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artoby / auto-stop-instance-gpu.sh

Last active July 15, 2020 21:29

Stop Cloud instance in case there's no GPU activity

	#!/bin/bash

	# This script is used to stop Cloud instance in case there's no GPU activity for certain period of time
	# Feel free to contribute https://gist.github.com/artoby/468a7ccbbbc35f6cc904ed668a189a45

	idle_seconds_to_shutdown=3600
	threshold=0
	check_period=0.1
	wait_before_shutdown=10
	last_activity=$(date +%s)

artoby / symlog_bins.py

Last active May 30, 2022 05:08

Symlog bins - splits a data range into log-like bins but with 0 and negative values taken into account

	import numpy as np

	def symlog_bins(arr, n_bins, zero_eps=0.1, padding=0):
	"""
	Splits a data range into log-like bins but with 0 and negative values taken into account.
	Can be used together with matplotlib 'symlog' axis sacale (i.e. ax.set_xscale('symlog'))
	Feel free to contribute: https://gist.github.com/artoby/0bcf790cfebed5805fbbb6a9853fe5d5
	"""
	a = min(arr) / (1 + padding)
	b = max(arr) * (1 + padding)

artoby / bert_pytorch_to_tensorflow.py

Last active July 12, 2020 11:10

Converts a PyTorch transformers BertForSequenceClassification model to TensorFlow

	"""
	This code is based on implementation from transformers library https://github.com/huggingface/transformers/blob/5daca95dddf940139d749b1ca42c59ebc5191979/src/transformers/convert_bert_pytorch_checkpoint_to_original_tf.py
	But this particular code snippet implements conversion of BertForSequenceClassification model which isn't supported by transformers library as of now.
	A sample tf_bert_config_file json file can be found in this gist https://gist.github.com/artoby/b13d2b9d2d6d7f21e195bdb8542709c6

	"""

	import os
	import tensorflow as tf
	from transformers import (

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