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| Author | SHA1 | Date | |
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| 059ce02003 |
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|
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
"? ?}&?#??X\b",
|
||||
"? ?}&?#??X\b",
|
||||
"? ?}&?#??X\b"
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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|
||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"? ?}&?#??X\b",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
{
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
{
|
||||
"id": "q19",
|
||||
"category": "paraphrase",
|
||||
"query": "learning is the wealth creditors cannot seize",
|
||||
"returned": [
|
||||
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|
||||
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||||
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"8cbb60c5-4999-4ec1-8682-2592aedc4249",
|
||||
"art-79042b8b-6192-440f-90b0-60708f7e6325",
|
||||
"?m?\\}Q??6??",
|
||||
"knw-723551f5-1950-42a3-8b89-b6a06913cef0",
|
||||
"art-ddfcd045-2c3b-4a1e-9966-fec5ce44e1dd"
|
||||
],
|
||||
"n_returned": 10,
|
||||
"latency_ms": 764.0,
|
||||
"error": null,
|
||||
"clean": false,
|
||||
"false_positives": 10
|
||||
},
|
||||
{
|
||||
"id": "q36",
|
||||
"category": "superseded",
|
||||
"query": "is the self-improvement architecture called DARMA or DHARMA",
|
||||
"returned": [
|
||||
"7?e?7???\f3?",
|
||||
"mem-80d7416b-20e9-48a0-b176-b215527e2f56",
|
||||
"? ?}&?#??X\b",
|
||||
"mem-f3b37427-b7d1-4f7e-b32c-0241a20ce8da",
|
||||
"? ?}&?#??X\b",
|
||||
"kn-b7e98d63-8b83-4911-b4d0-990602a7f575",
|
||||
"?of?7???",
|
||||
"knw-e047bb42-dc5b-4383-9e88-e508dc03abe3",
|
||||
"? ?}&?#??X\b",
|
||||
"bl-5b17bd3b-0c41-46cb-a710-6fa4429692ff"
|
||||
],
|
||||
"n_returned": 10,
|
||||
"latency_ms": 1346.9,
|
||||
"error": null,
|
||||
"hit@5": 1.0,
|
||||
"recall@5": 1.0,
|
||||
"recall@10": 1.0,
|
||||
"precision@5": 0.2,
|
||||
"mrr@10": 0.5,
|
||||
"outranks": true,
|
||||
"rank_correct": 2,
|
||||
"rank_stale": 10
|
||||
},
|
||||
{
|
||||
"id": "q37",
|
||||
"category": "superseded",
|
||||
"query": "how many provisional patents does Will actually have",
|
||||
"returned": [
|
||||
"? ?}&?#??X\b",
|
||||
"12082f7e-e320-438b-bd65-083d8259748f",
|
||||
"? ?}&?#??X\b",
|
||||
"527ecb25-2587-47eb-8269-73be2431abd4",
|
||||
"? ?}&?#??X\b",
|
||||
"3cf706a1-3825-45d8-b0a9-06cae6cdf5b8",
|
||||
"? ?}&?#??X\b",
|
||||
"4f698ae6-c40e-464e-9798-50350991a188",
|
||||
"? ?}&?#??X\b",
|
||||
"be3b6036-6eca-44a7-8fdf-37b23edfdfd1"
|
||||
],
|
||||
"n_returned": 10,
|
||||
"latency_ms": 1687.1,
|
||||
"error": null,
|
||||
"hit@5": 0.0,
|
||||
"recall@5": 0.0,
|
||||
"recall@10": 1.0,
|
||||
"precision@5": 0.0,
|
||||
"mrr@10": 0.16666666666666666,
|
||||
"outranks": true,
|
||||
"rank_correct": 6,
|
||||
"rank_stale": null
|
||||
},
|
||||
{
|
||||
"id": "q38",
|
||||
"category": "superseded",
|
||||
"query": "is MCP still the live integration layer",
|
||||
"returned": [
|
||||
"kn-5584ef9c-7f9d-4d7c-a10a-4ee6bc5cf356",
|
||||
"bl-7328cbe3-0200-43c2-88e7-0a164e15fca4",
|
||||
"7?e?7???\f3?",
|
||||
"mem-101e81b4-8097-4749-8d8d-7bb66de34517",
|
||||
"? ?}&?#??X\b",
|
||||
"4509ed62-9fb2-48b8-9038-ac569fca9604",
|
||||
"%???2??jH??",
|
||||
"art-8a0870d5-a716-4672-8094-f7463af1265b",
|
||||
"???Ͼd??W\b?",
|
||||
"bl-556438af-57b2-4bd8-a747-9f868aaee290"
|
||||
],
|
||||
"n_returned": 10,
|
||||
"latency_ms": 1030.5,
|
||||
"error": null,
|
||||
"hit@5": 0.0,
|
||||
"recall@5": 0.0,
|
||||
"recall@10": 0.0,
|
||||
"precision@5": 0.0,
|
||||
"mrr@10": 0.0,
|
||||
"outranks": false,
|
||||
"rank_correct": null,
|
||||
"rank_stale": 4
|
||||
}
|
||||
]
|
||||
}
|
||||
+182
-1
@@ -7463,6 +7463,176 @@ static int64_t engram_interleave(const EngramRankEntry* L, int64_t nL,
|
||||
return no;
|
||||
}
|
||||
|
||||
/* ── Associative leg (claim 10 typed relations + claim 1 activation) ────────
|
||||
*
|
||||
* WHY THIS EXISTS. engram_search_json has two legs, and neither can reach a
|
||||
* node that shares no token with the query and no embedding neighbourhood
|
||||
* with it. The route the design reserves for that case is the graph: a node
|
||||
* is reachable because it is STRUCTURALLY associated with something the query
|
||||
* did hit. Nothing on the recall path consults an edge today.
|
||||
*
|
||||
* WHY NOT engram_activate. Wiring recall wholesale to activation was measured
|
||||
* (PR #135) and lost 57 points of phrase accuracy. The failure was one of
|
||||
* RANK, not reach: activation seeds on every token-matching node, so a 2-hop
|
||||
* associate at strength ~0.06 never outranks thousands of 1-hop neighbours of
|
||||
* strong lexical seeds. So this is a separate, small, ranked list that is
|
||||
* merged BESIDE the other two, exactly as the semantic leg is.
|
||||
*
|
||||
* TYPED RELATIONS (06-claims.md claim 10). Expansion follows only relations
|
||||
* that assert a structural claim about meaning. The corpus is 4,915 `tagged`
|
||||
* and 3,767 `triggers-safety` edges against 475 `identity` and 11 `contains`;
|
||||
* walking the bulk relations turns any seed into a flood (measured: 1,387
|
||||
* candidates from one seed) while the structural ones stay in the low tens.
|
||||
* This is the first code on the read path to branch on a relation type at all.
|
||||
*
|
||||
* DIRECTION. Edges are walked in BOTH directions. Claim 23 requires the store
|
||||
* to keep reverse edge records keyed by target id, and the adjacency index
|
||||
* already materialises them (adj_to). It has to be both: every value node in
|
||||
* this corpus has exactly ONE inbound edge (hub -> value) and no outbound
|
||||
* structural edge at all, so a forward-only walk from a value node reaches
|
||||
* nothing. Note this is an extension of the traversal as literally specified
|
||||
* (05-detailed-description l.66 says "all outgoing edges"); the reverse index
|
||||
* is designed and stored, but the description does not say the walk reads it.
|
||||
*/
|
||||
#define ENGRAM_ASSOC_SEEDS 3 /* top-N lexical hits form the context */
|
||||
#define ENGRAM_ASSOC_DEPTH 2 /* seed -> hub -> sibling */
|
||||
#define ENGRAM_ASSOC_FIRE 0.02 /* same firing threshold as engram_activate */
|
||||
#define ENGRAM_ASSOC_MAX 64 /* cap on candidates carried forward */
|
||||
|
||||
static int eg_rel_is_structural(const char* r) {
|
||||
if (!r || !*r) return 0;
|
||||
static const char* ok[] = {
|
||||
"identity", "contains", "superseded_by", "references", "embodies",
|
||||
"demonstrated_by", "canonical-self", "depends_on", "currently_holds",
|
||||
"activates", NULL
|
||||
};
|
||||
for (int i = 0; ok[i]; i++) if (strcmp(r, ok[i]) == 0) return 1;
|
||||
return 0;
|
||||
}
|
||||
|
||||
/* Nodes that are index artefacts rather than recallable content. Same
|
||||
* exclusion eg_embed_eligible() already applies when deciding what deserves an
|
||||
* embedding, reused here so the associative leg cannot surface — or relay
|
||||
* through — a Tag. Relaying through them is what makes a graph walk explode:
|
||||
* tag-tier_note alone has 187 members. */
|
||||
static int eg_assoc_excluded(const EngramNode* n) {
|
||||
if (!n->node_type) return 0;
|
||||
return strcmp(n->node_type, "Tag") == 0
|
||||
|| strcmp(n->node_type, "InternalStateEvent") == 0;
|
||||
}
|
||||
|
||||
/* Breadth-first structural expansion from `seeds`, then ORDER BY query
|
||||
* similarity. Activation decides REACHABILITY (the conjunctive prune of
|
||||
* claim 1: parent strength x edge weight x target salience, cut at the firing
|
||||
* threshold); cosine decides ORDER within what was reached. Ranking the
|
||||
* neighbourhood by activation alone does not work and the reason is
|
||||
* structural: every identity edge in this corpus carries weight 0.5 and every
|
||||
* value node salience 0.7, so the activation product degenerates into a
|
||||
* function of hop count and ranks the relay hub above all of its own
|
||||
* children. Composing the two is mine, not Will's — the description ranks the
|
||||
* activation result set by strength (l.78). */
|
||||
static int64_t engram_assoc_leg(EngramStore* g,
|
||||
const EngramRankEntry* L, int64_t nL,
|
||||
const float* qv, int32_t qdim,
|
||||
EngramSemEntry* out, int64_t out_cap) {
|
||||
if (!g || nL <= 0 || !qv || qdim <= 0 || out_cap <= 0) return 0;
|
||||
if (g->adj_dirty || !g->adj_from || !g->adj_to) engram_adj_rebuild(g);
|
||||
if (!g->adj_from || !g->adj_to) return 0;
|
||||
|
||||
double* act = calloc((size_t)g->node_count, sizeof(double));
|
||||
char* seen = calloc((size_t)g->node_count, sizeof(char));
|
||||
int64_t* q = malloc((size_t)ENGRAM_ASSOC_MAX * 4 * sizeof(int64_t));
|
||||
int64_t* hop = malloc((size_t)ENGRAM_ASSOC_MAX * 4 * sizeof(int64_t));
|
||||
if (!act || !seen || !q || !hop) { free(act); free(seen); free(q); free(hop); return 0; }
|
||||
int64_t qcap = ENGRAM_ASSOC_MAX * 4, qh = 0, qt = 0;
|
||||
|
||||
int64_t nseed = nL < ENGRAM_ASSOC_SEEDS ? nL : ENGRAM_ASSOC_SEEDS;
|
||||
for (int64_t s = 0; s < nseed; s++) {
|
||||
int64_t idx = L[s].idx;
|
||||
if (idx < 0 || idx >= g->node_count) continue;
|
||||
act[idx] = 1.0; seen[idx] = 2; /* 2 = seed: never a result */
|
||||
if (qt < qcap) { q[qt] = idx; hop[qt] = 0; qt++; }
|
||||
}
|
||||
|
||||
const double SPREAD_DECAY = 0.7;
|
||||
while (qh < qt) {
|
||||
int64_t cur = q[qh]; int64_t h = hop[qh]; qh++;
|
||||
if (h >= ENGRAM_ASSOC_DEPTH) continue;
|
||||
double parent = act[cur];
|
||||
int from_len = g->adj_from_len[cur];
|
||||
int to_len = g->adj_to_len[cur];
|
||||
for (int scan = 0; scan < from_len + to_len; scan++) {
|
||||
int64_t ei = (scan < from_len) ? g->adj_from[cur][scan]
|
||||
: g->adj_to[cur][scan - from_len];
|
||||
EngramEdge* e = &g->edges[ei];
|
||||
if (!eg_rel_is_structural(e->relation)) continue;
|
||||
int64_t oi = (scan < from_len) ? engram_idmap_get(g, e->to_id)
|
||||
: engram_idmap_get(g, e->from_id);
|
||||
if (oi < 0 || oi >= g->node_count) continue;
|
||||
EngramNode* on = &g->nodes[oi];
|
||||
if (eg_assoc_excluded(on)) continue;
|
||||
double na = parent * e->weight * SPREAD_DECAY * on->salience;
|
||||
if (na < ENGRAM_ASSOC_FIRE) continue;
|
||||
if (seen[oi] && na <= act[oi]) continue;
|
||||
act[oi] = na;
|
||||
if (!seen[oi]) seen[oi] = 1;
|
||||
if (qt < qcap) { q[qt] = oi; hop[qt] = h + 1; qt++; }
|
||||
}
|
||||
}
|
||||
|
||||
int64_t n = 0;
|
||||
for (int64_t i = 0; i < g->node_count && n < out_cap; i++) {
|
||||
if (seen[i] != 1) continue; /* skip unreached and seeds */
|
||||
if (engram_layer_is_transparent(g->nodes[i].layer_id)) continue;
|
||||
EngramNode* nd = &g->nodes[i];
|
||||
if (!nd->emb || nd->emb_dim != qdim) continue;
|
||||
double c = eg_cosine(nd->emb, qv, qdim);
|
||||
if (c <= 0.0) continue;
|
||||
out[n].idx = i; out[n].sem = c; n++;
|
||||
}
|
||||
qsort(out, (size_t)n, sizeof(EngramSemEntry), engram_sem_cmp);
|
||||
free(act); free(seen); free(q); free(hop);
|
||||
return n;
|
||||
}
|
||||
|
||||
/* Three-leg merge: lexical, semantic, associative — strict rotation,
|
||||
* L1, S1, A1, L2, S2, A2, ... deduplicated, capped at lim.
|
||||
*
|
||||
* The cost is explicit and worse than the two-leg case: a lexical hit at rank
|
||||
* r lands at output position 3r-2 when both other legs are non-empty. That is
|
||||
* survivable here only because the structural-relation filter leaves the
|
||||
* associative list EMPTY for most queries — a Memory node whose only edges are
|
||||
* `tagged` and `related` expands to nothing, so its ranking is untouched. */
|
||||
static int64_t engram_interleave3(const EngramRankEntry* L, int64_t nL,
|
||||
const EngramSemEntry* S, int64_t nS,
|
||||
const EngramSemEntry* A, int64_t nA,
|
||||
int64_t lim, int64_t* out) {
|
||||
int64_t no = 0, li = 0, si = 0, ai = 0;
|
||||
while (no < lim && (li < nL || si < nS || ai < nA)) {
|
||||
if (li < nL) {
|
||||
int dup = 0;
|
||||
for (int64_t k = 0; k < no; k++) if (out[k] == L[li].idx) { dup = 1; break; }
|
||||
if (!dup) out[no++] = L[li].idx;
|
||||
li++;
|
||||
}
|
||||
if (no >= lim) break;
|
||||
if (si < nS) {
|
||||
int dup = 0;
|
||||
for (int64_t k = 0; k < no; k++) if (out[k] == S[si].idx) { dup = 1; break; }
|
||||
if (!dup) out[no++] = S[si].idx;
|
||||
si++;
|
||||
}
|
||||
if (no >= lim) break;
|
||||
if (ai < nA) {
|
||||
int dup = 0;
|
||||
for (int64_t k = 0; k < no; k++) if (out[k] == A[ai].idx) { dup = 1; break; }
|
||||
if (!dup) out[no++] = A[ai].idx;
|
||||
ai++;
|
||||
}
|
||||
}
|
||||
return no;
|
||||
}
|
||||
|
||||
el_val_t engram_search(el_val_t query, el_val_t limit) {
|
||||
EngramStore* g = engram_get();
|
||||
const char* q = EL_CSTR(query);
|
||||
@@ -9372,9 +9542,19 @@ el_val_t engram_search_json(el_val_t query, el_val_t limit) {
|
||||
}
|
||||
qsort(hits, (size_t)nhits, sizeof(EngramRankEntry), engram_rank_cmp);
|
||||
if (sem) qsort(sem, (size_t)nsem, sizeof(EngramSemEntry), engram_sem_cmp);
|
||||
/* Claim-10 associative leg: expand the top lexical hits along
|
||||
* structural relations only, order the reached set by query
|
||||
* similarity. Empty whenever the seeds have no structural
|
||||
* edges, which is the common case and is what keeps the
|
||||
* lexical ordering safe. */
|
||||
EngramSemEntry* assoc = qv ? malloc((size_t)ENGRAM_ASSOC_MAX * sizeof(EngramSemEntry)) : NULL;
|
||||
int64_t nassoc = assoc
|
||||
? engram_assoc_leg(g, hits, nhits, qv, qdim, assoc, ENGRAM_ASSOC_MAX)
|
||||
: 0;
|
||||
int64_t* order = malloc((size_t)lim * sizeof(int64_t));
|
||||
if (order) {
|
||||
int64_t no = engram_interleave(hits, nhits, sem, nsem, lim, order);
|
||||
int64_t no = engram_interleave3(hits, nhits, sem, nsem,
|
||||
assoc, nassoc, lim, order);
|
||||
for (int64_t k = 0; k < no; k++) {
|
||||
if (!first) jb_putc(&b, ',');
|
||||
engram_emit_node_json(&b, &g->nodes[order[k]], 0);
|
||||
@@ -9382,6 +9562,7 @@ el_val_t engram_search_json(el_val_t query, el_val_t limit) {
|
||||
}
|
||||
free(order);
|
||||
}
|
||||
free(assoc);
|
||||
free(hits);
|
||||
free(sem);
|
||||
free(qv);
|
||||
|
||||
Reference in New Issue
Block a user