mirror of https://github.com/explosion/spaCy.git
Speed up the StateC::L feature function (#10019)
* Speed up the StateC::L feature function This function gets the n-th most-recent left-arc with a particular head. Before this change, StateC::L would construct a vector of all left-arcs with the given head and then pick the n-th most recent from that vector. Since the number of left-arcs strongly correlates with the doc length and the feature is constructed for every transition, this can make transition-parsing quadratic. With this change StateC::L: - Searches left-arcs backwards. - Stops early when the n-th matching transition is found. - Does not construct a vector (reducing memory pressure). This change doesn't avoid the linear search when the transition that is queried does not occur in the left-arcs. Regardless, performance is improved quite a bit with very long docs: Before: N Time 400 3.3 800 5.4 1600 11.6 3200 30.7 After: N Time 400 3.2 800 5.0 1600 9.5 3200 23.2 We can probably do better with more tailored data structures, but I first wanted to make a low-impact PR. Found while investigating #9858. * StateC::L: simplify loop
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@ -1,3 +1,4 @@
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from cython.operator cimport dereference as deref, preincrement as incr
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from libc.string cimport memcpy, memset
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from libc.string cimport memcpy, memset
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from libc.stdlib cimport calloc, free
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from libc.stdlib cimport calloc, free
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from libc.stdint cimport uint32_t, uint64_t
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from libc.stdint cimport uint32_t, uint64_t
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@ -184,16 +185,20 @@ cdef cppclass StateC:
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int L(int head, int idx) nogil const:
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int L(int head, int idx) nogil const:
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if idx < 1 or this._left_arcs.size() == 0:
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if idx < 1 or this._left_arcs.size() == 0:
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return -1
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return -1
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cdef vector[int] lefts
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for i in range(this._left_arcs.size()):
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# Work backwards through left-arcs to find the arc at the
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arc = this._left_arcs.at(i)
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# requested index more quickly.
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cdef size_t child_index = 0
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it = this._left_arcs.const_rbegin()
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while it != this._left_arcs.rend():
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arc = deref(it)
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if arc.head == head and arc.child != -1 and arc.child < head:
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if arc.head == head and arc.child != -1 and arc.child < head:
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lefts.push_back(arc.child)
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child_index += 1
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idx = (<int>lefts.size()) - idx
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if child_index == idx:
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if idx < 0:
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return arc.child
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incr(it)
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return -1
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return -1
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else:
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return lefts.at(idx)
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int R(int head, int idx) nogil const:
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int R(int head, int idx) nogil const:
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if idx < 1 or this._right_arcs.size() == 0:
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if idx < 1 or this._right_arcs.size() == 0:
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