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lines changed Original file line number Diff line number Diff line change 11.vscode
22_build
3- .idea
3+ .idea
4+ **/__pycache__
Original file line number Diff line number Diff line change 1+ .. ***************************
2+ .. Minimal Examples
3+ .. ***************************
4+
5+
6+ .. include:: examples/frameworks/README.rst
Original file line number Diff line number Diff line change 3636 'Purpose_*',
3737 'Extra_compute_*',
3838 'IDT_*',
39- 'singularity/*']
39+ 'singularity/*',
40+ 'examples/*',]
4041# The name of the Pygments (syntax highlighting) style to use.
4142pygments_style = 'sphinx'
4243
Original file line number Diff line number Diff line change 1+ *******************
2+ Software Frameworks
3+ *******************
4+
5+
6+
7+ .. include:: examples/frameworks/pytorch_setup/README.rst
Original file line number Diff line number Diff line change 1+ PyTorch Setup
2+ ===================
3+
4+ .. IDEA: Add a link to all the sections of the documentation that have to
5+ .. absolutely have been read before this tutorial.
6+
7+ **Prerequisites**: (Make sure to read the following before using this example!)
8+
9+ * :ref:`Quick Start`
10+ * :ref:`Running your code`
11+ * :ref:`Conda`
12+
13+
14+ **job.sh**
15+
16+
17+ .. literalinclude:: /examples/frameworks/pytorch_setup/job.sh
18+ :language: bash
19+
20+
21+ **main.py**
22+
23+
24+ .. literalinclude:: /examples/frameworks/pytorch_setup/main.py
25+ :language: python
26+
27+
28+ **Running this example**
29+
30+
31+ .. code-block:: bash
32+
33+ $ sbatch job.sh
Original file line number Diff line number Diff line change 1+ #!/bin/bash
2+ #SBATCH --gres=gpu:1
3+ #SBATCH --cpus-per-task=1
4+ #SBATCH --mem=16G
5+ #SBATCH --time=00:15:00
6+ #SBATCH --partition=unkillable
7+
8+ set -e # exit on error.
9+ echo "Date: $(date)"
10+ echo "Hostname: $(hostname)"
11+
12+ module purge
13+ # This example uses Conda to manage package dependencies.
14+ # See https://docs.mila.quebec/Userguide.html#conda for more information.
15+ module load anaconda/3
16+
17+ # Creating the environment for the first time:
18+ # conda create -y -n pytorch python=3.9 pytorch torchvision torchaudio \
19+ # pytorch-cuda=11.6 -c pytorch -c nvidia
20+
21+ # Activate the environment:
22+ conda activate pytorch
23+
24+ python main.py
Original file line number Diff line number Diff line change 1+ import torch
2+ import torch.backends.cuda
3+
4+
5+ def main():
6+ cuda_built = torch.backends.cuda.is_built()
7+ cuda_avail = torch.cuda.is_available()
8+ device_count = torch.cuda.device_count()
9+
10+ print(f"PyTorch built with CUDA: {cuda_built}")
11+ print(f"PyTorch detects CUDA available: {cuda_avail}")
12+ print(f"PyTorch-detected #GPUs: {device_count}")
13+ if device_count == 0:
14+ print(" No GPU detected, not printing devices' names.")
15+ else:
16+ for i in range(device_count):
17+ print(f" GPU {i}: {torch.cuda.get_device_name(i)}")
18+
19+
20+ if __name__ == "__main__":
21+ main()
Original file line number Diff line number Diff line change @@ -36,6 +36,13 @@ recommend you start by checking out the :ref:`short quick start guide
3636
3737 Theory_cluster
3838
39+
40+ .. toctree::
41+ :caption: Minimal Examples
42+ :maxdepth: 2
43+
44+ Minimal_examples
45+
3946.. toctree::
4047 :caption: Extras
4148 :maxdepth: 2
@@ -53,4 +60,3 @@ recommend you start by checking out the :ref:`short quick start guide
5360 sections, or would simply like to contribute, please open an
5461 issue or make a pull request on the `github page
5562 <https://github.com/mila-iqia/mila-docs>`_.
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