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Revert some of the earlier change
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@ -1068,18 +1068,15 @@ namespace dlib
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return true;
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}
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// if we haven't seen much data yet then just say false.
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if (gradient_updates_since_last_sync < 30)
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// if we haven't seen much data yet then just say false. Or, alternatively, if
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// it's been too long since the last sync then don't reload either.
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if (gradient_updates_since_last_sync < 30 || previous_loss_values.size() < 2*gradient_updates_since_last_sync)
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return false;
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// Now look at the data since a little before the last disk sync. We will
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// check if the loss is getting better or worse.
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running_gradient g;
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const size_t first_index
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= previous_loss_values.size() < 2 * gradient_updates_since_last_sync
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? 0
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: previous_loss_values.size() - 2 * gradient_updates_since_last_sync;
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for (size_t i = first_index; i < previous_loss_values.size(); ++i)
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for (size_t i = previous_loss_values.size() - 2*gradient_updates_since_last_sync; i < previous_loss_values.size(); ++i)
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g.add(previous_loss_values[i]);
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// if the loss is very likely to be increasing then return true
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