From f0fdb4ebb5318aed8dda8c3e0ca3936a2ac3bc2b Mon Sep 17 00:00:00 2001 From: GitHub Actions Bot Date: Fri, 15 Mar 2024 10:00:56 +0000 Subject: [PATCH] Update appli15 --- .github/workflows/prod.yaml | 26 + .github/workflows/test.yaml | 26 + .gitignore | 4 + Dockerfile | 11 + README.md | 16 + data.csv | 892 ------------ install.sh | 9 + main.py | 71 + titanic.ipynb => notebooks/titanic.ipynb | 0 requirements.txt | 3 + src/models/train_evaluate.py | 18 + src/pipeline/build_pipeline.py | 106 ++ test.csv | 181 --- titanic.py | 113 -- train.csv | 1603 ---------------------- 15 files changed, 290 insertions(+), 2789 deletions(-) create mode 100644 .github/workflows/prod.yaml create mode 100644 .github/workflows/test.yaml create mode 100644 .gitignore create mode 100644 Dockerfile create mode 100644 README.md delete mode 100644 data.csv create mode 100644 install.sh create mode 100644 main.py rename titanic.ipynb => notebooks/titanic.ipynb (100%) create mode 100644 requirements.txt create mode 100644 src/models/train_evaluate.py create mode 100644 src/pipeline/build_pipeline.py delete mode 100644 test.csv delete mode 100644 titanic.py delete mode 100644 train.csv diff --git a/.github/workflows/prod.yaml b/.github/workflows/prod.yaml new file mode 100644 index 0000000..d89e988 --- /dev/null +++ b/.github/workflows/prod.yaml @@ -0,0 +1,26 @@ +name: Construction image Docker + +on: [push] + +jobs: + docker: + runs-on: ubuntu-latest + steps: + - + name: Set up QEMU + uses: docker/setup-qemu-action@v3 + - + name: Set up Docker Buildx + uses: docker/setup-buildx-action@v3 + - + name: Login to Docker Hub + uses: docker/login-action@v3 + with: + username: ${{ secrets.DOCKERHUB_USERNAME }} + password: ${{ secrets.DOCKERHUB_TOKEN }} + - + name: Build and push + uses: docker/build-push-action@v5 + with: + push: true + tags: linogaliana/application-correction:latest \ No newline at end of file diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml new file mode 100644 index 0000000..c427142 --- /dev/null +++ b/.github/workflows/test.yaml @@ -0,0 +1,26 @@ +name: Python package + +on: [push] + +jobs: + build: + + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v4 + with: + # latest python minor + python-version: '3.x' + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install -r requirements.txt + pip install pylint + - name: Lint + run: | + pylint src --fail-under=6 + - name: Test Python code + run: python main.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..3f342a5 --- /dev/null +++ b/.gitignore @@ -0,0 +1,4 @@ +config.yaml +__pycache__/ +data/ +titanic/ \ No newline at end of file diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..25c9385 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,11 @@ +FROM ubuntu:22.04 +WORKDIR ${HOME}/titanic +# Install Python +RUN apt-get -y update && \ + apt-get install -y python3-pip +# Install project dependencies +COPY requirements.txt . +RUN pip install -r requirements.txt +COPY main.py . +COPY src ./src +CMD ["python3", "main.py"] \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..a8ef3d6 --- /dev/null +++ b/README.md @@ -0,0 +1,16 @@ +# Probabilité de survie sur le Titanic + +Pour pouvoir utiliser ce projet, il +est recommandé de créer un fichier `config.yaml` +ayant la structure suivante: + +```yaml +jeton_api: #### +data_path: https://minio.lab.sspcloud.fr/lgaliana/ensae-reproductibilite/data/raw/data.csv +``` + +Pour installer les dépendances + +```bash +pip install -r requirements.txt +``` diff --git a/data.csv b/data.csv deleted file mode 100644 index 63b68ab..0000000 --- a/data.csv +++ /dev/null @@ -1,892 +0,0 @@ -PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked -1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S -2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C -3,1,3,"Heikkinen, Miss. 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Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S -890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C -891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q diff --git a/install.sh b/install.sh new file mode 100644 index 0000000..59a60e3 --- /dev/null +++ b/install.sh @@ -0,0 +1,9 @@ +#!/bin/bash +# Install Python +apt-get -y update +apt-get install -y python3-pip python3-venv +# Create empty virtual environment +python3 -m venv titanic +source titanic/bin/activate +# Install project dependencies +pip install -r requirements.txt \ No newline at end of file diff --git a/main.py b/main.py new file mode 100644 index 0000000..32032ec --- /dev/null +++ b/main.py @@ -0,0 +1,71 @@ +""" +Prediction de la survie d'un individu sur le Titanic +""" + +import argparse +import pathlib +import pandas as pd + +from src.data.import_data import import_yaml_config, split_and_count +from src.pipeline.build_pipeline import split_train_test, create_pipeline +from src.models.train_evaluate import evaluate_model + +parser = argparse.ArgumentParser(description="Paramètres du random forest") +parser.add_argument("--n_trees", type=int, default=20, help="Nombre d'arbres") +args = parser.parse_args() + +n_trees = args.n_trees + +URL_RAW = "https://minio.lab.sspcloud.fr/lgaliana/ensae-reproductibilite/data/raw/data.csv" +config = import_yaml_config("configuration/config.yaml") +jeton_api = config.get("jeton_api") +data_path = config.get("data_path", URL_RAW) +data_train_path = config.get("train_path", "data/derived/train.csv") +data_test_path = config.get("test_path", "data/derived/test.csv") + +MAX_DEPTH = None +MAX_FEATURES = "sqrt" + + +# IMPORT ET EXPLORATION DONNEES -------------------------------- + +TrainingData = pd.read_csv(data_path) + + +# Usage example: +ticket_count = split_and_count(TrainingData, "Ticket", "/") +name_count = split_and_count(TrainingData, "Name", ",") + + +# SPLIT TRAIN/TEST -------------------------------- + +p = pathlib.Path("data/derived/") +p.mkdir(parents=True, exist_ok=True) + +X_train, X_test, y_train, y_test = split_train_test( + TrainingData, test_size=0.1, + train_path=data_train_path, + test_path=data_test_path +) + + +# PIPELINE ---------------------------- + + +# Create the pipeline +pipe = create_pipeline( + n_trees, max_depth=MAX_DEPTH, max_features=MAX_FEATURES +) + + +# ESTIMATION ET EVALUATION ---------------------- + +pipe.fit(X_train, y_train) + + +# Evaluate the model +score, matrix = evaluate_model(pipe, X_test, y_test) +print(f"{score:.1%} de bonnes réponses sur les données de test pour validation") +print(20 * "-") +print("matrice de confusion") +print(matrix) diff --git a/titanic.ipynb b/notebooks/titanic.ipynb similarity index 100% rename from titanic.ipynb rename to notebooks/titanic.ipynb diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..66f3127 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,3 @@ +pandas +PyYAML +scikit-learn \ No newline at end of file diff --git a/src/models/train_evaluate.py b/src/models/train_evaluate.py new file mode 100644 index 0000000..aa54fbf --- /dev/null +++ b/src/models/train_evaluate.py @@ -0,0 +1,18 @@ +from sklearn.metrics import confusion_matrix + + +def evaluate_model(pipe, X_test, y_test): + """ + Evaluate the model by calculating the score and confusion matrix. + + Args: + pipe (sklearn.pipeline.Pipeline): The trained pipeline object. + X_test (pandas.DataFrame): The test data. + y_test (pandas.Series): The true labels for the test data. + + Returns: + tuple: A tuple containing the score and confusion matrix. + """ + score = pipe.score(X_test, y_test) + matrix = confusion_matrix(y_test, pipe.predict(X_test)) + return score, matrix diff --git a/src/pipeline/build_pipeline.py b/src/pipeline/build_pipeline.py new file mode 100644 index 0000000..2396f56 --- /dev/null +++ b/src/pipeline/build_pipeline.py @@ -0,0 +1,106 @@ +from sklearn.preprocessing import OneHotEncoder, MinMaxScaler +from sklearn.ensemble import RandomForestClassifier +from sklearn.impute import SimpleImputer +from sklearn.pipeline import Pipeline +from sklearn.compose import ColumnTransformer +from sklearn.model_selection import train_test_split + +import pandas as pd + + +def split_train_test(data, test_size, train_path="train.csv", test_path="test.csv"): + """ + Split the data into training and testing sets based on the specified test size. + Optionally, save the split datasets to CSV files. + + Args: + data (pandas.DataFrame): The input data to split. + test_size (float): The proportion of the dataset to include in the test split. + train_path (str, optional): The file path to save the training dataset. + Defaults to "train.csv". + test_path (str, optional): The file path to save the testing dataset. + Defaults to "test.csv". + + Returns: + tuple: A tuple containing the training and testing datasets. + """ + y = data["Survived"] + X = data.drop("Survived", axis="columns") + + X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_size) + + if train_path: + pd.concat([X_train, y_train]).to_csv(train_path) + if test_path: + pd.concat([X_test, y_test]).to_csv(test_path) + + return X_train, X_test, y_train, y_test + + +def create_pipeline( + n_trees, + numeric_features=["Age", "Fare"], + categorical_features=["Embarked", "Sex"], + max_depth=None, + max_features="sqrt", +): + """ + Create a pipeline for preprocessing and model definition. + + Args: + n_trees (int): The number of trees in the random forest. + numeric_features (list, optional): The numeric features to be included in the pipeline. + Defaults to ["Age", "Fare"]. + categorical_features (list, optional): The categorical features to be included + in the pipeline. + Defaults to ["Embarked", "Sex"]. + max_depth (int, optional): The maximum depth of the random forest. Defaults to None. + max_features (str, optional): The maximum number of features to consider + when looking for the best split. + Defaults to "sqrt". + + Returns: + sklearn.pipeline.Pipeline: The pipeline object. + """ + # Variables numériques + numeric_transformer = Pipeline( + steps=[ + ("imputer", SimpleImputer(strategy="median")), + ("scaler", MinMaxScaler()), + ] + ) + + # Variables catégorielles + categorical_transformer = Pipeline( + steps=[ + ("imputer", SimpleImputer(strategy="most_frequent")), + ("onehot", OneHotEncoder()), + ] + ) + + # Preprocessing + preprocessor = ColumnTransformer( + transformers=[ + ("Preprocessing numerical", numeric_transformer, numeric_features), + ( + "Preprocessing categorical", + categorical_transformer, + categorical_features, + ), + ] + ) + + # Pipeline + pipe = Pipeline( + [ + ("preprocessor", preprocessor), + ( + "classifier", + RandomForestClassifier( + n_estimators=n_trees, max_depth=max_depth, max_features=max_features + ), + ), + ] + ) + + return pipe diff --git a/test.csv b/test.csv deleted file mode 100644 index f1bae17..0000000 --- a/test.csv +++ /dev/null @@ -1,181 +0,0 @@ -,PassengerId,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked,Survived -385,386.0,2.0,"Davies, Mr. Charles Henry",male,18.0,0.0,0.0,S.O.C. 14879,73.5,,S, -179,180.0,3.0,"Leonard, Mr. Lionel",male,36.0,0.0,0.0,LINE,0.0,,S, -505,506.0,1.0,"Penasco y Castellana, Mr. Victor de Satode",male,18.0,1.0,0.0,PC 17758,108.9,C65,C, -48,49.0,3.0,"Samaan, Mr. Youssef",male,,2.0,0.0,2662,21.6792,,C, -758,759.0,3.0,"Theobald, Mr. Thomas Leonard",male,34.0,0.0,0.0,363294,8.05,,S, -443,444.0,2.0,"Reynaldo, Ms. Encarnacion",female,28.0,0.0,0.0,230434,13.0,,S, -518,519.0,2.0,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36.0,1.0,0.0,226875,26.0,,S, -495,496.0,3.0,"Yousseff, Mr. Gerious",male,,0.0,0.0,2627,14.4583,,C, -836,837.0,3.0,"Pasic, Mr. Jakob",male,21.0,0.0,0.0,315097,8.6625,,S, -430,431.0,1.0,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28.0,0.0,0.0,110564,26.55,C52,S, -144,145.0,2.0,"Andrew, Mr. Edgardo Samuel",male,18.0,0.0,0.0,231945,11.5,,S, -748,749.0,1.0,"Marvin, Mr. Daniel Warner",male,19.0,1.0,0.0,113773,53.1,D30,S, -532,533.0,3.0,"Elias, Mr. Joseph Jr",male,17.0,1.0,1.0,2690,7.2292,,C, -350,351.0,3.0,"Odahl, Mr. Nils Martin",male,23.0,0.0,0.0,7267,9.225,,S, -714,715.0,2.0,"Greenberg, Mr. Samuel",male,52.0,0.0,0.0,250647,13.0,,S, -406,407.0,3.0,"Widegren, Mr. Carl/Charles Peter",male,51.0,0.0,0.0,347064,7.75,,S, -597,598.0,3.0,"Johnson, Mr. Alfred",male,49.0,0.0,0.0,LINE,0.0,,S, -565,566.0,3.0,"Davies, Mr. Alfred J",male,24.0,2.0,0.0,A/4 48871,24.15,,S, -865,866.0,2.0,"Bystrom, Mrs. (Karolina)",female,42.0,0.0,0.0,236852,13.0,,S, -792,793.0,3.0,"Sage, Miss. 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import numpy as np -import matplotlib.pyplot as plt -import multiprocessing -from sklearn.preprocessing import LabelEncoder, OneHotEncoder -from sklearn.model_selection import train_test_split -import pathlib -from sklearn.preprocessing import MinMaxScaler -from sklearn.ensemble import RandomForestClassifier -import time -import os - -os.chdir('/home/coder/work/ensae-reproductibilite-application') -TrainingData = pd.read_csv('data.csv') - -TrainingData.head() - - -TrainingData['Ticket'].str.split("/").str.len() - -TrainingData['Name'].str.split(",").str.len() - -n_trees = 20 -max_depth =None -max_features='sqrt' - -TrainingData.isnull().sum() - - -## Un peu d'exploration et de feature engineering - -### Statut socioéconomique - -fig, axes=plt.subplots(1,2, figsize=(12, 6)) #layout matplotlib 1 ligne 2 colonnes taile 16*8 -fig1_pclass=sns.countplot(data=TrainingData, x ="Pclass", ax=axes[0]).set_title("fréquence des Pclass") -fig2_pclass=sns.barplot(data=TrainingData, x= "Pclass",y= "Survived", ax=axes[1]).set_title("survie des Pclass") - - -### Age - -sns.histplot(data= TrainingData, x='Age',bins=15, kde=False ) .set_title("Distribution de l'âge") -plt.show() - -## Encoder les données imputées ou transformées. -from sklearn.preprocessing import MinMaxScaler, OneHotEncoder -from sklearn.ensemble import RandomForestClassifier -from sklearn.impute import SimpleImputer -from sklearn.pipeline import Pipeline -from sklearn.compose import ColumnTransformer - -numeric_features=["Age", "Fare"] -categorical_features=["Embarked", "Sex"] - -numeric_transformer = Pipeline(steps=[("imputer", SimpleImputer(strategy="median")), -("scaler", MinMaxScaler()),]) - -categorical_transformer = Pipeline(steps=[("imputer", SimpleImputer(strategy="most_frequent")),("onehot", OneHotEncoder()),]) - - -preprocessor = ColumnTransformer( -transformers=[ -("Preprocessing numerical", numeric_transformer, numeric_features), -( -"Preprocessing categorical", -categorical_transformer, -categorical_features, -), - ] - ) - -pipe = Pipeline( - [ - ("preprocessor", preprocessor), - ("classifier", RandomForestClassifier(n_estimators=20)), - ] - ) - - - -# splitting samples -y = TrainingData["Survived"] -X = TrainingData.drop("Survived", axis = 'columns') - -# On _split_ notre _dataset_ d'apprentisage pour faire de la validation croisée une partie pour apprendre une partie pour regarder le score. -# Prenons arbitrairement 10% du dataset en test et 90% pour l'apprentissage. -X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1) -pd.concat([X_train, y_train]).to_csv("train.csv") -pd.concat([X_test, y_test]).to_csv("test.csv") - -jetonapi = "$trotskitueleski1917" - - -# Random Forest - -from sklearn.preprocessing import LabelEncoder, OneHotEncoder -from sklearn.model_selection import train_test_split -import pathlib -from sklearn.preprocessing import MinMaxScaler -from sklearn.ensemble import RandomForestClassifier - - -#Ici demandons d'avoir 20 arbres -pipe.fit(X_train, y_train) - - -#calculons le score sur le dataset d'apprentissage et sur le dataset de test (10% du dataset d'apprentissage mis de côté) -# le score étant le nombre de bonne prédiction -rdmf_score = pipe.score(X_test, y_test) -rdmf_score_tr = pipe.score(X_train, y_train) -print(f"{rdmf_score:.1%} de bonnes réponses sur les données de test pour validation") -from sklearn.metrics import confusion_matrix -print(20*"-") -print("matrice de confusion") -print(confusion_matrix(y_test, pipe.predict(X_test))) diff --git a/train.csv b/train.csv deleted file mode 100644 index a9086d5..0000000 --- a/train.csv +++ /dev/null @@ -1,1603 +0,0 @@ -,PassengerId,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked,Survived -417,418.0,2.0,"Silven, Miss. 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Hulda Amanda Adolfina",female,14.0,0.0,0.0,350406,7.8542,,S, -191,192.0,2.0,"Carbines, Mr. William",male,19.0,0.0,0.0,28424,13.0,,S, -468,469.0,3.0,"Scanlan, Mr. James",male,,0.0,0.0,36209,7.725,,Q, -261,262.0,3.0,"Asplund, Master. Edvin Rojj Felix",male,3.0,4.0,2.0,347077,31.3875,,S, -803,804.0,3.0,"Thomas, Master. Assad Alexander",male,0.42,0.0,1.0,2625,8.5167,,C, -420,421.0,3.0,"Gheorgheff, Mr. Stanio",male,,0.0,0.0,349254,7.8958,,C, -371,372.0,3.0,"Wiklund, Mr. Jakob Alfred",male,18.0,1.0,0.0,3101267,6.4958,,S, -751,752.0,3.0,"Moor, Master. Meier",male,6.0,0.0,1.0,392096,12.475,E121,S, -77,78.0,3.0,"Moutal, Mr. Rahamin Haim",male,,0.0,0.0,374746,8.05,,S, -709,710.0,3.0,"Moubarek, Master. 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