rwightman

from typing import Callable, Union
from dataclasses import dataclass

import timm
import torch.nn as nn
from effdet.efficientdet import BiFpn
from effdet.config import fpn_config

from omegaconf import DictConfig

Chris-hughes10

ed-alertedh

import os
import cloudpickle
from multiprocessing import Pool

class RunAsCUDASubprocess:
    def __init__(self, num_gpus=0, memory_fraction=0.8):
        self._num_gpus = num_gpus
        self._memory_fraction = memory_fraction

    @staticmethod

MInner

def run_release_gpu(func):
  def parallel_wrapper(output_dict, *argv, **kwargs):
    ret = func(*argv, **kwargs)
    if ret is not None:
      output_dict['ret'] = ret
  
  def outer_wrapper(*argv, **kwargs):
    same_process = kwargs.pop('same_process', False)
    if same_process:
      return func(*argv, **kwargs)

rwightman

import math
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.modules.utils import _pair, _quadruple


class MedianPool2d(nn.Module):
    """ Median pool (usable as median filter when stride=1) module.
    

culurciello

-- Xception model
-- a Torch7 implementation of: https://arxiv.org/abs/1610.02357
-- E. Culurciello, October 2016

require 'nn'
local nClasses = 1000

function nn.SpatialSeparableConvolution(nInputPlane, nOutputPlane, kW, kH)
   local block = nn.Sequential()
   block:add(nn.SpatialConvolutionMap(nn.tables.oneToOne(nInputPlane), kW,kH, 1,1, 1,1))

DrewML

Theming Slack for OSX

So, you love Slack, but you hate applications with large white backgrounds? Why not use Dark Mode!

Unfortunately, Slack does not have a Dark Mode, although it's on their list of possibilities.

But, don't fret - there is a solution! Because the slack native desktop apps are just wrappers around a web app, we can inject our own CSS to customize the application to our liking.

How to (OSX Only)

jrunestone

Here's how to make jQuery DataTables work with npm and webpack. DT checks for AMD compatibility first 
which breaks when you're using CommonJS with webpack.

Install DT core: npm install datatables.net
Install a DT style: npm install datatables.net-bs (bootstrap)
Install the imports-loader webpack plugin: https://github.com/webpack/imports-loader#disable-amd
Create a loader "exception" just for DT in webpack.config.js:

module: {
  loaders: [

shagunsodhani

Introduction

• GraphLab abstraction exposes asynchronous, dynamic, graph-parallel computation model in the shared-memory setting.
• This paper extends the abstraction to the distributed setting.
• Link to the paper.

Characteristics of MLDM (Machine Learning and Data Mining)

• Graph Structured Computation
• Sometimes computation requires modeling dependencies between data.

shagunsodhani

Efficient Estimation of Word Representations in Vector Space

Introduction

• Introduces techniques to learn word vectors from large text datasets.
• Can be used to find similar words (semantically, syntactically, etc).
• Link to the paper
• Link to open source implementation

Model Architecture