am 2bbdac53
: Merge "Use a formula packing more information into 4 bits field" into jb-dev
* commit '2bbdac539a7dc5478fd2f28d748b0dcf29eb1dd7': Use a formula packing more information into 4 bits field
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commit
edcc32802f
1 changed files with 33 additions and 8 deletions
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@ -765,14 +765,39 @@ public class BinaryDictInputOutput {
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bigramFrequency = unigramFrequency;
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bigramFrequency = unigramFrequency;
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}
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}
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// We compute the difference between 255 (which means probability = 1) and the
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// We compute the difference between 255 (which means probability = 1) and the
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// unigram score. We split this into discrete 16 steps, and this is the value
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// unigram score. We split this into a number of discrete steps.
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// we store into the 4 bits of the bigrams frequency.
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// Now, the steps are numbered 0~15; 0 represents an increase of 1 step while 15
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final float bigramRatio = (float)(bigramFrequency - unigramFrequency)
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// represents an increase of 16 steps: a value of 15 will be interpreted as the median
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/ (MAX_TERMINAL_FREQUENCY - unigramFrequency);
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// value of the 16th step. In all justice, if the bigram frequency is low enough to be
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// TODO: if the bigram freq is very close to the unigram frequency, we don't want
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// rounded below the first step (which means it is less than half a step higher than the
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// to include the bigram in the binary dictionary at all.
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// unigram frequency) then the unigram frequency itself is the best approximation of the
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final int discretizedFrequency = Math.round(bigramRatio * MAX_BIGRAM_FREQUENCY);
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// bigram freq that we could possibly supply, hence we should *not* include this bigram
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bigramFlags += discretizedFrequency & FLAG_ATTRIBUTE_FREQUENCY;
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// in the file at all.
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// until this is done, we'll write 0 and slightly overestimate this case.
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// In other words, 0 means "between 0.5 step and 1.5 step", 1 means "between 1.5 step
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// and 2.5 steps", and 15 means "between 15.5 steps and 16.5 steps". So we want to
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// divide our range [unigramFreq..MAX_TERMINAL_FREQUENCY] in 16.5 steps to get the
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// step size. Then we compute the start of the first step (the one where value 0 starts)
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// by adding half-a-step to the unigramFrequency. From there, we compute the integer
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// number of steps to the bigramFrequency. One last thing: we want our steps to include
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// their lower bound and exclude their higher bound so we need to have the first step
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// start at exactly 1 unit higher than floor(unigramFreq + half a step).
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// Note : to reconstruct the score, the dictionary reader will need to divide
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// MAX_TERMINAL_FREQUENCY - unigramFreq by 16.5 likewise, and add
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// (discretizedFrequency + 0.5) times this value to get the median value of the step,
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// which is the best approximation. This is how we get the most precise result with
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// only four bits.
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final double stepSize =
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(double)(MAX_TERMINAL_FREQUENCY - unigramFrequency) / (1.5 + MAX_BIGRAM_FREQUENCY);
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final double firstStepStart = 1 + unigramFrequency + (stepSize / 2.0);
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final int discretizedFrequency = (int)((bigramFrequency - firstStepStart) / stepSize);
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// If the bigram freq is less than half-a-step higher than the unigram freq, we get -1
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// here. The best approximation would be the unigram freq itself, so we should not
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// include this bigram in the dictionary. For now, register as 0, and live with the
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// small over-estimation that we get in this case. TODO: actually remove this bigram
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// if discretizedFrequency < 0.
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final int finalBigramFrequency = discretizedFrequency > 0 ? discretizedFrequency : 0;
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bigramFlags += finalBigramFrequency & FLAG_ATTRIBUTE_FREQUENCY;
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return bigramFlags;
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return bigramFlags;
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}
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}
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