From fdfa39eb71cb9bd26687a92aef7cd8f68b149a08 Mon Sep 17 00:00:00 2001 From: rasbt Date: Sun, 21 Jan 2024 20:16:19 -0600 Subject: [PATCH] additional package installation info --- README.md | 8 +- .../README.md | 24 +++- .../figures/pytorch-installer.jpg | Bin 0 -> 96782 bytes .../02_installing-python-libraries/README.md | 66 +++++++--- .../figures/check_1.jpg | Bin 0 -> 109816 bytes .../figures/check_1.png | Bin 776089 -> 0 bytes .../figures/check_2.jpg | Bin 0 -> 80863 bytes .../figures/check_2.png | Bin 207955 -> 0 bytes .../figures/install-requirements.png | Bin 447665 -> 0 bytes .../figures/jupyter-issues.jpg | Bin 0 -> 105183 bytes .../figures/jupyter-issues.png | Bin 209350 -> 0 bytes .../figures/pytorch-installer.jpg | Bin 0 -> 96782 bytes .../figures/watermark.jpg | Bin 0 -> 36855 bytes .../figures/watermark.png | Bin 93658 -> 0 bytes .../jupyter_environment_check.ipynb | 123 ------------------ .../python_environment_check.ipynb | 62 +++++++++ .../python_environment_check.py | 13 +- .../requirements.txt | 3 +- 18 files changed, 148 insertions(+), 151 deletions(-) create mode 100644 appendix-A/01_optional-python-setup-preferences/figures/pytorch-installer.jpg create mode 100644 appendix-A/02_installing-python-libraries/figures/check_1.jpg delete mode 100644 appendix-A/02_installing-python-libraries/figures/check_1.png create mode 100644 appendix-A/02_installing-python-libraries/figures/check_2.jpg delete mode 100644 appendix-A/02_installing-python-libraries/figures/check_2.png delete mode 100644 appendix-A/02_installing-python-libraries/figures/install-requirements.png create mode 100644 appendix-A/02_installing-python-libraries/figures/jupyter-issues.jpg delete mode 100644 appendix-A/02_installing-python-libraries/figures/jupyter-issues.png create mode 100644 appendix-A/02_installing-python-libraries/figures/pytorch-installer.jpg create mode 100644 appendix-A/02_installing-python-libraries/figures/watermark.jpg delete mode 100644 appendix-A/02_installing-python-libraries/figures/watermark.png delete mode 100644 appendix-A/02_installing-python-libraries/jupyter_environment_check.ipynb create mode 100644 appendix-A/02_installing-python-libraries/python_environment_check.ipynb diff --git a/README.md b/README.md index 67011d5..8604f1b 100644 --- a/README.md +++ b/README.md @@ -33,9 +33,13 @@ Alternatively, you can view this and other files on GitHub at [https://github.co | ----------------------------------------- | ------------------------------------------------------------ | ---------------------------- | | Ch 1: Understanding Large Language Models | No code | No code | | Ch 2: Working with Text Data | - [ch02.ipynb](ch02/01_main-chapter-code/ch02.ipynb)
- [dataloader.ipynb](ch02/01_main-chapter-code/dataloader.ipynb) (summary)
- [exercise-solutions.ipynb](ch02/01_main-chapter-code/exercise-solutions.ipynb) | [./ch02](./ch02) | -| Ch 3: Coding Attention Mechanisms | - [ch03.ipynb](ch03/01_main-chapter-code/ch03.ipynb)
- [multihead-attention.ipynb](ch03/01_main-chapter-code/multihead-attention.ipynb) (summary) | [./ch03](./ch03) | +| Ch 3: Coding Attention Mechanisms | - [ch03.ipynb](ch03/01_main-chapter-code/ch03.ipynb)
- [multihead-attention.ipynb](ch03/01_main-chapter-code/multihead-attention.ipynb) (summary) | [./ch03](./ch03) | | ... | ... | ... | -| Appendix A: Introduction to PyTorch | - [code-part1.ipynb](appendix-A/03_main-chapter-code/code-part1.ipynb)
- [code-part2.ipynb](appendix-A/03_main-chapter-code/code-part2.ipynb)
- [DDP-script.py](appendix-A/03_main-chapter-code/DDP-script.py)
- [exercise-solutions.ipynb](appendix-A/03_main-chapter-code/exercise-solutions.ipynb) | [./appendix-A](./appendix-A) | +| Appendix A: Introduction to PyTorch* | - [code-part1.ipynb](appendix-A/03_main-chapter-code/code-part1.ipynb)
- [code-part2.ipynb](appendix-A/03_main-chapter-code/code-part2.ipynb)
- [DDP-script.py](appendix-A/03_main-chapter-code/DDP-script.py)
- [exercise-solutions.ipynb](appendix-A/03_main-chapter-code/exercise-solutions.ipynb) | [./appendix-A](./appendix-A) | + +(* Please see [this](01_optional-python-setup-preferences) and [this](02_installing-python-libraries) folder if you need more guidance on installing Python and Python packages.) + +

diff --git a/appendix-A/01_optional-python-setup-preferences/README.md b/appendix-A/01_optional-python-setup-preferences/README.md index 96a63b8..edd7627 100644 --- a/appendix-A/01_optional-python-setup-preferences/README.md +++ b/appendix-A/01_optional-python-setup-preferences/README.md @@ -28,6 +28,8 @@ where `Desktop/` is the folder where the Miniforge installer was downloaded to. Next, step through the download instructions, confirming with "Enter". + + ## 2. Create a new virtual environment After the installation was successfully completed, I recommend creating a new virtual environment called `dl-fundamentals`, which you can do by executing @@ -38,6 +40,8 @@ conda create -n LLMs python=3.10 new-env +> Many scientific computing libraries do not immediately support the newest version of Python. Therefore, when installing PyTorch, it's advisable to use a version of Python that is one or two releases older. For instance, if the latest version of Python is 3.13, using Python 3.10 or 3.11 is recommended. + Next, activate your new virtual environment (you have to do it every time you open a new terminal window or tab): ```bash @@ -52,7 +56,7 @@ If you want to style your terminal similar to mine so that you can see which vir -# 3. Install new Python libraries +## 3. Install new Python libraries @@ -70,6 +74,24 @@ You can also still use `pip` to install libraries. By default, `pip` should be l check-pip + + +## 4. Install PyTorch + +PyTorch can be installed just like any other Python library or package using pip. For example: + +```bash +pip install torch==2.0.1 +``` + +However, since PyTorch is a comprehensive library featuring CPU- and GPU-compatible codes, the installation may require additional settings and explanation (see the *A.1.3 Installing PyTorch in the book for more information*). + +It's also highly recommended to consult the installation guide menu on the official PyTorch website at [https://pytorch.org](https://pytorch.org). + + + + + --- diff --git a/appendix-A/01_optional-python-setup-preferences/figures/pytorch-installer.jpg b/appendix-A/01_optional-python-setup-preferences/figures/pytorch-installer.jpg new file mode 100644 index 0000000000000000000000000000000000000000..979200b1f4651a6c89e28885dd5d8e0a3d605038 GIT binary patch literal 96782 zcmeFZ2Ut`~moB`UC^-j7ts;UTASgkBZh{Di2#At{NY0W|(@hXiqKJZmk`WN0MF~o3 zB`OL?R&o#}2y_!0I^C`39KYlF|C#5TneWbh?%Y#6wfCy(Rbj0P`>m=~P(D&-fCcRk zH)jAaFaRV00N4l6K{x?wkb;1J07L+w{XqkODMaumZ3~h3oreklsJQ;YAMXax{LT;N 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them before attending the event: +This document provides more information on double-checking your installed Python version and packages. (Please see the [../01_optional-python-setup-preferences](../01_optional-python-setup-preferences) folder for more information on installing Python and Python packages.) -- numpy >= 1.24.3 (The fundamental package for scientific computing with Python) -- scipy >= 1.10.1 (Additional functions for NumPy) -- pandas >= 2.0.2 (A data frame library) -- matplotlib >= 3.7.1 (A plotting library) -- jupyterlab >= 4.0 (An application for running Jupyter notebooks) -- ipywidgets >= 8.0.6 (Fixes progress bar issues in Jupyter Lab) -- scikit-learn >= 1.2.2 (A general machine learning library) -- watermark >= 2.4.2 (An IPython/Jupyter extension for printing package information) -- torch >= 2.0.1 (The PyTorch deep learning library) -- torchvision >= 0.15.2 (PyTorch utilities for computer vision) -- torchmetrics >= 0.11.4 (Metrics for PyTorch) -- transformers >= 4.30.2 (Language transformers and LLMs for PyTorch) -- lightning >= 2.0.3 (A library for advanced PyTorch features: multi-GPU, mixed-precision etc.) +I used the following main libraries in this book. Newer versions of these libraries are likely compatible as well. However, if you experience any problems with the code, you can try these library versions as a fallback: + +- numpy 1.24.3 +- scipy 1.10.1 +- pandas 2.0.2 +- matplotlib 3.7.1 +- jupyterlab 4.0 +- watermark 2.4.2 +- torch 2.0.1 +- tiktoken 0.5.1 To install these requirements most conveniently, you can use the `requirements.txt` file: @@ -30,17 +27,46 @@ Then, after completing the installation, please check if all the packages are in python_environment_check.py ``` -![check_1](figures/check_1.png) +![check_1](figures/check_1.jpg) -It's also recommended to check the versions in JupyterLab by running the `jupyter_environment_check.ipynb` in this directory. Ideally, it should look like as follows: +It's also recommended to check the versions in JupyterLab by running the `jupyter_environment_check.ipynb` in this directory, which should ideally give you the same results as above. -![check_1](figures/check_2.png) +![check_1](figures/check_2.jpg) If you see the following issues, it's likely that your JupyterLab instance is connected to wrong conda environment: -![jupyter-issues](figures/jupyter-issues.png) +![jupyter-issues](figures/jupyter-issues.jpg) In this case, you may want to use `watermark` to check if you opened the JupyterLab instance in the right conda environment using the `--conda` flag: -![watermark](figures/watermark.png) +![watermark](figures/watermark.jpg) + + + +
    +
    + + +## Installing PyTorch + +PyTorch can be installed just like any other Python library or package using pip. For example: + +```bash +pip install torch==2.0.1 +``` + +However, since PyTorch is a comprehensive library featuring CPU- and GPU-compatible codes, the installation may require additional settings and explanation (see the *A.1.3 Installing PyTorch in the book for more information*). + +It's also highly recommended to consult the installation guide menu on the official PyTorch website at [https://pytorch.org](https://pytorch.org). + + + + + +--- + + + + +Any questions? 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