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* Parser: use C saxpy/sgemm provided by the Ops implementation This is a backport of https://github.com/explosion/spaCy/pull/10747 from the parser refactor branch. It eliminates the explicit calls to BLIS, instead using the saxpy/sgemm provided by the Ops implementation. This allows us to use Accelerate in the parser on M1 Macs (with an updated thinc-apple-ops). Performance of the de_core_news_lg pipe: BLIS 0.7.0, no thinc-apple-ops: 6385 WPS BLIS 0.7.0, thinc-apple-ops: 36455 WPS BLIS 0.9.0, no thinc-apple-ops: 19188 WPS BLIS 0.9.0, thinc-apple-ops: 36682 WPS This PR, thinc-apple-ops: 38726 WPS Performance of the de_core_news_lg pipe (only tok2vec -> parser): BLIS 0.7.0, no thinc-apple-ops: 13907 WPS BLIS 0.7.0, thinc-apple-ops: 73172 WPS BLIS 0.9.0, no thinc-apple-ops: 41576 WPS BLIS 0.9.0, thinc-apple-ops: 72569 WPS This PR, thinc-apple-ops: 87061 WPS * Require thinc >=8.1.0,<8.2.0 * Lower thinc lowerbound to 8.1.0.dev0 * Use best CPU ops for CBLAS when the parser model is on the GPU * Fix another unguarded cblas() call * Fix: use ops as a shorthand for self.model.ops Co-authored-by: Madeesh Kannan <shadeMe@users.noreply.github.com> Co-authored-by: Madeesh Kannan <shadeMe@users.noreply.github.com>
50 lines
1.1 KiB
Cython
50 lines
1.1 KiB
Cython
from libc.string cimport memset, memcpy
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from thinc.backends.cblas cimport CBlas
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from ..typedefs cimport weight_t, hash_t
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from ..pipeline._parser_internals._state cimport StateC
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cdef struct SizesC:
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int states
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int classes
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int hiddens
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int pieces
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int feats
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int embed_width
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cdef struct WeightsC:
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const float* feat_weights
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const float* feat_bias
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const float* hidden_bias
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const float* hidden_weights
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const float* seen_classes
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cdef struct ActivationsC:
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int* token_ids
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float* unmaxed
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float* scores
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float* hiddens
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int* is_valid
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int _curr_size
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int _max_size
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cdef WeightsC get_c_weights(model) except *
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cdef SizesC get_c_sizes(model, int batch_size) except *
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cdef ActivationsC alloc_activations(SizesC n) nogil
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cdef void free_activations(const ActivationsC* A) nogil
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cdef void predict_states(CBlas cblas, ActivationsC* A, StateC** states,
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const WeightsC* W, SizesC n) nogil
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cdef int arg_max_if_valid(const weight_t* scores, const int* is_valid, int n) nogil
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cdef void cpu_log_loss(float* d_scores,
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const float* costs, const int* is_valid, const float* scores, int O) nogil
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