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import torch
import torch.nn as nn
import torch.nn.functional as F
def lengths_to_mask(lengths, max_len=None, dtype=None):
"""
Converts a "lengths" tensor to its binary mask representation.
Based on: https://discuss.pytorch.org/t/how-to-generate-variable-length-mask/23397
package main
import (
"log"
"os"
gst "github.com/spreadspace/go-gstreamer"
"github.com/ziutek/glib"
)
@soumith
soumith / gist:01da3874bf014d8a8c53406c2b95d56b
Last active March 28, 2022 16:53
Install PillowSIMD+libjpeg-turbo on Conda
conda uninstall --force pillow -y
# install libjpeg-turbo to $HOME/turbojpeg
git clone https://github.com/libjpeg-turbo/libjpeg-turbo
pushd libjpeg-turbo
mkdir build
cd build
cmake .. -DCMAKE_INSTALL_PREFIX:PATH=$HOME/turbojpeg
make
make install
@mrbar42
mrbar42 / README.md
Last active July 6, 2024 23:08
bash scripts to create VOD HLS stream with ffmpeg almighty (tested on Linux and OS X)

running:

bash create-vod-hls.sh beach.mkv

will produce:

    beach/
      |- playlist.m3u8
 |- 360p.m3u8
@awni
awni / ctc_decoder.py
Last active June 1, 2024 14:21
Example CTC Decoder in Python
"""
Author: Awni Hannun
This is an example CTC decoder written in Python. The code is
intended to be a simple example and is not designed to be
especially efficient.
The algorithm is a prefix beam search for a model trained
with the CTC loss function.
@kastnerkyle
kastnerkyle / beamsearch.py
Created July 8, 2016 07:34 — forked from udibr/beamsearch.py
beam search for Keras RNN
# variation to https://github.com/ryankiros/skip-thoughts/blob/master/decoding/search.py
def keras_rnn_predict(samples, empty=empty, rnn_model=model, maxlen=maxlen):
"""for every sample, calculate probability for every possible label
you need to supply your RNN model and maxlen - the length of sequences it can handle
"""
data = sequence.pad_sequences(samples, maxlen=maxlen, value=empty)
return rnn_model.predict(data, verbose=0)
def beamsearch(predict=keras_rnn_predict,
@jannecederberg
jannecederberg / formspree.html
Last active November 4, 2022 12:26 — forked from manfromanotherland/formspree.html
JS: Ajax send forms using the most excellent Formspree » http://formspree.io #snippet
<form id="contact-form" action="//formspree.io/your@email.com" method="post">
<input type="text" name="Name" placeholder="Name" required>
<input type="email" name="Email" placeholder="Email" required>
<textarea name="Message" cols="30" rows="6" placeholder="Message" required></textarea>
<!-- CONFIG -->
<input class="is-hidden" type="text" name="_gotcha">
<input type="hidden" name="_subject" value="Subject">
<input type="hidden" name="_cc" value="email@cc.com">
<!-- /CONFIG -->
<input class="submit" type="submit" value="Send">
def sliding_window(data, size, stepsize=1, padded=False, axis=-1, copy=True):
"""
Calculate a sliding window over a signal
Parameters
----------
data : numpy array
The array to be slided over.
size : int
The sliding window size
@johnantoni
johnantoni / gist:07df65898456ace4307d5bb6cbdc7f51
Last active April 3, 2022 16:31 — forked from mgmilcher/gist:5eaed7714d031a12ed97
Nginx, PHP-FPM, MySQL and phpMyAdmin on OS X

This is my take on how to get up and running with NGINX, PHP-FPM, MySQL and phpMyAdmin on OSX Yosemite.

This article is adapted from the original by Jonas Friedmann. Who I just discovered is from Würzburg in Germany. A stonesthrow from where I was born ;)

Xcode

Make sure you have the latest version of XCode installed. Available from the Mac App Store.

Install the Xcode Command Line Tools:

xcode-select --install

@danijar
danijar / blog_tensorflow_sequence_labelling.py
Last active January 12, 2024 15:18
TensorFlow Sequence Labelling
# Example for my blog post at:
# http://danijar.com/introduction-to-recurrent-networks-in-tensorflow/
import functools
import sets
import tensorflow as tf
def lazy_property(function):
attribute = '_' + function.__name__