\u6700\u8fd1\u5728\u5e2e\u51e0\u4e2a\u56e2\u961f\u642d\u5efa\u6570\u636e\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u5e73\u53f0，\u53d1\u73b0\u4e00\u4e2a\u9ad8\u9891\u9700\u6c42：\u5982\u4f55\u5728\u65b0\u7684Ubuntu\u670d\u52a1\u5668\u4e0a\u5feb\u901f\u3001\u4e00\u81f4\u5730\u90e8\u7f72Python\u73af\u5883\u3002\u624b\u52a8\u5b89\u88c5Miniconda\u3001\u914d\u7f6e\u73af\u5883\u53d8\u91cf\u3001\u4e3a\u4e0d\u540c\u7528\u6237\u8bbe\u7f6e\u6743\u9650，\u8fd9\u5957\u6d41\u7a0b\u91cd\u590d\u4e86\u4e0d\u4e0b\u5341\u6b21\u540e，\u6211\u610f\u8bc6\u5230\u662f\u65f6\u5019\u628a\u8fd9\u4e00\u5957\u64cd\u4f5c\u811a\u672c\u5316\u4e86\u3002\u5bf9\u4e8e\u8fd0\u7ef4\u5de5\u7a0b\u5e08\u548c\u9700\u8981\u7ba1\u7406\u591a\u53f0\u670d\u52a1\u5668\u7684\u5f00\u53d1\u8005\u6765\u8bf4，\u4e00\u4e2a\u53ef\u9760\u7684\u81ea\u52a8\u5316\u90e8\u7f72\u811a\u672c，\u4e0d\u4ec5\u4ec5\u662f\u8282\u7701\u65f6\u95f4，\u66f4\u662f\u4fdd\u8bc1\u73af\u5883\u4e00\u81f4\u6027\u3001\u51cf\u5c11\u4eba\u4e3a\u9519\u8bef\u7684\u5173\u952e\u3002\u8fd9\u7bc7\u6587\u7ae0，\u6211\u5c31\u6765\u5206\u4eab\u4e00\u5957\u7ecf\u8fc7\u5b9e\u6218\u68c0\u9a8c\u7684\u3001\u9762\u5411Ubuntu\u670d\u52a1\u5668\u7684Miniconda\u81ea\u52a8\u5316\u90e8\u7f72\u811a\u672c，\u5b83\u4e0d\u4ec5\u80fd\u5b9e\u73b0\u4e00\u952e\u5b89\u88c5，\u8fd8\u80fd\u5b8c\u6210\u591a\u7528\u6237\u73af\u5883\u521d\u59cb\u5316，\u8ba9\u4f60\u5728\u51e0\u5206\u949f\u5185\u5c31\u62e5\u6709\u4e00\u4e2a\u751f\u4ea7\u5c31\u7eea\u7684Python\u57fa\u7840\u5e73\u53f0\u3002<\/p>\n
\u5728\u52a8\u624b\u5199\u811a\u672c\u4e4b\u524d，\u6211\u4eec\u5148\u660e\u786e\u51e0\u4e2a\u6838\u5fc3\u76ee\u6807\u3002\u9996\u5148，\u8fd9\u4e2a\u811a\u672c\u5fc5\u987b\u662f\u5e42\u7b49\u7684，\u4e5f\u5c31\u662f\u8bf4，\u65e0\u8bba\u5728\u4e00\u53f0\u5168\u65b0\u7684\u670d\u52a1\u5668\u4e0a\u6267\u884c，\u8fd8\u662f\u5728\u4e00\u53f0\u5df2\u7ecf\u90e8\u5206\u5b89\u88c5\u8fc7\u7684\u670d\u52a1\u5668\u4e0a\u91cd\u590d\u6267\u884c，\u6700\u7ec8\u90fd\u5e94\u8be5\u5f97\u5230\u4e00\u4e2a\u9884\u671f\u7684\u3001\u4e00\u81f4\u7684\u72b6\u6001，\u800c\u4e0d\u4f1a\u56e0\u4e3a\u91cd\u590d\u6267\u884c\u5bfc\u81f4\u9519\u8bef\u6216\u6df7\u4e71\u3002\u5176\u6b21，\u5b83\u9700\u8981\u652f\u6301\u591a\u7528\u6237\u73af\u5883，\u5b89\u88c5\u7684Miniconda\u5e94\u8be5\u80fd\u88ab\u670d\u52a1\u5668\u4e0a\u7684\u6240\u6709（\u6216\u6307\u5b9a）\u7528\u6237\u8bbf\u95ee\u548c\u4f7f\u7528，\u800c\u4e0d\u662f\u4ec5\u4ec5\u4e3aroot\u6216\u67d0\u4e2a\u7279\u5b9a\u7528\u6237\u670d\u52a1\u3002\u6700\u540e，\u811a\u672c\u8981\u8db3\u591f\u7075\u6d3b\u548c\u5065\u58ee，\u80fd\u591f\u5904\u7406\u7f51\u7edc\u6ce2\u52a8\u3001\u6587\u4ef6\u6821\u9a8c\u5931\u8d25\u3001\u6743\u9650\u4e0d\u8db3\u7b49\u5e38\u89c1\u5f02\u5e38\u60c5\u51b5\u3002<\/p>\n
\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e9b\u76ee\u6807，\u6211\u4eec\u7684\u811a\u672c\u5c06\u9075\u5faa\u4ee5\u4e0b\u903b\u8f91\u6d41\u7a0b：<\/p>\n
\u5728\u5f00\u59cb\u4e4b\u524d，\u8bf7\u786e\u4fdd\u4f60\u62e5\u6709\u76ee\u6807Ubuntu\u670d\u52a1\u5668\u7684sudo\u6743\u9650\u3002\u5efa\u8bae\u5728\/tmp\u76ee\u5f55\u6216\u4f60\u7684\u7528\u6237\u5bb6\u76ee\u5f55\u4e0b\u521b\u5efa\u811a\u672c\u6587\u4ef6\u3002<\/p>\n
\u63d0\u793a：\u867d\u7136\u811a\u672c\u8bbe\u8ba1\u4e3a\u81ea\u52a8\u5316\u8fd0\u884c，\u4f46\u9996\u6b21\u5728\u751f\u4ea7\u73af\u5883\u6267\u884c\u524d，\u5f3a\u70c8\u5efa\u8bae\u5728\u6d4b\u8bd5\u73af\u5883（\u5982\u865a\u62df\u673a）\u4e2d\u5b8c\u6574\u8dd1\u4e00\u904d，\u9a8c\u8bc1\u5176\u884c\u4e3a\u662f\u5426\u7b26\u5408\u9884\u671f\u3002<\/p>\n
\u4e0b\u9762，\u6211\u5c06\u9010\u6bb5\u62c6\u89e3\u8fd9\u4e2a\u81ea\u52a8\u5316\u811a\u672c，\u5e76\u89e3\u91ca\u6bcf\u4e00\u90e8\u5206\u7684\u4f5c\u7528\u548c\u8bbe\u8ba1\u8003\u91cf\u3002\u4f60\u53ef\u4ee5\u5c06\u4ee5\u4e0b\u4ee3\u7801\u5757\u4fdd\u5b58\u4e3a\u4e00\u4e2a\u6587\u4ef6，\u4f8b\u5982deploy_miniconda.sh\u3002<\/p>\n
#!\/bin\/bash<\/p>\n
# ============================================
\n# Miniconda for Ubuntu – Automated Deployment Script
\n# Author: [Your Name\/Team]
\n# Description: Installs Miniconda3 system-wide and configures for multi-user access.
\n# ============================================<\/p>\n
set -euo pipefail # \u542f\u7528\u4e25\u683c\u9519\u8bef\u5904\u7406：\u547d\u4ee4\u5931\u8d25\u5219\u9000\u51fa，\u4f7f\u7528\u672a\u5b9a\u4e49\u53d8\u91cf\u62a5\u9519<\/p>\n
\u811a\u672c\u5f00\u5934\u7684set -euo pipefail\u662f\u7f16\u5199\u5065\u58eeShell\u811a\u672c\u7684\u9ec4\u91d1\u6cd5\u5219\u3002-e\u786e\u4fdd\u4efb\u4f55\u547d\u4ee4\u5931\u8d25（\u8fd4\u56de\u975e\u96f6\u72b6\u6001）\u65f6\u811a\u672c\u7acb\u5373\u9000\u51fa；-u\u9632\u6b62\u4f7f\u7528\u672a\u5b9a\u4e49\u7684\u53d8\u91cf；-o pipefail\u786e\u4fdd\u7ba1\u9053\u547d\u4ee4\u4e2d\u4efb\u4f55\u4e00\u4e2a\u73af\u8282\u5931\u8d25，\u6574\u4e2a\u7ba1\u9053\u90fd\u88ab\u89c6\u4e3a\u5931\u8d25\u3002\u8fd9\u80fd\u5e2e\u52a9\u6211\u4eec\u5c3d\u65e9\u53d1\u73b0\u9519\u8bef，\u800c\u4e0d\u662f\u8ba9\u9519\u8bef\u6084\u65e0\u58f0\u606f\u5730\u4f20\u9012\u4e0b\u53bb\u3002<\/p>\n
# —————————-
\n# 1. \u914d\u7f6e\u53d8\u91cf\u533a (\u7528\u6237\u53ef\u6839\u636e\u9700\u8981\u4fee\u6539)
\n# —————————-
\nCONDA_INSTALL_PATH="\/opt\/miniconda3"
\nMINICONDA_VERSION="py310_23.1.0-1" # \u683c\u5f0f：py<PY_VER>_<CONDA_VER>
\nBASE_URL="https:\/\/repo.anaconda.com\/miniconda"
\nINSTALLER_NAME="Miniconda3-${MINICONDA_VERSION}-Linux-x86_64.sh"
\nSHASUM_URL="${BASE_URL}\/${INSTALLER_NAME}.sha256"
\nTEMP_DIR="\/tmp\/miniconda_install_$(date +%s)" # \u4f7f\u7528\u65f6\u95f4\u6233\u521b\u5efa\u552f\u4e00\u4e34\u65f6\u76ee\u5f55<\/p>\n
# \u53ef\u9009：\u4e3a\u7279\u5b9a\u7528\u6237\u7ec4\u8bbe\u7f6econda\u76ee\u5f55\u7684\u7ba1\u7406\u6743\u9650
\nCONDA_GROUP="developers"
\n# \u53ef\u9009：\u521b\u5efa\u7684\u57fa\u7840\u5171\u4eab\u73af\u5883\u540d\u53caPython\u7248\u672c
\nBASE_ENV_NAME="ds_base"
\nBASE_PYTHON_VERSION="3.9"<\/p>\n
\u8fd9\u4e2a\u914d\u7f6e\u533a\u662f\u811a\u672c\u7684\u201c\u63a7\u5236\u9762\u677f\u201d\u3002\u4f60\u53ef\u4ee5\u5728\u8fd9\u91cc\u5b9a\u5236\u51e0\u4e4e\u6240\u6709\u5173\u952e\u53c2\u6570：<\/p>\n
# —————————-
\n# 2. \u9884\u68c0\u67e5：\u7cfb\u7edf\u4e0e\u4f9d\u8d56
\n# —————————-
\necho "[INFO] \u5f00\u59cb\u7cfb\u7edf\u4e0e\u4f9d\u8d56\u68c0\u67e5…"
\n# \u68c0\u67e5\u662f\u5426\u4e3aUbuntu\/Debian\u7cfb
\nif ! grep -qi "ubuntu\\\\|debian" \/etc\/os-release; then
\n echo "[ERROR] \u6b64\u811a\u672c\u4ec5\u9002\u7528\u4e8eUbuntu\/Debian\u53ca\u5176\u884d\u751f\u7cfb\u7edf\u3002"
\n exit 1
\nfi<\/p>\n
# \u66f4\u65b0\u5305\u5217\u8868\u5e76\u5b89\u88c5\u5fc5\u8981\u5de5\u5177
\nsudo apt-get update -qq # -qq \u51cf\u5c11\u8f93\u51fa\u566a\u97f3
\nsudo apt-get install -y -qq wget bzip2 ca-certificates<\/p>\n
# \u68c0\u67e5\u662f\u5426\u5df2\u5b89\u88c5conda (\u907f\u514d\u91cd\u590d\u5b89\u88c5)
\nif [[ -d "${CONDA_INSTALL_PATH}" ]] && [[ -f "${CONDA_INSTALL_PATH}\/bin\/conda" ]]; then
\n echo "[WARN] Miniconda \u4f3c\u4e4e\u5df2\u5b89\u88c5\u4e8e ${CONDA_INSTALL_PATH}\u3002\u5982\u9700\u91cd\u88c5，\u8bf7\u5148\u624b\u52a8\u5220\u9664\u8be5\u76ee\u5f55\u3002"
\n # \u53ef\u4ee5\u9009\u62e9\u9000\u51fa，\u4e5f\u53ef\u4ee5\u9009\u62e9\u7ee7\u7eed\u6267\u884c\u540e\u7eed\u7684\u914d\u7f6e\u6b65\u9aa4
\n # exit 0
\nfi<\/p>\n
\u9884\u68c0\u67e5\u90e8\u5206\u63d0\u5347\u4e86\u811a\u672c\u7684\u53cb\u597d\u5ea6\u548c\u5b89\u5168\u6027\u3002\u68c0\u67e5\u64cd\u4f5c\u7cfb\u7edf\u7c7b\u578b\u53ef\u4ee5\u9632\u6b62\u7528\u6237\u5728\u9519\u8bef\u7684\u7cfb\u7edf\u4e0a\u8fd0\u884c\u811a\u672c\u3002\u5b89\u9759\u6a21\u5f0f(-qq)\u5b89\u88c5\u4f9d\u8d56\u80fd\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u63a7\u5236\u53f0\u8f93\u51fa\u3002\u68c0\u67e5\u662f\u5426\u5df2\u5b89\u88c5Conda\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5e42\u7b49\u6027\u5b9e\u8df5，\u5b83\u907f\u514d\u4e86\u5728\u5df2\u6709\u5b89\u88c5\u4e0a\u91cd\u590d\u8fd0\u884c\u53ef\u80fd\u5e26\u6765\u7684\u95ee\u9898\u3002<\/p>\n
# —————————-
\n# 3. \u4e0b\u8f7d\u4e0e\u6821\u9a8c\u5b89\u88c5\u5668
\n# —————————-
\necho "[INFO] \u51c6\u5907\u4e0b\u8f7d Miniconda \u5b89\u88c5\u5668…"
\nmkdir -p "${TEMP_DIR}"
\ncd "${TEMP_DIR}"<\/p>\n
echo "[INFO] \u4e0b\u8f7d ${INSTALLER_NAME} …"
\nwget -q –show-progress "${BASE_URL}\/${INSTALLER_NAME}"<\/p>\n
echo "[INFO] \u4e0b\u8f7d SHA256 \u6821\u9a8c\u6587\u4ef6…"
\nwget -q "${SHASUM_URL}"<\/p>\n
echo "[INFO] \u9a8c\u8bc1\u6587\u4ef6\u5b8c\u6574\u6027…"
\n# \u8ba1\u7b97\u4e0b\u8f7d\u6587\u4ef6\u7684SHA256，\u5e76\u4e0e\u4e0b\u8f7d\u7684\u6821\u9a8c\u6587\u4ef6\u5185\u5bb9\u5bf9\u6bd4
\ndownloaded_sha=$(sha256sum "${INSTALLER_NAME}" | cut -d' ' -f1)
\nexpected_sha=$(cat "${INSTALLER_NAME}.sha256" | cut -d' ' -f1)<\/p>\n
if [[ "${downloaded_sha}" != "${expected_sha}" ]]; then
\n echo "[ERROR] SHA256 \u6821\u9a8c\u5931\u8d25！\u6587\u4ef6\u53ef\u80fd\u5df2\u635f\u574f\u6216\u88ab\u7be1\u6539\u3002"
\n echo " \u4e0b\u8f7d\u7684: ${downloaded_sha}"
\n echo " \u671f\u671b\u7684: ${expected_sha}"
\n exit 1
\nelse
\n echo "[OK] \u6587\u4ef6\u5b8c\u6574\u6027\u9a8c\u8bc1\u901a\u8fc7\u3002"
\nfi<\/p>\n
\u6587\u4ef6\u6821\u9a8c\u662f\u5b89\u5168\u5b89\u88c5\u7684\u57fa\u77f3\u3002\u76f4\u63a5\u4ece\u5b98\u65b9\u955c\u50cf\u4e0b\u8f7d\u6821\u9a8c\u548c\u6587\u4ef6，\u5e76\u4e0e\u672c\u5730\u8ba1\u7b97\u7684\u54c8\u5e0c\u503c\u6bd4\u5bf9，\u53ef\u4ee5\u6709\u6548\u9632\u5fa1\u4e2d\u95f4\u4eba\u653b\u51fb\u6216CDN\u52ab\u6301\u5bfc\u81f4\u4e0b\u8f7d\u5230\u6076\u610f\u5b89\u88c5\u5305\u7684\u98ce\u9669\u3002cut -d' ' -f1\u547d\u4ee4\u7528\u4e8e\u7cbe\u786e\u63d0\u53d6\u54c8\u5e0c\u503c\u5b57\u7b26\u4e32，\u56e0\u4e3asha256sum\u547d\u4ee4\u7684\u8f93\u51fa\u683c\u5f0f\u662f\u201c\u54c8\u5e0c\u503c \u6587\u4ef6\u540d\u201d\u3002<\/p>\n
# —————————-
\n# 4. \u6267\u884c\u9759\u9ed8\u5b89\u88c5
\n# —————————-
\necho "[INFO] \u5f00\u59cb\u5b89\u88c5 Miniconda \u5230 ${CONDA_INSTALL_PATH} …"
\n# -b: \u6279\u5904\u7406\u6a21\u5f0f，\u65e0\u9700\u4ea4\u4e92
\n# -p: \u6307\u5b9a\u5b89\u88c5\u8def\u5f84
\n# -u: \u66f4\u65b0\u73b0\u6709\u5b89\u88c5（\u5982\u679c\u5b58\u5728）
\nbash "${INSTALLER_NAME}" -b -p "${CONDA_INSTALL_PATH}"<\/p>\n
echo "[OK] Miniconda \u5b89\u88c5\u5b8c\u6210\u3002"<\/p>\n
-b（batch）\u53c2\u6570\u662f\u5b9e\u73b0\u81ea\u52a8\u5316\u7684\u5173\u952e，\u5b83\u8ba9\u5b89\u88c5\u7a0b\u5e8f\u8df3\u8fc7\u6240\u6709\u7684\u4ea4\u4e92\u5f0f\u63d0\u95ee（\u5982\u9605\u8bfb\u8bb8\u53ef\u8bc1\u3001\u786e\u8ba4\u5b89\u88c5\u8def\u5f84），\u76f4\u63a5\u4f7f\u7528\u9ed8\u8ba4\u503c\u6216\u6211\u4eec\u901a\u8fc7-p\u53c2\u6570\u6307\u5b9a\u7684\u8def\u5f84\u8fdb\u884c\u5b89\u88c5\u3002-u\u53c2\u6570\u5141\u8bb8\u811a\u672c\u5728\u5df2\u5b58\u5728\u65e7\u7248\u672c\u65f6\u8fdb\u884c\u5347\u7ea7\u3002<\/p>\n
\u5b89\u88c5\u4e8c\u8fdb\u5236\u6587\u4ef6\u53ea\u662f\u7b2c\u4e00\u6b65，\u8ba9\u7cfb\u7edf\u6240\u6709\u7528\u6237\u90fd\u80fd\u65b9\u4fbf\u5730\u4f7f\u7528conda\u547d\u4ee4，\u5e76\u4e14\u7ba1\u7406\u597d\u73af\u5883\u9694\u79bb，\u624d\u662f\u66f4\u91cd\u8981\u7684\u914d\u7f6e\u73af\u8282\u3002<\/p>\n
# —————————-
\n# 5. \u914d\u7f6e\u7cfb\u7edf\u7ea7\u73af\u5883\u53d8\u91cf
\n# —————————-
\necho "[INFO] \u914d\u7f6e\u7cfb\u7edf\u7ea7\u73af\u5883\u53d8\u91cf…"
\n# \u5728 \/etc\/profile.d\/ \u4e0b\u521b\u5efa\u914d\u7f6e\u811a\u672c，\u8fd9\u662f\u914d\u7f6e\u5168\u5c40\u73af\u5883\u53d8\u91cf\u7684\u63a8\u8350\u65b9\u5f0f
\nCONDA_PROFILE="\/etc\/profile.d\/conda.sh"<\/p>\n
sudo tee "${CONDA_PROFILE}" > \/dev\/null << EOF
\n# \u7531 Miniconda \u81ea\u52a8\u5316\u90e8\u7f72\u811a\u672c\u6dfb\u52a0
\n# \u5c06 Conda \u52a0\u5165 PATH，\u5e76\u8bbe\u7f6e Conda \u57fa\u7840\u73af\u5883\u4e3a\u4e0d\u81ea\u52a8\u6fc0\u6d3b
\nexport PATH="${CONDA_INSTALL_PATH}\/bin:\\\\$PATH"
\n# \u7981\u7528\u81ea\u52a8\u6fc0\u6d3b base \u73af\u5883，\u907f\u514d\u5f71\u54cd\u6240\u6709\u7528\u6237\u7684Shell
\nconda config –set auto_activate_base false
\nEOF<\/p>\n
echo "[INFO] \u5df2\u521b\u5efa\u5168\u5c40\u914d\u7f6e\u6587\u4ef6: ${CONDA_PROFILE}"
\necho "[INFO] \u65b0\u767b\u5f55\u7684\u4f1a\u8bdd\u5c06\u81ea\u52a8\u8f7d\u5165 conda \u547d\u4ee4\u3002\u5f53\u524d\u4f1a\u8bdd\u8bf7\u624b\u52a8\u6267\u884c: source ${CONDA_PROFILE}"<\/p>\n
\u5c06\u914d\u7f6e\u653e\u5728\/etc\/profile.d\/conda.sh\u662f\u4e00\u4e2a\u6700\u4f73\u5b9e\u8df5\u3002\/etc\/profile.d\/\u76ee\u5f55\u4e0b\u7684\u811a\u672c\u4f1a\u5728\u6240\u6709\u7528\u6237\u767b\u5f55\u65f6\u88absource\u6267\u884c\u3002\u8fd9\u6837\u505a\u7684\u597d\u5904\u662f：<\/p>\n
\u811a\u672c\u4e2d\u7279\u522b\u8bbe\u7f6e\u4e86conda config –set auto_activate_base false\u3002\u5728\u670d\u52a1\u5668\u591a\u7528\u6237\u73af\u5883\u4e0b，\u5f3a\u70c8\u5efa\u8bae\u7981\u7528base\u73af\u5883\u7684\u81ea\u52a8\u6fc0\u6d3b\u3002\u56e0\u4e3abase\u73af\u5883\u662fConda\u7684\u6839，\u5982\u679c\u6bcf\u4e2a\u7528\u6237\u4e00\u767b\u5f55\u5c31\u81ea\u52a8\u8fdb\u5165，\u4ed6\u4eec\u5b89\u88c5\u7684\u5305\u53ef\u80fd\u4f1a\u76f8\u4e92\u51b2\u7a81，\u6216\u8005\u65e0\u610f\u4e2d\u4fee\u6539\u4e86\u5171\u4eab\u7684base\u73af\u5883，\u5bfc\u81f4\u7cfb\u7edf\u4e0d\u7a33\u5b9a\u3002\u8ba9\u6bcf\u4e2a\u7528\u6237\u663e\u5f0f\u5730\u521b\u5efa\u548c\u6fc0\u6d3b\u81ea\u5df1\u7684\u865a\u62df\u73af\u5883\u662f\u66f4\u6e05\u6670\u3001\u66f4\u5b89\u5168\u7684\u65b9\u5f0f\u3002<\/p>\n
# —————————-
\n# 6. \u6743\u9650\u4e0e\u7528\u6237\u7ec4\u7ba1\u7406 (\u53ef\u9009)
\n# —————————-
\nif [[ -n "${CONDA_GROUP}" ]]; then
\n echo "[INFO] \u8bbe\u7f6e\u76ee\u5f55\u6743\u9650\u7ed9\u7528\u6237\u7ec4: ${CONDA_GROUP}…"
\n # \u68c0\u67e5\u7528\u6237\u7ec4\u662f\u5426\u5b58\u5728，\u4e0d\u5b58\u5728\u5219\u521b\u5efa
\n if ! getent group "${CONDA_GROUP}" > \/dev\/null; then
\n sudo groupadd "${CONDA_GROUP}"
\n echo "[INFO] \u5df2\u521b\u5efa\u7528\u6237\u7ec4: ${CONDA_GROUP}"
\n fi
\n # \u5c06conda\u5b89\u88c5\u76ee\u5f55\u7684\u7ec4\u6240\u6709\u6743\u6539\u4e3a\u6307\u5b9a\u7ec4，\u5e76\u8bbe\u7f6esetgid\u4f4d
\n sudo chgrp -R "${CONDA_GROUP}" "${CONDA_INSTALL_PATH}"
\n sudo chmod -R g+rwX "${CONDA_INSTALL_PATH}"
\n sudo chmod g+s "${CONDA_INSTALL_PATH}" # setgid: \u5728\u6b64\u76ee\u5f55\u4e0b\u65b0\u5efa\u7684\u6587\u4ef6\u5c06\u7ee7\u627f\u7ec4\u6240\u6709\u6743
\n echo "[INFO] \u7528\u6237\u7ec4 ${CONDA_GROUP} \u7684\u6210\u5458\u73b0\u5728\u53ef\u4ee5\u7ba1\u7406 ${CONDA_INSTALL_PATH} \u4e0b\u7684\u73af\u5883\u3002"
\n echo " \u8bf7\u8bb0\u5f97\u5c06\u76f8\u5173\u7528\u6237\u52a0\u5165\u8be5\u7ec4: sudo usermod -aG ${CONDA_GROUP} <username>"
\nfi<\/p>\n
\u8fd9\u90e8\u5206\u662f\u53ef\u9009\u7684，\u4f46\u5bf9\u4e8e\u56e2\u961f\u534f\u4f5c\u6781\u5176\u6709\u7528\u3002\u901a\u8fc7\u521b\u5efa\u4e00\u4e2a\u4e13\u95e8\u7684\u7528\u6237\u7ec4（\u5982developers），\u5e76\u8c03\u6574Conda\u5b89\u88c5\u76ee\u5f55\u7684\u6743\u9650，\u6211\u4eec\u53ef\u4ee5\u5b9e\u73b0：<\/p>\n
\u57fa\u7840\u5b89\u88c5\u548c\u914d\u7f6e\u5b8c\u6210\u540e，\u6211\u4eec\u53ef\u4ee5\u8ba9\u811a\u672c\u505a\u4e00\u4e9b\u66f4\u201c\u806a\u660e\u201d\u7684\u4e8b\u60c5，\u6bd4\u5982\u521d\u59cb\u5316\u4e00\u4e9b\u5171\u4eab\u73af\u5883，\u6216\u8005\u96c6\u6210\u5230\u66f4\u5e7f\u6cdb\u7684\u8fd0\u7ef4\u6d41\u7a0b\u4e2d\u3002<\/p>\n
# —————————-
\n# 7. \u521d\u59cb\u5316\u57fa\u7840\u5171\u4eab\u73af\u5883 (\u53ef\u9009)
\n# —————————-
\nif [[ -n "${BASE_ENV_NAME}" ]]; then
\n echo "[INFO] \u521b\u5efa\u57fa\u7840\u5171\u4eab\u73af\u5883: ${BASE_ENV_NAME} (Python ${BASE_PYTHON_VERSION})…"
\n # \u5148\u52a0\u8f7dconda\u547d\u4ee4\u5230\u5f53\u524d\u811a\u672c\u73af\u5883
\n source "${CONDA_INSTALL_PATH}\/etc\/profile.d\/conda.sh"
\n # \u521b\u5efa\u73af\u5883
\n conda create -y –name "${BASE_ENV_NAME}" python="${BASE_PYTHON_VERSION}"
\n # \u6fc0\u6d3b\u73af\u5883\u5e76\u5b89\u88c5\u4e00\u4e9b\u5e38\u7528\u5305
\n conda activate "${BASE_ENV_NAME}"
\n conda install -y numpy pandas matplotlib scikit-learn jupyter
\n conda deactivate
\n echo "[OK] \u57fa\u7840\u73af\u5883 '${BASE_ENV_NAME}' \u521b\u5efa\u5e76\u914d\u7f6e\u5b8c\u6210\u3002"
\n echo " \u7528\u6237\u53ef\u4ee5\u4f7f\u7528 'conda activate ${BASE_ENV_NAME}' \u6765\u4f7f\u7528\u6b64\u73af\u5883\u3002"
\nfi<\/p>\n
\u521b\u5efa\u5171\u4eab\u57fa\u7840\u73af\u5883\u80fd\u6781\u5927\u63d0\u5347\u56e2\u961f\u6548\u7387\u3002\u65b0\u6210\u5458\u52a0\u5165\u540e，\u65e0\u9700\u81ea\u5df1\u4ece\u5934\u914d\u7f6e\u4e00\u5957\u5305\u542bNumPy\u3001Pandas\u7b49\u901a\u7528\u5e93\u7684\u73af\u5883，\u76f4\u63a5\u6fc0\u6d3b\u8fd9\u4e2a\u5171\u4eab\u73af\u5883\u5373\u53ef\u5f00\u59cb\u5de5\u4f5c\u3002\u8fd9\u4fdd\u8bc1\u4e86\u56e2\u961f\u5185\u90e8\u5de5\u5177\u94fe\u7684\u4e00\u81f4\u6027\u3002<\/p>\n
# —————————-
\n# 8. \u6e05\u7406\u4e0e\u6700\u7ec8\u63d0\u793a
\n# —————————-
\necho "[INFO] \u6e05\u7406\u4e34\u65f6\u6587\u4ef6…"
\ncd \/
\nrm -rf "${TEMP_DIR}"<\/p>\n
echo -e "\\\\n============================================"
\necho "[SUCCESS] Miniconda \u81ea\u52a8\u5316\u90e8\u7f72\u5b8c\u6210！"
\necho "============================================"
\necho "\u5b89\u88c5\u8def\u5f84: ${CONDA_INSTALL_PATH}"
\necho "\u5168\u5c40\u914d\u7f6e: ${CONDA_PROFILE}"
\nif [[ -n "${CONDA_GROUP}" ]]; then
\n echo "\u7ba1\u7406\u7ec4: ${CONDA_GROUP} (\u8bf7\u5c06\u7528\u6237\u52a0\u5165\u6b64\u7ec4)"
\nfi
\nif [[ -n "${BASE_ENV_NAME}" ]]; then
\n echo "\u5171\u4eab\u73af\u5883: ${BASE_ENV_NAME}"
\nfi
\necho -e "\\\\n\u4e0b\u4e00\u6b65\u64cd\u4f5c:"
\necho "1. \u8ba9\u6240\u6709\u7528\u6237\u91cd\u65b0\u767b\u5f55，\u6216\u624b\u52a8\u6267\u884c 'source ${CONDA_PROFILE}'"
\necho "2. \u9a8c\u8bc1\u5b89\u88c5: conda –version"
\necho "3. \u7528\u6237\u521b\u5efa\u81ea\u5df1\u7684\u73af\u5883: conda create -n myenv python=3.10"
\necho "============================================\\\\n"<\/p>\n
\u6e05\u6670\u7684\u6700\u7ec8\u8f93\u51fa\u80fd\u8ba9\u6267\u884c\u8005\u4e00\u76ee\u4e86\u7136\u5730\u77e5\u9053\u90e8\u7f72\u7ed3\u679c\u548c\u540e\u7eed\u6b65\u9aa4\u3002\u6e05\u7406\u4e34\u65f6\u6587\u4ef6\u662f\u4e00\u4e2a\u597d\u4e60\u60ef\u3002<\/p>\n
\u811a\u672c\u5199\u597d\u4e86，\u600e\u4e48\u7528\u5462？\u5f88\u7b80\u5355，\u901a\u8fc7SSH\u4f20\u5230\u670d\u52a1\u5668，\u8d4b\u4e88\u6267\u884c\u6743\u9650\u7136\u540e\u8fd0\u884c：<\/p>\n
# \u672c\u5730\u64cd\u4f5c
\nscp deploy_miniconda.sh user@your-server:\/tmp\/
\nssh user@your-server
\n# \u670d\u52a1\u5668\u4e0a\u64cd\u4f5c
\ncd \/tmp
\nchmod +x deploy_miniconda.sh
\n# \u6267\u884c\u811a\u672c，\u6240\u6709\u8f93\u51fa\u4f1a\u663e\u793a\u5728\u7ec8\u7aef
\nsudo .\/deploy_miniconda.sh<\/p>\n
\u8fd9\u4e2a\u811a\u672c\u662f\u7ebf\u6027\u7684，\u4f46\u5728\u5b9e\u9645\u751f\u4ea7\u90e8\u7f72\u4e2d，\u6211\u4eec\u53ef\u80fd\u4f1a\u7528Ansible\u3001SaltStack\u6216Terraform\u8fd9\u6837\u7684\u914d\u7f6e\u7ba1\u7406\u5de5\u5177\u6765\u8c03\u7528\u5b83，\u6216\u8005\u5c06\u5176\u5c01\u88c5\u6210Docker\u955c\u50cf\u6784\u5efa\u7684\u4e00\u90e8\u5206\u3002\u8fd9\u65f6，\u4f60\u53ef\u4ee5\u8003\u8651\u5c06\u811a\u672c\u62c6\u5206\u6210\u66f4\u7ec6\u7c92\u5ea6\u7684\u51fd\u6570，\u6216\u8005\u901a\u8fc7\u547d\u4ee4\u884c\u53c2\u6570\u6765\u63a5\u53d7\u914d\u7f6e，\u4f7f\u5176\u53d8\u6210\u4e00\u4e2a\u66f4\u901a\u7528\u7684\u5de5\u5177\u3002<\/p>\n
\u4f8b\u5982，\u4e00\u4e2a\u7b80\u5355\u7684\u53c2\u6570\u5316\u6539\u9020\u5f00\u5934：<\/p>\n
#!\/bin\/bash
\n# \u7528\u6cd5: .\/deploy_miniconda.sh [-p PATH] [-v VERSION] [-g GROUP]
\nINSTALL_PATH="\/opt\/miniconda3"
\nVERSION="py310_23.1.0-1"
\nUSER_GROUP=""<\/p>\n
while getopts "p:v:g:" opt; do
\n case ${opt} in
\n p ) INSTALL_PATH="$OPTARG" ;;
\n v ) VERSION="$OPTARG" ;;
\n g ) USER_GROUP="$OPTARG" ;;
\n \\\\? ) echo "\u7528\u6cd5: $0 [-p \u5b89\u88c5\u8def\u5f84] [-v \u7248\u672c\u53f7] [-g \u7528\u6237\u7ec4]"; exit 1 ;;
\n esac
\ndone
\n# \u540e\u7eed\u811a\u672c\u4f7f\u7528\u8fd9\u4e9b\u53d8\u91cf…<\/p>\n
\u6700\u540e，\u5206\u4eab\u4e24\u4e2a\u5728\u8fd0\u7ef4\u4e2d\u8e29\u8fc7\u7684\u5751\u3002\u4e00\u662f\u78c1\u76d8\u7a7a\u95f4，\/opt\u6216\/usr\/local\u6240\u5728\u7684\u5206\u533a\u9700\u8981\u6709\u8db3\u591f\u7a7a\u95f4（\u5efa\u8bae\u9884\u755910GB\u4ee5\u4e0a），\u56e0\u4e3a\u865a\u62df\u73af\u5883\u548c\u7f13\u5b58\u5305\u4f1a\u5360\u7528\u5927\u91cf\u7a7a\u95f4\u3002\u4e8c\u662f\u7f51\u7edc\u4ee3\u7406，\u5982\u679c\u670d\u52a1\u5668\u5904\u5728\u5185\u7f51\u9700\u8981\u4ee3\u7406\u8bbf\u95ee\u5916\u7f51，\u8bb0\u5f97\u5728\u8fd0\u884c\u811a\u672c\u524d\u8bbe\u7f6ehttp_proxy\u548chttps_proxy\u73af\u5883\u53d8\u91cf，\u5426\u5219wget\u4e0b\u8f7d\u4f1a\u5931\u8d25\u3002\u53ef\u4ee5\u5728\u811a\u672c\u7684\u4f9d\u8d56\u5b89\u88c5\u90e8\u5206\u4e4b\u540e\u6dfb\u52a0\u8fd9\u6837\u7684\u68c0\u6d4b：<\/p>\n
if [[ -n "${http_proxy}" ]]; then
\n echo "[INFO] \u68c0\u6d4b\u5230\u4ee3\u7406\u8bbe\u7f6e，\u5c06\u914d\u7f6econda\u4f7f\u7528\u4ee3\u7406…"
\n # \u53ef\u4ee5\u5c06\u4ee3\u7406\u8bbe\u7f6e\u5199\u5165conda\u914d\u7f6e
\nfi<\/p>\n
\u628a\u91cd\u590d\u7684\u5de5\u4f5c\u81ea\u52a8\u5316，\u628a\u7ecf\u9a8c\u6c89\u6dc0\u6210\u811a\u672c\u548c\u6587\u6863，\u8fd9\u662f\u5de5\u7a0b\u5e08\u63d0\u5347\u6548\u7387\u3001\u4fdd\u8bc1\u8d28\u91cf\u6700\u5b9e\u5728\u7684\u65b9\u6cd5\u3002\u5e0c\u671b\u8fd9\u5957\u811a\u672c\u80fd\u6210\u4e3a\u4f60\u670d\u52a1\u5668\u73af\u5883\u7ba1\u7406\u5de5\u5177\u7bb1\u91cc\u4e00\u4ef6\u79f0\u624b\u7684\u5de5\u5177\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
Miniconda\u5728Ubuntu\u670d\u52a1\u5668\u4e0a\u7684\u81ea\u52a8\u5316\u90e8\u7f72\u811a\u672c\u5206\u4eab（\u4e00\u952e\u5b89\u88c5\u73af\u5883\u521d\u59cb\u5316）
\n\u6700\u8fd1\u5728\u5e2e\u51e0\u4e2a\u56e2\u961f\u642d\u5efa\u6570\u636e\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u5e73\u53f0，\u53d1\u73b0\u4e00\u4e2a\u9ad8\u9891\u9700\u6c42：\u5982\u4f55\u5728\u65b0\u7684Ubuntu\u670d\u52a1\u5668\u4e0a\u5feb\u901f\u3001\u4e00\u81f4\u5730\u90e8\u7f72Python\u73af\u5883\u3002\u624b\u52a8\u5b89\u88c5Miniconda\u3001\u914d\u7f6e\u73af\u5883\u53d8\u91cf\u3001\u4e3a\u4e0d\u540c\u7528\u6237\u8bbe\u7f6e\u6743\u9650，\u8fd9\u5957\u6d41\u7a0b\u91cd\u590d\u4e86\u4e0d\u4e0b\u5341\u6b21\u540e，\u6211\u610f\u8bc6\u5230\u662f\u65f6\u5019\u628a\u8fd9\u4e00\u5957\u64cd\u4f5c\u811a\u672c\u5316\u4e86\u3002\u5bf9\u4e8e\u8fd0\u7ef4\u5de5\u7a0b\u5e08\u548c\u9700\u8981\u7ba1\u7406\u591a\u53f0\u670d\u52a1\u5668\u7684\u5f00\u53d1\u8005\u6765\u8bf4࿰<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[6322,103,774,3781],"topic":[],"class_list":["post-78174","post","type-post","status-publish","format-standard","hentry","category-server","tag-miniconda","tag-ubuntu","tag-774","tag-3781"],"yoast_head":"\n