add script detect face
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<?php
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namespace Modules\Admin\app\Http\Controllers;
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use App\Traits\AnalyzeData;
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class DataAnalyzer
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{
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use AnalyzeData;
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}
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import os
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import shutil
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def organize_files_by_username(folder_path, dest_folder_path):
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# Lấy danh sách các tệp trong thư mục
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files = [f for f in os.listdir(folder_path) if os.path.isfile(os.path.join(folder_path, f))]
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for file in files:
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# Kiểm tra định dạng tên tệp: <username>_checkin_date.png
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if "_" in file and file.endswith(".png"):
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username = file.split("_")[0] # Lấy phần username từ tên tệp
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# Tạo đường dẫn thư mục con
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subfolder_path = os.path.join(folder_path, username)
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# Tạo thư mục con nếu chưa tồn tại
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if not os.path.exists(subfolder_path):
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os.makedirs(subfolder_path)
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# Di chuyển tệp vào thư mục con
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shutil.move(os.path.join(folder_path, file), os.path.join(subfolder_path, file))
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print("Hoàn thành sắp xếp tệp theo username.")
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# Đường dẫn tới thư mục chứa các tệp
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folder_path = "/home/joseph/screenshot"
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dest_folder_path = "/home/joseph/DetectFace/dataset"
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organize_files_by_username(folder_path, dest_folder_path)
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import tensorflow as tf
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import numpy as np
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import cv2
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import os
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from tensorflow.keras import layers, models
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from sklearn.model_selection import train_test_split
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# 1. Load dữ liệu
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def load_data(data_dir):
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images = []
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labels = []
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for label, folder in enumerate(os.listdir(data_dir)):
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folder_path = os.path.join(data_dir, folder)
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for file in os.listdir(folder_path):
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img_path = os.path.join(folder_path, file)
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img = cv2.imread(img_path)
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img = cv2.resize(img, (128, 128)) # Resize về kích thước cố định
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images.append(img)
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labels.append(label)
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images = np.array(images) / 255.0 # Chuẩn hóa
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labels = np.array(labels)
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return images, labels
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# Đường dẫn dữ liệu
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data_dir = '/home/joseph/DetectFace/dataset'
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images, labels = load_data(data_dir)
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# Chia dữ liệu train/test
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X_train, X_test, y_train, y_test = train_test_split(images, labels, test_size=0.2, random_state=42)
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# 2. Tạo mô hình phát hiện khuôn mặt
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model = models.Sequential([
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layers.Conv2D(32, (3, 3), activation='relu', input_shape=(128, 128, 3)),
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layers.MaxPooling2D((2, 2)),
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layers.Conv2D(64, (3, 3), activation='relu'),
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layers.MaxPooling2D((2, 2)),
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layers.Conv2D(128, (3, 3), activation='relu'),
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layers.Flatten(),
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layers.Dense(128, activation='relu'),
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layers.Dense(len(set(labels)), activation='softmax') # Số lớp tương ứng số nhãn
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])
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# Compile mô hình
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model.compile(optimizer='adam',
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loss='sparse_categorical_crossentropy',
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metrics=['accuracy'])
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# Huấn luyện mô hình
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model.fit(X_train, y_train, epochs=10, validation_data=(X_test, y_test))
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# 3. Lưu mô hình
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model.save('face_detection_model.h5')
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# 4. Sử dụng mô hình để dự đoán
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def predict_face(image_path, model_path='face_detection_model.h5'):
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model = tf.keras.models.load_model(model_path)
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img = cv2.imread(image_path)
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img_resized = cv2.resize(img, (128, 128)) / 255.0
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img_resized = np.expand_dims(img_resized, axis=0)
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prediction = model.predict(img_resized)
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return np.argmax(prediction), np.max(prediction)
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# Test với một ảnh
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image_path = '/home/joseph/DetectFace/test/NGUYEN\ HOANG\ VI_check\ in_at_2024_09_05_11_31_24.png'
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label, confidence = predict_face(image_path)
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print(f"Detected label: {label}, Confidence: {confidence:.2f}")
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#!/usr/bin/env bash
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{ # this ensures the entire script is downloaded #
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nvm_has() {
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type "$1" > /dev/null 2>&1
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}
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nvm_default_install_dir() {
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[ -z "${XDG_CONFIG_HOME-}" ] && printf %s "${HOME}/.nvm" || printf %s "${XDG_CONFIG_HOME}/nvm"
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}
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nvm_install_dir() {
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if [ -n "$NVM_DIR" ]; then
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printf %s "${NVM_DIR}"
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else
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nvm_default_install_dir
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fi
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}
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nvm_latest_version() {
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echo "v0.35.0"
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}
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nvm_profile_is_bash_or_zsh() {
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local TEST_PROFILE
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TEST_PROFILE="${1-}"
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case "${TEST_PROFILE-}" in
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*"/.bashrc" | *"/.bash_profile" | *"/.zshrc")
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return
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;;
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*)
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return 1
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;;
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esac
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}
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#
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# Outputs the location to NVM depending on:
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# * The availability of $NVM_SOURCE
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# * The method used ("script" or "git" in the script, defaults to "git")
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# NVM_SOURCE always takes precedence unless the method is "script-nvm-exec"
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#
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nvm_source() {
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local NVM_METHOD
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NVM_METHOD="$1"
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local NVM_SOURCE_URL
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NVM_SOURCE_URL="$NVM_SOURCE"
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if [ "_$NVM_METHOD" = "_script-nvm-exec" ]; then
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NVM_SOURCE_URL="https://raw.githubusercontent.com/nvm-sh/nvm/$(nvm_latest_version)/nvm-exec"
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elif [ "_$NVM_METHOD" = "_script-nvm-bash-completion" ]; then
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NVM_SOURCE_URL="https://raw.githubusercontent.com/nvm-sh/nvm/$(nvm_latest_version)/bash_completion"
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elif [ -z "$NVM_SOURCE_URL" ]; then
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if [ "_$NVM_METHOD" = "_script" ]; then
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NVM_SOURCE_URL="https://raw.githubusercontent.com/nvm-sh/nvm/$(nvm_latest_version)/nvm.sh"
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elif [ "_$NVM_METHOD" = "_git" ] || [ -z "$NVM_METHOD" ]; then
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NVM_SOURCE_URL="https://github.com/nvm-sh/nvm.git"
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else
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echo >&2 "Unexpected value \"$NVM_METHOD\" for \$NVM_METHOD"
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return 1
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fi
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fi
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echo "$NVM_SOURCE_URL"
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}
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#
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# Node.js version to install
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#
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nvm_node_version() {
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echo "$NODE_VERSION"
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}
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nvm_download() {
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if nvm_has "curl"; then
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curl --compressed -q "$@"
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elif nvm_has "wget"; then
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# Emulate curl with wget
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ARGS=$(echo "$*" | command sed -e 's/--progress-bar /--progress=bar /' \
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-e 's/-L //' \
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-e 's/--compressed //' \
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-e 's/-I /--server-response /' \
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-e 's/-s /-q /' \
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-e 's/-o /-O /' \
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-e 's/-C - /-c /')
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# shellcheck disable=SC2086
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eval wget $ARGS
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fi
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}
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install_nvm_from_git() {
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local INSTALL_DIR
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INSTALL_DIR="$(nvm_install_dir)"
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if [ -d "$INSTALL_DIR/.git" ]; then
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echo "=> nvm is already installed in $INSTALL_DIR, trying to update using git"
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command printf '\r=> '
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command git --git-dir="$INSTALL_DIR"/.git --work-tree="$INSTALL_DIR" fetch origin tag "$(nvm_latest_version)" --depth=1 2> /dev/null || {
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echo >&2 "Failed to update nvm, run 'git fetch' in $INSTALL_DIR yourself."
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exit 1
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}
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else
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# Cloning to $INSTALL_DIR
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echo "=> Downloading nvm from git to '$INSTALL_DIR'"
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command printf '\r=> '
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mkdir -p "${INSTALL_DIR}"
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if [ "$(ls -A "${INSTALL_DIR}")" ]; then
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command git init "${INSTALL_DIR}" || {
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echo >&2 'Failed to initialize nvm repo. Please report this!'
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exit 2
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}
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command git --git-dir="${INSTALL_DIR}/.git" remote add origin "$(nvm_source)" 2> /dev/null \
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|| command git --git-dir="${INSTALL_DIR}/.git" remote set-url origin "$(nvm_source)" || {
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echo >&2 'Failed to add remote "origin" (or set the URL). Please report this!'
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exit 2
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}
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command git --git-dir="${INSTALL_DIR}/.git" fetch origin tag "$(nvm_latest_version)" --depth=1 || {
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echo >&2 'Failed to fetch origin with tags. Please report this!'
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exit 2
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}
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else
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command git -c advice.detachedHead=false clone "$(nvm_source)" -b "$(nvm_latest_version)" --depth=1 "${INSTALL_DIR}" || {
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echo >&2 'Failed to clone nvm repo. Please report this!'
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exit 2
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}
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fi
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fi
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command git -c advice.detachedHead=false --git-dir="$INSTALL_DIR"/.git --work-tree="$INSTALL_DIR" checkout -f --quiet "$(nvm_latest_version)"
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if [ -n "$(command git --git-dir="$INSTALL_DIR"/.git --work-tree="$INSTALL_DIR" show-ref refs/heads/master)" ]; then
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if command git --git-dir="$INSTALL_DIR"/.git --work-tree="$INSTALL_DIR" branch --quiet 2>/dev/null; then
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command git --git-dir="$INSTALL_DIR"/.git --work-tree="$INSTALL_DIR" branch --quiet -D master >/dev/null 2>&1
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else
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echo >&2 "Your version of git is out of date. Please update it!"
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command git --git-dir="$INSTALL_DIR"/.git --work-tree="$INSTALL_DIR" branch -D master >/dev/null 2>&1
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fi
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fi
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echo "=> Compressing and cleaning up git repository"
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if ! command git --git-dir="$INSTALL_DIR"/.git --work-tree="$INSTALL_DIR" reflog expire --expire=now --all; then
|
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echo >&2 "Your version of git is out of date. Please update it!"
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fi
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||||
if ! command git --git-dir="$INSTALL_DIR"/.git --work-tree="$INSTALL_DIR" gc --auto --aggressive --prune=now ; then
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echo >&2 "Your version of git is out of date. Please update it!"
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fi
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return
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}
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#
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# Automatically install Node.js
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#
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nvm_install_node() {
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local NODE_VERSION_LOCAL
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NODE_VERSION_LOCAL="$(nvm_node_version)"
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if [ -z "$NODE_VERSION_LOCAL" ]; then
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return 0
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fi
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echo "=> Installing Node.js version $NODE_VERSION_LOCAL"
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nvm install "$NODE_VERSION_LOCAL"
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local CURRENT_NVM_NODE
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CURRENT_NVM_NODE="$(nvm_version current)"
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if [ "$(nvm_version "$NODE_VERSION_LOCAL")" == "$CURRENT_NVM_NODE" ]; then
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echo "=> Node.js version $NODE_VERSION_LOCAL has been successfully installed"
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else
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echo >&2 "Failed to install Node.js $NODE_VERSION_LOCAL"
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fi
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}
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install_nvm_as_script() {
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local INSTALL_DIR
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INSTALL_DIR="$(nvm_install_dir)"
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local NVM_SOURCE_LOCAL
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NVM_SOURCE_LOCAL="$(nvm_source script)"
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local NVM_EXEC_SOURCE
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NVM_EXEC_SOURCE="$(nvm_source script-nvm-exec)"
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local NVM_BASH_COMPLETION_SOURCE
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NVM_BASH_COMPLETION_SOURCE="$(nvm_source script-nvm-bash-completion)"
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# Downloading to $INSTALL_DIR
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mkdir -p "$INSTALL_DIR"
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if [ -f "$INSTALL_DIR/nvm.sh" ]; then
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echo "=> nvm is already installed in $INSTALL_DIR, trying to update the script"
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else
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echo "=> Downloading nvm as script to '$INSTALL_DIR'"
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fi
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nvm_download -s "$NVM_SOURCE_LOCAL" -o "$INSTALL_DIR/nvm.sh" || {
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echo >&2 "Failed to download '$NVM_SOURCE_LOCAL'"
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return 1
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} &
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nvm_download -s "$NVM_EXEC_SOURCE" -o "$INSTALL_DIR/nvm-exec" || {
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echo >&2 "Failed to download '$NVM_EXEC_SOURCE'"
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return 2
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} &
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nvm_download -s "$NVM_BASH_COMPLETION_SOURCE" -o "$INSTALL_DIR/bash_completion" || {
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echo >&2 "Failed to download '$NVM_BASH_COMPLETION_SOURCE'"
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return 2
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} &
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for job in $(jobs -p | command sort)
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do
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wait "$job" || return $?
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done
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chmod a+x "$INSTALL_DIR/nvm-exec" || {
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echo >&2 "Failed to mark '$INSTALL_DIR/nvm-exec' as executable"
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return 3
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}
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}
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nvm_try_profile() {
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if [ -z "${1-}" ] || [ ! -f "${1}" ]; then
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return 1
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fi
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echo "${1}"
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}
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#
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# Detect profile file if not specified as environment variable
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# (eg: PROFILE=~/.myprofile)
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# The echo'ed path is guaranteed to be an existing file
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# Otherwise, an empty string is returned
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#
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nvm_detect_profile() {
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if [ "${PROFILE-}" = '/dev/null' ]; then
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||||
# the user has specifically requested NOT to have nvm touch their profile
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return
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fi
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if [ -n "${PROFILE}" ] && [ -f "${PROFILE}" ]; then
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echo "${PROFILE}"
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return
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fi
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local DETECTED_PROFILE
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DETECTED_PROFILE=''
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if [ -n "${BASH_VERSION-}" ]; then
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if [ -f "$HOME/.bashrc" ]; then
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DETECTED_PROFILE="$HOME/.bashrc"
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elif [ -f "$HOME/.bash_profile" ]; then
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DETECTED_PROFILE="$HOME/.bash_profile"
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fi
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elif [ -n "${ZSH_VERSION-}" ]; then
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DETECTED_PROFILE="$HOME/.zshrc"
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fi
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if [ -z "$DETECTED_PROFILE" ]; then
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for EACH_PROFILE in ".profile" ".bashrc" ".bash_profile" ".zshrc"
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do
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if DETECTED_PROFILE="$(nvm_try_profile "${HOME}/${EACH_PROFILE}")"; then
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break
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fi
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done
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fi
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if [ -n "$DETECTED_PROFILE" ]; then
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echo "$DETECTED_PROFILE"
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fi
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}
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#
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# Check whether the user has any globally-installed npm modules in their system
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# Node, and warn them if so.
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#
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nvm_check_global_modules() {
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command -v npm >/dev/null 2>&1 || return 0
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local NPM_VERSION
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NPM_VERSION="$(npm --version)"
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NPM_VERSION="${NPM_VERSION:--1}"
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[ "${NPM_VERSION%%[!-0-9]*}" -gt 0 ] || return 0
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local NPM_GLOBAL_MODULES
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NPM_GLOBAL_MODULES="$(
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npm list -g --depth=0 |
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command sed -e '/ npm@/d' -e '/ (empty)$/d'
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)"
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local MODULE_COUNT
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MODULE_COUNT="$(
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command printf %s\\n "$NPM_GLOBAL_MODULES" |
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command sed -ne '1!p' | # Remove the first line
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wc -l | command tr -d ' ' # Count entries
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)"
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if [ "${MODULE_COUNT}" != '0' ]; then
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# shellcheck disable=SC2016
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echo '=> You currently have modules installed globally with `npm`. These will no'
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||||
# shellcheck disable=SC2016
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||||
echo '=> longer be linked to the active version of Node when you install a new node'
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# shellcheck disable=SC2016
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echo '=> with `nvm`; and they may (depending on how you construct your `$PATH`)'
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# shellcheck disable=SC2016
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echo '=> override the binaries of modules installed with `nvm`:'
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echo
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command printf %s\\n "$NPM_GLOBAL_MODULES"
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echo '=> If you wish to uninstall them at a later point (or re-install them under your'
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||||
# shellcheck disable=SC2016
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echo '=> `nvm` Nodes), you can remove them from the system Node as follows:'
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echo
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echo ' $ nvm use system'
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echo ' $ npm uninstall -g a_module'
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echo
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fi
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}
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nvm_do_install() {
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if [ -n "${NVM_DIR-}" ] && ! [ -d "${NVM_DIR}" ]; then
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if [ -e "${NVM_DIR}" ]; then
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echo >&2 "File \"${NVM_DIR}\" has the same name as installation directory."
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exit 1
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fi
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if [ "${NVM_DIR}" = "$(nvm_default_install_dir)" ]; then
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mkdir "${NVM_DIR}"
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else
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echo >&2 "You have \$NVM_DIR set to \"${NVM_DIR}\", but that directory does not exist. Check your profile files and environment."
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exit 1
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fi
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||||
fi
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if [ -z "${METHOD}" ]; then
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||||
# Autodetect install method
|
||||
if nvm_has git; then
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||||
install_nvm_from_git
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||||
elif nvm_has nvm_download; then
|
||||
install_nvm_as_script
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||||
else
|
||||
echo >&2 'You need git, curl, or wget to install nvm'
|
||||
exit 1
|
||||
fi
|
||||
elif [ "${METHOD}" = 'git' ]; then
|
||||
if ! nvm_has git; then
|
||||
echo >&2 "You need git to install nvm"
|
||||
exit 1
|
||||
fi
|
||||
install_nvm_from_git
|
||||
elif [ "${METHOD}" = 'script' ]; then
|
||||
if ! nvm_has nvm_download; then
|
||||
echo >&2 "You need curl or wget to install nvm"
|
||||
exit 1
|
||||
fi
|
||||
install_nvm_as_script
|
||||
else
|
||||
echo >&2 "The environment variable \$METHOD is set to \"${METHOD}\", which is not recognized as a valid installation method."
|
||||
exit 1
|
||||
fi
|
||||
|
||||
echo
|
||||
|
||||
local NVM_PROFILE
|
||||
NVM_PROFILE="$(nvm_detect_profile)"
|
||||
local PROFILE_INSTALL_DIR
|
||||
PROFILE_INSTALL_DIR="$(nvm_install_dir | command sed "s:^$HOME:\$HOME:")"
|
||||
|
||||
SOURCE_STR="\\nexport NVM_DIR=\"${PROFILE_INSTALL_DIR}\"\\n[ -s \"\$NVM_DIR/nvm.sh\" ] && \\. \"\$NVM_DIR/nvm.sh\" # This loads nvm\\n"
|
||||
|
||||
# shellcheck disable=SC2016
|
||||
COMPLETION_STR='[ -s "$NVM_DIR/bash_completion" ] && \. "$NVM_DIR/bash_completion" # This loads nvm bash_completion\n'
|
||||
BASH_OR_ZSH=false
|
||||
|
||||
if [ -z "${NVM_PROFILE-}" ] ; then
|
||||
local TRIED_PROFILE
|
||||
if [ -n "${PROFILE}" ]; then
|
||||
TRIED_PROFILE="${NVM_PROFILE} (as defined in \$PROFILE), "
|
||||
fi
|
||||
echo "=> Profile not found. Tried ${TRIED_PROFILE-}~/.bashrc, ~/.bash_profile, ~/.zshrc, and ~/.profile."
|
||||
echo "=> Create one of them and run this script again"
|
||||
echo " OR"
|
||||
echo "=> Append the following lines to the correct file yourself:"
|
||||
command printf "${SOURCE_STR}"
|
||||
echo
|
||||
else
|
||||
if nvm_profile_is_bash_or_zsh "${NVM_PROFILE-}"; then
|
||||
BASH_OR_ZSH=true
|
||||
fi
|
||||
if ! command grep -qc '/nvm.sh' "$NVM_PROFILE"; then
|
||||
echo "=> Appending nvm source string to $NVM_PROFILE"
|
||||
command printf "${SOURCE_STR}" >> "$NVM_PROFILE"
|
||||
else
|
||||
echo "=> nvm source string already in ${NVM_PROFILE}"
|
||||
fi
|
||||
# shellcheck disable=SC2016
|
||||
if ${BASH_OR_ZSH} && ! command grep -qc '$NVM_DIR/bash_completion' "$NVM_PROFILE"; then
|
||||
echo "=> Appending bash_completion source string to $NVM_PROFILE"
|
||||
command printf "$COMPLETION_STR" >> "$NVM_PROFILE"
|
||||
else
|
||||
echo "=> bash_completion source string already in ${NVM_PROFILE}"
|
||||
fi
|
||||
fi
|
||||
if ${BASH_OR_ZSH} && [ -z "${NVM_PROFILE-}" ] ; then
|
||||
echo "=> Please also append the following lines to the if you are using bash/zsh shell:"
|
||||
command printf "${COMPLETION_STR}"
|
||||
fi
|
||||
|
||||
# Source nvm
|
||||
# shellcheck source=/dev/null
|
||||
\. "$(nvm_install_dir)/nvm.sh"
|
||||
|
||||
nvm_check_global_modules
|
||||
|
||||
nvm_install_node
|
||||
|
||||
nvm_reset
|
||||
|
||||
echo "=> Close and reopen your terminal to start using nvm or run the following to use it now:"
|
||||
command printf "${SOURCE_STR}"
|
||||
if ${BASH_OR_ZSH} ; then
|
||||
command printf "${COMPLETION_STR}"
|
||||
fi
|
||||
}
|
||||
|
||||
#
|
||||
# Unsets the various functions defined
|
||||
# during the execution of the install script
|
||||
#
|
||||
nvm_reset() {
|
||||
unset -f nvm_has nvm_install_dir nvm_latest_version nvm_profile_is_bash_or_zsh \
|
||||
nvm_source nvm_node_version nvm_download install_nvm_from_git nvm_install_node \
|
||||
install_nvm_as_script nvm_try_profile nvm_detect_profile nvm_check_global_modules \
|
||||
nvm_do_install nvm_reset nvm_default_install_dir
|
||||
}
|
||||
|
||||
[ "_$NVM_ENV" = "_testing" ] || nvm_do_install
|
||||
|
||||
} # this ensures the entire script is downloaded #
|
||||
Loading…
Reference in New Issue