mytorch-ai 0.4.6

Drop-in replacement for PyTorch that does distributed training and inference on a remote server

Welcome to MyTorch!

MyTorch provides all the features of PyTorch. The code in these examples is identical to PyTorch. MyTorch offers transparent access to cloud GPUs with zero code changes. Simply pip install mytorch-ai instead of torch.

Step 1: Setting Up

But first, one more step: register with MyTorch.net and get an access token. Put that token into a file named ~/.mytorch (in your home directory).

echo "token=xxx" > ~/.mytorch

You should have received an access token in the email you provided at registration. If you did not receive such a message, check your spam folder. Contact MyTorch.net support if you are having issues getting an access token.

Make sure you set up your environment correctly:

python3 -m venv ~/venv_mytorch
source ~/venv_mytorch/bin/activate
pip install --upgrade pip
pip install --upgrade mytorch-ai

That's how easy it is to use MyTorch.

See below for more details. Consider cloning the github examples repository: git clone https://github.com/mytorch-ai/examples.git

Also refer to: ./examples/infer/llama/llama_infer.py
And ./examples/jupyter/water_leak_detection.ipynb

To run the test in ./infer/llama3/infer_llama.py you will need to follow the procedure described in the HuggingFace.md to request and receive a Hugging Face token to access the model weights.

Not all examples require a HuggingFace token. The water_leak_detection example creates and trains a model from scratch.

Step 2: Installation

IMPORTANT: MyTorch replaces functions from libraries like PyTorch and Transformers with its own cloud-based implementations. For it to work properly, these libraries (torch etc) must not be pre-installed. If you’ve already installed them, create a fresh environment and install MyTorch before anything else. We recommend using virtualenv or conda to ensure a clean setup, even if you're unsure whether conflicts exist.

Note: We recommend running the following commands in this (./examples) directory

Setting up MyTorch on Linux/MacOS

rm -rf venv_mytorch
python -m venv venv_mytorch
source venv_mytorch/bin/activate
pip install --upgrade pip
pip install --upgrade mytorch-ai
deactivate

For Windows PowerShell

Remove-Item -Recurse -Force venv_mytorch
python -m venv venv_mytorch
.\venv_mytorch\Scripts\Activate.ps1
pip install --upgrade pip
pip install --upgrade mytorch-ai
deactivate

Setting up PyTorch Environment (for comparison)

For Linux/MacOS:

rm -rf venv_pytorch
python -m venv venv_pytorch
source venv_pytorch/bin/activate
pip install --upgrade pip
pip install -r pytorch_env_requirements.txt
deactivate

For Windows PowerShell:

Remove-Item -Recurse -Force venv_pytorch
python -m venv venv_pytorch
.\venv_pytorch\Scripts\Activate.ps1
pip install --upgrade pip
pip install -r pytorch_env_requirements.txt
deactivate

Step 3: Running

Now you are ready to run examples...

1. Activate your venv environment of choice from Section 2.
2. Navigate to the example directory.

Example 1: LLAMA-3.2-3B Inference

cd ./infer/llama

Read the README.md in that directory for specific instructions.

Step 4: Sample Output

Output from running on myTorch servers:

(venv_mytorch) PS C:\Users\cenae\myTorch\myTorch_examples\infer\llama> python .\llama_infer.py
INFO - Client process is exiting; disconnecting from server...
INFO - Connecting to server proxy.mytorch.net:55551
*** Using GPU: Tesla P100-PCIE-16GB ***
Loading tokenizer for meta-llama/Llama-3.2-3B-Instruct...
INFO - Loading AutoTokenizer for `meta-llama/Llama-3.2-3B-Instruct`
INFO - ...AutoTokenizer has been loaded
Loading model for meta-llama/Llama-3.2-3B-Instruct...
INFO - Loading AutoModelForCausalLM model `meta-llama/Llama-3.2-3B-Instruct`
INFO - ...model has been loaded
Model loaded
Loading model onto cuda
Model moved to device
Tokenization complete

Generating response...

Prompt: Tell me a 500 word story about a black cat named George

Response:
]
George was a sleek and mysterious black cat with piercing green eyes that seemed to gleam in the dark. He had been a stray for as long as anyone could remember, but he never seemed to need anyone. He was a master of survival, able to scrounge up food and find shelter with ease.

Despite his tough exterior, George had a soft spot for humans. He would often sneak into homes and curl up in laps, purring contentedly as he basked in the warmth and attention. But he was a cat of discerning taste, and only sought out those who were willing to provide him with the finest treats and the most comfortable blankets.

One day, a young girl named Lily wandered into the neighborhood with her family. She was a shy and quiet child, with a mop of curly brown hair and a smile that could light up the darkest of rooms. As she explored the streets, she stumbled upon George lounging in a sunbeam, his eyes fixed intently on a nearby bird.       
Hi
Lily hesitated for a moment, unsure of what to do. But something about George's gentle demeanor put her at ease, and she reached out a hand to pet him. George purred loudly, nuzzling her hand with his head, and Lily felt a sense of calm wash over her.

From that moment on, George and Lily were inseparable. They spent their days exploring the neighborhood, chasing after butterflies, and curled up towatch the birds outside.

As the days turned into weeks, Lily's parents began to notice a change in their daughter. She seemed happier, more confident, and more at ease in her own skin. And whenever she looked into George's piercing green eyes, she felt a sense of peace and contentment wash over her.

One evening, as the sun set over the neighborhood, Lily snuggled up beside George on the couch. She stroked his soft fur, feeling the warmth of his body radiate into

Time taken: 26.29 seconds
INFO - Disconnecting from server...
INFO - Disconnected from server.

Running locally:

C:\Users\cenae\myTorch\myTorch_examples\infer\llama> python .\llama_infer.py
INFO - Client process is exiting; disconnecting from server...
INFO - Connecting to server proxy.mytorch.net:55554
*** Using GPU: Tesla V100-DGXS-16GB ***
Loading tokenizer for meta-llama/Llama-3.2-3B-Instruct...
INFO - Loading AutoTokenizer for `meta-llama/Llama-3.2-3B-Instruct`
INFO - ...AutoTokenizer has been loaded
Loading model for meta-llama/Llama-3.2-3B-Instruct...
INFO - Loading AutoModelForCausalLM model `meta-llama/Llama-3.2-3B-Instruct`
INFO - ...model has been loaded
Model loaded
Loading model onto cuda
Model moved to device
Tokenization complete

Generating response...

Prompt: Tell me a 500 word story about a black cat named George

Response:
]
George was a sleek and mysterious black cat with piercing green eyes that seemed to gleam in the dark. He had been a stray for as long as anyone could remember, but he never seemed to need anyone. He was a master of survival, able to scrounge up food and find shelter with ease.

Despite his tough exterior, George had a soft spot for humans. He would often sneak into homes and curl up in laps, purring contentedly as he basked in the warmth and attention. But he was a cat of discerning taste, and only sought out those who were willing to provide him with the finest treats and the most comfortable blankets.

One day, a young girl named Lily wandered into the neighborhood with her family. She was a shy and quiet child, with a mop of curly brown hair and a smile that could light up the darkest of rooms. As she explored the streets, she stumbled upon George lounging in a sunbeam, his eyes fixed intently on a nearby bird.     

Lily gasped in wonder, her eyes locked onto George's piercing green gaze. For a moment, the two simply stared at each other, a connection sparking between them like a live wire. Then, to Lily's surprise, George stood up and began to pad towards her, his tail twitching with curiosity.

Lily hesitated for a moment, unsure of what to do. But something about George's gentle demeanor put her at ease, and she reached out a hand to pet him. George purred loudly, nuzzling her hand with his head, and Lily felt a sense of calm wash over her.

From that moment on, George and Lily were inseparable. They spent their days exploring the neighborhood, chasing after butterflies, and curled up together in the sunbeams that streamed through the windows. George taught Lily all about the art of napping, and how to find the perfect spot to watch the birds outside.     

As the days turned into weeks, Lily's parents began to notice a change in their daughter. She seemed happier, more confident, and more at ease in her own skin. And whenever she looked into George's piercing green eyes, she felt a sense of peace and contentment wash over her.

One evening, as the sun set over the neighborhood, Lily snuggled up beside George on the couch. She stroked his soft fur, feeling the warmth of his body radiate into

Time taken: 21.97 seconds
INFO - Disconnecting from server...
INFO - Disconnected from server.