src/Visualise.jl

Thu, 05 Dec 2019 16:50:11 +0200

author
Tuomo Valkonen <tuomov@iki.fi>
date
Thu, 05 Dec 2019 16:50:11 +0200
changeset 11
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parent 9
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child 13
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permissions
-rw-r--r--

Use Threads.@spawn instead of the broken hang-prone Distributed.
Also fix a few related things.

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1 ##################################################
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2 # Visualising and data-collecting iteration tools
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3 ##################################################
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4
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5 module Visualise
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6
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7 using Printf
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8 using FileIO
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9 using Setfield
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10 using Images, Plots, Measures
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11
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12 using AlgTools.Util
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13 using AlgTools.StructTools
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14 using AlgTools.LinkedLists
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16 ##############
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17 # Our exports
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18 ##############
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19
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20 export LogEntry,
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21 bg_visualise,
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22 visualise,
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23 clip,
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24 grayimg,
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25 secs_ns,
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26 iterate_visualise,
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27 initialise_visualisation,
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28 finalise_visualisation
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29
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30 ##################
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31 # Data structures
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32 ##################
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33
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34 struct LogEntry <: IterableStruct
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35 iter :: Int
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36 time :: Float64
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37 function_value :: Float64
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38 end
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39
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40 struct State
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41 vis :: Union{Channel,Bool,Nothing}
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42 visproc :: Union{Nothing,Task}
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43 start_time :: Union{Real,Nothing}
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44 wasted_time :: Real
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45 log :: LinkedList{LogEntry}
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46 end
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47
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48 ##################
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49 # Helper routines
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50 ##################
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51
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52 @inline function secs_ns()
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53 return convert(Float64, time_ns())*1e-9
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54 end
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55
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56 clip = x -> min(max(x, 0.0), 1.0)
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57 grayimg = im -> Gray.(clip.(im))
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58
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59 ################
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60 # Visualisation
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61 ################
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62
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63 function bg_visualise(rc)
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64 while true
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65 imgs=take!(rc)
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66 # Take only the latest image to visualise
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67 while isready(rc)
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68 imgs=take!(rc)
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69 end
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70 # We're done if we were fed an empty image
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71 if isnothing(imgs)
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72 break
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73 end
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74 do_visualise(imgs)
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75 end
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76 return
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77 end
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78
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79 function do_visualise(imgs)
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80 plt = im -> plot(grayimg(im), showaxis=false, grid=false, aspect_ratio=:equal, margin=2mm)
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81 display(plot([plt(imgs[i]) for i =1:length(imgs)]..., reuse=true, margin=0mm))
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82 end
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83
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84 function visualise(channel_or_toggle, imgs)
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85 if isa(channel_or_toggle, Channel)
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86 rc = channel_or_toggle
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87 while isready(rc)
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88 take!(rc)
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89 end
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90 put!(rc, imgs)
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91 elseif isa(channel_or_toggle, Bool) && channel_or_toggle
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92 do_visualise(imgs)
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93 end
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94 end
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95
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96 ######################################################
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97 # Iterator that does visualisation and log collection
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98 ######################################################
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99
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100 function iterate_visualise(st :: State,
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101 step :: Function,
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102 params :: NamedTuple) where DisplacementT
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103 try
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104 for iter=1:params.maxiter
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105 st = step() do calc_objective
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106 if isnothing(st.start_time)
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107 # The Julia precompiler is a miserable joke, apparently not crossing module
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108 # boundaries, so only start timing after the first iteration.
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109 st = @set st.start_time=secs_ns()
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110 end
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111
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112 verb = params.verbose_iter!=0 && mod(iter, params.verbose_iter) == 0
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113
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114 if verb || iter ≤ 20 || (iter ≤ 200 && mod(iter, 10) == 0)
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115 verb_start = secs_ns()
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116 tm = verb_start - st.start_time - st.wasted_time
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117 value, x = calc_objective()
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118
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119 entry = LogEntry(iter, tm, value)
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120
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121 # (**) Collect a singly-linked list of log to avoid array resizing
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122 # while iterating
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123 st = @set st.log=LinkedListEntry(entry, st.log)
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124
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125 if verb
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126 @printf("%d/%d J=%f\n", iter, params.maxiter, value)
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127 visualise(st.vis, (x,))
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128 end
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129
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130 if params.save_iterations
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131 fn = t -> "$(params.save_prefix)_$(t)_iter$(iter).png"
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132 save(File(format"PNG", fn("reco")), grayimg(x))
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133 end
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134
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135 st = @set st.wasted_time += (secs_ns() - verb_start)
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136 end
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137
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138 return st
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139 end
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140 end
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141 catch ex
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142 if isa(ex, InterruptException)
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143 # If SIGINT is received (user pressed ^C), terminate computations,
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144 # returning current status. Effectively, we do not call `step()` again,
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145 # ending the iterations, but letting the algorithm finish up.
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146 # Assuming (**) above occurs atomically, `st.log` should be valid, but
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147 # any results returned by the algorithm itself may be partial, as for
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148 # reasons of efficiency we do *not* store results of an iteration until
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149 # the next iteration is finished.
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150 printstyled("\rUser interrupt—finishing up.\n", bold=true, color=202)
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151 else
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152 throw(ex)
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153 end
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154 end
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155
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156 return st
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157 end
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158
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159 ####################
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160 # Launcher routines
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161 ####################
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162
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163 function initialise_visualisation(visualise; iterator=iterate_visualise)
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164 # Create visualisation
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165 if visualise
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166 rc = Channel()
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167 visproc = Threads.@spawn bg_visualise(rc)
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168 vis =rc
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169 #vis = true
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170
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171 sleep(0.01)
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172 else
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173 vis = false
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174 visproc = nothing
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175 end
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176
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177 st = State(vis, visproc, nothing, 0.0, nothing)
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178 iterate = curry(iterate_visualise, st)
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179
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180 return st, iterate
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181 end
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182
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183 function finalise_visualisation(st)
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184 if isa(st.vis, Channel)
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185 # Tell subprocess to finish, and wait
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186 put!(st.vis, nothing)
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187 wait(st.visproc)
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188 end
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189 end
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190
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191 end # Module

mercurial