0,5,1,3,4,5.795466077,0,0,0,0,0,2,430,1 -1988,4,100022,2,3,3,2,4,0,6,4,1,53,0.772124092,17,0,0,0,0,2,409,2 -1989,5,100002,3,1,3,1,8,2,2,3,2,808,2.887652108,11,1,0,0,1,1,383,3 -1990,5,100011,1,4,1,3,1,2,6,3,4,4,1.619458425,58,0,0,0,1,2,317,1 -1991,1,100010,3,3,2,1,8,2,6,4,2,449,2.974802791,15,0,0,0,1,2,427,2 -1992,3,100011,1,4,1,3,1,3,5,1,3,5,1.08286343,20,0,0,0,0,1,495,1 -1993,2,100017,1,3,1,3,4,0,3,2,3,2,3.398898784,55,0,0,0,0,2,176,1 -1994,1,100011,1,4,1,3,3,1,6,2,1,5,3.090214368,16,0,0,0,0,2,336,1 -1995,5,100024,2,5,3,2,3,4,4,1,1,32,14.03310487,0,0,0,0,1,2,348,2 -1996,3,100002,3,1,3,1,8,3,3,2,1,269,1.761424184,0,0,0,0,1,2,383,2 -1997,4,100022,2,3,3,2,4,2,4,2,2,51,5.222626984,33,0,0,0,1,2,436,2 -1998,4,100017,1,3,1,3,2,2,5,3,2,6,0.995947574,6,0,0,0,0,2,455,1 -1999,2,100002,3,1,3,3,9,2,5,2,2,392,0.779009392,0,0,0,0,1,1,252,2 -2000,2,100021,2,2,2,2,1,1,3,2,1,28,3.33779071,0,0,0,0,0,2,372,1 -2001,4,100025,2,3,2,2,5,2,1,3,1,254,11.00390361,0,0,0,0,1,2,552,2 -2002,6,100024,2,5,3,2,1,3,3,4,1,17,1.214797145,23,0,0,0,1,2,301,2 -2003,2,100003,1,7,2,1,5,1,6,2,2,10,0.377046384,0,0,0,0,1,2,290,1 -2004,2,100008,1,7,1,3,1,3,3,3,1,4,27.81181308,8,0,0,0,0,1,330,2 -2005,7,100023,1,5,1,1,6,2,1,1,2,6,10.0042551,37,0,0,0,1,2,399,2 -2006,2,100001,1,2,1,3,2,2,3,2,1,15,0.772303455,0,0,0,0,0,2,363,1 -2007,5,100024,2,5,3,2,2,0,4,3,3,70,15.70463996,0,0,0,0,0,3,442,2 -2008,7,100003,1,7,2,1,0,2,1,1,1,10,4.826359434,0,0,0,0,1,1,202,1 -2009,3,100015,1,7,1,3,1,0,3,3,3,8,5.303981963,0,0,1,0,1,1,383,1 -2010,1,100021,2,2,2,2,5,0,3,1,4,27,0.51322691,25,0,0,0,1,2,275,2 -2011,1,100007,3,7,3,1,4,3,1,3,2,369,1.037636471,9,0,0,0,1,2,332,3 -2012,3,100017,1,3,1,3,2,2,5,2,1,2,0.850339342,3,0,0,0,0,2,292,1 -2013,4,100007,3,7,3,2,11,5,6,1,1,43,3.97782201,0,0,0,0,1,2,418,1 -2014,5,100008,1,7,1,3,0,2,6,1,4,10,9.108254008,92,0,0,0,0,2,378,2 -2015,1,100021,2,2,2,2,4,1,6,2,1,67,8.174351644,18,0,0,0,1,2,539,2 -2016,7,100003,1,7,2,1,2,4,1,1,1,2,26.28629232,0,0,0,0,0,2,252,1 -2017,4,100010,3,3,2,1,4,2,5,3,1,204,0.544749685,25,0,0,1,1,2,418,2 -2018,4,100020,2,4,2,1,1,0,6,4,2,28,11.63774887,0,0,0,0,0,0,338,1 -2019,5,100018,3,3,2,1,8,6,2,1,2,601,1.547520584,20,0,0,0,0,1,605,3 -2020,2,100022,2,3,3,2,8,2,6,2,1,47,0.293494782,0,0,0,0,1,3,356,1 -2021,6,100021,2,2,2,2,3,1,3,1,1,66,14.6264161,9,0,0,0,0,2,376,2 -2022,3,100003,1,7,2,1,1,0,6,3,1,3,2.54208996,0,0,0,0,0,2,251,1 -2023,2,100004,1,3,2,3,4,0,2,2,1,3,0.64608526,0,1,0,0,0,2,308,1 -2024,5,100018,3,3,2,1,10,2,5,2,2,112,0.997972881,27,0,0,0,0,2,463,2 -2025,1,100011,1,4,1,3,5,0,6,3,4,0,4.351248137,12,0,0,0,0,1,293,1 -2026,2,100010,3,3,2,1,6,0,5,3,2,296,0.538304684,0,0,0,0,1,2,426,1 -2027,1,100001,1,2,1,3,4,0,5,1,3,1,1.099206892,0,0,0,0,0,2,289,1 -2028,5,100002,3,1,3,1,9,6,1,3,1,566,7.52674652,0,0,0,0,1,1,548,3 -2029,3,100015,1,7,1,3,1,2,5,1,2,16,0.594656979,0,0,0,0,0,1,331,1 -2030,5,100005,3,6,2,1,6,1,6,2,2,646,4.193418604,21,0,0,0,1,2,421,3 -2031,3,100002,3,1,3,3,5,4,2,1,1,716,2.995344577,0,0,0,0,1,2,411,2 -2032,1,100025,2,3,2,2,3,0,2,1,5,58,1.684080941,27,0,0,0,0,2,376,2 -2033,2,100018,3,3,2,2,9,4,3,1,1,1555,0.0,0,0,0,0,0,2,465,2 -2034,2,100009,2,7,3,2,1,2,3,1,1,60,0.950753407,0,0,0,0,1,2,370,1 -2035,2,100013,2,7,2,3,6,3,1,2,2,67,2.565959602,0,0,0,0,1,3,361,1 -2036,2,100010,3,3,2,1,6,3,3,4,3,32,5.246211787,0,0,0,0,1,0,382,1 -2037,4,100006,1,6,1,1,6,2,3,1,4,1,5.106439692,0,0,0,0,1,2,267,1 -2038,2,100001,1,2,1,3,2,1,5,1,3,1,1.215979804,0,0,0,0,0,1,178,1 -2039,3,100016,2,2,1,3,5,2,3,2,2,78,5.810540382,44,0,0,0,0,1,375,2 -2040,3,100018,3,3,2,1,8,2,4,3,1,471,14.78021008,61,0,0,0,1,1,381,3 -2041,1,100011,1,4,1,3,6,1,3,1,4,2,2.851881139,9,0,0,0,0,2,360,1 -2042,4,100007,3,7,3,2,3,2,5,3,3,174,2.112547476,5,0,0,0,1,1,502,2 -2043,2,100008,1,7,1,3,1,0,1,3,1,2,17.40090946,1,0,0,0,1,2,356,1 -2044,3,100012,1,4,1,3,2,2,5,2,1,2,2.092097431,27,0,0,0,0,2,307,1 -2045,5,100002,3,1,3,3,8,3,6,4,5,2822,4.521674985,0,0,0,0,0,1,590,3 -2046,5,100018,3,3,2,1,5,2,2,3,1,590,0.879342466,0,0,0,0,0,2,490,2 -2047,5,100004,1,3,2,3,1,1,1,4,2,13,3.652167338,0,0,0,0,0,3,293,1 -2048,2,100013,2,7,2,3,3,1,6,1,3,82,6.064496153,0,0,0,0,1,2,143,1 -2049,3,100021,2,2,2,2,5,3,3,1,3,63,5.53162437,0,0,0,0,0,2,441,1 -2050,5,100010,3,3,2,1,2,3,1,3,1,497,7.125084003,0,0,0,0,0,2,391,2 -2051,2,100002,3,1,3,1,10,0,3,1,1,536,2.541379633,11,0,0,0,1,2,511,3 -2052,2,100024,2,5,3,2,0,2,6,1,1,63,1.414297833,58,0,0,0,0,2,438,2 -2053,3,100020,2,4,2,1,1,2,1,3,4,61,6.667981764,0,0,0,0,1,2,352,1 -2054,2,100012,1,4,1,3,3,1,3,2,2,4,10.85104412,0,0,0,0,0,2,509,1 -2055,3,100015,1,7,1,3,1,0,3,1,3,9,4.926976259,18,0,0,0,0,2,285,2 -2056,1,100023,1,5,1,1,2,2,1,1,1,0,1.039182869,72,0,0,0,0,2,320,1 -2057,5,100009,2,7,3,2,3,2,3,1,1,38,5.053313644,0,0,0,0,1,2,355,1 -2058,1,100009,2,7,3,2,2,2,5,3,3,16,2.303155979,0,0,0,0,0,2,222,1 -2059,3,100021,2,2,2,2,2,1,3,4,4,69,2.812496585,4,0,0,0,1,2,300,2 -2060,3,100021,2,2,2,2,0,5,4,2,4,24,1.549246798,0,0,0,0,0,2,299,1 -2061,2,100016,2,2,1,3,3,3,6,3,2,40,8.890959705,0,0,0,0,0,2,439,1 -2062,2,100020,2,4,2,1,2,1,3,2,5,32,4.643171554,10,0,0,0,0,1,403,2 -2063,4,100006,1,6,1,1,2,1,6,1,2,2,9.249983833,40,0,0,0,0,2,470,2 -2064,4,100022,2,3,3,2,1,1,3,1,2,14,10.01745662,0,0,0,0,1,1,302,1 -2065,5,100018,3,3,2,2,8,3,1,2,2,76,10.3362279,30,0,0,0,0,3,486,3 -2066,5,100005,3,6,2,1,5,0,5,4,2,225,3.305745286,0,0,0,0,1,2,514,1 -2067,2,100019,1,2,2,1,3,1,3,1,3,7,6.150825258,0,0,0,0,0,2,292,1 -2068,4,100005,3,6,2,1,5,1,4,1,5,306,5.97623156,0,0,0,0,1,2,435,2 -2069,2,100013,2,7,2,3,2,0,3,2,4,105,2.233189438,0,0,0,0,1,1,345,1 -2070,4,100006,1,6,1,1,1,0,5,1,3,2,4.59926574,5,0,0,0,1,2,399,1 -2071,2,100002,3,1,3,1,5,4,2,3,1,2591,0.0,0,0,0,0,1,2,535,2 -2072,5,100014,1,1,1,2,3,4,6,3,4,11,6.11066739,3,0,0,0,0,2,310,1 -2073,3,100016,2,2,1,3,4,3,6,3,2,23,3.563819898,34,0,0,0,0,2,431,2 -2074,1,100016,2,2,1,3,5,0,3,2,4,0,3.537376626,21,0,0,0,0,2,270,1 -2075,1,100008,1,7,1,3,0,2,3,1,2,4,4.181072794,17,0,0,0,1,2,210,1 -2076,2,100006,1,6,1,1,1,0,6,2,1,5,0.515917961,52,0,0,0,0,2,316,1 -2077,3,100007,3,7,3,1,12,1,3,2,1,1528,2.936524614,6,0,0,0,1,1,463,3 -2078,2,100010,3,3,2,1,5,3,4,4,1,424,11.54141312,17,0,0,0,1,3,439,3 -2079,2,100007,3,7,3,2,9,7,5,4,1,126,2.095286415,0,0,0,0,0,1,481,2 -2080,1,100015,1,7,1,3,2,3,1,1,1,40,3.835405766,0,0,0,0,0,3,389,1 -2081,5,100020,2,4,2,1,1,1,2,3,4,0,2.448094928,0,1,0,0,0,2,211,1 -2082,4,100016,2,2,1,3,1,1,3,2,4,22,0.972037208,34,0,0,0,1,2,363,2 -2083,3,100002,3,1,3,1,5,1,3,1,1,702,0.57268444,9,0,0,0,1,2,432,3 -2084,4,100018,3,3,2,1,5,2,1,4,1,1022,0.215078039,0,0,0,0,0,1,531,2 -2085,2,100007,3,7,3,1,1,3,5,2,1,26,2.294956393,0,0,0,0,0,1,447,1 -2086,1,100007,3,7,3,2,10,2,1,4,4,1639,12.13898945,61,0,0,0,1,2,580,3 -2087,4,100001,1,2,1,3,2,1,6,1,1,4,5.670780006,0,0,0,0,0,2,250,1 -2088,5,100025,2,3,2,2,10,2,6,4,3,47,12.36933963,37,0,0,0,1,1,326,2 -2089,3,100018,3,3,2,1,4,3,4,1,2,212,6.605344603,28,0,0,0,0,2,403,3 -2090,1,100015,1,7,1,3,3,0,3,1,3,4,4.801358507,11,0,0,0,0,2,366,1 -2091,1,100020,2,4,2,1,1,2,3,3,1,41,2.757944914,20,0,0,0,0,2,342,2 -2092,3,100014,1,1,1,2,0,0,2,2,1,26,5.198133902,0,0,0,0,0,1,290,1 -2093,3,100011,1,4,1,3,1,1,3,1,1,5,4.533507359,23,0,0,0,1,2,168,1 -2094,2,100025,2,3,2,2,1,3,2,4,2,129,1.586670095,26,0,0,0,1,3,578,2 -2095,1,100006,1,6,1,1,4,2,1,2,1,5,5.348263576,48,0,0,0,0,2,368,2 -2096,4,100001,1,2,1,3,6,0,1,2,1,13,4.472573873,0,0,0,0,1,2,365,1 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+3,100007,3,7,3,1,7,2,5,4,3,72,2.830952752,20,0,0,0,0,3,393,2 +3,100010,3,3,2,1,7,1,5,3,1,194,0.964903607,0,0,0,0,1,3,414,1 +5,100024,2,5,3,2,6,1,4,1,3,32,1.474583682,25,0,0,0,1,2,420,2 +4,100025,2,3,2,2,2,0,2,2,2,38,2.665301002,29,0,0,0,1,2,343,2 +2,100023,1,5,1,1,1,0,6,1,1,3,2.107983223,44,0,0,0,1,2,318,1 +5,100025,2,3,2,2,3,3,5,1,1,28,2.237267601,0,0,0,0,0,2,335,1 +3,100021,2,2,2,2,2,1,1,2,5,90,2.003967395,0,0,0,0,0,1,389,2 From be366598f92eb3ca2ade1b8fecbcae0f3c3269d5 Mon Sep 17 00:00:00 2001 From: KnightKotOR Date: Sun, 28 Jun 2026 14:40:45 +0300 Subject: [PATCH 7/8] test: added tests for models and optuna objective ops: implemented CI for tests --- .github/workflows/ci.yml | 34 +- .gitignore | 20 +- pyproject.toml | 22 + tests/conftest.py | 38 +- tests/create_fixtures.ipynb | 418 +- tests/data/fixtures/test_sample.csv | 6000 +++++------ tests/data/fixtures/train_sample.csv | 14000 ++++++++++++------------- tests/data/test_schema.py | 24 +- tests/models/test_invariants.py | 28 + tests/models/test_metrics.py | 20 + tests/models/test_objectives.py | 42 + 11 files changed, 10202 insertions(+), 10444 deletions(-) create mode 100644 tests/models/test_invariants.py create mode 100644 tests/models/test_metrics.py create mode 100644 tests/models/test_objectives.py diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 2c50d10..44bc315 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -32,4 +32,36 @@ jobs: run: uv run ruff check . - name: Ruff format check - run: uv run ruff format --check . \ No newline at end of file + run: uv run ruff format --check . + + test: + name: pytest (Python ${{ matrix.python-version }}) + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + python-version: ["3.10", "3.11", "3.12"] + steps: + - uses: actions/checkout@v4 + + - name: Install uv + uses: astral-sh/setup-uv@08807647e7069bb48b6ef5acd8ec9567f424441b # v8.1.0 + with: + enable-cache: true + cache-dependency-glob: "uv.lock" + + - name: Set up Python ${{ matrix.python-version }} + run: uv python install ${{ matrix.python-version }} + + - name: Install dependencies + run: uv sync --locked --all-extras --dev + + - name: Run tests + run: uv run pytest -n auto + + - name: Upload coverage to Codecov + if: matrix.python-version == '3.10' + uses: codecov/codecov-action@v4 + with: + files: ./coverage.xml + fail_ci_if_error: false \ No newline at end of file diff --git a/.gitignore b/.gitignore index 9dfff6a..6b8d34e 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,22 @@ +# data /data/ +db.sqlite3 + +# python and venvs __pycache__ .python-version .venv -db.sqlite3 -.ruff_cache \ No newline at end of file + + +# pytest +.pytest_cache/ + + +# Coverage +.coverage +.coverage.* +coverage.xml +htmlcov/ + +# Ruff +.ruff_cache/ \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index e729dd4..875aac4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -45,3 +45,25 @@ ignore = ["E501","N803", "N806"] # E501: длина строки — на ус [tool.ruff.format] quote-style = "double" indent-style = "space" + +[tool.pytest.ini_options] +minversion = "9.1.1" +testpaths = ["tests"] +pythonpath = ["."] +addopts = [ + "-ra", + "--strict-markers", + "--strict-config", + "--cov=src", + "--cov-report=term-missing", + "--cov-report=xml", + "--cov-fail-under=60", + "-p no:cacheprovider", +] +markers = [ + "smoke: быстрые проверки импорта и структуры", + "data: тесты схемы и распределения данных", + "model: тесты качества модели и метрик", + "invariant: инвариантные тесты (свойства, которые всегда выполняются)", + "slow: долгие тесты", +] diff --git a/tests/conftest.py b/tests/conftest.py index c333071..64183cc 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -5,12 +5,12 @@ import pandas as pd import pytest -FIXTURES_DIR = Path("./data/fixtures/") +FIXTURES_DIR = Path(__file__).resolve().parent / "data" / "fixtures" EXPECTED_FEATURES = [ "day_of_week_num", "company_id", - "company_size", + "company_size_cat", "industry_cat", "customer_tier_cat", "region_cat", @@ -28,7 +28,6 @@ "has_runbook", "customer_sentiment_cat", "description_length", - "priority_cat", ] TARGET = "priority_cat" @@ -38,6 +37,7 @@ def sample_train() -> pd.DataFrame: """Маленький обучающий набор.""" return pd.read_csv(FIXTURES_DIR / "train_sample.csv") + @pytest.fixture(scope="session") def sample_test() -> pd.DataFrame: """Маленький набор для быстрых тестов.""" @@ -52,8 +52,8 @@ def trained_dummy_model(sample_train): X = sample_train[EXPECTED_FEATURES] y = sample_train[TARGET] model = XGBClassifier( - n_estimators=20, - max_depth=3, + n_estimators=400, + max_depth=4, learning_rate=0.1, n_jobs=1, random_state=42, @@ -69,26 +69,26 @@ def high_priority_ticket() -> pd.DataFrame: return pd.DataFrame( [ { - "day_of_week_num": 2, - "company_id": 100020, + "day_of_week_num": 1, + "company_id": 100016, "company_size_cat": 2, - "industry_cat": 4, - "customer_tier_cat": 2, - "region_cat": 1, - "past_30d_tickets": 2, - "past_90d_incidents": 2, - "product_area_cat": 3, + "industry_cat": 2, + "customer_tier_cat": 1, + "region_cat": 3, + "past_30d_tickets": 3, + "past_90d_incidents": 0, + "product_area_cat": 4, "booking_channel_cat": 2, - "reported_by_role_cat": 2, - "customers_affected": 57, - "error_rate_pct": 3.365603691, - "downtime_min": 23, + "reported_by_role_cat": 1, + "customers_affected": 263, + "error_rate_pct": 4.09376478, + "downtime_min": 37, "payment_impact_flag": 0, "security_incident_flag": 0, "data_loss_flag": 0, "has_runbook": 1, - "customer_sentiment_cat": 2, - "description_length": 374, + "customer_sentiment_cat": 1, + "description_length": 507, "priority_cat": 2, } ] diff --git a/tests/create_fixtures.ipynb b/tests/create_fixtures.ipynb index 59f3aea..aa55451 100644 --- a/tests/create_fixtures.ipynb +++ b/tests/create_fixtures.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "id": "c253d293", "metadata": {}, "outputs": [], @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "760026de", "metadata": {}, "outputs": [], @@ -33,13 +33,14 @@ "df = pd.read_csv(dataset_path, nrows=7000)\n", "df = df.select_dtypes(include=[\"number\"])\n", "df.drop(columns=[\"ticket_id\", \"org_users\"], inplace=True)\n", + "df[\"priority_cat\"] = df[\"priority_cat\"].astype(int) - 1\n", "\n", "df.to_csv(train_fixture_path, index=False)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "de195f72", "metadata": {}, "outputs": [], @@ -49,419 +50,10 @@ "test_df = pd.read_csv(dataset_path, nrows=3000, skiprows=lambda x: x in range(1, 7001))\n", "test_df = test_df.select_dtypes(include=[\"number\"])\n", "test_df.drop(columns=[\"ticket_id\", \"org_users\"], inplace=True)\n", + "test_df[\"priority_cat\"] = test_df[\"priority_cat\"].astype(int) - 1\n", "\n", "test_df.to_csv(test_fixture_path, index=False)" ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "1a936f08", - "metadata": {}, - "outputs": [], - "source": [ - "from pathlib import Path\n", - "\n", - "import pandas as pd\n", - "\n", - "path = Path(\"./data/fixtures/test_sample.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "912a16f7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Unnamed: 0day_of_week_numcompany_idcompany_size_catindustry_catcustomer_tier_catregion_catpast_30d_ticketspast_90d_incidentsproduct_area_cat...customers_affectederror_rate_pctdowntime_minpayment_impact_flagsecurity_incident_flagdata_loss_flaghas_runbookcustomer_sentiment_catdescription_lengthpriority_cat
0051000202421116...825.7318900000104302
1151000053621956...350.50930713000122371
2241000103322615...722.81528718000124682
3321000202421223...573.36560423000123742
4441000162213223...401.3112300000122121
..................................................................
2995299511000073732615...1320.6831840000133261
2996299621000141112516...113.26625927000032152
2997299711000011213023...41.65781916000022301
2998299831000242532541...842.8594010000014162
2999299951000011213212...314.2687240000123001
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b/tests/data/fixtures/test_sample.csv index 14a8a97..2f1f4fa 100644 --- a/tests/data/fixtures/test_sample.csv +++ b/tests/data/fixtures/test_sample.csv @@ -1,3001 +1,3001 @@ day_of_week_num,company_id,company_size_cat,industry_cat,customer_tier_cat,region_cat,past_30d_tickets,past_90d_incidents,product_area_cat,booking_channel_cat,reported_by_role_cat,customers_affected,error_rate_pct,downtime_min,payment_impact_flag,security_incident_flag,data_loss_flag,has_runbook,customer_sentiment_cat,description_length,priority_cat -5,100020,2,4,2,1,1,1,6,4,5,82,5.731889988,0,0,0,0,1,0,430,2 -5,100005,3,6,2,1,9,5,6,2,1,35,0.509306875,13,0,0,0,1,2,237,1 -4,100010,3,3,2,2,6,1,5,4,1,72,2.815287221,18,0,0,0,1,2,468,2 -2,100020,2,4,2,1,2,2,3,2,2,57,3.365603691,23,0,0,0,1,2,374,2 -4,100016,2,2,1,3,2,2,3,2,3,40,1.311230132,0,0,0,0,1,2,212,1 -5,100023,1,5,1,1,0,1,3,1,1,5,8.695572511,0,0,0,0,0,2,339,1 -3,100005,3,6,2,1,2,0,5,1,5,100,0.841836023,17,0,0,0,1,1,202,2 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day_of_week_num,company_id,company_size_cat,industry_cat,customer_tier_cat,region_cat,past_30d_tickets,past_90d_incidents,product_area_cat,booking_channel_cat,reported_by_role_cat,customers_affected,error_rate_pct,downtime_min,payment_impact_flag,security_incident_flag,data_loss_flag,has_runbook,customer_sentiment_cat,description_length,priority_cat -3,100015,1,7,1,3,2,0,3,1,1,2,5.451200538,6,0,0,0,0,2,227,1 -6,100023,1,5,1,1,2,3,5,3,3,24,2.495538315,2,0,0,0,0,2,461,1 -1,100012,1,4,1,3,3,1,6,3,2,1,3.328401754,0,0,0,0,1,3,306,1 -3,100003,1,7,2,1,2,2,5,3,4,25,2.931905845,16,0,0,0,1,2,363,2 -1,100019,1,2,2,1,5,1,5,1,1,28,3.255221823,6,0,0,0,0,2,442,1 -4,100022,2,3,3,2,3,3,1,2,1,74,0.538945288,13,0,0,0,1,2,349,2 -3,100011,1,4,1,3,0,0,3,2,1,17,1.60158398,5,0,0,0,1,2,187,1 -2,100008,1,7,1,3,1,3,1,1,4,10,2.789413784,0,0,0,0,1,2,299,1 -1,100007,3,7,3,1,6,2,5,3,4,171,0.973382072,3,0,0,0,0,2,432,2 -3,100013,2,7,2,3,1,1,2,3,1,62,2.931220426,0,0,0,0,0,2,243,1 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+3,100010,3,3,2,1,7,1,5,3,1,194,0.964903607,0,0,0,0,1,3,414,0 +5,100024,2,5,3,2,6,1,4,1,3,32,1.474583682,25,0,0,0,1,2,420,1 +4,100025,2,3,2,2,2,0,2,2,2,38,2.665301002,29,0,0,0,1,2,343,1 +2,100023,1,5,1,1,1,0,6,1,1,3,2.107983223,44,0,0,0,1,2,318,0 +5,100025,2,3,2,2,3,3,5,1,1,28,2.237267601,0,0,0,0,0,2,335,0 +3,100021,2,2,2,2,2,1,1,2,5,90,2.003967395,0,0,0,0,0,1,389,1 diff --git a/tests/data/test_schema.py b/tests/data/test_schema.py index 9498837..f53b406 100644 --- a/tests/data/test_schema.py +++ b/tests/data/test_schema.py @@ -8,7 +8,8 @@ { "day_of_week_num": Column(int, checks=Check.isin([1, 2, 3, 4, 5, 6, 7])), "company_id": Column(int, checks=Check.ge(10000)), - "industry_cat": Column(int, checks=Check.isin([0, 1, 2])), + "company_size_cat": Column(int, checks=Check.ge(1)), + "industry_cat": Column(int, checks=Check.ge(1)), "customer_tier_cat": Column(int, checks=Check.isin([1, 2, 3, 4, 5, 6, 7])), "region_cat": Column(int, checks=Check.isin([1, 2, 3])), "past_30d_tickets": Column(int, checks=Check.ge(0)), @@ -33,14 +34,19 @@ @pytest.mark.data -def test_schema(sample_dataset): - SCHEMA.validate(sample_dataset) +def train_schema(sample_train): + SCHEMA.validate(sample_train) @pytest.mark.data -def test_class_balance_within_bounds(sample_dataset): - """README: Low ~50%, Medium ~35%, High ~15%.""" - counts = sample_dataset["priority"].value_counts(normalize=True) - assert 0.40 < counts["Low"] < 0.60 - assert 0.25 < counts["Medium"] < 0.45 - assert 0.05 < counts["High"] < 0.25 +def test_schema(sample_test): + SCHEMA.validate(sample_test) + + +@pytest.mark.data +def test_class_balance_within_bounds(sample_train): + """README: Low(0) ~50%, Medium(1) ~35%, High(2) ~15%.""" + counts = sample_train["priority_cat"].value_counts(normalize=True) + assert 0.40 < counts[0] < 0.60 + assert 0.25 < counts[1] < 0.45 + assert 0.05 < counts[2] < 0.25 diff --git a/tests/models/test_invariants.py b/tests/models/test_invariants.py new file mode 100644 index 0000000..d648d89 --- /dev/null +++ b/tests/models/test_invariants.py @@ -0,0 +1,28 @@ +import numpy as np +import pytest + + +@pytest.mark.invariant +def test_prediction_labels_in_valid_set(trained_dummy_model, sample_test): + X = sample_test.drop(columns=["priority_cat"]) + preds = trained_dummy_model.predict(X) + assert set(np.unique(preds)).issubset({0, 1, 2}) + + +@pytest.mark.invariant +def test_critical_incident_never_low(trained_dummy_model, sample_test): + """Тикет с is_critical_incident=1 не может быть Low.""" + critical = sample_test[sample_test["priority_cat"] == 2] + if critical.empty: + pytest.skip("Нет критичных инцидентов в выборке") + preds = trained_dummy_model.predict(critical.drop(columns=["priority_cat"])) + assert 0 not in preds, "Критичный инцидент предсказан как Low" + + +@pytest.mark.invariant +def test_model_deterministic(trained_dummy_model, sample_test): + """Повторный предикт даёт тот же результат.""" + X = sample_test.drop(columns=["priority_cat"]) + p1 = trained_dummy_model.predict(X) + p2 = trained_dummy_model.predict(X) + np.testing.assert_array_equal(p1, p2) diff --git a/tests/models/test_metrics.py b/tests/models/test_metrics.py new file mode 100644 index 0000000..429c705 --- /dev/null +++ b/tests/models/test_metrics.py @@ -0,0 +1,20 @@ +import pytest +from sklearn.metrics import confusion_matrix, f1_score + + +@pytest.mark.model +def test_f1_macro_above_threshold(trained_dummy_model, sample_test): + X, y_true = sample_test.drop(columns=["priority_cat"]), sample_test["priority_cat"] + y_pred = trained_dummy_model.predict(X) + f1 = f1_score(y_true, y_pred, average="macro") + assert f1 >= 0.85, f"F1-macro упал ниже порога: {f1:.4f}" + + +@pytest.mark.model +def test_no_high_to_low_misclassification(trained_dummy_model, sample_test): + """Бизнес-требование: нет High → Low.""" + X, y_true = sample_test.drop(columns=["priority_cat"]), sample_test["priority_cat"] + y_pred = trained_dummy_model.predict(X) + cm = confusion_matrix(y_true, y_pred, labels=[0, 1, 2]) + # cm[i, j] - true=i, pred=j. High=3, Low=1 → cm[2,0] должно быть 0 + assert cm[2, 0] == 0, "Критическая ошибка: High-тикет классифицирован как Low" diff --git a/tests/models/test_objectives.py b/tests/models/test_objectives.py new file mode 100644 index 0000000..d1b915f --- /dev/null +++ b/tests/models/test_objectives.py @@ -0,0 +1,42 @@ +import pytest +from optuna import create_study +from optuna.samplers import TPESampler + +from src.optuna_search import Objective + + +@pytest.fixture +def small_objective(sample_train, sample_test): + X = sample_train.drop(columns=["priority_cat"]) + y = sample_train["priority_cat"] + X_val = sample_test.drop(columns=["priority_cat"]) + y_val = sample_test["priority_cat"] + return Objective(X, y, X_val, y_val, "XGBClassifier") + + +@pytest.mark.model +def test_objective_returns_float(small_objective): + study = create_study(direction="maximize", sampler=TPESampler(seed=42)) + study.optimize(small_objective, n_trials=5) + assert isinstance(study.best_value, float) + assert study.best_value <= 1.0 + + +@pytest.mark.model +def test_objective_raises_on_unknown_model(sample_train): + X = sample_train.drop(columns=["priority_cat"]) + y = sample_train["priority_cat"] + obj = Objective(X, y, X_val=X.head(1), y_val=y.head(1), model_name="UnknownModel") + with pytest.raises(ValueError, match="Unknown model"): + obj.__call__( + type( + "T", + (), + { + "suggest_float": lambda *a, **k: 0.1, + "suggest_int": lambda *a, **k: 1, + "suggest_categorical": lambda *a, **k: "l2", + "number": 0, + }, + )() + ) From 2df148f35ceebb800ca34e6ca5c9eba0f6d33536 Mon Sep 17 00:00:00 2001 From: KnightKotOR Date: Sun, 28 Jun 2026 14:54:09 +0300 Subject: [PATCH 8/8] docs: updated readme with pictures --- README.md | 40 +++++++++++++++++++++++----- assets/confusion_matrix_xgboost.png | Bin 0 -> 13681 bytes assets/shap.png | Bin 0 -> 63410 bytes 3 files changed, 33 insertions(+), 7 deletions(-) create mode 100644 assets/confusion_matrix_xgboost.png create mode 100644 assets/shap.png diff --git a/README.md b/README.md index e93a47a..2dbb324 100644 --- a/README.md +++ b/README.md @@ -1,17 +1,26 @@ +# Классификация приоритета обращений + +Автоматизация процесса приоритизации инцидентов для IT-сервис-деска с использованием методов машинного обучения. + [![License](https://img.shields.io/github/license/yrmint/ml-app-arch)](#) [![Python](https://img.shields.io/badge/Python-3.10%2B-3776AB?logo=python&logoColor=white)](#) + +[![Pandas](https://img.shields.io/badge/Pandas-150458?logo=pandas&logoColor=white)](#) +[![NumPy](https://img.shields.io/badge/NumPy-013243?logo=numpy&logoColor=white)](#) + [![Scikit-learn](https://img.shields.io/badge/Scikit--learn-F7931E?logo=scikit-learn&logoColor=white)](#) +[![XGBoost](https://img.shields.io/badge/XGBoost-EB5424?logo=xgboost&logoColor=white)](#) [![Optuna](https://img.shields.io/badge/Optuna-002C76?logo=optuna&logoColor=white)](#) +[![SHAP](https://img.shields.io/badge/SHAP-1D4ED8?logo=shap&logoColor=white)](#) +[![Git](https://img.shields.io/badge/Git-F05032?logo=git&logoColor=fff)](#) +[![GitHub Actions](https://img.shields.io/badge/GitHub_Actions-2088FF?logo=github-actions&logoColor=white)](#) +[![Pytest](https://img.shields.io/badge/Pytest-fff?logo=pytest&logoColor=000)](#) [![uv](https://img.shields.io/badge/uv-Lightning_Fast-261230?logo=python&logoColor=white)](#) -# Классификация приоритета обращений - -Автоматизация процесса приоритизации инцидентов для IT-сервис-деска с использованием методов машинного обучения. - ## Обзор проекта Проект предназначен для автоматического назначения приоритета (Low, Medium, High) входящим тикетам на основе их характеристик @@ -33,7 +42,7 @@ ### 1. Предобработка и EDA Проведен разведочный анализ данных: выявлены асимметрии в распределениях и скоррелированные признаки. -- Мультиколлинеарность: удален признак org_users (corr = 0.89 с company_size_cat) для повышения устойчивости моделей. +- Мультиколлинеарность: удален признак org_users (corr = 0.94 с company_size_cat) для повышения устойчивости моделей. - Удалены неинформативные идентификаторы (ID). - Разделение данных выполнено с использованием stratify для сохранения баланса классов в выборках (Train 70% / Val 15% / Test 15%). @@ -43,13 +52,16 @@ - RandomForestClassifier - HistGradientBoostingClassifier - XGBClassifier + Оптимизация гиперпараметров проводилась с помощью Optuna (50 trials) с кросс-валидацией. Целевой метрикой для оптимизации была выбрана F1-macro, так как она объективно оценивает качество работы с миноритарным классом (High priority). ### 3. Оценка и интерпретация - Лучшая модель - XGBoostClassifier: - F1-Score (macro) = 0.98 - Анализ матрицы ошибок (Confusion Matrix) показал, что модель успешно справляется с минимизацией бизнес-рисков — критические инциденты (High) никогда не классифицируются как низкоприоритетные (Low). +![alt text](./assets/confusion_matrix_xgboost.png) - Для объяснения логики модели применен метод SHAP. Анализ показал, что модель опирается в первую очередь на измеримые последствия инцидента (customers_affected, downtime_min, error_rate_pct), а фоновые характеристики выступают как уточняющие сигналы. Это полностью согласуется с реальной бизнес-логикой. +![alt text](./assets/shap.png) ## Установка и запуск @@ -69,13 +81,27 @@ uv python install 3.10 ``` ```commandline -uv sync +uv sync --all-extras --dev ``` ### 3. Обучение и инференс модели [support_tickets.ipynb](src/support_tickets.ipynb) +### 4. Тестирование + +Ruff (linter and formatting): +```commandline +uv run ruff check . --fix +``` +```commandline +uv run ruff format . +``` +Pytests: +``` +uv run pytest -n auto +``` + ## Идея для развития проекта: Создать искусственный поток данных на основе датасета, который бы проходил через обработку (ETL), и подавался в контейнезированную ML-систему с airflow+spark+mlflow+rabbitmq/kafka @@ -136,6 +162,6 @@ uv sync - Измерить задержки ETL и инференса. - Оценить масштабируемость решения. -## Итоговый результат +### Итоговый результат Контейнеризированная потоковая MLOps-платформа, демонстрирующая полный цикл: Генерация данных → Kafka/RabbitMQ → Spark ETL → Feature Engineering → Обучение XGBoost → MLflow Registry → API инференса → Мониторинг и обучение. diff --git a/assets/confusion_matrix_xgboost.png b/assets/confusion_matrix_xgboost.png new file mode 100644 index 0000000000000000000000000000000000000000..b7593dc7324b7d4aa0458054743b5c7099462607 GIT binary patch literal 13681 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