https://github.com/josephkj/pytorch-maml-and-reptile

MAML and Reptile sine wave regression example in PyTorch
https://github.com/josephkj/pytorch-maml-and-reptile

maml meta-learning meta-learning-algorithms pytorch pytorch-implementation reptile

Last synced: about 1 month ago
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MAML and Reptile sine wave regression example in PyTorch

• Host: GitHub
• URL: https://github.com/josephkj/pytorch-maml-and-reptile
• Owner: JosephKJ
• License: mit
• Created: 2020-01-25T12:16:15.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2020-01-26T06:38:30.000Z (over 5 years ago)
• Last Synced: 2025-03-21T11:50:37.837Z (about 1 month ago)
• Topics: maml, meta-learning, meta-learning-algorithms, pytorch, pytorch-implementation, reptile
• Language: Python
• Homepage: https://josephkj.in
• Size: 93.8 KB
• Stars: 18
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# MAML and Reptile in PyTorch

This repository includes the Sine wave experiment with MAML and Reptile.

### Run

```shell script

python main.py --run=MAML

python main.py --run=Reptile

```

### Tested on

```shell script

Python 3.7.4

PyTorch 1.3.1

```

### Results

```shell script

Loss after 30000 iterations

---------------------------

MAML: 0.058

REPTILE: 0.048

```

MAML:

![MAML](https://github.com/JosephKJ/MAML-and-Reptile/blob/master/results/maml.png "MAML")

Reptile:

![Reptile](https://github.com/JosephKJ/MAML-and-Reptile/blob/master/results/reptile.png "Reptile")

### Adapted from

[John Schulman's GIST](https://gist.github.com/joschu/f503500cda64f2ce87c8288906b09e2d#file-reptile-sinewaves-demo-py)