| #!/usr/bin/env bash | |
| for f in $(<~/git/repos); do | |
| cd ~/git/$f | |
| git pull > /dev/null & | |
| cd - > /dev/null | |
| done | |
| wait < <(jobs -p) | |
| for f in $(<~/git/repos); do |
| model | infer_samples_per_sec | infer_step_time | infer_batch_size | infer_img_size | train_samples_per_sec | train_step_time | train_batch_size | train_img_size | param_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| vit_small_patch16_224 | 2444.7 | 104.691 | 256 | 224 | 955.88 | 267.078 | 256 | 224 | 22.05 | |
| vit_relpos_medium_patch16_224 | 1107.38 | 231.158 | 256 | 224 | 502.75 | 253.69 | 128 | 224 | 38.75 | |
| vit_base_patch16_224 | 1013.88 | 252.477 | 256 | 224 | 358.36 | 356.433 | 128 | 224 | 86.57 | |
| vit_base_patch16_384 | 288.27 | 888.045 | 256 | 384 | 102.82 | 300.795 | 31 | 384 | 86.86 |
| mkdir lfs | |
| cd lfs | |
| curl -L $(curl https://latest.fast.ai/git-lfs/git-lfs/linux-amd64) | tar xz | |
| sudo ./install.sh | |
| cd .. | |
| rm -rf lfs |
| """ | |
| A simple get function which caches responses for a URL | |
| using a LFU cache | |
| """ | |
| import requests | |
| from collections import Counter | |
| class LFUCache(object): | |
| """ Least frequently used cache with caching done on SET """ |
| !pip install fastai | |
| !apt-get -qq install -y libsm6 libxext6 && pip install -q -U opencv-python | |
| import cv2 | |
| from os import path | |
| from wheel.pep425tags import get_abbr_impl, get_impl_ver, get_abi_tag | |
| platform = '{}{}-{}'.format(get_abbr_impl(), get_impl_ver(), get_abi_tag()) | |
| accelerator = 'cu80' if path.exists('/opt/bin/nvidia-smi') else 'cpu' | |
| !pip install -q http://download.pytorch.org/whl/{accelerator}/torch-0.3.0.post4-{platform}-linux_x86_64.whl torchvision |
| # This is a snapshot of my ~/.gitconfig file, minus a few bits | |
| # that are obsolete or non-reusable. | |
| # | |
| # For explanation of each setting, see `git help config` | |
| # or https://git-scm.com/docs/git-config . | |
| # | |
| [user] | |
| name = Greg Price | |
| email = gnprice@gmail.com | |
| [alias] |
We higly recommend You to install a Linux Distro, preferably it can any Debian based distros like:
We highly recommend you not to bring Windows Laptops as Django is a free open software and its always nice to work best on Free Open Souce Software instead for Properietary software as it guarantees freedom and is also Free
| """ Trains an agent with (stochastic) Policy Gradients on Pong. Uses OpenAI Gym. """ | |
| import numpy as np | |
| import cPickle as pickle | |
| import gym | |
| # hyperparameters | |
| H = 200 # number of hidden layer neurons | |
| batch_size = 10 # every how many episodes to do a param update? | |
| learning_rate = 1e-4 | |
| gamma = 0.99 # discount factor for reward |