praeclarum

$ python ddpg_pendulum.py 
/Users/fak/.virtualenvs/control/lib/python2.7/site-packages/gym/__init__.py:15: UserWarning: gym.undo_logger_setup is deprecated. gym no longer modifies the global logging configuration
  warnings.warn("gym.undo_logger_setup is deprecated. gym no longer modifies the global logging configuration")
WARN: gym.spaces.Box autodetected dtype as <type 'numpy.float32'>. Please provide explicit dtype.
WARN: gym.spaces.Box autodetected dtype as <type 'numpy.float32'>. Please provide explicit dtype.
INFO:plaidml:Opening device "opencl_amd_amd_radeon_pro_vega_56_compute_engine.0"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
flatten_1 (Flatten)          (None, 3)                 0         

praeclarum

    // Given previous tokens, predict the next token (and runners up)
    let predictNextToken (previousKinds : SyntaxKind[]) : Prediction[] =
        if ios11 then
            let model : MLModel = model.Value // Load the cached model
            let mutable predictions : Prediction[] = [| |]

            // RNNs require external memory
            let mutable lstm_1_h : MLMultiArray = null
            let mutable lstm_1_c : MLMultiArray = null

praeclarum

            let getRefInfo (x : SyntaxNode) (ident : SyntaxToken) (isO : bool) =
                let si = semantics.GetSymbolInfo (x)
                if si.Symbol <> null then
                    Some (ident, si.Symbol, true, isO)
                else None

            let getDefInfo (x : SyntaxNode) (ident : SyntaxToken) (isO : bool) =
                let s = semantics.GetDeclaredSymbol (x)
                if s <> null then
                    Some (ident, s, false, isO)

praeclarum

iMac Pro PlaidML Training Perf

GPU vgg16 (batch size 8)

$ python plaidbench.py --train --batch-size 8 vgg16
/Users/fak/plaidml/lib/python2.7/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.
  from ._conv import register_converters as _register_converters
Running 1024 examples with vgg16, batch size 8
Loading CIFAR data

praeclarum

using System;
using System.Collections.Generic;

namespace Praeclarum
{
    /// <summary>
    /// The type of <see cref="ListDiffAction{S,D}"/>.
    /// </summary>
    public enum ListDiffActionType
    {

praeclarum

using System;
using System.Collections.Specialized;
using System.Collections;
using System.Collections.Generic;
using System.Threading;
using System.Linq;
using System.Diagnostics;
using System.Threading.Tasks;

namespace Praeclarum

praeclarum

module Drone.Control.Matrix

open System

type Matrix =
    | MZero of int * int
    | MEye of int * float
    | MArray of float[,]
    | MTranspose of Matrix
    | MDiagonal of float[]

praeclarum

module Drone.Control.Ukf

open System
open Drone.Control.Matrix


type IDiscreteModel =
    abstract Process : Matrix -> Matrix
    abstract Observe : Matrix -> Matrix
    abstract InitialState : Matrix

praeclarum

{
	"name":"Vibrantly Dark",
	"version":"1.0",
	"description":"A dark theme with vibrant highlights. Inspired by One Dark Vibrant from Atom.",
	"originator":"Frank A. Krueger (@praeclarum)",
	"colors":[
		{"name": "Background(Read Only)", "color":"#2A2A2A" },
		{"name": "Search result background", "color":"#005F60" },
		{"name": "Search result background (highlighted)", "color":"#007F80" },
		{"name": "Fold Square", "color":"#63677F", "secondcolor":"#2A2A2A" },

praeclarum

using System;
using UIKit;
using Microsoft.CodeAnalysis;
using System.Linq;
using Microsoft.CodeAnalysis.Host;
using System.Collections.Generic;

namespace RR
{
	public class TestVC : UITableViewController