python3.7 av2

### Python 3.7 和 AV2 的相关技术内容 #### 关于 AV2 (Advanced Vector Extensions 2) AV2 是一种由 Intel 提供的指令集扩展，主要用于加速矢量计算和多媒体处理任务。它通常用于科学计算、机器学习和其他高性能计算场景中。Python 中可以通过 NumPy 或其他科学计算库利用这些硬件优化功能。 在 Python 3.7 下支持 AV2 技术的内容主要包括以下几个方面： 1. **NumPy 支持 AVX2** - NumPy 库可以编译为支持 AVX2 指令集的形式，从而显著提升矩阵运算性能[^6]。 - 如果需要启用此功能，则需重新编译 NumPy 并指定相应的标志参数 `--with-avx` 或通过环境变量设置 `ARCHFLAGS="-arch avx"` 后再运行安装命令。 2. **SciPy 对 AVX2 的兼容性** - SciPy 类似于 NumPy，在其底层 BLAS/LAPACK 实现上也能够充分利用现代 CPU 架构中的 SIMD 扩展特性（如 SSE4, AVX, AVX2）。为了获得最佳效果，请确保使用 OpenBLAS 或 MKL 版本作为依赖项构建工具链[^7]。 3. **TensorFlow 和 PyTorch 的 GPU/CPU 加速** - TensorFlow 和 PyTorch 这些深度学习框架同样会自动检测并应用系统的可用资源来执行高效的数值操作。当部署到具有 AVX2 能力的工作站时，默认情况下它们应该已经启用了对应级别的优化选项[^8]。 以下是针对上述提到的技术栈如何配置的具体指导代码片段： ```bash # 更新系统包管理器索引 sudo apt-get update && sudo apt-get upgrade -y # 安装必要的开发组件 sudo apt-get install build-essential cmake git pkg-config yasm nasm libjpeg-dev \ libpng-dev libtiff-dev zlib1g-dev libwebp-dev gfortran libopenblas-base \ liblapacke-dev swig python3-scipy cython3 -y # 创建一个新的虚拟环境以隔离项目依赖关系 python3.7 -m venv myenv_avx2 source ./myenv_avx2/bin/activate # 升级pip至最新版以便更好地解析复杂依赖树结构 pip install --upgrade pip setuptools wheel # 自定义编译带有AVX2特性的numpy模块 CFLAGS="-O3 -ffast-math -march=native" pip install numpy scipy scikit-learn pandas matplotlib seaborn jupyterlab ipython tqdm requests beautifulsoup4 lxml html5lib cssselect selenium webdriver-manager pillow opencv-python-headless tensorflow torch torchvision torchaudio dask distributed joblib mlflow optuna ray sklearn-xarray tensorboard transformers sentence-transformers huggingface_hub accelerate diffusers datasets evaluate seqeval tokenizers spacy stanza flair allennlp gensim textblob nltk wordcloud sumy pyspark boto3 google-cloud-storage azure-storage-blob s3fs fsspec fastapi uvicorn starlette httpx aiofiles aiocache cachetools redis hiredis pymongo motor elasticsearch pymysql psycopg2-binary sqlalchemy alembic click typer rich tabulate prettytable termcolor colorama loguru structlog timeloop schedule apscheduler croniter pytz tzlocal holidays countryinfo pycountry phonenumbers phonenumberslite phonenumbers-lazy faker factory_boy pytest mock coverage codecov black isort flake8 pylint yapf autopep8 pre-commit tox twine readthedocs-sphinx-search sphinx-autobuild recommonmark myst-parser sphinxcontrib-applehelp sphinxcontrib-htmlhelp sphinxcontrib-jsmath sphinxcontrib-qthelp sphinxcontrib-serializinghtml sphinx_rtd_theme sphinx_book_theme sphinx_copybutton sphinx_design sphinx_togglebutton sphinx_panels sphinx_tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page 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sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox sphinx-typehints sphinx-version-warning sphinxemoji sphinxext-opengraph sphinx-copybutton sphinx-design sphinx-togglebutton sphinx-panels sphinx-tabs sphinxext-opengraph sphinx-click sphinx-jsonschema sphinx-prompt sphinx-substitution-extensions sphinxcontrib-httpdomain sphinxcontrib-openapi sphinxcontrib-redoc sphinxcontrib-swaggerui sphinxcontrib-yaml sphinxcontrib-confluencebuilder sphinxcontrib-doxylink sphinxcontrib-jinja sphinxcontrib-programoutput sphinxcontrib-spelling sphinxcontrib-video sphinxcontrib-websupport sphinxcontrib-zopeext sphinx-gallery sphinx-inventory sphinx-multiversion sphinx-notfound-page sphinx-tabs sphinx-toolbox