From effebf438f29af1527f13551d83431ce59a6eb38 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Simon=20Wei=C3=9F?= Date: Thu, 3 Mar 2022 09:17:00 +0100 Subject: [PATCH 1/7] Refactor deprecated naming --- setup.cfg | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.cfg b/setup.cfg index f3a4061a..bf2e2715 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,5 +1,5 @@ [metadata] -description-file = README.md +description_file = README.md [flake8] ignore = I100, W503, E203 From bb1fb61cd7d5a12d8b47b4a03b16a2b1d347d703 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Simon=20Wei=C3=9F?= Date: Thu, 3 Mar 2022 20:17:45 +0100 Subject: [PATCH 2/7] Set language_level and re-cythonize Black format --- lightfm/_lightfm_fast_no_openmp.c | 1435 ++++++++++++++++++---------- lightfm/_lightfm_fast_openmp.c | 1465 ++++++++++++++++++----------- setup.py | 15 +- 3 files changed, 1858 insertions(+), 1057 deletions(-) diff --git a/lightfm/_lightfm_fast_no_openmp.c b/lightfm/_lightfm_fast_no_openmp.c index fa843443..a1727dd4 100644 --- a/lightfm/_lightfm_fast_no_openmp.c +++ b/lightfm/_lightfm_fast_no_openmp.c @@ -1,4 +1,4 @@ -/* Generated by Cython 0.29.14 */ +/* Generated by Cython 0.29.28 */ /* BEGIN: Cython Metadata { @@ -13,16 +13,18 @@ } END: Cython Metadata */ +#ifndef PY_SSIZE_T_CLEAN #define PY_SSIZE_T_CLEAN +#endif /* PY_SSIZE_T_CLEAN */ #include "Python.h" #ifndef Py_PYTHON_H #error Python headers needed to compile C extensions, please install development version of Python. #elif PY_VERSION_HEX < 0x02060000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03030000) #error Cython requires Python 2.6+ or Python 3.3+. #else -#define CYTHON_ABI "0_29_14" -#define CYTHON_HEX_VERSION 0x001D0EF0 -#define CYTHON_FUTURE_DIVISION 0 +#define CYTHON_ABI "0_29_28" +#define CYTHON_HEX_VERSION 0x001D1CF0 +#define CYTHON_FUTURE_DIVISION 1 #include #ifndef offsetof #define offsetof(type, member) ( (size_t) & ((type*)0) -> member ) @@ -168,7 +170,7 @@ END: Cython Metadata */ #ifndef CYTHON_USE_UNICODE_INTERNALS #define CYTHON_USE_UNICODE_INTERNALS 1 #endif - #if PY_VERSION_HEX < 0x030300F0 + #if PY_VERSION_HEX < 0x030300F0 || PY_VERSION_HEX >= 0x030B00A2 #undef CYTHON_USE_UNICODE_WRITER #define CYTHON_USE_UNICODE_WRITER 0 #elif !defined(CYTHON_USE_UNICODE_WRITER) @@ -183,11 +185,14 @@ END: Cython Metadata */ #ifndef CYTHON_UNPACK_METHODS #define CYTHON_UNPACK_METHODS 1 #endif - #ifndef CYTHON_FAST_THREAD_STATE + #if PY_VERSION_HEX >= 0x030B00A4 + #undef CYTHON_FAST_THREAD_STATE + #define CYTHON_FAST_THREAD_STATE 0 + #elif !defined(CYTHON_FAST_THREAD_STATE) #define CYTHON_FAST_THREAD_STATE 1 #endif #ifndef CYTHON_FAST_PYCALL - #define CYTHON_FAST_PYCALL 1 + #define CYTHON_FAST_PYCALL (PY_VERSION_HEX < 0x030B00A1) #endif #ifndef CYTHON_PEP489_MULTI_PHASE_INIT #define CYTHON_PEP489_MULTI_PHASE_INIT (PY_VERSION_HEX >= 0x03050000) @@ -198,7 +203,10 @@ END: Cython Metadata */ #ifndef CYTHON_USE_DICT_VERSIONS #define CYTHON_USE_DICT_VERSIONS (PY_VERSION_HEX >= 0x030600B1) #endif - #ifndef CYTHON_USE_EXC_INFO_STACK + #if PY_VERSION_HEX >= 0x030B00A4 + #undef CYTHON_USE_EXC_INFO_STACK + #define CYTHON_USE_EXC_INFO_STACK 0 + #elif !defined(CYTHON_USE_EXC_INFO_STACK) #define CYTHON_USE_EXC_INFO_STACK (PY_VERSION_HEX >= 0x030700A3) #endif #endif @@ -206,7 +214,9 @@ END: Cython Metadata */ #define CYTHON_FAST_PYCCALL (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1) #endif #if CYTHON_USE_PYLONG_INTERNALS - #include "longintrepr.h" + #if PY_MAJOR_VERSION < 3 + #include "longintrepr.h" + #endif #undef SHIFT #undef BASE #undef MASK @@ -323,9 +333,68 @@ END: Cython Metadata */ #define __Pyx_DefaultClassType PyClass_Type #else #define __Pyx_BUILTIN_MODULE_NAME "builtins" -#if PY_VERSION_HEX >= 0x030800A4 && PY_VERSION_HEX < 0x030800B2 - #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\ - PyCode_New(a, 0, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos) + #define __Pyx_DefaultClassType PyType_Type +#if PY_VERSION_HEX >= 0x030B00A1 + static CYTHON_INLINE PyCodeObject* __Pyx_PyCode_New(int a, int k, int l, int s, int f, + PyObject *code, PyObject *c, PyObject* n, PyObject *v, + PyObject *fv, PyObject *cell, PyObject* fn, + PyObject *name, int fline, PyObject *lnos) { + PyObject *kwds=NULL, *argcount=NULL, *posonlyargcount=NULL, *kwonlyargcount=NULL; + PyObject *nlocals=NULL, *stacksize=NULL, *flags=NULL, *replace=NULL, *call_result=NULL, *empty=NULL; + const char *fn_cstr=NULL; + const char *name_cstr=NULL; + PyCodeObject* co=NULL; + PyObject *type, *value, *traceback; + PyErr_Fetch(&type, &value, &traceback); + if (!(kwds=PyDict_New())) goto end; + if (!(argcount=PyLong_FromLong(a))) goto end; + if (PyDict_SetItemString(kwds, "co_argcount", argcount) != 0) goto end; + if (!(posonlyargcount=PyLong_FromLong(0))) goto end; + if (PyDict_SetItemString(kwds, "co_posonlyargcount", posonlyargcount) != 0) goto end; + if (!(kwonlyargcount=PyLong_FromLong(k))) goto end; + if (PyDict_SetItemString(kwds, "co_kwonlyargcount", kwonlyargcount) != 0) goto end; + if (!(nlocals=PyLong_FromLong(l))) goto end; + if (PyDict_SetItemString(kwds, "co_nlocals", nlocals) != 0) goto end; + if (!(stacksize=PyLong_FromLong(s))) goto end; + if (PyDict_SetItemString(kwds, "co_stacksize", stacksize) != 0) goto end; + if (!(flags=PyLong_FromLong(f))) goto end; + if (PyDict_SetItemString(kwds, "co_flags", flags) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_code", code) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_consts", c) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_names", n) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_varnames", v) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_freevars", fv) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_cellvars", cell) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_linetable", lnos) != 0) goto end; + if (!(fn_cstr=PyUnicode_AsUTF8AndSize(fn, NULL))) goto end; + if (!(name_cstr=PyUnicode_AsUTF8AndSize(name, NULL))) goto end; + if (!(co = PyCode_NewEmpty(fn_cstr, name_cstr, fline))) goto end; + if (!(replace = PyObject_GetAttrString((PyObject*)co, "replace"))) goto cleanup_code_too; + if (!(empty = PyTuple_New(0))) goto cleanup_code_too; // unfortunately __pyx_empty_tuple isn't available here + if (!(call_result = PyObject_Call(replace, empty, kwds))) goto cleanup_code_too; + Py_XDECREF((PyObject*)co); + co = (PyCodeObject*)call_result; + call_result = NULL; + if (0) { + cleanup_code_too: + Py_XDECREF((PyObject*)co); + co = NULL; + } + end: + Py_XDECREF(kwds); + Py_XDECREF(argcount); + Py_XDECREF(posonlyargcount); + Py_XDECREF(kwonlyargcount); + Py_XDECREF(nlocals); + Py_XDECREF(stacksize); + Py_XDECREF(replace); + Py_XDECREF(call_result); + Py_XDECREF(empty); + if (type) { + PyErr_Restore(type, value, traceback); + } + return co; + } #else #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\ PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos) @@ -439,8 +508,12 @@ static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { #endif #if PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND) #define CYTHON_PEP393_ENABLED 1 + #if defined(PyUnicode_IS_READY) #define __Pyx_PyUnicode_READY(op) (likely(PyUnicode_IS_READY(op)) ?\ 0 : _PyUnicode_Ready((PyObject *)(op))) + #else + #define __Pyx_PyUnicode_READY(op) (0) + #endif #define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_LENGTH(u) #define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i) #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) PyUnicode_MAX_CHAR_VALUE(u) @@ -448,7 +521,15 @@ static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { #define __Pyx_PyUnicode_DATA(u) PyUnicode_DATA(u) #define __Pyx_PyUnicode_READ(k, d, i) PyUnicode_READ(k, d, i) #define __Pyx_PyUnicode_WRITE(k, d, i, ch) PyUnicode_WRITE(k, d, i, ch) + #if defined(PyUnicode_IS_READY) && defined(PyUnicode_GET_SIZE) + #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x03090000 + #define __Pyx_PyUnicode_IS_TRUE(u) (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : ((PyCompactUnicodeObject *)(u))->wstr_length)) + #else #define __Pyx_PyUnicode_IS_TRUE(u) (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u))) + #endif + #else + #define __Pyx_PyUnicode_IS_TRUE(u) (0 != PyUnicode_GET_LENGTH(u)) + #endif #else #define CYTHON_PEP393_ENABLED 0 #define PyUnicode_1BYTE_KIND 1 @@ -497,8 +578,10 @@ static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { #define PyString_Type PyUnicode_Type #define PyString_Check PyUnicode_Check #define PyString_CheckExact PyUnicode_CheckExact +#ifndef PyObject_Unicode #define PyObject_Unicode PyObject_Str #endif +#endif #if PY_MAJOR_VERSION >= 3 #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj) #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj) @@ -509,6 +592,13 @@ static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { #ifndef PySet_CheckExact #define PySet_CheckExact(obj) (Py_TYPE(obj) == &PySet_Type) #endif +#if PY_VERSION_HEX >= 0x030900A4 + #define __Pyx_SET_REFCNT(obj, refcnt) Py_SET_REFCNT(obj, refcnt) + #define __Pyx_SET_SIZE(obj, size) Py_SET_SIZE(obj, size) +#else + #define __Pyx_SET_REFCNT(obj, refcnt) Py_REFCNT(obj) = (refcnt) + #define __Pyx_SET_SIZE(obj, size) Py_SIZE(obj) = (size) +#endif #if CYTHON_ASSUME_SAFE_MACROS #define __Pyx_PySequence_SIZE(seq) Py_SIZE(seq) #else @@ -542,13 +632,13 @@ static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { #if PY_VERSION_HEX < 0x030200A4 typedef long Py_hash_t; #define __Pyx_PyInt_FromHash_t PyInt_FromLong - #define __Pyx_PyInt_AsHash_t PyInt_AsLong + #define __Pyx_PyInt_AsHash_t __Pyx_PyIndex_AsHash_t #else #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t - #define __Pyx_PyInt_AsHash_t PyInt_AsSsize_t + #define __Pyx_PyInt_AsHash_t __Pyx_PyIndex_AsSsize_t #endif #if PY_MAJOR_VERSION >= 3 - #define __Pyx_PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : (Py_INCREF(func), func)) + #define __Pyx_PyMethod_New(func, self, klass) ((self) ? ((void)(klass), PyMethod_New(func, self)) : __Pyx_NewRef(func)) #else #define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass) #endif @@ -589,11 +679,10 @@ static CYTHON_INLINE float __PYX_NAN() { #define __Pyx_truncl truncl #endif - +#define __PYX_MARK_ERR_POS(f_index, lineno) \ + { __pyx_filename = __pyx_f[f_index]; (void)__pyx_filename; __pyx_lineno = lineno; (void)__pyx_lineno; __pyx_clineno = __LINE__; (void)__pyx_clineno; } #define __PYX_ERR(f_index, lineno, Ln_error) \ -{ \ - __pyx_filename = __pyx_f[f_index]; __pyx_lineno = lineno; __pyx_clineno = __LINE__; goto Ln_error; \ -} + { __PYX_MARK_ERR_POS(f_index, lineno) goto Ln_error; } #ifndef __PYX_EXTERN_C #ifdef __cplusplus @@ -709,6 +798,7 @@ static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x); (likely(PyTuple_CheckExact(obj)) ? __Pyx_NewRef(obj) : PySequence_Tuple(obj)) static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*); static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t); +static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject*); #if CYTHON_ASSUME_SAFE_MACROS #define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x)) #else @@ -1402,6 +1492,7 @@ static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, #ifndef Py_MEMBER_SIZE #define Py_MEMBER_SIZE(type, member) sizeof(((type *)0)->member) #endif +#if CYTHON_FAST_PYCALL static size_t __pyx_pyframe_localsplus_offset = 0; #include "frameobject.h" #define __Pxy_PyFrame_Initialize_Offsets()\ @@ -1409,6 +1500,7 @@ static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, (void)(__pyx_pyframe_localsplus_offset = ((size_t)PyFrame_Type.tp_basicsize) - Py_MEMBER_SIZE(PyFrameObject, f_localsplus))) #define __Pyx_PyFrame_GetLocalsplus(frame)\ (assert(__pyx_pyframe_localsplus_offset), (PyObject **)(((char *)(frame)) + __pyx_pyframe_localsplus_offset)) +#endif // CYTHON_FAST_PYCALL #endif /* PyObjectCall.proto */ @@ -1572,7 +1664,7 @@ static CYTHON_INLINE int __Pyx_ListComp_Append(PyObject* list, PyObject* x) { if (likely(L->allocated > len)) { Py_INCREF(x); PyList_SET_ITEM(list, len, x); - Py_SIZE(list) = len+1; + __Pyx_SET_SIZE(list, len + 1); return 0; } return PyList_Append(list, x); @@ -1610,7 +1702,7 @@ static CYTHON_INLINE int __Pyx_PyList_Append(PyObject* list, PyObject* x) { if (likely(L->allocated > len) & likely(len > (L->allocated >> 1))) { Py_INCREF(x); PyList_SET_ITEM(list, len, x); - Py_SIZE(list) = len+1; + __Pyx_SET_SIZE(list, len + 1); return 0; } return PyList_Append(list, x); @@ -1639,6 +1731,9 @@ static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_nam /* SetVTable.proto */ static int __Pyx_SetVtable(PyObject *dict, void *vtable); +/* PyObjectGetAttrStrNoError.proto */ +static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name); + /* SetupReduce.proto */ static int __Pyx_setup_reduce(PyObject* type_obj); @@ -1702,8 +1797,10 @@ static int __pyx_slices_overlap(__Pyx_memviewslice *slice1, /* Capsule.proto */ static CYTHON_INLINE PyObject *__pyx_capsule_create(void *p, const char *sig); -/* CIntToPy.proto */ -static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value); +/* GCCDiagnostics.proto */ +#if defined(__GNUC__) && (__GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 6)) +#define __Pyx_HAS_GCC_DIAGNOSTIC +#endif /* MemviewDtypeToObject.proto */ static CYTHON_INLINE PyObject *__pyx_memview_get_nn___pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt(const char *itemp); @@ -1745,8 +1842,8 @@ static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dc_int /* ObjectToMemviewSlice.proto */ static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_d_dc_nn___pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt(PyObject *, int writable_flag); -/* CIntToPy.proto */ -static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value); +/* ObjectToMemviewSlice.proto */ +static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dc_unsigned_int(PyObject *, int writable_flag); /* MemviewSliceCopyTemplate.proto */ static __Pyx_memviewslice @@ -1755,18 +1852,21 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, size_t sizeof_dtype, int contig_flag, int dtype_is_object); +/* CIntToPy.proto */ +static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value); + /* CIntFromPy.proto */ static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *); /* CIntFromPy.proto */ static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *); +/* CIntToPy.proto */ +static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value); + /* CIntFromPy.proto */ static CYTHON_INLINE char __Pyx_PyInt_As_char(PyObject *); -/* ObjectToMemviewSlice.proto */ -static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dc_unsigned_int(PyObject *, int writable_flag); - /* CheckBinaryVersion.proto */ static int __Pyx_check_binary_version(void); @@ -2486,7 +2586,7 @@ static int __pyx_f_7lightfm_23_lightfm_fast_no_openmp_rand_r(unsigned int *__pyx * * */ - __pyx_r = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_temper((__pyx_v_seed[0])) / 2); + __pyx_r = (((long)__pyx_f_7lightfm_23_lightfm_fast_no_openmp_temper((__pyx_v_seed[0]))) / 2); goto __pyx_L0; /* "lightfm/_lightfm_fast_no_openmp.pyx":79 @@ -2956,6 +3056,9 @@ static int __pyx_f_7lightfm_23_lightfm_fast_no_openmp_flt_compare(const void *__ static int __pyx_pw_7lightfm_23_lightfm_fast_no_openmp_9CSRMatrix_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/ static int __pyx_pw_7lightfm_23_lightfm_fast_no_openmp_9CSRMatrix_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) { PyObject *__pyx_v_csr_matrix = 0; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; int __pyx_r; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("__init__ (wrapper)", 0); @@ -3015,6 +3118,9 @@ static int __pyx_pf_7lightfm_23_lightfm_fast_no_openmp_9CSRMatrix___init__(struc int __pyx_t_8; int __pyx_t_9; size_t __pyx_t_10; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__init__", 0); /* "lightfm/_lightfm_fast_no_openmp.pyx":161 @@ -3268,6 +3374,9 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_9CSRMatrix_2__reduc PyObject *__pyx_t_7 = NULL; int __pyx_t_8; int __pyx_t_9; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__reduce_cython__", 0); /* "(tree fragment)":5 @@ -3523,6 +3632,9 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_9CSRMatrix_4__setst PyObject *__pyx_r = NULL; __Pyx_RefNannyDeclarations PyObject *__pyx_t_1 = NULL; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__setstate_cython__", 0); /* "(tree fragment)":17 @@ -3584,6 +3696,9 @@ static int __pyx_pw_7lightfm_23_lightfm_fast_no_openmp_11FastLightFM_1__init__(P __pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt __pyx_v_rho; __pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt __pyx_v_epsilon; int __pyx_v_max_sampled; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; int __pyx_r; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("__init__ (wrapper)", 0); @@ -4083,6 +4198,9 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_11FastLightFM_2__re PyObject *__pyx_t_21 = NULL; int __pyx_t_22; int __pyx_t_23; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__reduce_cython__", 0); /* "(tree fragment)":5 @@ -4422,6 +4540,9 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_11FastLightFM_4__se PyObject *__pyx_r = NULL; __Pyx_RefNannyDeclarations PyObject *__pyx_t_1 = NULL; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__setstate_cython__", 0); /* "(tree fragment)":17 @@ -4613,14 +4734,11 @@ static CYTHON_INLINE void __pyx_f_7lightfm_23_lightfm_fast_no_openmp_compute_rep int __pyx_t_4; int __pyx_t_5; Py_ssize_t __pyx_t_6; - Py_ssize_t __pyx_t_7; + int __pyx_t_7; int __pyx_t_8; int __pyx_t_9; int __pyx_t_10; - int __pyx_t_11; - Py_ssize_t __pyx_t_12; - Py_ssize_t __pyx_t_13; - Py_ssize_t __pyx_t_14; + Py_ssize_t __pyx_t_11; /* "lightfm/_lightfm_fast_no_openmp.pyx":302 * cdef flt feature_weight @@ -4691,8 +4809,8 @@ static CYTHON_INLINE void __pyx_f_7lightfm_23_lightfm_fast_no_openmp_compute_rep * * for j in range(lightfm.no_components): */ - __pyx_t_7 = __pyx_v_i; - __pyx_v_feature_weight = ((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_features->data.data) + __pyx_t_7)) ))) * __pyx_v_scale); + __pyx_t_6 = __pyx_v_i; + __pyx_v_feature_weight = ((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_features->data.data) + __pyx_t_6)) ))) * __pyx_v_scale); /* "lightfm/_lightfm_fast_no_openmp.pyx":313 * feature_weight = features.data[i] * scale @@ -4701,10 +4819,10 @@ static CYTHON_INLINE void __pyx_f_7lightfm_23_lightfm_fast_no_openmp_compute_rep * * representation[j] += feature_weight * feature_embeddings[feature, j] */ - __pyx_t_8 = __pyx_v_lightfm->no_components; - __pyx_t_9 = __pyx_t_8; - for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) { - __pyx_v_j = __pyx_t_10; + __pyx_t_7 = __pyx_v_lightfm->no_components; + __pyx_t_8 = __pyx_t_7; + for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_8; __pyx_t_9+=1) { + __pyx_v_j = __pyx_t_9; /* "lightfm/_lightfm_fast_no_openmp.pyx":315 * for j in range(lightfm.no_components): @@ -4713,10 +4831,10 @@ static CYTHON_INLINE void __pyx_f_7lightfm_23_lightfm_fast_no_openmp_compute_rep * * representation[lightfm.no_components] += feature_weight * feature_biases[feature] */ + __pyx_t_10 = __pyx_v_j; + __pyx_t_6 = __pyx_v_feature; __pyx_t_11 = __pyx_v_j; - __pyx_t_12 = __pyx_v_feature; - __pyx_t_13 = __pyx_v_j; - (__pyx_v_representation[__pyx_t_11]) = ((__pyx_v_representation[__pyx_t_11]) + (__pyx_v_feature_weight * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_feature_embeddings.data + __pyx_t_12 * __pyx_v_feature_embeddings.strides[0]) )) + __pyx_t_13)) ))))); + (__pyx_v_representation[__pyx_t_10]) = ((__pyx_v_representation[__pyx_t_10]) + (__pyx_v_feature_weight * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_feature_embeddings.data + __pyx_t_6 * __pyx_v_feature_embeddings.strides[0]) )) + __pyx_t_11)) ))))); } /* "lightfm/_lightfm_fast_no_openmp.pyx":317 @@ -4726,9 +4844,9 @@ static CYTHON_INLINE void __pyx_f_7lightfm_23_lightfm_fast_no_openmp_compute_rep * * */ - __pyx_t_8 = __pyx_v_lightfm->no_components; - __pyx_t_14 = __pyx_v_feature; - (__pyx_v_representation[__pyx_t_8]) = ((__pyx_v_representation[__pyx_t_8]) + (__pyx_v_feature_weight * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_feature_biases.data) + __pyx_t_14)) ))))); + __pyx_t_7 = __pyx_v_lightfm->no_components; + __pyx_t_11 = __pyx_v_feature; + (__pyx_v_representation[__pyx_t_7]) = ((__pyx_v_representation[__pyx_t_7]) + (__pyx_v_feature_weight * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_feature_biases.data) + __pyx_t_11)) ))))); } /* "lightfm/_lightfm_fast_no_openmp.pyx":287 @@ -4834,20 +4952,6 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ int __pyx_t_4; Py_ssize_t __pyx_t_5; Py_ssize_t __pyx_t_6; - Py_ssize_t __pyx_t_7; - Py_ssize_t __pyx_t_8; - Py_ssize_t __pyx_t_9; - Py_ssize_t __pyx_t_10; - Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; - Py_ssize_t __pyx_t_13; - Py_ssize_t __pyx_t_14; - Py_ssize_t __pyx_t_15; - Py_ssize_t __pyx_t_16; - Py_ssize_t __pyx_t_17; - Py_ssize_t __pyx_t_18; - Py_ssize_t __pyx_t_19; - Py_ssize_t __pyx_t_20; /* "lightfm/_lightfm_fast_no_openmp.pyx":356 * cdef double feature_weight, local_learning_rate, sum_learning_rate, update @@ -4897,8 +5001,8 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * * gradients[feature] = rho * gradients[feature] + (1 - rho) * (feature_weight * gradient) ** 2 */ - __pyx_t_6 = __pyx_v_i; - __pyx_v_feature_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_6)) ))); + __pyx_t_5 = __pyx_v_i; + __pyx_v_feature_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_5)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":364 * feature_weight = feature_indices.data[i] @@ -4907,9 +5011,9 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * local_learning_rate = sqrt(momentum[feature] + eps) / sqrt(gradients[feature] + eps) * update = local_learning_rate * gradient * feature_weight */ - __pyx_t_7 = __pyx_v_feature; - __pyx_t_8 = __pyx_v_feature; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_8)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_7)) )))) + ((1.0 - __pyx_v_rho) * pow((__pyx_v_feature_weight * __pyx_v_gradient), 2.0))); + __pyx_t_5 = __pyx_v_feature; + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_6)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_5)) )))) + ((1.0 - __pyx_v_rho) * pow((__pyx_v_feature_weight * __pyx_v_gradient), 2.0))); /* "lightfm/_lightfm_fast_no_openmp.pyx":365 * @@ -4918,9 +5022,9 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * update = local_learning_rate * gradient * feature_weight * momentum[feature] = rho * momentum[feature] + (1 - rho) * update ** 2 */ - __pyx_t_9 = __pyx_v_feature; - __pyx_t_10 = __pyx_v_feature; - __pyx_v_local_learning_rate = (sqrt(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_9)) ))) + __pyx_v_eps)) / sqrt(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_10)) ))) + __pyx_v_eps))); + __pyx_t_5 = __pyx_v_feature; + __pyx_t_6 = __pyx_v_feature; + __pyx_v_local_learning_rate = (sqrt(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_5)) ))) + __pyx_v_eps)) / sqrt(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_6)) ))) + __pyx_v_eps))); /* "lightfm/_lightfm_fast_no_openmp.pyx":366 * gradients[feature] = rho * gradients[feature] + (1 - rho) * (feature_weight * gradient) ** 2 @@ -4938,9 +5042,9 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * biases[feature] -= update * */ - __pyx_t_11 = __pyx_v_feature; - __pyx_t_12 = __pyx_v_feature; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_12)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_11)) )))) + ((1.0 - __pyx_v_rho) * pow(__pyx_v_update, 2.0))); + __pyx_t_6 = __pyx_v_feature; + __pyx_t_5 = __pyx_v_feature; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_5)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_6)) )))) + ((1.0 - __pyx_v_rho) * pow(__pyx_v_update, 2.0))); /* "lightfm/_lightfm_fast_no_openmp.pyx":368 * update = local_learning_rate * gradient * feature_weight @@ -4949,8 +5053,8 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * * # Lazy regularization: scale up by the regularization */ - __pyx_t_13 = __pyx_v_feature; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_biases.data) + __pyx_t_13)) )) -= __pyx_v_update; + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_biases.data) + __pyx_t_6)) )) -= __pyx_v_update; /* "lightfm/_lightfm_fast_no_openmp.pyx":372 * # Lazy regularization: scale up by the regularization @@ -4959,8 +5063,8 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * * sum_learning_rate += local_learning_rate */ - __pyx_t_14 = __pyx_v_feature; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_biases.data) + __pyx_t_14)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_biases.data) + __pyx_t_6)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); /* "lightfm/_lightfm_fast_no_openmp.pyx":374 * biases[feature] *= (1.0 + alpha * local_learning_rate) @@ -5002,8 +5106,8 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * feature_weight = feature_indices.data[i] * */ - __pyx_t_15 = __pyx_v_i; - __pyx_v_feature = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_feature_indices->indices.data) + __pyx_t_15)) ))); + __pyx_t_6 = __pyx_v_i; + __pyx_v_feature = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_feature_indices->indices.data) + __pyx_t_6)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":379 * @@ -5012,8 +5116,8 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * * local_learning_rate = learning_rate / sqrt(gradients[feature]) */ - __pyx_t_16 = __pyx_v_i; - __pyx_v_feature_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_16)) ))); + __pyx_t_6 = __pyx_v_i; + __pyx_v_feature_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_6)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":381 * feature_weight = feature_indices.data[i] @@ -5022,8 +5126,8 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * biases[feature] -= local_learning_rate * feature_weight * gradient * gradients[feature] += (gradient * feature_weight) ** 2 */ - __pyx_t_17 = __pyx_v_feature; - __pyx_v_local_learning_rate = (__pyx_v_learning_rate / sqrt((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_17)) ))))); + __pyx_t_6 = __pyx_v_feature; + __pyx_v_local_learning_rate = (__pyx_v_learning_rate / sqrt((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_6)) ))))); /* "lightfm/_lightfm_fast_no_openmp.pyx":382 * @@ -5032,8 +5136,8 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * gradients[feature] += (gradient * feature_weight) ** 2 * */ - __pyx_t_18 = __pyx_v_feature; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_biases.data) + __pyx_t_18)) )) -= ((__pyx_v_local_learning_rate * __pyx_v_feature_weight) * __pyx_v_gradient); + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_biases.data) + __pyx_t_6)) )) -= ((__pyx_v_local_learning_rate * __pyx_v_feature_weight) * __pyx_v_gradient); /* "lightfm/_lightfm_fast_no_openmp.pyx":383 * local_learning_rate = learning_rate / sqrt(gradients[feature]) @@ -5042,8 +5146,8 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * * # Lazy regularization: scale up by the regularization */ - __pyx_t_19 = __pyx_v_feature; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_19)) )) += pow((__pyx_v_gradient * __pyx_v_feature_weight), 2.0); + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_6)) )) += pow((__pyx_v_gradient * __pyx_v_feature_weight), 2.0); /* "lightfm/_lightfm_fast_no_openmp.pyx":387 * # Lazy regularization: scale up by the regularization @@ -5052,8 +5156,8 @@ static double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_biases(struct __ * * sum_learning_rate += local_learning_rate */ - __pyx_t_20 = __pyx_v_feature; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_biases.data) + __pyx_t_20)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_biases.data) + __pyx_t_6)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); /* "lightfm/_lightfm_fast_no_openmp.pyx":389 * biases[feature] *= (1.0 + alpha * local_learning_rate) @@ -5114,30 +5218,6 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe Py_ssize_t __pyx_t_6; Py_ssize_t __pyx_t_7; Py_ssize_t __pyx_t_8; - Py_ssize_t __pyx_t_9; - Py_ssize_t __pyx_t_10; - Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; - Py_ssize_t __pyx_t_13; - Py_ssize_t __pyx_t_14; - Py_ssize_t __pyx_t_15; - Py_ssize_t __pyx_t_16; - Py_ssize_t __pyx_t_17; - Py_ssize_t __pyx_t_18; - Py_ssize_t __pyx_t_19; - Py_ssize_t __pyx_t_20; - Py_ssize_t __pyx_t_21; - Py_ssize_t __pyx_t_22; - Py_ssize_t __pyx_t_23; - Py_ssize_t __pyx_t_24; - Py_ssize_t __pyx_t_25; - Py_ssize_t __pyx_t_26; - Py_ssize_t __pyx_t_27; - Py_ssize_t __pyx_t_28; - Py_ssize_t __pyx_t_29; - Py_ssize_t __pyx_t_30; - Py_ssize_t __pyx_t_31; - Py_ssize_t __pyx_t_32; /* "lightfm/_lightfm_fast_no_openmp.pyx":414 * cdef double feature_weight, local_learning_rate, sum_learning_rate, update @@ -5187,8 +5267,8 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * * gradients[feature, component] = (rho * gradients[feature, component] */ - __pyx_t_6 = __pyx_v_i; - __pyx_v_feature_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_6)) ))); + __pyx_t_5 = __pyx_v_i; + __pyx_v_feature_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_5)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":422 * feature_weight = feature_indices.data[i] @@ -5197,8 +5277,8 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * + (1 - rho) * (feature_weight * gradient) ** 2) * local_learning_rate = (sqrt(momentum[feature, component] + eps) */ - __pyx_t_7 = __pyx_v_feature; - __pyx_t_8 = __pyx_v_component; + __pyx_t_5 = __pyx_v_feature; + __pyx_t_6 = __pyx_v_component; /* "lightfm/_lightfm_fast_no_openmp.pyx":423 * @@ -5207,9 +5287,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * local_learning_rate = (sqrt(momentum[feature, component] + eps) * / sqrt(gradients[feature, component] + eps)) */ - __pyx_t_9 = __pyx_v_feature; - __pyx_t_10 = __pyx_v_component; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_9 * __pyx_v_gradients.strides[0]) )) + __pyx_t_10)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_7 * __pyx_v_gradients.strides[0]) )) + __pyx_t_8)) )))) + ((1.0 - __pyx_v_rho) * pow((__pyx_v_feature_weight * __pyx_v_gradient), 2.0))); + __pyx_t_7 = __pyx_v_feature; + __pyx_t_8 = __pyx_v_component; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_7 * __pyx_v_gradients.strides[0]) )) + __pyx_t_8)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_5 * __pyx_v_gradients.strides[0]) )) + __pyx_t_6)) )))) + ((1.0 - __pyx_v_rho) * pow((__pyx_v_feature_weight * __pyx_v_gradient), 2.0))); /* "lightfm/_lightfm_fast_no_openmp.pyx":424 * gradients[feature, component] = (rho * gradients[feature, component] @@ -5218,8 +5298,8 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * / sqrt(gradients[feature, component] + eps)) * update = local_learning_rate * gradient * feature_weight */ - __pyx_t_11 = __pyx_v_feature; - __pyx_t_12 = __pyx_v_component; + __pyx_t_6 = __pyx_v_feature; + __pyx_t_5 = __pyx_v_component; /* "lightfm/_lightfm_fast_no_openmp.pyx":425 * + (1 - rho) * (feature_weight * gradient) ** 2) @@ -5228,9 +5308,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * update = local_learning_rate * gradient * feature_weight * momentum[feature, component] = rho * momentum[feature, component] + (1 - rho) * update ** 2 */ - __pyx_t_13 = __pyx_v_feature; - __pyx_t_14 = __pyx_v_component; - __pyx_v_local_learning_rate = (sqrt(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_11 * __pyx_v_momentum.strides[0]) )) + __pyx_t_12)) ))) + __pyx_v_eps)) / sqrt(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_13 * __pyx_v_gradients.strides[0]) )) + __pyx_t_14)) ))) + __pyx_v_eps))); + __pyx_t_8 = __pyx_v_feature; + __pyx_t_7 = __pyx_v_component; + __pyx_v_local_learning_rate = (sqrt(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_6 * __pyx_v_momentum.strides[0]) )) + __pyx_t_5)) ))) + __pyx_v_eps)) / sqrt(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_8 * __pyx_v_gradients.strides[0]) )) + __pyx_t_7)) ))) + __pyx_v_eps))); /* "lightfm/_lightfm_fast_no_openmp.pyx":426 * local_learning_rate = (sqrt(momentum[feature, component] + eps) @@ -5248,11 +5328,11 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * features[feature, component] -= update * */ - __pyx_t_15 = __pyx_v_feature; - __pyx_t_16 = __pyx_v_component; - __pyx_t_17 = __pyx_v_feature; - __pyx_t_18 = __pyx_v_component; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_17 * __pyx_v_momentum.strides[0]) )) + __pyx_t_18)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_15 * __pyx_v_momentum.strides[0]) )) + __pyx_t_16)) )))) + ((1.0 - __pyx_v_rho) * pow(__pyx_v_update, 2.0))); + __pyx_t_7 = __pyx_v_feature; + __pyx_t_8 = __pyx_v_component; + __pyx_t_5 = __pyx_v_feature; + __pyx_t_6 = __pyx_v_component; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_5 * __pyx_v_momentum.strides[0]) )) + __pyx_t_6)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_7 * __pyx_v_momentum.strides[0]) )) + __pyx_t_8)) )))) + ((1.0 - __pyx_v_rho) * pow(__pyx_v_update, 2.0))); /* "lightfm/_lightfm_fast_no_openmp.pyx":428 * update = local_learning_rate * gradient * feature_weight @@ -5261,9 +5341,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * * # Lazy regularization: scale up by the regularization */ - __pyx_t_19 = __pyx_v_feature; - __pyx_t_20 = __pyx_v_component; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_19 * __pyx_v_features.strides[0]) )) + __pyx_t_20)) )) -= __pyx_v_update; + __pyx_t_8 = __pyx_v_feature; + __pyx_t_7 = __pyx_v_component; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_8 * __pyx_v_features.strides[0]) )) + __pyx_t_7)) )) -= __pyx_v_update; /* "lightfm/_lightfm_fast_no_openmp.pyx":432 * # Lazy regularization: scale up by the regularization @@ -5272,9 +5352,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * * sum_learning_rate += local_learning_rate */ - __pyx_t_21 = __pyx_v_feature; - __pyx_t_22 = __pyx_v_component; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_21 * __pyx_v_features.strides[0]) )) + __pyx_t_22)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); + __pyx_t_7 = __pyx_v_feature; + __pyx_t_8 = __pyx_v_component; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_7 * __pyx_v_features.strides[0]) )) + __pyx_t_8)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); /* "lightfm/_lightfm_fast_no_openmp.pyx":434 * features[feature, component] *= (1.0 + alpha * local_learning_rate) @@ -5316,8 +5396,8 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * feature_weight = feature_indices.data[i] * */ - __pyx_t_23 = __pyx_v_i; - __pyx_v_feature = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_feature_indices->indices.data) + __pyx_t_23)) ))); + __pyx_t_8 = __pyx_v_i; + __pyx_v_feature = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_feature_indices->indices.data) + __pyx_t_8)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":439 * @@ -5326,8 +5406,8 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * * local_learning_rate = learning_rate / sqrt(gradients[feature, component]) */ - __pyx_t_24 = __pyx_v_i; - __pyx_v_feature_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_24)) ))); + __pyx_t_8 = __pyx_v_i; + __pyx_v_feature_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_8)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":441 * feature_weight = feature_indices.data[i] @@ -5336,9 +5416,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * features[feature, component] -= local_learning_rate * feature_weight * gradient * gradients[feature, component] += (gradient * feature_weight) ** 2 */ - __pyx_t_25 = __pyx_v_feature; - __pyx_t_26 = __pyx_v_component; - __pyx_v_local_learning_rate = (__pyx_v_learning_rate / sqrt((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_25 * __pyx_v_gradients.strides[0]) )) + __pyx_t_26)) ))))); + __pyx_t_8 = __pyx_v_feature; + __pyx_t_7 = __pyx_v_component; + __pyx_v_local_learning_rate = (__pyx_v_learning_rate / sqrt((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_8 * __pyx_v_gradients.strides[0]) )) + __pyx_t_7)) ))))); /* "lightfm/_lightfm_fast_no_openmp.pyx":442 * @@ -5347,9 +5427,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * gradients[feature, component] += (gradient * feature_weight) ** 2 * */ - __pyx_t_27 = __pyx_v_feature; - __pyx_t_28 = __pyx_v_component; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_27 * __pyx_v_features.strides[0]) )) + __pyx_t_28)) )) -= ((__pyx_v_local_learning_rate * __pyx_v_feature_weight) * __pyx_v_gradient); + __pyx_t_7 = __pyx_v_feature; + __pyx_t_8 = __pyx_v_component; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_7 * __pyx_v_features.strides[0]) )) + __pyx_t_8)) )) -= ((__pyx_v_local_learning_rate * __pyx_v_feature_weight) * __pyx_v_gradient); /* "lightfm/_lightfm_fast_no_openmp.pyx":443 * local_learning_rate = learning_rate / sqrt(gradients[feature, component]) @@ -5358,9 +5438,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * * # Lazy regularization: scale up by the regularization */ - __pyx_t_29 = __pyx_v_feature; - __pyx_t_30 = __pyx_v_component; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_29 * __pyx_v_gradients.strides[0]) )) + __pyx_t_30)) )) += pow((__pyx_v_gradient * __pyx_v_feature_weight), 2.0); + __pyx_t_8 = __pyx_v_feature; + __pyx_t_7 = __pyx_v_component; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_8 * __pyx_v_gradients.strides[0]) )) + __pyx_t_7)) )) += pow((__pyx_v_gradient * __pyx_v_feature_weight), 2.0); /* "lightfm/_lightfm_fast_no_openmp.pyx":447 * # Lazy regularization: scale up by the regularization @@ -5369,9 +5449,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_23_lightfm_fast_no_openmp_update_fe * * sum_learning_rate += local_learning_rate */ - __pyx_t_31 = __pyx_v_feature; - __pyx_t_32 = __pyx_v_component; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_31 * __pyx_v_features.strides[0]) )) + __pyx_t_32)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); + __pyx_t_7 = __pyx_v_feature; + __pyx_t_8 = __pyx_v_component; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_7 * __pyx_v_features.strides[0]) )) + __pyx_t_8)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); /* "lightfm/_lightfm_fast_no_openmp.pyx":449 * features[feature, component] *= (1.0 + alpha * local_learning_rate) @@ -5819,10 +5899,6 @@ static void __pyx_f_7lightfm_23_lightfm_fast_no_openmp_regularize(struct __pyx_o int __pyx_t_6; Py_ssize_t __pyx_t_7; Py_ssize_t __pyx_t_8; - Py_ssize_t __pyx_t_9; - Py_ssize_t __pyx_t_10; - Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; /* "lightfm/_lightfm_fast_no_openmp.pyx":660 * @@ -5885,8 +5961,8 @@ static void __pyx_f_7lightfm_23_lightfm_fast_no_openmp_regularize(struct __pyx_o * * for i in range(no_users): */ - __pyx_t_9 = __pyx_v_i; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_lightfm->item_biases.data) + __pyx_t_9)) )) /= __pyx_v_lightfm->item_scale; + __pyx_t_8 = __pyx_v_i; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_lightfm->item_biases.data) + __pyx_t_8)) )) /= __pyx_v_lightfm->item_scale; } /* "lightfm/_lightfm_fast_no_openmp.pyx":669 @@ -5920,9 +5996,9 @@ static void __pyx_f_7lightfm_23_lightfm_fast_no_openmp_regularize(struct __pyx_o * lightfm.user_biases[i] /= lightfm.user_scale * */ - __pyx_t_10 = __pyx_v_i; - __pyx_t_11 = __pyx_v_j; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_lightfm->user_features.data + __pyx_t_10 * __pyx_v_lightfm->user_features.strides[0]) )) + __pyx_t_11)) )) /= __pyx_v_lightfm->user_scale; + __pyx_t_8 = __pyx_v_i; + __pyx_t_7 = __pyx_v_j; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ (__pyx_v_lightfm->user_features.data + __pyx_t_8 * __pyx_v_lightfm->user_features.strides[0]) )) + __pyx_t_7)) )) /= __pyx_v_lightfm->user_scale; } /* "lightfm/_lightfm_fast_no_openmp.pyx":672 @@ -5932,8 +6008,8 @@ static void __pyx_f_7lightfm_23_lightfm_fast_no_openmp_regularize(struct __pyx_o * * lightfm.item_scale = 1.0 */ - __pyx_t_12 = __pyx_v_i; - *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_lightfm->user_biases.data) + __pyx_t_12)) )) /= __pyx_v_lightfm->user_scale; + __pyx_t_7 = __pyx_v_i; + *((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_lightfm->user_biases.data) + __pyx_t_7)) )) /= __pyx_v_lightfm->user_scale; } /* "lightfm/_lightfm_fast_no_openmp.pyx":674 @@ -6049,6 +6125,9 @@ static PyObject *__pyx_pw_7lightfm_23_lightfm_fast_no_openmp_1fit_logistic(PyObj double __pyx_v_item_alpha; double __pyx_v_user_alpha; CYTHON_UNUSED int __pyx_v_num_threads; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("fit_logistic (wrapper)", 0); @@ -6231,12 +6310,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_fit_logistic(CYTHON int __pyx_t_2; int __pyx_t_3; Py_ssize_t __pyx_t_4; - Py_ssize_t __pyx_t_5; - Py_ssize_t __pyx_t_6; - Py_ssize_t __pyx_t_7; - Py_ssize_t __pyx_t_8; - int __pyx_t_9; - int __pyx_t_10; + int __pyx_t_5; + int __pyx_t_6; __Pyx_RefNannySetupContext("fit_logistic", 0); /* "lightfm/_lightfm_fast_no_openmp.pyx":717 @@ -6310,8 +6385,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_fit_logistic(CYTHON * item_id = item_ids[row] * weight = sample_weight[row] */ - __pyx_t_5 = __pyx_v_row; - __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_5)) ))); + __pyx_t_4 = __pyx_v_row; + __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_4)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":729 * @@ -6320,8 +6395,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_fit_logistic(CYTHON * weight = sample_weight[row] * */ - __pyx_t_6 = __pyx_v_row; - __pyx_v_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_6)) ))); + __pyx_t_4 = __pyx_v_row; + __pyx_v_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_4)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":730 * user_id = user_ids[row] @@ -6330,8 +6405,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_fit_logistic(CYTHON * * compute_representation(user_features, */ - __pyx_t_7 = __pyx_v_row; - __pyx_v_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_7)) ))); + __pyx_t_4 = __pyx_v_row; + __pyx_v_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_4)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":732 * weight = sample_weight[row] @@ -6367,8 +6442,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_fit_logistic(CYTHON * if y_row <= 0: * y = 0 */ - __pyx_t_8 = __pyx_v_row; - __pyx_v_y_row = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_Y.data) + __pyx_t_8)) ))); + __pyx_t_4 = __pyx_v_row; + __pyx_v_y_row = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_Y.data) + __pyx_t_4)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":754 * # is a negative interaction. @@ -6377,8 +6452,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_fit_logistic(CYTHON * y = 0 * else: */ - __pyx_t_9 = ((__pyx_v_y_row <= 0.0) != 0); - if (__pyx_t_9) { + __pyx_t_5 = ((__pyx_v_y_row <= 0.0) != 0); + if (__pyx_t_5) { /* "lightfm/_lightfm_fast_no_openmp.pyx":755 * y_row = Y[row] @@ -6436,16 +6511,16 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_fit_logistic(CYTHON * locked_regularize(lightfm, * item_alpha, */ - __pyx_t_10 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); - if (!__pyx_t_10) { + __pyx_t_6 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); + if (!__pyx_t_6) { } else { - __pyx_t_9 = __pyx_t_10; + __pyx_t_5 = __pyx_t_6; goto __pyx_L10_bool_binop_done; } - __pyx_t_10 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); - __pyx_t_9 = __pyx_t_10; + __pyx_t_6 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); + __pyx_t_5 = __pyx_t_6; __pyx_L10_bool_binop_done:; - if (__pyx_t_9) { + if (__pyx_t_5) { /* "lightfm/_lightfm_fast_no_openmp.pyx":772 * @@ -6560,6 +6635,9 @@ static PyObject *__pyx_pw_7lightfm_23_lightfm_fast_no_openmp_3fit_warp(PyObject double __pyx_v_user_alpha; int __pyx_v_num_threads; PyObject *__pyx_v_random_state = 0; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("fit_warp (wrapper)", 0); @@ -6774,16 +6852,14 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN int __pyx_t_9; int __pyx_t_10; Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; - Py_ssize_t __pyx_t_13; - Py_ssize_t __pyx_t_14; - int __pyx_t_15; - Py_ssize_t __pyx_t_16; - Py_ssize_t __pyx_t_17; - double __pyx_t_18; - double __pyx_t_19; - double __pyx_t_20; - int __pyx_t_21; + int __pyx_t_12; + double __pyx_t_13; + double __pyx_t_14; + double __pyx_t_15; + int __pyx_t_16; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("fit_warp", 0); /* "lightfm/_lightfm_fast_no_openmp.pyx":812 @@ -7002,8 +7078,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * positive_item_id = item_ids[row] * */ - __pyx_t_12 = __pyx_v_row; - __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_12)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":829 * @@ -7012,8 +7088,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * * if not Y[row] > 0: */ - __pyx_t_13 = __pyx_v_row; - __pyx_v_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_13)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":831 * positive_item_id = item_ids[row] @@ -7022,9 +7098,9 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * continue * */ - __pyx_t_14 = __pyx_v_row; - __pyx_t_15 = ((!(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_Y.data) + __pyx_t_14)) ))) > 0.0) != 0)) != 0); - if (__pyx_t_15) { + __pyx_t_11 = __pyx_v_row; + __pyx_t_12 = ((!(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_Y.data) + __pyx_t_11)) ))) > 0.0) != 0)) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":832 * @@ -7051,8 +7127,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * * compute_representation(user_features, */ - __pyx_t_16 = __pyx_v_row; - __pyx_v_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_16)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":836 * weight = sample_weight[row] @@ -7098,8 +7174,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * sampled = sampled + 1 */ while (1) { - __pyx_t_15 = ((__pyx_v_sampled < __pyx_v_lightfm->max_sampled) != 0); - if (!__pyx_t_15) break; + __pyx_t_12 = ((__pyx_v_sampled < __pyx_v_lightfm->max_sampled) != 0); + if (!__pyx_t_12) break; /* "lightfm/_lightfm_fast_no_openmp.pyx":859 * while sampled < lightfm.max_sampled: @@ -7117,7 +7193,7 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * % item_features.rows) * */ - __pyx_t_17 = 0; + __pyx_t_11 = 0; /* "lightfm/_lightfm_fast_no_openmp.pyx":861 * sampled = sampled + 1 @@ -7126,7 +7202,7 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * * compute_representation(item_features, */ - __pyx_v_negative_item_id = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_17)) ))))) % __pyx_v_item_features->rows); + __pyx_v_negative_item_id = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_11)) ))))) % __pyx_v_item_features->rows); /* "lightfm/_lightfm_fast_no_openmp.pyx":863 * % item_features.rows) @@ -7153,8 +7229,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * * # Sample again if the sample negative is actually a positive */ - __pyx_t_15 = ((__pyx_v_negative_prediction > (__pyx_v_positive_prediction - 1.0)) != 0); - if (__pyx_t_15) { + __pyx_t_12 = ((__pyx_v_negative_prediction > (__pyx_v_positive_prediction - 1.0)) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":878 * @@ -7163,8 +7239,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * continue * */ - __pyx_t_15 = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_interactions) != 0); - if (__pyx_t_15) { + __pyx_t_12 = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_interactions) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":879 * # Sample again if the sample negative is actually a positive @@ -7191,14 +7267,14 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * * # Clip gradients for numerical stability. */ - __pyx_t_18 = floor(((__pyx_v_item_features->rows - 1) / __pyx_v_sampled)); - __pyx_t_19 = 1.0; - if (((__pyx_t_18 > __pyx_t_19) != 0)) { - __pyx_t_20 = __pyx_t_18; + __pyx_t_13 = floor(((__pyx_v_item_features->rows - 1) / ((long)__pyx_v_sampled))); + __pyx_t_14 = 1.0; + if (((__pyx_t_13 > __pyx_t_14) != 0)) { + __pyx_t_15 = __pyx_t_13; } else { - __pyx_t_20 = __pyx_t_19; + __pyx_t_15 = __pyx_t_14; } - __pyx_v_loss = (__pyx_v_weight * log(__pyx_t_20)); + __pyx_v_loss = (__pyx_v_weight * log(__pyx_t_15)); /* "lightfm/_lightfm_fast_no_openmp.pyx":884 * @@ -7207,8 +7283,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * loss = MAX_LOSS * */ - __pyx_t_15 = ((__pyx_v_loss > __pyx_v_MAX_LOSS) != 0); - if (__pyx_t_15) { + __pyx_t_12 = ((__pyx_v_loss > __pyx_v_MAX_LOSS) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":885 * # Clip gradients for numerical stability. @@ -7265,16 +7341,16 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_2fit_warp(CYTHON_UN * locked_regularize(lightfm, * item_alpha, */ - __pyx_t_21 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); - if (!__pyx_t_21) { + __pyx_t_16 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); + if (!__pyx_t_16) { } else { - __pyx_t_15 = __pyx_t_21; + __pyx_t_12 = __pyx_t_16; goto __pyx_L15_bool_binop_done; } - __pyx_t_21 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); - __pyx_t_15 = __pyx_t_21; + __pyx_t_16 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); + __pyx_t_12 = __pyx_t_16; __pyx_L15_bool_binop_done:; - if (__pyx_t_15) { + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":902 * @@ -7411,6 +7487,9 @@ static PyObject *__pyx_pw_7lightfm_23_lightfm_fast_no_openmp_5fit_warp_kos(PyObj int __pyx_v_n; int __pyx_v_num_threads; PyObject *__pyx_v_random_state = 0; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("fit_warp_kos (wrapper)", 0); @@ -7621,16 +7700,16 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO int __pyx_t_9; int __pyx_t_10; Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; + int __pyx_t_12; int __pyx_t_13; int __pyx_t_14; int __pyx_t_15; - int __pyx_t_16; - Py_ssize_t __pyx_t_17; - Py_ssize_t __pyx_t_18; - __pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt __pyx_t_19; - Py_ssize_t __pyx_t_20; - int __pyx_t_21; + Py_ssize_t __pyx_t_16; + __pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt __pyx_t_17; + int __pyx_t_18; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("fit_warp_kos", 0); /* "lightfm/_lightfm_fast_no_openmp.pyx":943 @@ -7858,8 +7937,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * * compute_representation(user_features, */ - __pyx_t_12 = __pyx_v_row; - __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_12)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":961 * user_id = user_ids[row] @@ -7895,8 +7974,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * continue * */ - __pyx_t_13 = ((__pyx_v_user_pids_stop == __pyx_v_user_pids_start) != 0); - if (__pyx_t_13) { + __pyx_t_12 = ((__pyx_v_user_pids_stop == __pyx_v_user_pids_start) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":973 * @@ -7932,10 +8011,10 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * sampled_positive_item_id = data.indices[sample_range(user_pids_start, * user_pids_stop, */ - __pyx_t_14 = __pyx_v_no_positives; - __pyx_t_15 = __pyx_t_14; - for (__pyx_t_16 = 0; __pyx_t_16 < __pyx_t_15; __pyx_t_16+=1) { - __pyx_v_j = __pyx_t_16; + __pyx_t_13 = __pyx_v_no_positives; + __pyx_t_14 = __pyx_t_13; + for (__pyx_t_15 = 0; __pyx_t_15 < __pyx_t_14; __pyx_t_15+=1) { + __pyx_v_j = __pyx_t_15; /* "lightfm/_lightfm_fast_no_openmp.pyx":980 * sampled_positive_item_id = data.indices[sample_range(user_pids_start, @@ -7944,7 +8023,7 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * * compute_representation(item_features, */ - __pyx_t_17 = 0; + __pyx_t_11 = 0; /* "lightfm/_lightfm_fast_no_openmp.pyx":978 * no_positives = int_min(n, user_pids_stop - user_pids_start) @@ -7953,8 +8032,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * user_pids_stop, * &random_states[0])] */ - __pyx_t_18 = __pyx_f_7lightfm_23_lightfm_fast_no_openmp_sample_range(__pyx_v_user_pids_start, __pyx_v_user_pids_stop, (&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_17)) ))))); - __pyx_v_sampled_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_data->indices.data) + __pyx_t_18)) ))); + __pyx_t_16 = __pyx_f_7lightfm_23_lightfm_fast_no_openmp_sample_range(__pyx_v_user_pids_start, __pyx_v_user_pids_stop, (&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_11)) ))))); + __pyx_v_sampled_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_data->indices.data) + __pyx_t_16)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":982 * &random_states[0])] @@ -8009,8 +8088,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * positive_prediction = pos_pairs[int_min(k, no_positives) - 1].val * */ - __pyx_t_14 = (__pyx_v_pos_pairs[(__pyx_f_7lightfm_23_lightfm_fast_no_openmp_int_min(__pyx_v_k, __pyx_v_no_positives) - 1)]).idx; - __pyx_v_positive_item_id = __pyx_t_14; + __pyx_t_13 = (__pyx_v_pos_pairs[(__pyx_f_7lightfm_23_lightfm_fast_no_openmp_int_min(__pyx_v_k, __pyx_v_no_positives) - 1)]).idx; + __pyx_v_positive_item_id = __pyx_t_13; /* "lightfm/_lightfm_fast_no_openmp.pyx":1003 * @@ -8019,8 +8098,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * * compute_representation(item_features, */ - __pyx_t_19 = (__pyx_v_pos_pairs[(__pyx_f_7lightfm_23_lightfm_fast_no_openmp_int_min(__pyx_v_k, __pyx_v_no_positives) - 1)]).val; - __pyx_v_positive_prediction = __pyx_t_19; + __pyx_t_17 = (__pyx_v_pos_pairs[(__pyx_f_7lightfm_23_lightfm_fast_no_openmp_int_min(__pyx_v_k, __pyx_v_no_positives) - 1)]).val; + __pyx_v_positive_prediction = __pyx_t_17; /* "lightfm/_lightfm_fast_no_openmp.pyx":1005 * positive_prediction = pos_pairs[int_min(k, no_positives) - 1].val @@ -8048,8 +8127,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * sampled = sampled + 1 */ while (1) { - __pyx_t_13 = ((__pyx_v_sampled < __pyx_v_lightfm->max_sampled) != 0); - if (!__pyx_t_13) break; + __pyx_t_12 = ((__pyx_v_sampled < __pyx_v_lightfm->max_sampled) != 0); + if (!__pyx_t_12) break; /* "lightfm/_lightfm_fast_no_openmp.pyx":1018 * while sampled < lightfm.max_sampled: @@ -8067,7 +8146,7 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * % item_features.rows) * */ - __pyx_t_20 = 0; + __pyx_t_11 = 0; /* "lightfm/_lightfm_fast_no_openmp.pyx":1020 * sampled = sampled + 1 @@ -8076,7 +8155,7 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * * compute_representation(item_features, */ - __pyx_v_negative_item_id = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_20)) ))))) % __pyx_v_item_features->rows); + __pyx_v_negative_item_id = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_11)) ))))) % __pyx_v_item_features->rows); /* "lightfm/_lightfm_fast_no_openmp.pyx":1022 * % item_features.rows) @@ -8103,8 +8182,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * * if in_positives(negative_item_id, user_id, data): */ - __pyx_t_13 = ((__pyx_v_negative_prediction > (__pyx_v_positive_prediction - 1.0)) != 0); - if (__pyx_t_13) { + __pyx_t_12 = ((__pyx_v_negative_prediction > (__pyx_v_positive_prediction - 1.0)) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":1036 * if negative_prediction > positive_prediction - 1: @@ -8113,8 +8192,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * continue * */ - __pyx_t_13 = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_data) != 0); - if (__pyx_t_13) { + __pyx_t_12 = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_data) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":1037 * @@ -8141,7 +8220,7 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * * # Clip gradients for numerical stability. */ - __pyx_v_loss = log(floor(((__pyx_v_item_features->rows - 1) / __pyx_v_sampled))); + __pyx_v_loss = log(floor(((__pyx_v_item_features->rows - 1) / ((long)__pyx_v_sampled)))); /* "lightfm/_lightfm_fast_no_openmp.pyx":1042 * @@ -8150,8 +8229,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * loss = MAX_LOSS * */ - __pyx_t_13 = ((__pyx_v_loss > __pyx_v_MAX_LOSS) != 0); - if (__pyx_t_13) { + __pyx_t_12 = ((__pyx_v_loss > __pyx_v_MAX_LOSS) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":1043 * # Clip gradients for numerical stability. @@ -8208,16 +8287,16 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_4fit_warp_kos(CYTHO * locked_regularize(lightfm, * item_alpha, */ - __pyx_t_21 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); - if (!__pyx_t_21) { + __pyx_t_18 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); + if (!__pyx_t_18) { } else { - __pyx_t_13 = __pyx_t_21; + __pyx_t_12 = __pyx_t_18; goto __pyx_L17_bool_binop_done; } - __pyx_t_21 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); - __pyx_t_13 = __pyx_t_21; + __pyx_t_18 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); + __pyx_t_12 = __pyx_t_18; __pyx_L17_bool_binop_done:; - if (__pyx_t_13) { + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":1060 * @@ -8361,6 +8440,9 @@ static PyObject *__pyx_pw_7lightfm_23_lightfm_fast_no_openmp_7fit_bpr(PyObject * double __pyx_v_user_alpha; int __pyx_v_num_threads; PyObject *__pyx_v_random_state = 0; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("fit_bpr (wrapper)", 0); @@ -8573,17 +8655,15 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_6fit_bpr(CYTHON_UNU int __pyx_t_9; int __pyx_t_10; Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; + int __pyx_t_12; int __pyx_t_13; - Py_ssize_t __pyx_t_14; - Py_ssize_t __pyx_t_15; + int __pyx_t_14; + int __pyx_t_15; Py_ssize_t __pyx_t_16; int __pyx_t_17; - int __pyx_t_18; - int __pyx_t_19; - Py_ssize_t __pyx_t_20; - Py_ssize_t __pyx_t_21; - int __pyx_t_22; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("fit_bpr", 0); /* "lightfm/_lightfm_fast_no_openmp.pyx":1101 @@ -8793,9 +8873,9 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_6fit_bpr(CYTHON_UNU * continue * */ - __pyx_t_12 = __pyx_v_row; - __pyx_t_13 = ((!(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_Y.data) + __pyx_t_12)) ))) > 0.0) != 0)) != 0); - if (__pyx_t_13) { + __pyx_t_11 = __pyx_v_row; + __pyx_t_12 = ((!(((*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_Y.data) + __pyx_t_11)) ))) > 0.0) != 0)) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":1117 * @@ -8822,8 +8902,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_6fit_bpr(CYTHON_UNU * user_id = user_ids[row] * positive_item_id = item_ids[row] */ - __pyx_t_14 = __pyx_v_row; - __pyx_v_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_14)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_weight = (*((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_23_lightfm_fast_no_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":1120 * @@ -8832,8 +8912,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_6fit_bpr(CYTHON_UNU * positive_item_id = item_ids[row] * */ - __pyx_t_15 = __pyx_v_row; - __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_15)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":1121 * weight = sample_weight[row] @@ -8842,8 +8922,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_6fit_bpr(CYTHON_UNU * * for j in range(no_examples): */ - __pyx_t_16 = __pyx_v_row; - __pyx_v_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_16)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":1123 * positive_item_id = item_ids[row] @@ -8852,10 +8932,10 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_6fit_bpr(CYTHON_UNU * negative_item_id = item_ids[(rand_r(&random_states[0]) * % no_examples)] */ - __pyx_t_17 = __pyx_v_no_examples; - __pyx_t_18 = __pyx_t_17; - for (__pyx_t_19 = 0; __pyx_t_19 < __pyx_t_18; __pyx_t_19+=1) { - __pyx_v_j = __pyx_t_19; + __pyx_t_13 = __pyx_v_no_examples; + __pyx_t_14 = __pyx_t_13; + for (__pyx_t_15 = 0; __pyx_t_15 < __pyx_t_14; __pyx_t_15+=1) { + __pyx_v_j = __pyx_t_15; /* "lightfm/_lightfm_fast_no_openmp.pyx":1124 * @@ -8864,7 +8944,7 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_6fit_bpr(CYTHON_UNU * % no_examples)] * if not in_positives(negative_item_id, user_id, interactions): */ - __pyx_t_20 = 0; + __pyx_t_11 = 0; /* "lightfm/_lightfm_fast_no_openmp.pyx":1125 * for j in range(no_examples): @@ -8873,8 +8953,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_6fit_bpr(CYTHON_UNU * if not in_positives(negative_item_id, user_id, interactions): * break */ - __pyx_t_21 = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_20)) ))))) % __pyx_v_no_examples); - __pyx_v_negative_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_21)) ))); + __pyx_t_16 = (__pyx_f_7lightfm_23_lightfm_fast_no_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_11)) ))))) % __pyx_v_no_examples); + __pyx_v_negative_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_16)) ))); /* "lightfm/_lightfm_fast_no_openmp.pyx":1126 * negative_item_id = item_ids[(rand_r(&random_states[0]) @@ -8883,8 +8963,8 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_6fit_bpr(CYTHON_UNU * break * */ - __pyx_t_13 = ((!(__pyx_f_7lightfm_23_lightfm_fast_no_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_interactions) != 0)) != 0); - if (__pyx_t_13) { + __pyx_t_12 = ((!(__pyx_f_7lightfm_23_lightfm_fast_no_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_interactions) != 0)) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":1127 * % no_examples)] @@ -8967,16 +9047,16 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_6fit_bpr(CYTHON_UNU * locked_regularize(lightfm, * item_alpha, */ - __pyx_t_22 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); - if (!__pyx_t_22) { + __pyx_t_17 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); + if (!__pyx_t_17) { } else { - __pyx_t_13 = __pyx_t_22; + __pyx_t_12 = __pyx_t_17; goto __pyx_L13_bool_binop_done; } - __pyx_t_22 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); - __pyx_t_13 = __pyx_t_22; + __pyx_t_17 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_23_lightfm_fast_no_openmp_MAX_REG_SCALE) != 0); + __pyx_t_12 = __pyx_t_17; __pyx_L13_bool_binop_done:; - if (__pyx_t_13) { + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_no_openmp.pyx":1172 * @@ -9107,6 +9187,9 @@ static PyObject *__pyx_pw_7lightfm_23_lightfm_fast_no_openmp_9predict_lightfm(Py __Pyx_memviewslice __pyx_v_predictions = { 0, 0, { 0 }, { 0 }, { 0 } }; struct __pyx_obj_7lightfm_23_lightfm_fast_no_openmp_FastLightFM *__pyx_v_lightfm = 0; CYTHON_UNUSED int __pyx_v_num_threads; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("predict_lightfm (wrapper)", 0); @@ -9231,8 +9314,6 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_8predict_lightfm(CY int __pyx_t_2; int __pyx_t_3; Py_ssize_t __pyx_t_4; - Py_ssize_t __pyx_t_5; - Py_ssize_t __pyx_t_6; __Pyx_RefNannySetupContext("predict_lightfm", 0); /* "lightfm/_lightfm_fast_no_openmp.pyx":1200 @@ -9314,7 +9395,7 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_8predict_lightfm(CY * lightfm.item_scale, * it_repr) */ - __pyx_t_5 = __pyx_v_i; + __pyx_t_4 = __pyx_v_i; /* "lightfm/_lightfm_fast_no_openmp.pyx":1216 * lightfm.user_scale, @@ -9323,7 +9404,7 @@ static PyObject *__pyx_pf_7lightfm_23_lightfm_fast_no_openmp_8predict_lightfm(CY * lightfm.item_features, * lightfm.item_biases, */ - __pyx_f_7lightfm_23_lightfm_fast_no_openmp_compute_representation(__pyx_v_item_features, __pyx_v_lightfm->item_features, __pyx_v_lightfm->item_biases, __pyx_v_lightfm, (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_5)) ))), __pyx_v_lightfm->item_scale, __pyx_v_it_repr); 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PyObject *__pyx_t_4 = NULL; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; #ifdef WITH_THREAD PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure(); #endif @@ -22693,6 +22975,9 @@ static int __pyx_memoryview_err(PyObject *__pyx_v_error, char *__pyx_v_msg) { PyObject *__pyx_t_3 = NULL; PyObject *__pyx_t_4 = NULL; PyObject *__pyx_t_5 = NULL; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; #ifdef WITH_THREAD PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure(); #endif @@ -22810,6 +23095,9 @@ static int __pyx_memoryview_copy_contents(__Pyx_memviewslice __pyx_v_src, __Pyx_ int __pyx_t_6; void *__pyx_t_7; int __pyx_t_8; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; /* "View.MemoryView":1276 * Check for overlapping memory and verify the shapes. @@ -23886,6 +24174,9 @@ static PyObject *__pyx_pw_15View_dot_MemoryView_1__pyx_unpickle_Enum(PyObject *_ PyObject *__pyx_v___pyx_type = 0; long __pyx_v___pyx_checksum; PyObject *__pyx_v___pyx_state = 0; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("__pyx_unpickle_Enum (wrapper)", 0); @@ -23963,6 +24254,9 @@ static PyObject *__pyx_pf_15View_dot_MemoryView___pyx_unpickle_Enum(CYTHON_UNUSE PyObject *__pyx_t_4 = NULL; PyObject *__pyx_t_5 = NULL; int __pyx_t_6; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__pyx_unpickle_Enum", 0); /* "(tree fragment)":4 @@ -24151,6 +24445,9 @@ static PyObject *__pyx_unpickle_Enum__set_state(struct __pyx_MemviewEnum_obj *__ PyObject *__pyx_t_6 = NULL; PyObject *__pyx_t_7 = NULL; PyObject *__pyx_t_8 = NULL; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__pyx_unpickle_Enum__set_state", 0); /* "(tree fragment)":12 @@ -24362,12 +24659,15 @@ static PyTypeObject __pyx_type_7lightfm_23_lightfm_fast_no_openmp_CSRMatrix = { #if PY_VERSION_HEX >= 0x030400a1 0, /*tp_finalize*/ #endif - #if PY_VERSION_HEX >= 0x030800b1 + #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800) 0, /*tp_vectorcall*/ #endif #if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000 0, /*tp_print*/ #endif + #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 + 0, /*tp_pypy_flags*/ + #endif }; static PyObject *__pyx_tp_new_7lightfm_23_lightfm_fast_no_openmp_FastLightFM(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) { @@ -24496,12 +24796,15 @@ static PyTypeObject __pyx_type_7lightfm_23_lightfm_fast_no_openmp_FastLightFM = #if PY_VERSION_HEX >= 0x030400a1 0, /*tp_finalize*/ #endif - #if PY_VERSION_HEX >= 0x030800b1 + #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800) 0, /*tp_vectorcall*/ #endif #if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000 0, /*tp_print*/ #endif + #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 + 0, /*tp_pypy_flags*/ + #endif }; static struct __pyx_vtabstruct_array __pyx_vtable_array; @@ -24535,9 +24838,9 @@ static void __pyx_tp_dealloc_array(PyObject *o) { { PyObject *etype, *eval, *etb; PyErr_Fetch(&etype, &eval, &etb); - ++Py_REFCNT(o); + __Pyx_SET_REFCNT(o, Py_REFCNT(o) + 1); __pyx_array___dealloc__(o); - --Py_REFCNT(o); + __Pyx_SET_REFCNT(o, Py_REFCNT(o) - 1); PyErr_Restore(etype, eval, etb); } Py_CLEAR(p->mode); @@ -24685,12 +24988,15 @@ static PyTypeObject __pyx_type___pyx_array = { #if PY_VERSION_HEX >= 0x030400a1 0, /*tp_finalize*/ #endif - #if PY_VERSION_HEX >= 0x030800b1 + #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800) 0, /*tp_vectorcall*/ #endif #if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000 0, /*tp_print*/ #endif + #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 + 0, /*tp_pypy_flags*/ + #endif }; static PyObject *__pyx_tp_new_Enum(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) { @@ -24804,12 +25110,15 @@ static PyTypeObject __pyx_type___pyx_MemviewEnum = { #if PY_VERSION_HEX >= 0x030400a1 0, /*tp_finalize*/ #endif - #if PY_VERSION_HEX >= 0x030800b1 + #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800) 0, /*tp_vectorcall*/ #endif #if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000 0, /*tp_print*/ #endif + #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 + 0, /*tp_pypy_flags*/ + #endif }; static struct __pyx_vtabstruct_memoryview __pyx_vtable_memoryview; @@ -24846,9 +25155,9 @@ static void __pyx_tp_dealloc_memoryview(PyObject *o) { { PyObject *etype, *eval, *etb; PyErr_Fetch(&etype, &eval, &etb); - ++Py_REFCNT(o); + __Pyx_SET_REFCNT(o, Py_REFCNT(o) + 1); __pyx_memoryview___dealloc__(o); - --Py_REFCNT(o); + __Pyx_SET_REFCNT(o, Py_REFCNT(o) - 1); PyErr_Restore(etype, eval, etb); } Py_CLEAR(p->obj); @@ -25065,12 +25374,15 @@ static PyTypeObject __pyx_type___pyx_memoryview = { #if PY_VERSION_HEX >= 0x030400a1 0, /*tp_finalize*/ #endif - #if PY_VERSION_HEX >= 0x030800b1 + #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800) 0, /*tp_vectorcall*/ #endif #if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000 0, /*tp_print*/ #endif + #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 + 0, /*tp_pypy_flags*/ + #endif }; static struct __pyx_vtabstruct__memoryviewslice __pyx_vtable__memoryviewslice; @@ -25096,9 +25408,9 @@ static void __pyx_tp_dealloc__memoryviewslice(PyObject *o) { { PyObject *etype, *eval, *etb; PyErr_Fetch(&etype, &eval, &etb); - ++Py_REFCNT(o); + __Pyx_SET_REFCNT(o, Py_REFCNT(o) + 1); __pyx_memoryviewslice___dealloc__(o); - --Py_REFCNT(o); + __Pyx_SET_REFCNT(o, Py_REFCNT(o) - 1); PyErr_Restore(etype, eval, etb); } Py_CLEAR(p->from_object); @@ -25211,12 +25523,15 @@ static PyTypeObject __pyx_type___pyx_memoryviewslice = { #if PY_VERSION_HEX >= 0x030400a1 0, /*tp_finalize*/ #endif - #if PY_VERSION_HEX >= 0x030800b1 + #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800) 0, /*tp_vectorcall*/ #endif #if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000 0, /*tp_print*/ #endif + #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 + 0, /*tp_pypy_flags*/ + #endif }; static PyMethodDef __pyx_methods[] = { @@ -25900,6 +26215,9 @@ static int __Pyx_modinit_function_export_code(void) { static int __Pyx_modinit_type_init_code(void) { __Pyx_RefNannyDeclarations + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__Pyx_modinit_type_init_code", 0); /*--- Type init code ---*/ __pyx_vtabptr_7lightfm_23_lightfm_fast_no_openmp_CSRMatrix = &__pyx_vtable_7lightfm_23_lightfm_fast_no_openmp_CSRMatrix; @@ -26009,17 +26327,19 @@ static int __Pyx_modinit_function_import_code(void) { } -#if PY_MAJOR_VERSION < 3 -#ifdef CYTHON_NO_PYINIT_EXPORT -#define __Pyx_PyMODINIT_FUNC void -#else +#ifndef CYTHON_NO_PYINIT_EXPORT #define __Pyx_PyMODINIT_FUNC PyMODINIT_FUNC +#elif PY_MAJOR_VERSION < 3 +#ifdef __cplusplus +#define __Pyx_PyMODINIT_FUNC extern "C" void +#else +#define __Pyx_PyMODINIT_FUNC void #endif #else -#ifdef CYTHON_NO_PYINIT_EXPORT -#define __Pyx_PyMODINIT_FUNC PyObject * +#ifdef __cplusplus +#define __Pyx_PyMODINIT_FUNC extern "C" PyObject * #else -#define __Pyx_PyMODINIT_FUNC PyMODINIT_FUNC +#define __Pyx_PyMODINIT_FUNC PyObject * #endif #endif @@ -26102,6 +26422,9 @@ static CYTHON_SMALL_CODE int __pyx_pymod_exec__lightfm_fast_no_openmp(PyObject * { PyObject *__pyx_t_1 = NULL; static PyThread_type_lock __pyx_t_2[8]; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannyDeclarations #if CYTHON_PEP489_MULTI_PHASE_INIT if (__pyx_m) { @@ -26149,11 +26472,9 @@ if (!__Pyx_RefNanny) { #endif /*--- Library function declarations ---*/ /*--- Threads initialization code ---*/ - #if defined(__PYX_FORCE_INIT_THREADS) && __PYX_FORCE_INIT_THREADS - #ifdef WITH_THREAD /* Python build with threading support? */ + #if defined(WITH_THREAD) && PY_VERSION_HEX < 0x030700F0 && defined(__PYX_FORCE_INIT_THREADS) && __PYX_FORCE_INIT_THREADS PyEval_InitThreads(); #endif - #endif /*--- Module creation code ---*/ #if CYTHON_PEP489_MULTI_PHASE_INIT __pyx_m = __pyx_pyinit_module; @@ -26190,14 +26511,14 @@ if (!__Pyx_RefNanny) { } #endif /*--- Builtin init code ---*/ - if (__Pyx_InitCachedBuiltins() < 0) goto __pyx_L1_error; + if (__Pyx_InitCachedBuiltins() < 0) __PYX_ERR(0, 1, __pyx_L1_error) /*--- Constants init code ---*/ - if (__Pyx_InitCachedConstants() < 0) goto __pyx_L1_error; + if (__Pyx_InitCachedConstants() < 0) __PYX_ERR(0, 1, __pyx_L1_error) /*--- Global type/function init code ---*/ (void)__Pyx_modinit_global_init_code(); (void)__Pyx_modinit_variable_export_code(); (void)__Pyx_modinit_function_export_code(); - if (unlikely(__Pyx_modinit_type_init_code() != 0)) goto __pyx_L1_error; + if (unlikely(__Pyx_modinit_type_init_code() < 0)) __PYX_ERR(0, 1, __pyx_L1_error) (void)__Pyx_modinit_type_import_code(); (void)__Pyx_modinit_variable_import_code(); (void)__Pyx_modinit_function_import_code(); @@ -26213,7 +26534,7 @@ if (!__Pyx_RefNanny) { * * cimport cython.operator.dereference as deref */ - __pyx_t_1 = __Pyx_Import(__pyx_n_s_numpy, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 4, __pyx_L1_error) + __pyx_t_1 = __Pyx_Import(__pyx_n_s_numpy, 0, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 4, __pyx_L1_error) __Pyx_GOTREF(__pyx_t_1); if (PyDict_SetItem(__pyx_d, __pyx_n_s_np, __pyx_t_1) < 0) __PYX_ERR(0, 4, __pyx_L1_error) __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0; @@ -26614,7 +26935,7 @@ static int __Pyx_ParseOptionalKeywords( } name = first_kw_arg; #if PY_MAJOR_VERSION < 3 - if (likely(PyString_CheckExact(key)) || likely(PyString_Check(key))) { + if (likely(PyString_Check(key))) { while (*name) { if ((CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**name) == PyString_GET_SIZE(key)) && _PyString_Eq(**name, key)) { @@ -26641,7 +26962,7 @@ static int __Pyx_ParseOptionalKeywords( while (*name) { int cmp = (**name == key) ? 0 : #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3 - (PyUnicode_GET_SIZE(**name) != PyUnicode_GET_SIZE(key)) ? 1 : + (__Pyx_PyUnicode_GET_LENGTH(**name) != __Pyx_PyUnicode_GET_LENGTH(key)) ? 1 : #endif PyUnicode_Compare(**name, key); if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad; @@ -26657,7 +26978,7 @@ static int __Pyx_ParseOptionalKeywords( while (argname != first_kw_arg) { int cmp = (**argname == key) ? 0 : #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3 - (PyUnicode_GET_SIZE(**argname) != PyUnicode_GET_SIZE(key)) ? 1 : + (__Pyx_PyUnicode_GET_LENGTH(**argname) != __Pyx_PyUnicode_GET_LENGTH(key)) ? 1 : #endif PyUnicode_Compare(**argname, key); if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad; @@ -26731,7 +27052,7 @@ __Pyx_init_memviewslice(struct __pyx_memoryview_obj *memview, int i, retval=-1; Py_buffer *buf = &memview->view; __Pyx_RefNannySetupContext("init_memviewslice", 0); - if (memviewslice->memview || memviewslice->data) { + if (unlikely(memviewslice->memview || memviewslice->data)) { PyErr_SetString(PyExc_ValueError, "memviewslice is already initialized!"); goto fail; @@ -26810,13 +27131,13 @@ __Pyx_INC_MEMVIEW(__Pyx_memviewslice *memslice, int have_gil, int lineno) { int first_time; struct __pyx_memoryview_obj *memview = memslice->memview; - if (!memview || (PyObject *) memview == Py_None) + if (unlikely(!memview || (PyObject *) memview == Py_None)) return; - if (__pyx_get_slice_count(memview) < 0) + if (unlikely(__pyx_get_slice_count(memview) < 0)) __pyx_fatalerror("Acquisition count is %d (line %d)", __pyx_get_slice_count(memview), lineno); first_time = __pyx_add_acquisition_count(memview) == 0; - if (first_time) { + if (unlikely(first_time)) { if (have_gil) { Py_INCREF((PyObject *) memview); } else { @@ -26830,18 +27151,16 @@ static CYTHON_INLINE void __Pyx_XDEC_MEMVIEW(__Pyx_memviewslice *memslice, int have_gil, int lineno) { int last_time; struct __pyx_memoryview_obj *memview = memslice->memview; - if (!memview ) { - return; - } else if ((PyObject *) memview == Py_None) { + if (unlikely(!memview || (PyObject *) memview == Py_None)) { memslice->memview = NULL; return; } - if (__pyx_get_slice_count(memview) <= 0) + if (unlikely(__pyx_get_slice_count(memview) <= 0)) __pyx_fatalerror("Acquisition count is %d (line %d)", __pyx_get_slice_count(memview), lineno); last_time = __pyx_sub_acquisition_count(memview) == 1; memslice->data = NULL; - if (last_time) { + if (unlikely(last_time)) { if (have_gil) { Py_CLEAR(memslice->memview); } else { @@ -27219,7 +27538,7 @@ static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, #if CYTHON_COMPILING_IN_CPYTHON static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw) { PyObject *result; - ternaryfunc call = func->ob_type->tp_call; + ternaryfunc call = Py_TYPE(func)->tp_call; if (unlikely(!call)) return PyObject_Call(func, arg, kw); if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object"))) @@ -27306,7 +27625,7 @@ static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObjec if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) { return __Pyx_PyObject_CallMethO(func, arg); #if CYTHON_FAST_PYCCALL - } else if (PyCFunction_GET_FLAGS(func) & METH_FASTCALL) { + } else if (__Pyx_PyFastCFunction_Check(func)) { return __Pyx_PyCFunction_FastCall(func, &arg, 1); #endif } @@ -27354,7 +27673,7 @@ static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) { { #if PY_MAJOR_VERSION >= 3 if (level == -1) { - if (strchr(__Pyx_MODULE_NAME, '.')) { + if ((1) && (strchr(__Pyx_MODULE_NAME, '.'))) { module = PyImport_ImportModuleLevelObject( name, global_dict, empty_dict, list, 1); if (!module) { @@ -27867,9 +28186,9 @@ static CYTHON_INLINE PyObject* __Pyx_decode_c_string( if (stop < 0) stop += length; } + if (unlikely(stop <= start)) + return __Pyx_NewRef(__pyx_empty_unicode); length = stop - start; - if (unlikely(length <= 0)) - return PyUnicode_FromUnicode(NULL, 0); cstring += start; if (decode_func) { return decode_func(cstring, length, errors); @@ -28358,6 +28677,28 @@ static int __Pyx_SetVtable(PyObject *dict, void *vtable) { return -1; } +/* PyObjectGetAttrStrNoError */ +static void __Pyx_PyObject_GetAttrStr_ClearAttributeError(void) { + __Pyx_PyThreadState_declare + __Pyx_PyThreadState_assign + if (likely(__Pyx_PyErr_ExceptionMatches(PyExc_AttributeError))) + __Pyx_PyErr_Clear(); +} +static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name) { + PyObject *result; +#if CYTHON_COMPILING_IN_CPYTHON && CYTHON_USE_TYPE_SLOTS && PY_VERSION_HEX >= 0x030700B1 + PyTypeObject* tp = Py_TYPE(obj); + if (likely(tp->tp_getattro == PyObject_GenericGetAttr)) { + return _PyObject_GenericGetAttrWithDict(obj, attr_name, NULL, 1); + } +#endif + result = __Pyx_PyObject_GetAttrStr(obj, attr_name); + if (unlikely(!result)) { + __Pyx_PyObject_GetAttrStr_ClearAttributeError(); + } + return result; +} + /* SetupReduce */ static int __Pyx_setup_reduce_is_named(PyObject* meth, PyObject* name) { int ret; @@ -28385,43 +28726,51 @@ static int __Pyx_setup_reduce(PyObject* type_obj) { PyObject *setstate = NULL; PyObject *setstate_cython = NULL; #if CYTHON_USE_PYTYPE_LOOKUP - if (_PyType_Lookup((PyTypeObject*)type_obj, __pyx_n_s_getstate)) goto GOOD; + if (_PyType_Lookup((PyTypeObject*)type_obj, __pyx_n_s_getstate)) goto __PYX_GOOD; #else - if (PyObject_HasAttr(type_obj, __pyx_n_s_getstate)) goto GOOD; + if (PyObject_HasAttr(type_obj, __pyx_n_s_getstate)) goto __PYX_GOOD; #endif #if CYTHON_USE_PYTYPE_LOOKUP - object_reduce_ex = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto BAD; + object_reduce_ex = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD; #else - object_reduce_ex = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto BAD; + object_reduce_ex = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD; #endif - reduce_ex = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_ex); if (unlikely(!reduce_ex)) goto BAD; + reduce_ex = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_ex); if (unlikely(!reduce_ex)) goto __PYX_BAD; if (reduce_ex == object_reduce_ex) { #if CYTHON_USE_PYTYPE_LOOKUP - object_reduce = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto BAD; + object_reduce = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto __PYX_BAD; #else - object_reduce = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto BAD; + object_reduce = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto __PYX_BAD; #endif - reduce = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce); if (unlikely(!reduce)) goto BAD; + reduce = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce); if (unlikely(!reduce)) goto __PYX_BAD; if (reduce == object_reduce || __Pyx_setup_reduce_is_named(reduce, __pyx_n_s_reduce_cython)) { - reduce_cython = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_cython); if (unlikely(!reduce_cython)) goto BAD; - ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce, reduce_cython); if (unlikely(ret < 0)) goto BAD; - ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce_cython); if (unlikely(ret < 0)) goto BAD; + reduce_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_reduce_cython); + if (likely(reduce_cython)) { + ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce, reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD; + ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD; + } else if (reduce == object_reduce || PyErr_Occurred()) { + goto __PYX_BAD; + } setstate = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_setstate); if (!setstate) PyErr_Clear(); if (!setstate || __Pyx_setup_reduce_is_named(setstate, __pyx_n_s_setstate_cython)) { - setstate_cython = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_setstate_cython); if (unlikely(!setstate_cython)) goto BAD; - ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate, setstate_cython); if (unlikely(ret < 0)) goto BAD; - ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate_cython); if (unlikely(ret < 0)) goto BAD; + setstate_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_setstate_cython); + if (likely(setstate_cython)) { + ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate, setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD; + ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD; + } else if (!setstate || PyErr_Occurred()) { + goto __PYX_BAD; + } } PyType_Modified((PyTypeObject*)type_obj); } } - goto GOOD; -BAD: + goto __PYX_GOOD; +__PYX_BAD: if (!PyErr_Occurred()) PyErr_Format(PyExc_RuntimeError, "Unable to initialize pickling for %s", ((PyTypeObject*)type_obj)->tp_name); ret = -1; -GOOD: +__PYX_GOOD: #if !CYTHON_USE_PYTYPE_LOOKUP Py_XDECREF(object_reduce); Py_XDECREF(object_reduce_ex); @@ -28436,7 +28785,7 @@ static int __Pyx_setup_reduce(PyObject* type_obj) { /* CLineInTraceback */ #ifndef CYTHON_CLINE_IN_TRACEBACK -static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) { +static int __Pyx_CLineForTraceback(CYTHON_NCP_UNUSED PyThreadState *tstate, int c_line) { PyObject *use_cline; PyObject *ptype, *pvalue, *ptraceback; #if CYTHON_COMPILING_IN_CPYTHON @@ -28466,7 +28815,7 @@ static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) { } if (!use_cline) { c_line = 0; - PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False); + (void) PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False); } else if (use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) { c_line = 0; @@ -28540,7 +28889,7 @@ static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) { if (__pyx_code_cache.count == __pyx_code_cache.max_count) { int new_max = __pyx_code_cache.max_count + 64; entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc( - __pyx_code_cache.entries, (size_t)new_max*sizeof(__Pyx_CodeObjectCacheEntry)); + __pyx_code_cache.entries, ((size_t)new_max) * sizeof(__Pyx_CodeObjectCacheEntry)); if (unlikely(!entries)) { return; } @@ -28563,30 +28912,31 @@ static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) { static PyCodeObject* __Pyx_CreateCodeObjectForTraceback( const char *funcname, int c_line, int py_line, const char *filename) { - PyCodeObject *py_code = 0; - PyObject *py_srcfile = 0; - PyObject *py_funcname = 0; + PyCodeObject *py_code = NULL; + PyObject *py_funcname = NULL; #if PY_MAJOR_VERSION < 3 + PyObject *py_srcfile = NULL; py_srcfile = PyString_FromString(filename); - #else - py_srcfile = PyUnicode_FromString(filename); - #endif if (!py_srcfile) goto bad; + #endif if (c_line) { #if PY_MAJOR_VERSION < 3 py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line); + if (!py_funcname) goto bad; #else py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line); + if (!py_funcname) goto bad; + funcname = PyUnicode_AsUTF8(py_funcname); + if (!funcname) goto bad; #endif } else { #if PY_MAJOR_VERSION < 3 py_funcname = PyString_FromString(funcname); - #else - py_funcname = PyUnicode_FromString(funcname); + if (!py_funcname) goto bad; #endif } - if (!py_funcname) goto bad; + #if PY_MAJOR_VERSION < 3 py_code = __Pyx_PyCode_New( 0, 0, @@ -28605,11 +28955,16 @@ static PyCodeObject* __Pyx_CreateCodeObjectForTraceback( __pyx_empty_bytes /*PyObject *lnotab*/ ); Py_DECREF(py_srcfile); - Py_DECREF(py_funcname); + #else + py_code = PyCode_NewEmpty(filename, funcname, py_line); + #endif + Py_XDECREF(py_funcname); // XDECREF since it's only set on Py3 if cline return py_code; bad: - Py_XDECREF(py_srcfile); Py_XDECREF(py_funcname); + #if PY_MAJOR_VERSION < 3 + Py_XDECREF(py_srcfile); + #endif return NULL; } static void __Pyx_AddTraceback(const char *funcname, int c_line, @@ -28734,37 +29089,6 @@ __pyx_capsule_create(void *p, CYTHON_UNUSED const char *sig) return cobj; } -/* CIntToPy */ -static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) { - const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0; - const int is_unsigned = neg_one > const_zero; - if (is_unsigned) { - if (sizeof(int) < sizeof(long)) { - return PyInt_FromLong((long) value); - } else if (sizeof(int) <= sizeof(unsigned long)) { - return PyLong_FromUnsignedLong((unsigned long) value); -#ifdef HAVE_LONG_LONG - } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) { - return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value); -#endif - } - } else { - if (sizeof(int) <= sizeof(long)) { - return PyInt_FromLong((long) value); -#ifdef HAVE_LONG_LONG - } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) { - return PyLong_FromLongLong((PY_LONG_LONG) value); -#endif - } - } - { - int one = 1; int little = (int)*(unsigned char *)&one; - unsigned char *bytes = (unsigned char *)&value; - return _PyLong_FromByteArray(bytes, sizeof(int), - little, !is_unsigned); - } -} - /* CIntFromPyVerify */ #define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\ __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0) @@ -29137,9 +29461,7 @@ static PyObject * __pyx_buffmt_parse_array(__Pyx_BufFmt_Context* ctx, const char** tsp) { const char *ts = *tsp; - int i = 0, number; - int ndim = ctx->head->field->type->ndim; -; + int i = 0, number, ndim; ++ts; if (ctx->new_count != 1) { PyErr_SetString(PyExc_ValueError, @@ -29147,6 +29469,7 @@ __pyx_buffmt_parse_array(__Pyx_BufFmt_Context* ctx, const char** tsp) return NULL; } if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL; + ndim = ctx->head->field->type->ndim; while (*ts && *ts != ')') { switch (*ts) { case ' ': case '\f': case '\r': case '\n': case '\t': case '\v': continue; @@ -29276,8 +29599,8 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha case 'l': case 'L': case 'q': case 'Q': case 'f': case 'd': case 'g': case 'O': case 'p': - if (ctx->enc_type == *ts && got_Z == ctx->is_complex && - ctx->enc_packmode == ctx->new_packmode) { + if ((ctx->enc_type == *ts) && (got_Z == ctx->is_complex) && + (ctx->enc_packmode == ctx->new_packmode) && (!ctx->is_valid_array)) { ctx->enc_count += ctx->new_count; ctx->new_count = 1; got_Z = 0; @@ -29363,13 +29686,13 @@ __pyx_check_strides(Py_buffer *buf, int dim, int ndim, int spec) if (buf->strides) { if (spec & __Pyx_MEMVIEW_CONTIG) { if (spec & (__Pyx_MEMVIEW_PTR|__Pyx_MEMVIEW_FULL)) { - if (buf->strides[dim] != sizeof(void *)) { + if (unlikely(buf->strides[dim] != sizeof(void *))) { PyErr_Format(PyExc_ValueError, "Buffer is not indirectly contiguous " "in dimension %d.", dim); goto fail; } - } else if (buf->strides[dim] != buf->itemsize) { + } else if (unlikely(buf->strides[dim] != buf->itemsize)) { PyErr_SetString(PyExc_ValueError, "Buffer and memoryview are not contiguous " "in the same dimension."); @@ -29380,7 +29703,7 @@ __pyx_check_strides(Py_buffer *buf, int dim, int ndim, int spec) Py_ssize_t stride = buf->strides[dim]; if (stride < 0) stride = -stride; - if (stride < buf->itemsize) { + if (unlikely(stride < buf->itemsize)) { PyErr_SetString(PyExc_ValueError, "Buffer and memoryview are not contiguous " "in the same dimension."); @@ -29388,17 +29711,17 @@ __pyx_check_strides(Py_buffer *buf, int dim, int ndim, int spec) } } } else { - if (spec & __Pyx_MEMVIEW_CONTIG && dim != ndim - 1) { + if (unlikely(spec & __Pyx_MEMVIEW_CONTIG && dim != ndim - 1)) { PyErr_Format(PyExc_ValueError, "C-contiguous buffer is not contiguous in " "dimension %d", dim); goto fail; - } else if (spec & (__Pyx_MEMVIEW_PTR)) { + } else if (unlikely(spec & (__Pyx_MEMVIEW_PTR))) { PyErr_Format(PyExc_ValueError, "C-contiguous buffer is not indirect in " "dimension %d", dim); goto fail; - } else if (buf->suboffsets) { + } else if (unlikely(buf->suboffsets)) { PyErr_SetString(PyExc_ValueError, "Buffer exposes suboffsets but no strides"); goto fail; @@ -29412,7 +29735,7 @@ static int __pyx_check_suboffsets(Py_buffer *buf, int dim, CYTHON_UNUSED int ndim, int spec) { if (spec & __Pyx_MEMVIEW_DIRECT) { - if (buf->suboffsets && buf->suboffsets[dim] >= 0) { + if (unlikely(buf->suboffsets && buf->suboffsets[dim] >= 0)) { PyErr_Format(PyExc_ValueError, "Buffer not compatible with direct access " "in dimension %d.", dim); @@ -29420,7 +29743,7 @@ __pyx_check_suboffsets(Py_buffer *buf, int dim, CYTHON_UNUSED int ndim, int spec } } if (spec & __Pyx_MEMVIEW_PTR) { - if (!buf->suboffsets || (buf->suboffsets[dim] < 0)) { + if (unlikely(!buf->suboffsets || (buf->suboffsets[dim] < 0))) { PyErr_Format(PyExc_ValueError, "Buffer is not indirectly accessible " "in dimension %d.", dim); @@ -29438,9 +29761,7 @@ __pyx_verify_contig(Py_buffer *buf, int ndim, int c_or_f_flag) if (c_or_f_flag & __Pyx_IS_F_CONTIG) { Py_ssize_t stride = 1; for (i = 0; i < ndim; i++) { - if (stride * buf->itemsize != buf->strides[i] && - buf->shape[i] > 1) - { + if (unlikely(stride * buf->itemsize != buf->strides[i] && buf->shape[i] > 1)) { PyErr_SetString(PyExc_ValueError, "Buffer not fortran contiguous."); goto fail; @@ -29450,8 +29771,7 @@ __pyx_verify_contig(Py_buffer *buf, int ndim, int c_or_f_flag) } else if (c_or_f_flag & __Pyx_IS_C_CONTIG) { Py_ssize_t stride = 1; for (i = ndim - 1; i >- 1; i--) { - if (stride * buf->itemsize != buf->strides[i] && - buf->shape[i] > 1) { + if (unlikely(stride * buf->itemsize != buf->strides[i] && buf->shape[i] > 1)) { PyErr_SetString(PyExc_ValueError, "Buffer not C contiguous."); goto fail; @@ -29492,7 +29812,7 @@ static int __Pyx_ValidateAndInit_memviewslice( goto fail; } buf = &memview->view; - if (buf->ndim != ndim) { + if (unlikely(buf->ndim != ndim)) { PyErr_Format(PyExc_ValueError, "Buffer has wrong number of dimensions (expected %d, got %d)", ndim, buf->ndim); @@ -29500,9 +29820,9 @@ static int __Pyx_ValidateAndInit_memviewslice( } if (new_memview) { __Pyx_BufFmt_Init(&ctx, stack, dtype); - if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail; + if (unlikely(!__Pyx_BufFmt_CheckString(&ctx, buf->format))) goto fail; } - if ((unsigned) buf->itemsize != dtype->size) { + if (unlikely((unsigned) buf->itemsize != dtype->size)) { PyErr_Format(PyExc_ValueError, "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "u byte%s) " "does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "u byte%s)", @@ -29513,15 +29833,17 @@ static int __Pyx_ValidateAndInit_memviewslice( (dtype->size > 1) ? "s" : ""); goto fail; } - for (i = 0; i < ndim; i++) { - spec = axes_specs[i]; - if (!__pyx_check_strides(buf, i, ndim, spec)) - goto fail; - if (!__pyx_check_suboffsets(buf, i, ndim, spec)) + if (buf->len > 0) { + for (i = 0; i < ndim; i++) { + spec = axes_specs[i]; + if (unlikely(!__pyx_check_strides(buf, i, ndim, spec))) + goto fail; + if (unlikely(!__pyx_check_suboffsets(buf, i, ndim, spec))) + goto fail; + } + if (unlikely(buf->strides && !__pyx_verify_contig(buf, ndim, c_or_f_flag))) goto fail; } - if (buf->strides && !__pyx_verify_contig(buf, ndim, c_or_f_flag)) - goto fail; if (unlikely(__Pyx_init_memviewslice(memview, ndim, memviewslice, new_memview != NULL) == -1)) { goto fail; @@ -29617,35 +29939,27 @@ static CYTHON_INLINE int __pyx_memview_set_int(const char *itemp, PyObject *obj) return result; } -/* CIntToPy */ - static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) { - const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0; - const int is_unsigned = neg_one > const_zero; - if (is_unsigned) { - if (sizeof(long) < sizeof(long)) { - return PyInt_FromLong((long) value); - } else if (sizeof(long) <= sizeof(unsigned long)) { - return PyLong_FromUnsignedLong((unsigned long) value); -#ifdef HAVE_LONG_LONG - } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) { - return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value); -#endif - } - } else { - if (sizeof(long) <= sizeof(long)) { - return PyInt_FromLong((long) value); -#ifdef HAVE_LONG_LONG - } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) { - return PyLong_FromLongLong((PY_LONG_LONG) value); -#endif - } - } - { - int one = 1; int little = (int)*(unsigned char *)&one; - unsigned char *bytes = (unsigned char *)&value; - return _PyLong_FromByteArray(bytes, sizeof(long), - little, !is_unsigned); +/* ObjectToMemviewSlice */ + static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dc_unsigned_int(PyObject *obj, int writable_flag) { + __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } }; + __Pyx_BufFmt_StackElem stack[1]; + int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_CONTIG) }; + int retcode; + if (obj == Py_None) { + result.memview = (struct __pyx_memoryview_obj *) Py_None; + return result; } + retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, __Pyx_IS_C_CONTIG, + (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT) | writable_flag, 1, + &__Pyx_TypeInfo_unsigned_int, stack, + &result, obj); + if (unlikely(retcode == -1)) + goto __pyx_fail; + return result; +__pyx_fail: + result.memview = NULL; + result.data = NULL; + return result; } /* MemviewSliceCopyTemplate */ @@ -29666,7 +29980,7 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, struct __pyx_memoryview_obj *memview_obj = NULL; __Pyx_RefNannySetupContext("__pyx_memoryview_copy_new_contig", 0); for (i = 0; i < ndim; i++) { - if (from_mvs->suboffsets[i] >= 0) { + if (unlikely(from_mvs->suboffsets[i] >= 0)) { PyErr_Format(PyExc_ValueError, "Cannot copy memoryview slice with " "indirect dimensions (axis %d)", i); goto fail; @@ -29715,9 +30029,54 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, return new_mvs; } +/* CIntToPy */ + static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) { +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wconversion" +#endif + const int neg_one = (int) -1, const_zero = (int) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic pop +#endif + const int is_unsigned = neg_one > const_zero; + if (is_unsigned) { + if (sizeof(int) < sizeof(long)) { + return PyInt_FromLong((long) value); + } else if (sizeof(int) <= sizeof(unsigned long)) { + return PyLong_FromUnsignedLong((unsigned long) value); +#ifdef HAVE_LONG_LONG + } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) { + return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value); +#endif + } + } else { + if (sizeof(int) <= sizeof(long)) { + return PyInt_FromLong((long) value); +#ifdef HAVE_LONG_LONG + } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) { + return PyLong_FromLongLong((PY_LONG_LONG) value); +#endif + } + } + { + int one = 1; int little = (int)*(unsigned char *)&one; + unsigned char *bytes = (unsigned char *)&value; + return _PyLong_FromByteArray(bytes, sizeof(int), + little, !is_unsigned); + } +} + /* CIntFromPy */ static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) { - const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wconversion" +#endif + const int neg_one = (int) -1, const_zero = (int) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic pop +#endif const int is_unsigned = neg_one > const_zero; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x))) { @@ -29906,7 +30265,14 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, /* CIntFromPy */ static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) { - const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wconversion" +#endif + const long neg_one = (long) -1, const_zero = (long) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic pop +#endif const int is_unsigned = neg_one > const_zero; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x))) { @@ -30093,9 +30459,54 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, return (long) -1; } +/* CIntToPy */ + static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) { +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wconversion" +#endif + const long neg_one = (long) -1, const_zero = (long) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic pop +#endif + const int is_unsigned = neg_one > const_zero; + if (is_unsigned) { + if (sizeof(long) < sizeof(long)) { + return PyInt_FromLong((long) value); + } else if (sizeof(long) <= sizeof(unsigned long)) { + return PyLong_FromUnsignedLong((unsigned long) value); +#ifdef HAVE_LONG_LONG + } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) { + return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value); +#endif + } + } else { + if (sizeof(long) <= sizeof(long)) { + return PyInt_FromLong((long) value); +#ifdef HAVE_LONG_LONG + } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) { + return PyLong_FromLongLong((PY_LONG_LONG) value); +#endif + } + } + { + int one = 1; int little = (int)*(unsigned char *)&one; + unsigned char *bytes = (unsigned char *)&value; + return _PyLong_FromByteArray(bytes, sizeof(long), + little, !is_unsigned); + } +} + /* CIntFromPy */ static CYTHON_INLINE char __Pyx_PyInt_As_char(PyObject *x) { - const char neg_one = (char) ((char) 0 - (char) 1), const_zero = (char) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wconversion" +#endif + const char neg_one = (char) -1, const_zero = (char) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic pop +#endif const int is_unsigned = neg_one > const_zero; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x))) { @@ -30282,29 +30693,6 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, return (char) -1; } -/* ObjectToMemviewSlice */ - static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dc_unsigned_int(PyObject *obj, int writable_flag) { - __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } }; - __Pyx_BufFmt_StackElem stack[1]; - int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_CONTIG) }; - int retcode; - if (obj == Py_None) { - result.memview = (struct __pyx_memoryview_obj *) Py_None; - return result; - } - retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, __Pyx_IS_C_CONTIG, - (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT) | writable_flag, 1, - &__Pyx_TypeInfo_unsigned_int, stack, - &result, obj); - if (unlikely(retcode == -1)) - goto __pyx_fail; - return result; -__pyx_fail: - result.memview = NULL; - result.data = NULL; - return result; -} - /* CheckBinaryVersion */ static int __Pyx_check_binary_version(void) { char ctversion[4], rtversion[4]; @@ -30569,6 +30957,23 @@ static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) { Py_DECREF(x); return ival; } +static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject* o) { + if (sizeof(Py_hash_t) == sizeof(Py_ssize_t)) { + return (Py_hash_t) __Pyx_PyIndex_AsSsize_t(o); +#if PY_MAJOR_VERSION < 3 + } else if (likely(PyInt_CheckExact(o))) { + return PyInt_AS_LONG(o); +#endif + } else { + Py_ssize_t ival; + PyObject *x; + x = PyNumber_Index(o); + if (!x) return -1; + ival = PyInt_AsLong(x); + Py_DECREF(x); + return ival; + } +} static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) { return b ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False); } diff --git a/lightfm/_lightfm_fast_openmp.c b/lightfm/_lightfm_fast_openmp.c index adeb1e27..2ab8d1fc 100644 --- a/lightfm/_lightfm_fast_openmp.c +++ b/lightfm/_lightfm_fast_openmp.c @@ -1,4 +1,4 @@ -/* Generated by Cython 0.29.14 */ +/* Generated by Cython 0.29.28 */ /* BEGIN: Cython Metadata { @@ -16,16 +16,18 @@ } END: Cython Metadata */ +#ifndef PY_SSIZE_T_CLEAN #define PY_SSIZE_T_CLEAN +#endif /* PY_SSIZE_T_CLEAN */ #include "Python.h" #ifndef Py_PYTHON_H #error Python headers needed to compile C extensions, please install development version of Python. #elif PY_VERSION_HEX < 0x02060000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03030000) #error Cython requires Python 2.6+ or Python 3.3+. #else -#define CYTHON_ABI "0_29_14" -#define CYTHON_HEX_VERSION 0x001D0EF0 -#define CYTHON_FUTURE_DIVISION 0 +#define CYTHON_ABI "0_29_28" +#define CYTHON_HEX_VERSION 0x001D1CF0 +#define CYTHON_FUTURE_DIVISION 1 #include #ifndef offsetof #define offsetof(type, member) ( (size_t) & ((type*)0) -> member ) @@ -171,7 +173,7 @@ END: Cython Metadata */ #ifndef CYTHON_USE_UNICODE_INTERNALS #define CYTHON_USE_UNICODE_INTERNALS 1 #endif - #if PY_VERSION_HEX < 0x030300F0 + #if PY_VERSION_HEX < 0x030300F0 || PY_VERSION_HEX >= 0x030B00A2 #undef CYTHON_USE_UNICODE_WRITER #define CYTHON_USE_UNICODE_WRITER 0 #elif !defined(CYTHON_USE_UNICODE_WRITER) @@ -186,11 +188,14 @@ END: Cython Metadata */ #ifndef CYTHON_UNPACK_METHODS #define CYTHON_UNPACK_METHODS 1 #endif - #ifndef CYTHON_FAST_THREAD_STATE + #if PY_VERSION_HEX >= 0x030B00A4 + #undef CYTHON_FAST_THREAD_STATE + #define CYTHON_FAST_THREAD_STATE 0 + #elif !defined(CYTHON_FAST_THREAD_STATE) #define CYTHON_FAST_THREAD_STATE 1 #endif #ifndef CYTHON_FAST_PYCALL - #define CYTHON_FAST_PYCALL 1 + #define CYTHON_FAST_PYCALL (PY_VERSION_HEX < 0x030B00A1) #endif #ifndef CYTHON_PEP489_MULTI_PHASE_INIT #define CYTHON_PEP489_MULTI_PHASE_INIT (PY_VERSION_HEX >= 0x03050000) @@ -201,7 +206,10 @@ END: Cython Metadata */ #ifndef CYTHON_USE_DICT_VERSIONS #define CYTHON_USE_DICT_VERSIONS (PY_VERSION_HEX >= 0x030600B1) #endif - #ifndef CYTHON_USE_EXC_INFO_STACK + #if PY_VERSION_HEX >= 0x030B00A4 + #undef CYTHON_USE_EXC_INFO_STACK + #define CYTHON_USE_EXC_INFO_STACK 0 + #elif !defined(CYTHON_USE_EXC_INFO_STACK) #define CYTHON_USE_EXC_INFO_STACK (PY_VERSION_HEX >= 0x030700A3) #endif #endif @@ -209,7 +217,9 @@ END: Cython Metadata */ #define CYTHON_FAST_PYCCALL (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1) #endif #if CYTHON_USE_PYLONG_INTERNALS - #include "longintrepr.h" + #if PY_MAJOR_VERSION < 3 + #include "longintrepr.h" + #endif #undef SHIFT #undef BASE #undef MASK @@ -326,9 +336,68 @@ END: Cython Metadata */ #define __Pyx_DefaultClassType PyClass_Type #else #define __Pyx_BUILTIN_MODULE_NAME "builtins" -#if PY_VERSION_HEX >= 0x030800A4 && PY_VERSION_HEX < 0x030800B2 - #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\ - PyCode_New(a, 0, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos) + #define __Pyx_DefaultClassType PyType_Type +#if PY_VERSION_HEX >= 0x030B00A1 + static CYTHON_INLINE PyCodeObject* __Pyx_PyCode_New(int a, int k, int l, int s, int f, + PyObject *code, PyObject *c, PyObject* n, PyObject *v, + PyObject *fv, PyObject *cell, PyObject* fn, + PyObject *name, int fline, PyObject *lnos) { + PyObject *kwds=NULL, *argcount=NULL, *posonlyargcount=NULL, *kwonlyargcount=NULL; + PyObject *nlocals=NULL, *stacksize=NULL, *flags=NULL, *replace=NULL, *call_result=NULL, *empty=NULL; + const char *fn_cstr=NULL; + const char *name_cstr=NULL; + PyCodeObject* co=NULL; + PyObject *type, *value, *traceback; + PyErr_Fetch(&type, &value, &traceback); + if (!(kwds=PyDict_New())) goto end; + if (!(argcount=PyLong_FromLong(a))) goto end; + if (PyDict_SetItemString(kwds, "co_argcount", argcount) != 0) goto end; + if (!(posonlyargcount=PyLong_FromLong(0))) goto end; + if (PyDict_SetItemString(kwds, "co_posonlyargcount", posonlyargcount) != 0) goto end; + if (!(kwonlyargcount=PyLong_FromLong(k))) goto end; + if (PyDict_SetItemString(kwds, "co_kwonlyargcount", kwonlyargcount) != 0) goto end; + if (!(nlocals=PyLong_FromLong(l))) goto end; + if (PyDict_SetItemString(kwds, "co_nlocals", nlocals) != 0) goto end; + if (!(stacksize=PyLong_FromLong(s))) goto end; + if (PyDict_SetItemString(kwds, "co_stacksize", stacksize) != 0) goto end; + if (!(flags=PyLong_FromLong(f))) goto end; + if (PyDict_SetItemString(kwds, "co_flags", flags) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_code", code) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_consts", c) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_names", n) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_varnames", v) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_freevars", fv) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_cellvars", cell) != 0) goto end; + if (PyDict_SetItemString(kwds, "co_linetable", lnos) != 0) goto end; + if (!(fn_cstr=PyUnicode_AsUTF8AndSize(fn, NULL))) goto end; + if (!(name_cstr=PyUnicode_AsUTF8AndSize(name, NULL))) goto end; + if (!(co = PyCode_NewEmpty(fn_cstr, name_cstr, fline))) goto end; + if (!(replace = PyObject_GetAttrString((PyObject*)co, "replace"))) goto cleanup_code_too; + if (!(empty = PyTuple_New(0))) goto cleanup_code_too; // unfortunately __pyx_empty_tuple isn't available here + if (!(call_result = PyObject_Call(replace, empty, kwds))) goto cleanup_code_too; + Py_XDECREF((PyObject*)co); + co = (PyCodeObject*)call_result; + call_result = NULL; + if (0) { + cleanup_code_too: + Py_XDECREF((PyObject*)co); + co = NULL; + } + end: + Py_XDECREF(kwds); + Py_XDECREF(argcount); + Py_XDECREF(posonlyargcount); + Py_XDECREF(kwonlyargcount); + Py_XDECREF(nlocals); + Py_XDECREF(stacksize); + Py_XDECREF(replace); + Py_XDECREF(call_result); + Py_XDECREF(empty); + if (type) { + PyErr_Restore(type, value, traceback); + } + return co; + } #else #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\ PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos) @@ -442,8 +511,12 @@ static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { #endif #if PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND) #define CYTHON_PEP393_ENABLED 1 + #if defined(PyUnicode_IS_READY) #define __Pyx_PyUnicode_READY(op) (likely(PyUnicode_IS_READY(op)) ?\ 0 : _PyUnicode_Ready((PyObject *)(op))) + #else + #define __Pyx_PyUnicode_READY(op) (0) + #endif #define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_LENGTH(u) #define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i) #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) PyUnicode_MAX_CHAR_VALUE(u) @@ -451,7 +524,15 @@ static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { #define __Pyx_PyUnicode_DATA(u) PyUnicode_DATA(u) #define __Pyx_PyUnicode_READ(k, d, i) PyUnicode_READ(k, d, i) #define __Pyx_PyUnicode_WRITE(k, d, i, ch) PyUnicode_WRITE(k, d, i, ch) + #if defined(PyUnicode_IS_READY) && defined(PyUnicode_GET_SIZE) + #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x03090000 + #define __Pyx_PyUnicode_IS_TRUE(u) (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : ((PyCompactUnicodeObject *)(u))->wstr_length)) + #else #define __Pyx_PyUnicode_IS_TRUE(u) (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u))) + #endif + #else + #define __Pyx_PyUnicode_IS_TRUE(u) (0 != PyUnicode_GET_LENGTH(u)) + #endif #else #define CYTHON_PEP393_ENABLED 0 #define PyUnicode_1BYTE_KIND 1 @@ -500,8 +581,10 @@ static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { #define PyString_Type PyUnicode_Type #define PyString_Check PyUnicode_Check #define PyString_CheckExact PyUnicode_CheckExact +#ifndef PyObject_Unicode #define PyObject_Unicode PyObject_Str #endif +#endif #if PY_MAJOR_VERSION >= 3 #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj) #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj) @@ -512,6 +595,13 @@ static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { #ifndef PySet_CheckExact #define PySet_CheckExact(obj) (Py_TYPE(obj) == &PySet_Type) #endif +#if PY_VERSION_HEX >= 0x030900A4 + #define __Pyx_SET_REFCNT(obj, refcnt) Py_SET_REFCNT(obj, refcnt) + #define __Pyx_SET_SIZE(obj, size) Py_SET_SIZE(obj, size) +#else + #define __Pyx_SET_REFCNT(obj, refcnt) Py_REFCNT(obj) = (refcnt) + #define __Pyx_SET_SIZE(obj, size) Py_SIZE(obj) = (size) +#endif #if CYTHON_ASSUME_SAFE_MACROS #define __Pyx_PySequence_SIZE(seq) Py_SIZE(seq) #else @@ -545,13 +635,13 @@ static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { #if PY_VERSION_HEX < 0x030200A4 typedef long Py_hash_t; #define __Pyx_PyInt_FromHash_t PyInt_FromLong - #define __Pyx_PyInt_AsHash_t PyInt_AsLong + #define __Pyx_PyInt_AsHash_t __Pyx_PyIndex_AsHash_t #else #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t - #define __Pyx_PyInt_AsHash_t PyInt_AsSsize_t + #define __Pyx_PyInt_AsHash_t __Pyx_PyIndex_AsSsize_t #endif #if PY_MAJOR_VERSION >= 3 - #define __Pyx_PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : (Py_INCREF(func), func)) + #define __Pyx_PyMethod_New(func, self, klass) ((self) ? ((void)(klass), PyMethod_New(func, self)) : __Pyx_NewRef(func)) #else #define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass) #endif @@ -592,11 +682,10 @@ static CYTHON_INLINE float __PYX_NAN() { #define __Pyx_truncl truncl #endif - +#define __PYX_MARK_ERR_POS(f_index, lineno) \ + { __pyx_filename = __pyx_f[f_index]; (void)__pyx_filename; __pyx_lineno = lineno; (void)__pyx_lineno; __pyx_clineno = __LINE__; (void)__pyx_clineno; } #define __PYX_ERR(f_index, lineno, Ln_error) \ -{ \ - __pyx_filename = __pyx_f[f_index]; __pyx_lineno = lineno; __pyx_clineno = __LINE__; goto Ln_error; \ -} + { __PYX_MARK_ERR_POS(f_index, lineno) goto Ln_error; } #ifndef __PYX_EXTERN_C #ifdef __cplusplus @@ -713,6 +802,7 @@ static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x); (likely(PyTuple_CheckExact(obj)) ? __Pyx_NewRef(obj) : PySequence_Tuple(obj)) static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*); static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t); +static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject*); #if CYTHON_ASSUME_SAFE_MACROS #define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x)) #else @@ -1406,6 +1496,7 @@ static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, #ifndef Py_MEMBER_SIZE #define Py_MEMBER_SIZE(type, member) sizeof(((type *)0)->member) #endif +#if CYTHON_FAST_PYCALL static size_t __pyx_pyframe_localsplus_offset = 0; #include "frameobject.h" #define __Pxy_PyFrame_Initialize_Offsets()\ @@ -1413,6 +1504,7 @@ static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, (void)(__pyx_pyframe_localsplus_offset = ((size_t)PyFrame_Type.tp_basicsize) - Py_MEMBER_SIZE(PyFrameObject, f_localsplus))) #define __Pyx_PyFrame_GetLocalsplus(frame)\ (assert(__pyx_pyframe_localsplus_offset), (PyObject **)(((char *)(frame)) + __pyx_pyframe_localsplus_offset)) +#endif // CYTHON_FAST_PYCALL #endif /* PyObjectCall.proto */ @@ -1576,7 +1668,7 @@ static CYTHON_INLINE int __Pyx_ListComp_Append(PyObject* list, PyObject* x) { if (likely(L->allocated > len)) { Py_INCREF(x); PyList_SET_ITEM(list, len, x); - Py_SIZE(list) = len+1; + __Pyx_SET_SIZE(list, len + 1); return 0; } return PyList_Append(list, x); @@ -1614,7 +1706,7 @@ static CYTHON_INLINE int __Pyx_PyList_Append(PyObject* list, PyObject* x) { if (likely(L->allocated > len) & likely(len > (L->allocated >> 1))) { Py_INCREF(x); PyList_SET_ITEM(list, len, x); - Py_SIZE(list) = len+1; + __Pyx_SET_SIZE(list, len + 1); return 0; } return PyList_Append(list, x); @@ -1643,6 +1735,9 @@ static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_nam /* SetVTable.proto */ static int __Pyx_SetVtable(PyObject *dict, void *vtable); +/* PyObjectGetAttrStrNoError.proto */ +static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name); + /* SetupReduce.proto */ static int __Pyx_setup_reduce(PyObject* type_obj); @@ -1706,8 +1801,10 @@ static int __pyx_slices_overlap(__Pyx_memviewslice *slice1, /* Capsule.proto */ static CYTHON_INLINE PyObject *__pyx_capsule_create(void *p, const char *sig); -/* CIntToPy.proto */ -static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value); +/* GCCDiagnostics.proto */ +#if defined(__GNUC__) && (__GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 6)) +#define __Pyx_HAS_GCC_DIAGNOSTIC +#endif /* MemviewDtypeToObject.proto */ static CYTHON_INLINE PyObject *__pyx_memview_get_nn___pyx_t_7lightfm_20_lightfm_fast_openmp_flt(const char *itemp); @@ -1749,8 +1846,8 @@ static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dc_int /* ObjectToMemviewSlice.proto */ static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_d_dc_nn___pyx_t_7lightfm_20_lightfm_fast_openmp_flt(PyObject *, int writable_flag); -/* CIntToPy.proto */ -static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value); +/* ObjectToMemviewSlice.proto */ +static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dc_unsigned_int(PyObject *, int writable_flag); /* MemviewSliceCopyTemplate.proto */ static __Pyx_memviewslice @@ -1759,18 +1856,21 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, size_t sizeof_dtype, int contig_flag, int dtype_is_object); +/* CIntToPy.proto */ +static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value); + /* CIntFromPy.proto */ static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *); /* CIntFromPy.proto */ static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *); +/* CIntToPy.proto */ +static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value); + /* CIntFromPy.proto */ static CYTHON_INLINE char __Pyx_PyInt_As_char(PyObject *); -/* ObjectToMemviewSlice.proto */ -static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dc_unsigned_int(PyObject *, int writable_flag); - /* CheckBinaryVersion.proto */ static int __Pyx_check_binary_version(void); @@ -2493,7 +2593,7 @@ static int __pyx_f_7lightfm_20_lightfm_fast_openmp_rand_r(unsigned int *__pyx_v_ * * */ - __pyx_r = (__pyx_f_7lightfm_20_lightfm_fast_openmp_temper((__pyx_v_seed[0])) / 2); + __pyx_r = (((long)__pyx_f_7lightfm_20_lightfm_fast_openmp_temper((__pyx_v_seed[0]))) / 2); goto __pyx_L0; /* "lightfm/_lightfm_fast_openmp.pyx":85 @@ -2963,6 +3063,9 @@ static int __pyx_f_7lightfm_20_lightfm_fast_openmp_flt_compare(const void *__pyx static int __pyx_pw_7lightfm_20_lightfm_fast_openmp_9CSRMatrix_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/ static int __pyx_pw_7lightfm_20_lightfm_fast_openmp_9CSRMatrix_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) { PyObject *__pyx_v_csr_matrix = 0; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; int __pyx_r; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("__init__ (wrapper)", 0); @@ -3022,6 +3125,9 @@ static int __pyx_pf_7lightfm_20_lightfm_fast_openmp_9CSRMatrix___init__(struct _ int __pyx_t_8; int __pyx_t_9; size_t __pyx_t_10; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__init__", 0); /* "lightfm/_lightfm_fast_openmp.pyx":167 @@ -3275,6 +3381,9 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_9CSRMatrix_2__reduce_c PyObject *__pyx_t_7 = NULL; int __pyx_t_8; int __pyx_t_9; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__reduce_cython__", 0); /* "(tree fragment)":5 @@ -3530,6 +3639,9 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_9CSRMatrix_4__setstate PyObject *__pyx_r = NULL; __Pyx_RefNannyDeclarations PyObject *__pyx_t_1 = NULL; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__setstate_cython__", 0); /* "(tree fragment)":17 @@ -3591,6 +3703,9 @@ static int __pyx_pw_7lightfm_20_lightfm_fast_openmp_11FastLightFM_1__init__(PyOb __pyx_t_7lightfm_20_lightfm_fast_openmp_flt __pyx_v_rho; __pyx_t_7lightfm_20_lightfm_fast_openmp_flt __pyx_v_epsilon; int __pyx_v_max_sampled; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; int __pyx_r; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("__init__ (wrapper)", 0); @@ -4090,6 +4205,9 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_11FastLightFM_2__reduc PyObject *__pyx_t_21 = NULL; int __pyx_t_22; int __pyx_t_23; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__reduce_cython__", 0); /* "(tree fragment)":5 @@ -4429,6 +4547,9 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_11FastLightFM_4__setst PyObject *__pyx_r = NULL; __Pyx_RefNannyDeclarations PyObject *__pyx_t_1 = NULL; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__setstate_cython__", 0); /* "(tree fragment)":17 @@ -4620,14 +4741,11 @@ static CYTHON_INLINE void __pyx_f_7lightfm_20_lightfm_fast_openmp_compute_repres int __pyx_t_4; int __pyx_t_5; Py_ssize_t __pyx_t_6; - Py_ssize_t __pyx_t_7; + int __pyx_t_7; int __pyx_t_8; int __pyx_t_9; int __pyx_t_10; - int __pyx_t_11; - Py_ssize_t __pyx_t_12; - Py_ssize_t __pyx_t_13; - Py_ssize_t __pyx_t_14; + Py_ssize_t __pyx_t_11; /* "lightfm/_lightfm_fast_openmp.pyx":308 * cdef flt feature_weight @@ -4698,8 +4816,8 @@ static CYTHON_INLINE void __pyx_f_7lightfm_20_lightfm_fast_openmp_compute_repres * * for j in range(lightfm.no_components): */ - __pyx_t_7 = __pyx_v_i; - __pyx_v_feature_weight = ((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_features->data.data) + __pyx_t_7)) ))) * __pyx_v_scale); + __pyx_t_6 = __pyx_v_i; + __pyx_v_feature_weight = ((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_features->data.data) + __pyx_t_6)) ))) * __pyx_v_scale); /* "lightfm/_lightfm_fast_openmp.pyx":319 * feature_weight = features.data[i] * scale @@ -4708,10 +4826,10 @@ static CYTHON_INLINE void __pyx_f_7lightfm_20_lightfm_fast_openmp_compute_repres * * representation[j] += feature_weight * feature_embeddings[feature, j] */ - __pyx_t_8 = __pyx_v_lightfm->no_components; - __pyx_t_9 = __pyx_t_8; - for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) { - __pyx_v_j = __pyx_t_10; + __pyx_t_7 = __pyx_v_lightfm->no_components; + __pyx_t_8 = __pyx_t_7; + for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_8; __pyx_t_9+=1) { + __pyx_v_j = __pyx_t_9; /* "lightfm/_lightfm_fast_openmp.pyx":321 * for j in range(lightfm.no_components): @@ -4720,10 +4838,10 @@ static CYTHON_INLINE void __pyx_f_7lightfm_20_lightfm_fast_openmp_compute_repres * * representation[lightfm.no_components] += feature_weight * feature_biases[feature] */ + __pyx_t_10 = __pyx_v_j; + __pyx_t_6 = __pyx_v_feature; __pyx_t_11 = __pyx_v_j; - __pyx_t_12 = __pyx_v_feature; - __pyx_t_13 = __pyx_v_j; - (__pyx_v_representation[__pyx_t_11]) = ((__pyx_v_representation[__pyx_t_11]) + (__pyx_v_feature_weight * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_feature_embeddings.data + __pyx_t_12 * __pyx_v_feature_embeddings.strides[0]) )) + __pyx_t_13)) ))))); + (__pyx_v_representation[__pyx_t_10]) = ((__pyx_v_representation[__pyx_t_10]) + (__pyx_v_feature_weight * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_feature_embeddings.data + __pyx_t_6 * __pyx_v_feature_embeddings.strides[0]) )) + __pyx_t_11)) ))))); } /* "lightfm/_lightfm_fast_openmp.pyx":323 @@ -4733,9 +4851,9 @@ static CYTHON_INLINE void __pyx_f_7lightfm_20_lightfm_fast_openmp_compute_repres * * */ - __pyx_t_8 = __pyx_v_lightfm->no_components; - __pyx_t_14 = __pyx_v_feature; - (__pyx_v_representation[__pyx_t_8]) = ((__pyx_v_representation[__pyx_t_8]) + (__pyx_v_feature_weight * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_feature_biases.data) + __pyx_t_14)) ))))); + __pyx_t_7 = __pyx_v_lightfm->no_components; + __pyx_t_11 = __pyx_v_feature; + (__pyx_v_representation[__pyx_t_7]) = ((__pyx_v_representation[__pyx_t_7]) + (__pyx_v_feature_weight * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_feature_biases.data) + __pyx_t_11)) ))))); } /* "lightfm/_lightfm_fast_openmp.pyx":293 @@ -4841,20 +4959,6 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx int __pyx_t_4; Py_ssize_t __pyx_t_5; Py_ssize_t __pyx_t_6; - Py_ssize_t __pyx_t_7; - Py_ssize_t __pyx_t_8; - Py_ssize_t __pyx_t_9; - Py_ssize_t __pyx_t_10; - Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; - Py_ssize_t __pyx_t_13; - Py_ssize_t __pyx_t_14; - Py_ssize_t __pyx_t_15; - Py_ssize_t __pyx_t_16; - Py_ssize_t __pyx_t_17; - Py_ssize_t __pyx_t_18; - Py_ssize_t __pyx_t_19; - Py_ssize_t __pyx_t_20; /* "lightfm/_lightfm_fast_openmp.pyx":362 * cdef double feature_weight, local_learning_rate, sum_learning_rate, update @@ -4904,8 +5008,8 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * * gradients[feature] = rho * gradients[feature] + (1 - rho) * (feature_weight * gradient) ** 2 */ - __pyx_t_6 = __pyx_v_i; - __pyx_v_feature_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_6)) ))); + __pyx_t_5 = __pyx_v_i; + __pyx_v_feature_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_5)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":370 * feature_weight = feature_indices.data[i] @@ -4914,9 +5018,9 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * local_learning_rate = sqrt(momentum[feature] + eps) / sqrt(gradients[feature] + eps) * update = local_learning_rate * gradient * feature_weight */ - __pyx_t_7 = __pyx_v_feature; - __pyx_t_8 = __pyx_v_feature; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_8)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_7)) )))) + ((1.0 - __pyx_v_rho) * pow((__pyx_v_feature_weight * __pyx_v_gradient), 2.0))); + __pyx_t_5 = __pyx_v_feature; + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_6)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_5)) )))) + ((1.0 - __pyx_v_rho) * pow((__pyx_v_feature_weight * __pyx_v_gradient), 2.0))); /* "lightfm/_lightfm_fast_openmp.pyx":371 * @@ -4925,9 +5029,9 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * update = local_learning_rate * gradient * feature_weight * momentum[feature] = rho * momentum[feature] + (1 - rho) * update ** 2 */ - __pyx_t_9 = __pyx_v_feature; - __pyx_t_10 = __pyx_v_feature; - __pyx_v_local_learning_rate = (sqrt(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_9)) ))) + __pyx_v_eps)) / sqrt(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_10)) ))) + __pyx_v_eps))); + __pyx_t_5 = __pyx_v_feature; + __pyx_t_6 = __pyx_v_feature; + __pyx_v_local_learning_rate = (sqrt(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_5)) ))) + __pyx_v_eps)) / sqrt(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_6)) ))) + __pyx_v_eps))); /* "lightfm/_lightfm_fast_openmp.pyx":372 * gradients[feature] = rho * gradients[feature] + (1 - rho) * (feature_weight * gradient) ** 2 @@ -4945,9 +5049,9 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * biases[feature] -= update * */ - __pyx_t_11 = __pyx_v_feature; - __pyx_t_12 = __pyx_v_feature; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_12)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_11)) )))) + ((1.0 - __pyx_v_rho) * pow(__pyx_v_update, 2.0))); + __pyx_t_6 = __pyx_v_feature; + __pyx_t_5 = __pyx_v_feature; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_5)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_momentum.data) + __pyx_t_6)) )))) + ((1.0 - __pyx_v_rho) * pow(__pyx_v_update, 2.0))); /* "lightfm/_lightfm_fast_openmp.pyx":374 * update = local_learning_rate * gradient * feature_weight @@ -4956,8 +5060,8 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * * # Lazy regularization: scale up by the regularization */ - __pyx_t_13 = __pyx_v_feature; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_biases.data) + __pyx_t_13)) )) -= __pyx_v_update; + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_biases.data) + __pyx_t_6)) )) -= __pyx_v_update; /* "lightfm/_lightfm_fast_openmp.pyx":378 * # Lazy regularization: scale up by the regularization @@ -4966,8 +5070,8 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * * sum_learning_rate += local_learning_rate */ - __pyx_t_14 = __pyx_v_feature; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_biases.data) + __pyx_t_14)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_biases.data) + __pyx_t_6)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); /* "lightfm/_lightfm_fast_openmp.pyx":380 * biases[feature] *= (1.0 + alpha * local_learning_rate) @@ -5009,8 +5113,8 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * feature_weight = feature_indices.data[i] * */ - __pyx_t_15 = __pyx_v_i; - __pyx_v_feature = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_feature_indices->indices.data) + __pyx_t_15)) ))); + __pyx_t_6 = __pyx_v_i; + __pyx_v_feature = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_feature_indices->indices.data) + __pyx_t_6)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":385 * @@ -5019,8 +5123,8 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * * local_learning_rate = learning_rate / sqrt(gradients[feature]) */ - __pyx_t_16 = __pyx_v_i; - __pyx_v_feature_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_16)) ))); + __pyx_t_6 = __pyx_v_i; + __pyx_v_feature_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_6)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":387 * feature_weight = feature_indices.data[i] @@ -5029,8 +5133,8 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * biases[feature] -= local_learning_rate * feature_weight * gradient * gradients[feature] += (gradient * feature_weight) ** 2 */ - __pyx_t_17 = __pyx_v_feature; - __pyx_v_local_learning_rate = (__pyx_v_learning_rate / sqrt((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_17)) ))))); + __pyx_t_6 = __pyx_v_feature; + __pyx_v_local_learning_rate = (__pyx_v_learning_rate / sqrt((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_6)) ))))); /* "lightfm/_lightfm_fast_openmp.pyx":388 * @@ -5039,8 +5143,8 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * gradients[feature] += (gradient * feature_weight) ** 2 * */ - __pyx_t_18 = __pyx_v_feature; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_biases.data) + __pyx_t_18)) )) -= ((__pyx_v_local_learning_rate * __pyx_v_feature_weight) * __pyx_v_gradient); + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_biases.data) + __pyx_t_6)) )) -= ((__pyx_v_local_learning_rate * __pyx_v_feature_weight) * __pyx_v_gradient); /* "lightfm/_lightfm_fast_openmp.pyx":389 * local_learning_rate = learning_rate / sqrt(gradients[feature]) @@ -5049,8 +5153,8 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * * # Lazy regularization: scale up by the regularization */ - __pyx_t_19 = __pyx_v_feature; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_19)) )) += pow((__pyx_v_gradient * __pyx_v_feature_weight), 2.0); + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_gradients.data) + __pyx_t_6)) )) += pow((__pyx_v_gradient * __pyx_v_feature_weight), 2.0); /* "lightfm/_lightfm_fast_openmp.pyx":393 * # Lazy regularization: scale up by the regularization @@ -5059,8 +5163,8 @@ static double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_biases(struct __pyx * * sum_learning_rate += local_learning_rate */ - __pyx_t_20 = __pyx_v_feature; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_biases.data) + __pyx_t_20)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); + __pyx_t_6 = __pyx_v_feature; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_biases.data) + __pyx_t_6)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); /* "lightfm/_lightfm_fast_openmp.pyx":395 * biases[feature] *= (1.0 + alpha * local_learning_rate) @@ -5121,30 +5225,6 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu Py_ssize_t __pyx_t_6; Py_ssize_t __pyx_t_7; Py_ssize_t __pyx_t_8; - Py_ssize_t __pyx_t_9; - Py_ssize_t __pyx_t_10; - Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; - Py_ssize_t __pyx_t_13; - Py_ssize_t __pyx_t_14; - Py_ssize_t __pyx_t_15; - Py_ssize_t __pyx_t_16; - Py_ssize_t __pyx_t_17; - Py_ssize_t __pyx_t_18; - Py_ssize_t __pyx_t_19; - Py_ssize_t __pyx_t_20; - Py_ssize_t __pyx_t_21; - Py_ssize_t __pyx_t_22; - Py_ssize_t __pyx_t_23; - Py_ssize_t __pyx_t_24; - Py_ssize_t __pyx_t_25; - Py_ssize_t __pyx_t_26; - Py_ssize_t __pyx_t_27; - Py_ssize_t __pyx_t_28; - Py_ssize_t __pyx_t_29; - Py_ssize_t __pyx_t_30; - Py_ssize_t __pyx_t_31; - Py_ssize_t __pyx_t_32; /* "lightfm/_lightfm_fast_openmp.pyx":420 * cdef double feature_weight, local_learning_rate, sum_learning_rate, update @@ -5194,8 +5274,8 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * * gradients[feature, component] = (rho * gradients[feature, component] */ - __pyx_t_6 = __pyx_v_i; - __pyx_v_feature_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_6)) ))); + __pyx_t_5 = __pyx_v_i; + __pyx_v_feature_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_5)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":428 * feature_weight = feature_indices.data[i] @@ -5204,8 +5284,8 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * + (1 - rho) * (feature_weight * gradient) ** 2) * local_learning_rate = (sqrt(momentum[feature, component] + eps) */ - __pyx_t_7 = __pyx_v_feature; - __pyx_t_8 = __pyx_v_component; + __pyx_t_5 = __pyx_v_feature; + __pyx_t_6 = __pyx_v_component; /* "lightfm/_lightfm_fast_openmp.pyx":429 * @@ -5214,9 +5294,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * local_learning_rate = (sqrt(momentum[feature, component] + eps) * / sqrt(gradients[feature, component] + eps)) */ - __pyx_t_9 = __pyx_v_feature; - __pyx_t_10 = __pyx_v_component; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_9 * __pyx_v_gradients.strides[0]) )) + __pyx_t_10)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_7 * __pyx_v_gradients.strides[0]) )) + __pyx_t_8)) )))) + ((1.0 - __pyx_v_rho) * pow((__pyx_v_feature_weight * __pyx_v_gradient), 2.0))); + __pyx_t_7 = __pyx_v_feature; + __pyx_t_8 = __pyx_v_component; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_7 * __pyx_v_gradients.strides[0]) )) + __pyx_t_8)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_5 * __pyx_v_gradients.strides[0]) )) + __pyx_t_6)) )))) + ((1.0 - __pyx_v_rho) * pow((__pyx_v_feature_weight * __pyx_v_gradient), 2.0))); /* "lightfm/_lightfm_fast_openmp.pyx":430 * gradients[feature, component] = (rho * gradients[feature, component] @@ -5225,8 +5305,8 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * / sqrt(gradients[feature, component] + eps)) * update = local_learning_rate * gradient * feature_weight */ - __pyx_t_11 = __pyx_v_feature; - __pyx_t_12 = __pyx_v_component; + __pyx_t_6 = __pyx_v_feature; + __pyx_t_5 = __pyx_v_component; /* "lightfm/_lightfm_fast_openmp.pyx":431 * + (1 - rho) * (feature_weight * gradient) ** 2) @@ -5235,9 +5315,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * update = local_learning_rate * gradient * feature_weight * momentum[feature, component] = rho * momentum[feature, component] + (1 - rho) * update ** 2 */ - __pyx_t_13 = __pyx_v_feature; - __pyx_t_14 = __pyx_v_component; - __pyx_v_local_learning_rate = (sqrt(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_11 * __pyx_v_momentum.strides[0]) )) + __pyx_t_12)) ))) + __pyx_v_eps)) / sqrt(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_13 * __pyx_v_gradients.strides[0]) )) + __pyx_t_14)) ))) + __pyx_v_eps))); + __pyx_t_8 = __pyx_v_feature; + __pyx_t_7 = __pyx_v_component; + __pyx_v_local_learning_rate = (sqrt(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_6 * __pyx_v_momentum.strides[0]) )) + __pyx_t_5)) ))) + __pyx_v_eps)) / sqrt(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_8 * __pyx_v_gradients.strides[0]) )) + __pyx_t_7)) ))) + __pyx_v_eps))); /* "lightfm/_lightfm_fast_openmp.pyx":432 * local_learning_rate = (sqrt(momentum[feature, component] + eps) @@ -5255,11 +5335,11 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * features[feature, component] -= update * */ - __pyx_t_15 = __pyx_v_feature; - __pyx_t_16 = __pyx_v_component; - __pyx_t_17 = __pyx_v_feature; - __pyx_t_18 = __pyx_v_component; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_17 * __pyx_v_momentum.strides[0]) )) + __pyx_t_18)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_15 * __pyx_v_momentum.strides[0]) )) + __pyx_t_16)) )))) + ((1.0 - __pyx_v_rho) * pow(__pyx_v_update, 2.0))); + __pyx_t_7 = __pyx_v_feature; + __pyx_t_8 = __pyx_v_component; + __pyx_t_5 = __pyx_v_feature; + __pyx_t_6 = __pyx_v_component; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_5 * __pyx_v_momentum.strides[0]) )) + __pyx_t_6)) )) = ((__pyx_v_rho * (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_momentum.data + __pyx_t_7 * __pyx_v_momentum.strides[0]) )) + __pyx_t_8)) )))) + ((1.0 - __pyx_v_rho) * pow(__pyx_v_update, 2.0))); /* "lightfm/_lightfm_fast_openmp.pyx":434 * update = local_learning_rate * gradient * feature_weight @@ -5268,9 +5348,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * * # Lazy regularization: scale up by the regularization */ - __pyx_t_19 = __pyx_v_feature; - __pyx_t_20 = __pyx_v_component; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_19 * __pyx_v_features.strides[0]) )) + __pyx_t_20)) )) -= __pyx_v_update; + __pyx_t_8 = __pyx_v_feature; + __pyx_t_7 = __pyx_v_component; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_8 * __pyx_v_features.strides[0]) )) + __pyx_t_7)) )) -= __pyx_v_update; /* "lightfm/_lightfm_fast_openmp.pyx":438 * # Lazy regularization: scale up by the regularization @@ -5279,9 +5359,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * * sum_learning_rate += local_learning_rate */ - __pyx_t_21 = __pyx_v_feature; - __pyx_t_22 = __pyx_v_component; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_21 * __pyx_v_features.strides[0]) )) + __pyx_t_22)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); + __pyx_t_7 = __pyx_v_feature; + __pyx_t_8 = __pyx_v_component; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_7 * __pyx_v_features.strides[0]) )) + __pyx_t_8)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); /* "lightfm/_lightfm_fast_openmp.pyx":440 * features[feature, component] *= (1.0 + alpha * local_learning_rate) @@ -5323,8 +5403,8 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * feature_weight = feature_indices.data[i] * */ - __pyx_t_23 = __pyx_v_i; - __pyx_v_feature = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_feature_indices->indices.data) + __pyx_t_23)) ))); + __pyx_t_8 = __pyx_v_i; + __pyx_v_feature = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_feature_indices->indices.data) + __pyx_t_8)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":445 * @@ -5333,8 +5413,8 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * * local_learning_rate = learning_rate / sqrt(gradients[feature, component]) */ - __pyx_t_24 = __pyx_v_i; - __pyx_v_feature_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_24)) ))); + __pyx_t_8 = __pyx_v_i; + __pyx_v_feature_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_feature_indices->data.data) + __pyx_t_8)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":447 * feature_weight = feature_indices.data[i] @@ -5343,9 +5423,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * features[feature, component] -= local_learning_rate * feature_weight * gradient * gradients[feature, component] += (gradient * feature_weight) ** 2 */ - __pyx_t_25 = __pyx_v_feature; - __pyx_t_26 = __pyx_v_component; - __pyx_v_local_learning_rate = (__pyx_v_learning_rate / sqrt((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_25 * __pyx_v_gradients.strides[0]) )) + __pyx_t_26)) ))))); + __pyx_t_8 = __pyx_v_feature; + __pyx_t_7 = __pyx_v_component; + __pyx_v_local_learning_rate = (__pyx_v_learning_rate / sqrt((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_8 * __pyx_v_gradients.strides[0]) )) + __pyx_t_7)) ))))); /* "lightfm/_lightfm_fast_openmp.pyx":448 * @@ -5354,9 +5434,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * gradients[feature, component] += (gradient * feature_weight) ** 2 * */ - __pyx_t_27 = __pyx_v_feature; - __pyx_t_28 = __pyx_v_component; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_27 * __pyx_v_features.strides[0]) )) + __pyx_t_28)) )) -= ((__pyx_v_local_learning_rate * __pyx_v_feature_weight) * __pyx_v_gradient); + __pyx_t_7 = __pyx_v_feature; + __pyx_t_8 = __pyx_v_component; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_7 * __pyx_v_features.strides[0]) )) + __pyx_t_8)) )) -= ((__pyx_v_local_learning_rate * __pyx_v_feature_weight) * __pyx_v_gradient); /* "lightfm/_lightfm_fast_openmp.pyx":449 * local_learning_rate = learning_rate / sqrt(gradients[feature, component]) @@ -5365,9 +5445,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * * # Lazy regularization: scale up by the regularization */ - __pyx_t_29 = __pyx_v_feature; - __pyx_t_30 = __pyx_v_component; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_29 * __pyx_v_gradients.strides[0]) )) + __pyx_t_30)) )) += pow((__pyx_v_gradient * __pyx_v_feature_weight), 2.0); + __pyx_t_8 = __pyx_v_feature; + __pyx_t_7 = __pyx_v_component; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_gradients.data + __pyx_t_8 * __pyx_v_gradients.strides[0]) )) + __pyx_t_7)) )) += pow((__pyx_v_gradient * __pyx_v_feature_weight), 2.0); /* "lightfm/_lightfm_fast_openmp.pyx":453 * # Lazy regularization: scale up by the regularization @@ -5376,9 +5456,9 @@ static CYTHON_INLINE double __pyx_f_7lightfm_20_lightfm_fast_openmp_update_featu * * sum_learning_rate += local_learning_rate */ - __pyx_t_31 = __pyx_v_feature; - __pyx_t_32 = __pyx_v_component; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_31 * __pyx_v_features.strides[0]) )) + __pyx_t_32)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); + __pyx_t_7 = __pyx_v_feature; + __pyx_t_8 = __pyx_v_component; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_features.data + __pyx_t_7 * __pyx_v_features.strides[0]) )) + __pyx_t_8)) )) *= (1.0 + (__pyx_v_alpha * __pyx_v_local_learning_rate)); /* "lightfm/_lightfm_fast_openmp.pyx":455 * features[feature, component] *= (1.0 + alpha * local_learning_rate) @@ -5826,10 +5906,6 @@ static void __pyx_f_7lightfm_20_lightfm_fast_openmp_regularize(struct __pyx_obj_ int __pyx_t_6; Py_ssize_t __pyx_t_7; Py_ssize_t __pyx_t_8; - Py_ssize_t __pyx_t_9; - Py_ssize_t __pyx_t_10; - Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; /* "lightfm/_lightfm_fast_openmp.pyx":666 * @@ -5892,8 +5968,8 @@ static void __pyx_f_7lightfm_20_lightfm_fast_openmp_regularize(struct __pyx_obj_ * * for i in range(no_users): */ - __pyx_t_9 = __pyx_v_i; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_lightfm->item_biases.data) + __pyx_t_9)) )) /= __pyx_v_lightfm->item_scale; + __pyx_t_8 = __pyx_v_i; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_lightfm->item_biases.data) + __pyx_t_8)) )) /= __pyx_v_lightfm->item_scale; } /* "lightfm/_lightfm_fast_openmp.pyx":675 @@ -5927,9 +6003,9 @@ static void __pyx_f_7lightfm_20_lightfm_fast_openmp_regularize(struct __pyx_obj_ * lightfm.user_biases[i] /= lightfm.user_scale * */ - __pyx_t_10 = __pyx_v_i; - __pyx_t_11 = __pyx_v_j; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_lightfm->user_features.data + __pyx_t_10 * __pyx_v_lightfm->user_features.strides[0]) )) + __pyx_t_11)) )) /= __pyx_v_lightfm->user_scale; + __pyx_t_8 = __pyx_v_i; + __pyx_t_7 = __pyx_v_j; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=1 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ (__pyx_v_lightfm->user_features.data + __pyx_t_8 * __pyx_v_lightfm->user_features.strides[0]) )) + __pyx_t_7)) )) /= __pyx_v_lightfm->user_scale; } /* "lightfm/_lightfm_fast_openmp.pyx":678 @@ -5939,8 +6015,8 @@ static void __pyx_f_7lightfm_20_lightfm_fast_openmp_regularize(struct __pyx_obj_ * * lightfm.item_scale = 1.0 */ - __pyx_t_12 = __pyx_v_i; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_lightfm->user_biases.data) + __pyx_t_12)) )) /= __pyx_v_lightfm->user_scale; + __pyx_t_7 = __pyx_v_i; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_lightfm->user_biases.data) + __pyx_t_7)) )) /= __pyx_v_lightfm->user_scale; } /* "lightfm/_lightfm_fast_openmp.pyx":680 @@ -6074,6 +6150,9 @@ static PyObject *__pyx_pw_7lightfm_20_lightfm_fast_openmp_1fit_logistic(PyObject double __pyx_v_item_alpha; double __pyx_v_user_alpha; int __pyx_v_num_threads; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("fit_logistic (wrapper)", 0); @@ -6256,12 +6335,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_fit_logistic(CYTHON_UN int __pyx_t_2; int __pyx_t_3; Py_ssize_t __pyx_t_4; - Py_ssize_t __pyx_t_5; - Py_ssize_t __pyx_t_6; - Py_ssize_t __pyx_t_7; - Py_ssize_t __pyx_t_8; - int __pyx_t_9; - int __pyx_t_10; + int __pyx_t_5; + int __pyx_t_6; __Pyx_RefNannySetupContext("fit_logistic", 0); /* "lightfm/_lightfm_fast_openmp.pyx":723 @@ -6295,7 +6370,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_fit_logistic(CYTHON_UN #define unlikely(x) (x) #endif #ifdef _OPENMP - #pragma omp parallel private(__pyx_v_it_repr, __pyx_v_user_repr) private(__pyx_t_1, __pyx_t_10, __pyx_t_2, __pyx_t_3, __pyx_t_4, __pyx_t_5, __pyx_t_6, __pyx_t_7, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) + #pragma omp parallel private(__pyx_v_it_repr, __pyx_v_user_repr) private(__pyx_t_1, __pyx_t_2, __pyx_t_3, __pyx_t_4, __pyx_t_5, __pyx_t_6) num_threads(__pyx_v_num_threads) #endif /* _OPENMP */ { /* Initialize private variables to invalid values */ @@ -6328,7 +6403,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_fit_logistic(CYTHON_UN * row = shuffle_indices[i] */ __pyx_t_1 = __pyx_v_no_examples; - if (1 == 0) abort(); + if ((1 == 0)) abort(); { __pyx_t_3 = (__pyx_t_1 - 0 + 1 - 1/abs(1)) / 1; if (__pyx_t_3 > 0) @@ -6366,8 +6441,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_fit_logistic(CYTHON_UN * item_id = item_ids[row] * weight = sample_weight[row] */ - __pyx_t_5 = __pyx_v_row; - __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_5)) ))); + __pyx_t_4 = __pyx_v_row; + __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_4)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":735 * @@ -6376,8 +6451,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_fit_logistic(CYTHON_UN * weight = sample_weight[row] * */ - __pyx_t_6 = __pyx_v_row; - __pyx_v_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_6)) ))); + __pyx_t_4 = __pyx_v_row; + __pyx_v_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_4)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":736 * user_id = user_ids[row] @@ -6386,8 +6461,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_fit_logistic(CYTHON_UN * * compute_representation(user_features, */ - __pyx_t_7 = __pyx_v_row; - __pyx_v_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_7)) ))); + __pyx_t_4 = __pyx_v_row; + __pyx_v_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_4)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":738 * weight = sample_weight[row] @@ -6423,8 +6498,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_fit_logistic(CYTHON_UN * if y_row <= 0: * y = 0 */ - __pyx_t_8 = __pyx_v_row; - __pyx_v_y_row = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_Y.data) + __pyx_t_8)) ))); + __pyx_t_4 = __pyx_v_row; + __pyx_v_y_row = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_Y.data) + __pyx_t_4)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":760 * # is a negative interaction. @@ -6433,8 +6508,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_fit_logistic(CYTHON_UN * y = 0 * else: */ - __pyx_t_9 = ((__pyx_v_y_row <= 0.0) != 0); - if (__pyx_t_9) { + __pyx_t_5 = ((__pyx_v_y_row <= 0.0) != 0); + if (__pyx_t_5) { /* "lightfm/_lightfm_fast_openmp.pyx":761 * y_row = Y[row] @@ -6492,16 +6567,16 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_fit_logistic(CYTHON_UN * locked_regularize(lightfm, * item_alpha, */ - __pyx_t_10 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); - if (!__pyx_t_10) { + __pyx_t_6 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); + if (!__pyx_t_6) { } else { - __pyx_t_9 = __pyx_t_10; + __pyx_t_5 = __pyx_t_6; goto __pyx_L16_bool_binop_done; } - __pyx_t_10 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); - __pyx_t_9 = __pyx_t_10; + __pyx_t_6 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); + __pyx_t_5 = __pyx_t_6; __pyx_L16_bool_binop_done:; - if (__pyx_t_9) { + if (__pyx_t_5) { /* "lightfm/_lightfm_fast_openmp.pyx":778 * @@ -6627,6 +6702,9 @@ static PyObject *__pyx_pw_7lightfm_20_lightfm_fast_openmp_3fit_warp(PyObject *__ double __pyx_v_user_alpha; int __pyx_v_num_threads; PyObject *__pyx_v_random_state = 0; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("fit_warp (wrapper)", 0); @@ -6841,16 +6919,14 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE int __pyx_t_9; int __pyx_t_10; Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; - Py_ssize_t __pyx_t_13; - Py_ssize_t __pyx_t_14; - int __pyx_t_15; - Py_ssize_t __pyx_t_16; - Py_ssize_t __pyx_t_17; - double __pyx_t_18; - double __pyx_t_19; - double __pyx_t_20; - int __pyx_t_21; + int __pyx_t_12; + double __pyx_t_13; + double __pyx_t_14; + double __pyx_t_15; + int __pyx_t_16; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("fit_warp", 0); /* "lightfm/_lightfm_fast_openmp.pyx":818 @@ -7020,7 +7096,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE #define unlikely(x) (x) #endif #ifdef _OPENMP - #pragma omp parallel private(__pyx_v_neg_it_repr, __pyx_v_pos_it_repr, __pyx_v_user_repr) private(__pyx_t_10, __pyx_t_11, __pyx_t_12, __pyx_t_13, __pyx_t_14, __pyx_t_15, __pyx_t_16, __pyx_t_17, __pyx_t_18, __pyx_t_19, __pyx_t_20, __pyx_t_21, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) + #pragma omp parallel private(__pyx_v_neg_it_repr, __pyx_v_pos_it_repr, __pyx_v_user_repr) private(__pyx_t_10, __pyx_t_11, __pyx_t_12, __pyx_t_13, __pyx_t_14, __pyx_t_15, __pyx_t_16, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) #endif /* _OPENMP */ { /* Initialize private variables to invalid values */ @@ -7063,7 +7139,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * */ __pyx_t_8 = __pyx_v_no_examples; - if (1 == 0) abort(); + if ((1 == 0)) abort(); { __pyx_t_10 = (__pyx_t_8 - 0 + 1 - 1/abs(1)) / 1; if (__pyx_t_10 > 0) @@ -7102,8 +7178,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * positive_item_id = item_ids[row] * */ - __pyx_t_12 = __pyx_v_row; - __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_12)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":835 * @@ -7112,8 +7188,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * * if not Y[row] > 0: */ - __pyx_t_13 = __pyx_v_row; - __pyx_v_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_13)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":837 * positive_item_id = item_ids[row] @@ -7122,9 +7198,9 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * continue * */ - __pyx_t_14 = __pyx_v_row; - __pyx_t_15 = ((!(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_Y.data) + __pyx_t_14)) ))) > 0.0) != 0)) != 0); - if (__pyx_t_15) { + __pyx_t_11 = __pyx_v_row; + __pyx_t_12 = ((!(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_Y.data) + __pyx_t_11)) ))) > 0.0) != 0)) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":838 * @@ -7151,8 +7227,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * * compute_representation(user_features, */ - __pyx_t_16 = __pyx_v_row; - __pyx_v_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_16)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":842 * weight = sample_weight[row] @@ -7198,8 +7274,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * sampled = sampled + 1 */ while (1) { - __pyx_t_15 = ((__pyx_v_sampled < __pyx_v_lightfm->max_sampled) != 0); - if (!__pyx_t_15) break; + __pyx_t_12 = ((__pyx_v_sampled < __pyx_v_lightfm->max_sampled) != 0); + if (!__pyx_t_12) break; /* "lightfm/_lightfm_fast_openmp.pyx":865 * while sampled < lightfm.max_sampled: @@ -7217,7 +7293,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * % item_features.rows) * */ - __pyx_t_17 = omp_get_thread_num(); + __pyx_t_11 = omp_get_thread_num(); /* "lightfm/_lightfm_fast_openmp.pyx":867 * sampled = sampled + 1 @@ -7226,7 +7302,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * * compute_representation(item_features, */ - __pyx_v_negative_item_id = (__pyx_f_7lightfm_20_lightfm_fast_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_17)) ))))) % __pyx_v_item_features->rows); + __pyx_v_negative_item_id = (__pyx_f_7lightfm_20_lightfm_fast_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_11)) ))))) % __pyx_v_item_features->rows); /* "lightfm/_lightfm_fast_openmp.pyx":869 * % item_features.rows) @@ -7253,8 +7329,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * * # Sample again if the sample negative is actually a positive */ - __pyx_t_15 = ((__pyx_v_negative_prediction > (__pyx_v_positive_prediction - 1.0)) != 0); - if (__pyx_t_15) { + __pyx_t_12 = ((__pyx_v_negative_prediction > (__pyx_v_positive_prediction - 1.0)) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":884 * @@ -7263,8 +7339,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * continue * */ - __pyx_t_15 = (__pyx_f_7lightfm_20_lightfm_fast_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_interactions) != 0); - if (__pyx_t_15) { + __pyx_t_12 = (__pyx_f_7lightfm_20_lightfm_fast_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_interactions) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":885 * # Sample again if the sample negative is actually a positive @@ -7291,14 +7367,14 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * * # Clip gradients for numerical stability. */ - __pyx_t_18 = floor(((__pyx_v_item_features->rows - 1) / __pyx_v_sampled)); - __pyx_t_19 = 1.0; - if (((__pyx_t_18 > __pyx_t_19) != 0)) { - __pyx_t_20 = __pyx_t_18; + __pyx_t_13 = floor(((__pyx_v_item_features->rows - 1) / ((long)__pyx_v_sampled))); + __pyx_t_14 = 1.0; + if (((__pyx_t_13 > __pyx_t_14) != 0)) { + __pyx_t_15 = __pyx_t_13; } else { - __pyx_t_20 = __pyx_t_19; + __pyx_t_15 = __pyx_t_14; } - __pyx_v_loss = (__pyx_v_weight * log(__pyx_t_20)); + __pyx_v_loss = (__pyx_v_weight * log(__pyx_t_15)); /* "lightfm/_lightfm_fast_openmp.pyx":890 * @@ -7307,8 +7383,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * loss = MAX_LOSS * */ - __pyx_t_15 = ((__pyx_v_loss > __pyx_v_MAX_LOSS) != 0); - if (__pyx_t_15) { + __pyx_t_12 = ((__pyx_v_loss > __pyx_v_MAX_LOSS) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":891 * # Clip gradients for numerical stability. @@ -7365,16 +7441,16 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp(CYTHON_UNUSE * locked_regularize(lightfm, * item_alpha, */ - __pyx_t_21 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); - if (!__pyx_t_21) { + __pyx_t_16 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); + if (!__pyx_t_16) { } else { - __pyx_t_15 = __pyx_t_21; + __pyx_t_12 = __pyx_t_16; goto __pyx_L21_bool_binop_done; } - __pyx_t_21 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); - __pyx_t_15 = __pyx_t_21; + __pyx_t_16 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); + __pyx_t_12 = __pyx_t_16; __pyx_L21_bool_binop_done:; - if (__pyx_t_15) { + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":908 * @@ -7525,6 +7601,9 @@ static PyObject *__pyx_pw_7lightfm_20_lightfm_fast_openmp_5fit_warp_kos(PyObject int __pyx_v_n; int __pyx_v_num_threads; PyObject *__pyx_v_random_state = 0; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("fit_warp_kos (wrapper)", 0); @@ -7735,16 +7814,16 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U int __pyx_t_9; int __pyx_t_10; Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; + int __pyx_t_12; int __pyx_t_13; int __pyx_t_14; int __pyx_t_15; - int __pyx_t_16; - Py_ssize_t __pyx_t_17; - Py_ssize_t __pyx_t_18; - __pyx_t_7lightfm_20_lightfm_fast_openmp_flt __pyx_t_19; - Py_ssize_t __pyx_t_20; - int __pyx_t_21; + Py_ssize_t __pyx_t_16; + __pyx_t_7lightfm_20_lightfm_fast_openmp_flt __pyx_t_17; + int __pyx_t_18; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("fit_warp_kos", 0); /* "lightfm/_lightfm_fast_openmp.pyx":949 @@ -7914,7 +7993,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U #define unlikely(x) (x) #endif #ifdef _OPENMP - #pragma omp parallel private(__pyx_v_neg_it_repr, __pyx_v_pos_it_repr, __pyx_v_pos_pairs, __pyx_v_user_repr) private(__pyx_t_10, __pyx_t_11, __pyx_t_12, __pyx_t_13, __pyx_t_14, __pyx_t_15, __pyx_t_16, __pyx_t_17, __pyx_t_18, __pyx_t_19, __pyx_t_20, __pyx_t_21, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) + #pragma omp parallel private(__pyx_v_neg_it_repr, __pyx_v_pos_it_repr, __pyx_v_pos_pairs, __pyx_v_user_repr) private(__pyx_t_10, __pyx_t_11, __pyx_t_12, __pyx_t_13, __pyx_t_14, __pyx_t_15, __pyx_t_16, __pyx_t_17, __pyx_t_18, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) #endif /* _OPENMP */ { /* Initialize private variables to invalid values */ @@ -7967,7 +8046,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * user_id = user_ids[row] */ __pyx_t_8 = __pyx_v_no_examples; - if (1 == 0) abort(); + if ((1 == 0)) abort(); { __pyx_t_10 = (__pyx_t_8 - 0 + 1 - 1/abs(1)) / 1; if (__pyx_t_10 > 0) @@ -8011,8 +8090,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * * compute_representation(user_features, */ - __pyx_t_12 = __pyx_v_row; - __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_12)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":967 * user_id = user_ids[row] @@ -8048,8 +8127,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * continue * */ - __pyx_t_13 = ((__pyx_v_user_pids_stop == __pyx_v_user_pids_start) != 0); - if (__pyx_t_13) { + __pyx_t_12 = ((__pyx_v_user_pids_stop == __pyx_v_user_pids_start) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":979 * @@ -8085,10 +8164,10 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * sampled_positive_item_id = data.indices[sample_range(user_pids_start, * user_pids_stop, */ - __pyx_t_14 = __pyx_v_no_positives; - __pyx_t_15 = __pyx_t_14; - for (__pyx_t_16 = 0; __pyx_t_16 < __pyx_t_15; __pyx_t_16+=1) { - __pyx_v_j = __pyx_t_16; + __pyx_t_13 = __pyx_v_no_positives; + __pyx_t_14 = __pyx_t_13; + for (__pyx_t_15 = 0; __pyx_t_15 < __pyx_t_14; __pyx_t_15+=1) { + __pyx_v_j = __pyx_t_15; /* "lightfm/_lightfm_fast_openmp.pyx":986 * sampled_positive_item_id = data.indices[sample_range(user_pids_start, @@ -8097,7 +8176,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * * compute_representation(item_features, */ - __pyx_t_17 = omp_get_thread_num(); + __pyx_t_11 = omp_get_thread_num(); /* "lightfm/_lightfm_fast_openmp.pyx":984 * no_positives = int_min(n, user_pids_stop - user_pids_start) @@ -8106,8 +8185,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * user_pids_stop, * &random_states[openmp.omp_get_thread_num()])] */ - __pyx_t_18 = __pyx_f_7lightfm_20_lightfm_fast_openmp_sample_range(__pyx_v_user_pids_start, __pyx_v_user_pids_stop, (&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_17)) ))))); - __pyx_v_sampled_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_data->indices.data) + __pyx_t_18)) ))); + __pyx_t_16 = __pyx_f_7lightfm_20_lightfm_fast_openmp_sample_range(__pyx_v_user_pids_start, __pyx_v_user_pids_stop, (&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_11)) ))))); + __pyx_v_sampled_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_data->indices.data) + __pyx_t_16)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":988 * &random_states[openmp.omp_get_thread_num()])] @@ -8162,8 +8241,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * positive_prediction = pos_pairs[int_min(k, no_positives) - 1].val * */ - __pyx_t_14 = (__pyx_v_pos_pairs[(__pyx_f_7lightfm_20_lightfm_fast_openmp_int_min(__pyx_v_k, __pyx_v_no_positives) - 1)]).idx; - __pyx_v_positive_item_id = __pyx_t_14; + __pyx_t_13 = (__pyx_v_pos_pairs[(__pyx_f_7lightfm_20_lightfm_fast_openmp_int_min(__pyx_v_k, __pyx_v_no_positives) - 1)]).idx; + __pyx_v_positive_item_id = __pyx_t_13; /* "lightfm/_lightfm_fast_openmp.pyx":1009 * @@ -8172,8 +8251,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * * compute_representation(item_features, */ - __pyx_t_19 = (__pyx_v_pos_pairs[(__pyx_f_7lightfm_20_lightfm_fast_openmp_int_min(__pyx_v_k, __pyx_v_no_positives) - 1)]).val; - __pyx_v_positive_prediction = __pyx_t_19; + __pyx_t_17 = (__pyx_v_pos_pairs[(__pyx_f_7lightfm_20_lightfm_fast_openmp_int_min(__pyx_v_k, __pyx_v_no_positives) - 1)]).val; + __pyx_v_positive_prediction = __pyx_t_17; /* "lightfm/_lightfm_fast_openmp.pyx":1011 * positive_prediction = pos_pairs[int_min(k, no_positives) - 1].val @@ -8201,8 +8280,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * sampled = sampled + 1 */ while (1) { - __pyx_t_13 = ((__pyx_v_sampled < __pyx_v_lightfm->max_sampled) != 0); - if (!__pyx_t_13) break; + __pyx_t_12 = ((__pyx_v_sampled < __pyx_v_lightfm->max_sampled) != 0); + if (!__pyx_t_12) break; /* "lightfm/_lightfm_fast_openmp.pyx":1024 * while sampled < lightfm.max_sampled: @@ -8220,7 +8299,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * % item_features.rows) * */ - __pyx_t_20 = omp_get_thread_num(); + __pyx_t_11 = omp_get_thread_num(); /* "lightfm/_lightfm_fast_openmp.pyx":1026 * sampled = sampled + 1 @@ -8229,7 +8308,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * * compute_representation(item_features, */ - __pyx_v_negative_item_id = (__pyx_f_7lightfm_20_lightfm_fast_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_20)) ))))) % __pyx_v_item_features->rows); + __pyx_v_negative_item_id = (__pyx_f_7lightfm_20_lightfm_fast_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_11)) ))))) % __pyx_v_item_features->rows); /* "lightfm/_lightfm_fast_openmp.pyx":1028 * % item_features.rows) @@ -8256,8 +8335,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * * if in_positives(negative_item_id, user_id, data): */ - __pyx_t_13 = ((__pyx_v_negative_prediction > (__pyx_v_positive_prediction - 1.0)) != 0); - if (__pyx_t_13) { + __pyx_t_12 = ((__pyx_v_negative_prediction > (__pyx_v_positive_prediction - 1.0)) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":1042 * if negative_prediction > positive_prediction - 1: @@ -8266,8 +8345,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * continue * */ - __pyx_t_13 = (__pyx_f_7lightfm_20_lightfm_fast_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_data) != 0); - if (__pyx_t_13) { + __pyx_t_12 = (__pyx_f_7lightfm_20_lightfm_fast_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_data) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":1043 * @@ -8294,7 +8373,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * * # Clip gradients for numerical stability. */ - __pyx_v_loss = log(floor(((__pyx_v_item_features->rows - 1) / __pyx_v_sampled))); + __pyx_v_loss = log(floor(((__pyx_v_item_features->rows - 1) / ((long)__pyx_v_sampled)))); /* "lightfm/_lightfm_fast_openmp.pyx":1048 * @@ -8303,8 +8382,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * loss = MAX_LOSS * */ - __pyx_t_13 = ((__pyx_v_loss > __pyx_v_MAX_LOSS) != 0); - if (__pyx_t_13) { + __pyx_t_12 = ((__pyx_v_loss > __pyx_v_MAX_LOSS) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":1049 * # Clip gradients for numerical stability. @@ -8361,16 +8440,16 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos(CYTHON_U * locked_regularize(lightfm, * item_alpha, */ - __pyx_t_21 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); - if (!__pyx_t_21) { + __pyx_t_18 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); + if (!__pyx_t_18) { } else { - __pyx_t_13 = __pyx_t_21; + __pyx_t_12 = __pyx_t_18; goto __pyx_L23_bool_binop_done; } - __pyx_t_21 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); - __pyx_t_13 = __pyx_t_21; + __pyx_t_18 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); + __pyx_t_12 = __pyx_t_18; __pyx_L23_bool_binop_done:; - if (__pyx_t_13) { + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":1066 * @@ -8528,6 +8607,9 @@ static PyObject *__pyx_pw_7lightfm_20_lightfm_fast_openmp_7fit_bpr(PyObject *__p double __pyx_v_user_alpha; int __pyx_v_num_threads; PyObject *__pyx_v_random_state = 0; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("fit_bpr (wrapper)", 0); @@ -8740,17 +8822,15 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED int __pyx_t_9; int __pyx_t_10; Py_ssize_t __pyx_t_11; - Py_ssize_t __pyx_t_12; + int __pyx_t_12; int __pyx_t_13; - Py_ssize_t __pyx_t_14; - Py_ssize_t __pyx_t_15; + int __pyx_t_14; + int __pyx_t_15; Py_ssize_t __pyx_t_16; int __pyx_t_17; - int __pyx_t_18; - int __pyx_t_19; - Py_ssize_t __pyx_t_20; - Py_ssize_t __pyx_t_21; - int __pyx_t_22; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("fit_bpr", 0); /* "lightfm/_lightfm_fast_openmp.pyx":1107 @@ -8911,7 +8991,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED #define unlikely(x) (x) #endif #ifdef _OPENMP - #pragma omp parallel private(__pyx_v_neg_it_repr, __pyx_v_pos_it_repr, __pyx_v_user_repr) private(__pyx_t_10, __pyx_t_11, __pyx_t_12, __pyx_t_13, __pyx_t_14, __pyx_t_15, __pyx_t_16, __pyx_t_17, __pyx_t_18, __pyx_t_19, __pyx_t_20, __pyx_t_21, __pyx_t_22, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) + #pragma omp parallel private(__pyx_v_neg_it_repr, __pyx_v_pos_it_repr, __pyx_v_user_repr) private(__pyx_t_10, __pyx_t_11, __pyx_t_12, __pyx_t_13, __pyx_t_14, __pyx_t_15, __pyx_t_16, __pyx_t_17, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) #endif /* _OPENMP */ { /* Initialize private variables to invalid values */ @@ -8954,7 +9034,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED * */ __pyx_t_8 = __pyx_v_no_examples; - if (1 == 0) abort(); + if ((1 == 0)) abort(); { __pyx_t_10 = (__pyx_t_8 - 0 + 1 - 1/abs(1)) / 1; if (__pyx_t_10 > 0) @@ -8992,9 +9072,9 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED * continue * */ - __pyx_t_12 = __pyx_v_row; - __pyx_t_13 = ((!(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_Y.data) + __pyx_t_12)) ))) > 0.0) != 0)) != 0); - if (__pyx_t_13) { + __pyx_t_11 = __pyx_v_row; + __pyx_t_12 = ((!(((*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_Y.data) + __pyx_t_11)) ))) > 0.0) != 0)) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":1123 * @@ -9021,8 +9101,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED * user_id = user_ids[row] * positive_item_id = item_ids[row] */ - __pyx_t_14 = __pyx_v_row; - __pyx_v_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_14)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_weight = (*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_sample_weight.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":1126 * @@ -9031,8 +9111,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED * positive_item_id = item_ids[row] * */ - __pyx_t_15 = __pyx_v_row; - __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_15)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_user_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_user_ids.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":1127 * weight = sample_weight[row] @@ -9041,8 +9121,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED * * for j in range(no_examples): */ - __pyx_t_16 = __pyx_v_row; - __pyx_v_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_16)) ))); + __pyx_t_11 = __pyx_v_row; + __pyx_v_positive_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_11)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":1129 * positive_item_id = item_ids[row] @@ -9051,10 +9131,10 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED * negative_item_id = item_ids[(rand_r(&random_states[openmp.omp_get_thread_num()]) * % no_examples)] */ - __pyx_t_17 = __pyx_v_no_examples; - __pyx_t_18 = __pyx_t_17; - for (__pyx_t_19 = 0; __pyx_t_19 < __pyx_t_18; __pyx_t_19+=1) { - __pyx_v_j = __pyx_t_19; + __pyx_t_13 = __pyx_v_no_examples; + __pyx_t_14 = __pyx_t_13; + for (__pyx_t_15 = 0; __pyx_t_15 < __pyx_t_14; __pyx_t_15+=1) { + __pyx_v_j = __pyx_t_15; /* "lightfm/_lightfm_fast_openmp.pyx":1130 * @@ -9063,7 +9143,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED * % no_examples)] * if not in_positives(negative_item_id, user_id, interactions): */ - __pyx_t_20 = omp_get_thread_num(); + __pyx_t_11 = omp_get_thread_num(); /* "lightfm/_lightfm_fast_openmp.pyx":1131 * for j in range(no_examples): @@ -9072,8 +9152,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED * if not in_positives(negative_item_id, user_id, interactions): * break */ - __pyx_t_21 = (__pyx_f_7lightfm_20_lightfm_fast_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_20)) ))))) % __pyx_v_no_examples); - __pyx_v_negative_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_21)) ))); + __pyx_t_16 = (__pyx_f_7lightfm_20_lightfm_fast_openmp_rand_r((&(*((unsigned int *) ( /* dim=0 */ ((char *) (((unsigned int *) __pyx_v_random_states.data) + __pyx_t_11)) ))))) % __pyx_v_no_examples); + __pyx_v_negative_item_id = (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_16)) ))); /* "lightfm/_lightfm_fast_openmp.pyx":1132 * negative_item_id = item_ids[(rand_r(&random_states[openmp.omp_get_thread_num()]) @@ -9082,8 +9162,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED * break * */ - __pyx_t_13 = ((!(__pyx_f_7lightfm_20_lightfm_fast_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_interactions) != 0)) != 0); - if (__pyx_t_13) { + __pyx_t_12 = ((!(__pyx_f_7lightfm_20_lightfm_fast_openmp_in_positives(__pyx_v_negative_item_id, __pyx_v_user_id, __pyx_v_interactions) != 0)) != 0); + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":1133 * % no_examples)] @@ -9166,16 +9246,16 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr(CYTHON_UNUSED * locked_regularize(lightfm, * item_alpha, */ - __pyx_t_22 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); - if (!__pyx_t_22) { + __pyx_t_17 = ((__pyx_v_lightfm->item_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); + if (!__pyx_t_17) { } else { - __pyx_t_13 = __pyx_t_22; + __pyx_t_12 = __pyx_t_17; goto __pyx_L19_bool_binop_done; } - __pyx_t_22 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); - __pyx_t_13 = __pyx_t_22; + __pyx_t_17 = ((__pyx_v_lightfm->user_scale > __pyx_v_7lightfm_20_lightfm_fast_openmp_MAX_REG_SCALE) != 0); + __pyx_t_12 = __pyx_t_17; __pyx_L19_bool_binop_done:; - if (__pyx_t_13) { + if (__pyx_t_12) { /* "lightfm/_lightfm_fast_openmp.pyx":1178 * @@ -9320,6 +9400,9 @@ static PyObject *__pyx_pw_7lightfm_20_lightfm_fast_openmp_9predict_lightfm(PyObj __Pyx_memviewslice __pyx_v_predictions = { 0, 0, { 0 }, { 0 }, { 0 } }; struct __pyx_obj_7lightfm_20_lightfm_fast_openmp_FastLightFM *__pyx_v_lightfm = 0; int __pyx_v_num_threads; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("predict_lightfm (wrapper)", 0); @@ -9444,8 +9527,6 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_8predict_lightfm(CYTHO int __pyx_t_2; int __pyx_t_3; Py_ssize_t __pyx_t_4; - Py_ssize_t __pyx_t_5; - Py_ssize_t __pyx_t_6; __Pyx_RefNannySetupContext("predict_lightfm", 0); /* "lightfm/_lightfm_fast_openmp.pyx":1206 @@ -9479,7 +9560,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_8predict_lightfm(CYTHO #define unlikely(x) (x) #endif #ifdef _OPENMP - #pragma omp parallel private(__pyx_v_it_repr, __pyx_v_user_repr) private(__pyx_t_1, __pyx_t_2, __pyx_t_3, __pyx_t_4, __pyx_t_5, __pyx_t_6) num_threads(__pyx_v_num_threads) + #pragma omp parallel private(__pyx_v_it_repr, __pyx_v_user_repr) private(__pyx_t_1, __pyx_t_2, __pyx_t_3, __pyx_t_4) num_threads(__pyx_v_num_threads) #endif /* _OPENMP */ { /* Initialize private variables to invalid values */ @@ -9512,7 +9593,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_8predict_lightfm(CYTHO * compute_representation(user_features, */ __pyx_t_1 = __pyx_v_no_examples; - if (1 == 0) abort(); + if ((1 == 0)) abort(); { __pyx_t_3 = (__pyx_t_1 - 0 + 1 - 1/abs(1)) / 1; if (__pyx_t_3 > 0) @@ -9549,7 +9630,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_8predict_lightfm(CYTHO * lightfm.item_scale, * it_repr) */ - __pyx_t_5 = __pyx_v_i; + __pyx_t_4 = __pyx_v_i; /* "lightfm/_lightfm_fast_openmp.pyx":1222 * lightfm.user_scale, @@ -9558,7 +9639,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_8predict_lightfm(CYTHO * lightfm.item_features, * lightfm.item_biases, */ - __pyx_f_7lightfm_20_lightfm_fast_openmp_compute_representation(__pyx_v_item_features, __pyx_v_lightfm->item_features, __pyx_v_lightfm->item_biases, __pyx_v_lightfm, (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_5)) ))), __pyx_v_lightfm->item_scale, __pyx_v_it_repr); + __pyx_f_7lightfm_20_lightfm_fast_openmp_compute_representation(__pyx_v_item_features, __pyx_v_lightfm->item_features, __pyx_v_lightfm->item_biases, __pyx_v_lightfm, (*((int *) ( /* dim=0 */ ((char *) (((int *) __pyx_v_item_ids.data) + __pyx_t_4)) ))), __pyx_v_lightfm->item_scale, __pyx_v_it_repr); /* "lightfm/_lightfm_fast_openmp.pyx":1230 * it_repr) @@ -9567,8 +9648,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_8predict_lightfm(CYTHO * it_repr, * lightfm.no_components) */ - __pyx_t_6 = __pyx_v_i; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_predictions.data) + __pyx_t_6)) )) = __pyx_f_7lightfm_20_lightfm_fast_openmp_compute_prediction_from_repr(__pyx_v_user_repr, __pyx_v_it_repr, __pyx_v_lightfm->no_components); + __pyx_t_4 = __pyx_v_i; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_predictions.data) + __pyx_t_4)) )) = __pyx_f_7lightfm_20_lightfm_fast_openmp_compute_prediction_from_repr(__pyx_v_user_repr, __pyx_v_it_repr, __pyx_v_lightfm->no_components); } } } @@ -9658,6 +9739,9 @@ static PyObject *__pyx_pw_7lightfm_20_lightfm_fast_openmp_11predict_ranks(PyObje __Pyx_memviewslice __pyx_v_ranks = { 0, 0, { 0 }, { 0 }, { 0 } }; struct __pyx_obj_7lightfm_20_lightfm_fast_openmp_FastLightFM *__pyx_v_lightfm = 0; int __pyx_v_num_threads; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("predict_ranks (wrapper)", 0); @@ -9799,7 +9883,6 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_10predict_ranks(CYTHON int __pyx_t_10; int __pyx_t_11; int __pyx_t_12; - Py_ssize_t __pyx_t_13; __Pyx_RefNannySetupContext("predict_ranks", 0); /* "lightfm/_lightfm_fast_openmp.pyx":1254 @@ -9855,7 +9938,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_10predict_ranks(CYTHON #define unlikely(x) (x) #endif #ifdef _OPENMP - #pragma omp parallel private(__pyx_v_it_repr, __pyx_v_item_ids, __pyx_v_predictions, __pyx_v_user_repr) private(__pyx_t_1, __pyx_t_10, __pyx_t_11, __pyx_t_12, __pyx_t_13, __pyx_t_2, __pyx_t_3, __pyx_t_4, __pyx_t_5, __pyx_t_6, __pyx_t_7, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) + #pragma omp parallel private(__pyx_v_it_repr, __pyx_v_item_ids, __pyx_v_predictions, __pyx_v_user_repr) private(__pyx_t_1, __pyx_t_10, __pyx_t_11, __pyx_t_12, __pyx_t_2, __pyx_t_3, __pyx_t_4, __pyx_t_5, __pyx_t_6, __pyx_t_7, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) #endif /* _OPENMP */ { /* Initialize private variables to invalid values */ @@ -9908,7 +9991,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_10predict_ranks(CYTHON * row_start = test_interactions.get_row_start(user_id) */ __pyx_t_1 = __pyx_v_test_interactions->rows; - if (1 == 0) abort(); + if ((1 == 0)) abort(); { __pyx_t_3 = (__pyx_t_1 - 0 + 1 - 1/abs(1)) / 1; if (__pyx_t_3 > 0) @@ -10126,8 +10209,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_10predict_ranks(CYTHON * * free(user_repr) */ - __pyx_t_13 = (__pyx_v_row_start + __pyx_v_i); - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_ranks.data) + __pyx_t_13)) )) += 1.0; + __pyx_t_8 = (__pyx_v_row_start + __pyx_v_i); + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_ranks.data) + __pyx_t_8)) )) += 1.0; /* "lightfm/_lightfm_fast_openmp.pyx":1324 * @@ -10237,6 +10320,9 @@ static PyObject *__pyx_pw_7lightfm_20_lightfm_fast_openmp_13calculate_auc_from_r __Pyx_memviewslice __pyx_v_rank_data = { 0, 0, { 0 }, { 0 }, { 0 } }; __Pyx_memviewslice __pyx_v_auc = { 0, 0, { 0 }, { 0 }, { 0 } }; int __pyx_v_num_threads; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("calculate_auc_from_rank (wrapper)", 0); @@ -10344,14 +10430,9 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_12calculate_auc_from_r Py_ssize_t __pyx_t_4; int __pyx_t_5; int __pyx_t_6; - Py_ssize_t __pyx_t_7; - Py_ssize_t __pyx_t_8; + int __pyx_t_7; + int __pyx_t_8; int __pyx_t_9; - int __pyx_t_10; - int __pyx_t_11; - Py_ssize_t __pyx_t_12; - Py_ssize_t __pyx_t_13; - Py_ssize_t __pyx_t_14; __Pyx_RefNannySetupContext("calculate_auc_from_rank", 0); /* "lightfm/_lightfm_fast_openmp.pyx":1341 @@ -10376,7 +10457,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_12calculate_auc_from_r #define unlikely(x) (x) #endif #ifdef _OPENMP - #pragma omp parallel private(__pyx_t_1, __pyx_t_10, __pyx_t_11, __pyx_t_12, __pyx_t_13, __pyx_t_14, __pyx_t_2, __pyx_t_3, __pyx_t_4, __pyx_t_5, __pyx_t_6, __pyx_t_7, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) + #pragma omp parallel private(__pyx_t_1, __pyx_t_2, __pyx_t_3, __pyx_t_4, __pyx_t_5, __pyx_t_6, __pyx_t_7, __pyx_t_8, __pyx_t_9) num_threads(__pyx_v_num_threads) #endif /* _OPENMP */ { @@ -10388,7 +10469,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_12calculate_auc_from_r * row_start = ranks.get_row_start(user_id) */ __pyx_t_1 = __pyx_v_ranks->rows; - if (1 == 0) abort(); + if ((1 == 0)) abort(); { __pyx_t_3 = (__pyx_t_1 - 0 + 1 - 1/abs(1)) / 1; if (__pyx_t_3 > 0) @@ -10469,8 +10550,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_12calculate_auc_from_r * continue * */ - __pyx_t_7 = __pyx_v_user_id; - *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_auc.data) + __pyx_t_7)) )) = 0.5; + __pyx_t_4 = __pyx_v_user_id; + *((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_auc.data) + __pyx_t_4)) )) = 0.5; /* "lightfm/_lightfm_fast_openmp.pyx":1354 * if num_positives == 0 or num_negatives == ranks.cols: @@ -10497,7 +10578,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_12calculate_auc_from_r * num_positives, * sizeof(flt), */ - __pyx_t_8 = __pyx_v_row_start; + __pyx_t_4 = __pyx_v_row_start; /* "lightfm/_lightfm_fast_openmp.pyx":1361 * num_positives, @@ -10506,7 +10587,7 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_12calculate_auc_from_r * * for i in range(num_positives): */ - qsort((&(*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_rank_data.data) + __pyx_t_8)) )))), __pyx_v_num_positives, (sizeof(__pyx_t_7lightfm_20_lightfm_fast_openmp_flt)), __pyx_f_7lightfm_20_lightfm_fast_openmp_flt_compare); + qsort((&(*((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) ( /* dim=0 */ ((char *) (((__pyx_t_7lightfm_20_lightfm_fast_openmp_flt *) __pyx_v_rank_data.data) + __pyx_t_4)) )))), __pyx_v_num_positives, (sizeof(__pyx_t_7lightfm_20_lightfm_fast_openmp_flt)), __pyx_f_7lightfm_20_lightfm_fast_openmp_flt_compare); /* "lightfm/_lightfm_fast_openmp.pyx":1363 * flt_compare) @@ -10515,10 +10596,10 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_12calculate_auc_from_r * * rank = ranks.data[row_start + i] */ - __pyx_t_9 = __pyx_v_num_positives; - __pyx_t_10 = __pyx_t_9; - for (__pyx_t_11 = 0; __pyx_t_11 < __pyx_t_10; __pyx_t_11+=1) { - __pyx_v_i = __pyx_t_11; + __pyx_t_7 = __pyx_v_num_positives; + __pyx_t_8 = __pyx_t_7; + for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_8; __pyx_t_9+=1) { + __pyx_v_i = __pyx_t_9; /* "lightfm/_lightfm_fast_openmp.pyx":1365 * for i in range(num_positives): @@ -10527,8 +10608,8 @@ static PyObject *__pyx_pf_7lightfm_20_lightfm_fast_openmp_12calculate_auc_from_r * * # There are i other positives that */ - __pyx_t_12 = (__pyx_v_row_start + __pyx_v_i); 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PyObject *__pyx_t_4 = NULL; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; #ifdef WITH_THREAD PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure(); #endif @@ -23023,6 +23305,9 @@ static int __pyx_memoryview_err(PyObject *__pyx_v_error, char *__pyx_v_msg) { PyObject *__pyx_t_3 = NULL; PyObject *__pyx_t_4 = NULL; PyObject *__pyx_t_5 = NULL; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; #ifdef WITH_THREAD PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure(); #endif @@ -23140,6 +23425,9 @@ static int __pyx_memoryview_copy_contents(__Pyx_memviewslice __pyx_v_src, __Pyx_ int __pyx_t_6; void *__pyx_t_7; int __pyx_t_8; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; /* "View.MemoryView":1276 * Check for overlapping memory and verify the shapes. @@ -24216,6 +24504,9 @@ static PyObject *__pyx_pw_15View_dot_MemoryView_1__pyx_unpickle_Enum(PyObject *_ PyObject *__pyx_v___pyx_type = 0; 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PyErr_Restore(etype, eval, etb); } Py_CLEAR(p->mode); @@ -25015,12 +25318,15 @@ static PyTypeObject __pyx_type___pyx_array = { #if PY_VERSION_HEX >= 0x030400a1 0, /*tp_finalize*/ #endif - #if PY_VERSION_HEX >= 0x030800b1 + #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800) 0, /*tp_vectorcall*/ #endif #if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000 0, /*tp_print*/ #endif + #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 + 0, /*tp_pypy_flags*/ + #endif }; static PyObject *__pyx_tp_new_Enum(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) { @@ -25134,12 +25440,15 @@ static PyTypeObject __pyx_type___pyx_MemviewEnum = { #if PY_VERSION_HEX >= 0x030400a1 0, /*tp_finalize*/ #endif - #if PY_VERSION_HEX >= 0x030800b1 + #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800) 0, /*tp_vectorcall*/ #endif #if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000 0, /*tp_print*/ #endif + #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 + 0, /*tp_pypy_flags*/ + #endif }; static struct __pyx_vtabstruct_memoryview __pyx_vtable_memoryview; @@ -25176,9 +25485,9 @@ static void __pyx_tp_dealloc_memoryview(PyObject *o) { { PyObject *etype, *eval, *etb; PyErr_Fetch(&etype, &eval, &etb); - ++Py_REFCNT(o); + __Pyx_SET_REFCNT(o, Py_REFCNT(o) + 1); __pyx_memoryview___dealloc__(o); - --Py_REFCNT(o); + __Pyx_SET_REFCNT(o, Py_REFCNT(o) - 1); PyErr_Restore(etype, eval, etb); } Py_CLEAR(p->obj); @@ -25395,12 +25704,15 @@ static PyTypeObject __pyx_type___pyx_memoryview = { #if PY_VERSION_HEX >= 0x030400a1 0, /*tp_finalize*/ #endif - #if PY_VERSION_HEX >= 0x030800b1 + #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800) 0, /*tp_vectorcall*/ #endif #if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000 0, /*tp_print*/ #endif + #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 + 0, /*tp_pypy_flags*/ + #endif }; static struct __pyx_vtabstruct__memoryviewslice __pyx_vtable__memoryviewslice; @@ -25426,9 +25738,9 @@ static void __pyx_tp_dealloc__memoryviewslice(PyObject *o) { { PyObject *etype, *eval, *etb; PyErr_Fetch(&etype, &eval, &etb); - ++Py_REFCNT(o); + __Pyx_SET_REFCNT(o, Py_REFCNT(o) + 1); __pyx_memoryviewslice___dealloc__(o); - --Py_REFCNT(o); + __Pyx_SET_REFCNT(o, Py_REFCNT(o) - 1); PyErr_Restore(etype, eval, etb); } Py_CLEAR(p->from_object); @@ -25541,12 +25853,15 @@ static PyTypeObject __pyx_type___pyx_memoryviewslice = { #if PY_VERSION_HEX >= 0x030400a1 0, /*tp_finalize*/ #endif - #if PY_VERSION_HEX >= 0x030800b1 + #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800) 0, /*tp_vectorcall*/ #endif #if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000 0, /*tp_print*/ #endif + #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 + 0, /*tp_pypy_flags*/ + #endif }; static PyMethodDef __pyx_methods[] = { @@ -26180,7 +26495,7 @@ static CYTHON_SMALL_CODE int __Pyx_InitCachedConstants(void) { static CYTHON_SMALL_CODE int __Pyx_InitGlobals(void) { /* InitThreads.init */ - #ifdef WITH_THREAD + #if defined(WITH_THREAD) && PY_VERSION_HEX < 0x030700F0 PyEval_InitThreads(); #endif @@ -26237,6 +26552,9 @@ static int __Pyx_modinit_function_export_code(void) { static int __Pyx_modinit_type_init_code(void) { __Pyx_RefNannyDeclarations + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannySetupContext("__Pyx_modinit_type_init_code", 0); /*--- Type init code ---*/ __pyx_vtabptr_7lightfm_20_lightfm_fast_openmp_CSRMatrix = &__pyx_vtable_7lightfm_20_lightfm_fast_openmp_CSRMatrix; @@ -26346,17 +26664,19 @@ static int __Pyx_modinit_function_import_code(void) { } -#if PY_MAJOR_VERSION < 3 -#ifdef CYTHON_NO_PYINIT_EXPORT -#define __Pyx_PyMODINIT_FUNC void -#else +#ifndef CYTHON_NO_PYINIT_EXPORT #define __Pyx_PyMODINIT_FUNC PyMODINIT_FUNC +#elif PY_MAJOR_VERSION < 3 +#ifdef __cplusplus +#define __Pyx_PyMODINIT_FUNC extern "C" void +#else +#define __Pyx_PyMODINIT_FUNC void #endif #else -#ifdef CYTHON_NO_PYINIT_EXPORT -#define __Pyx_PyMODINIT_FUNC PyObject * +#ifdef __cplusplus +#define __Pyx_PyMODINIT_FUNC extern "C" PyObject * #else -#define __Pyx_PyMODINIT_FUNC PyMODINIT_FUNC +#define __Pyx_PyMODINIT_FUNC PyObject * #endif #endif @@ -26439,6 +26759,9 @@ static CYTHON_SMALL_CODE int __pyx_pymod_exec__lightfm_fast_openmp(PyObject *__p { PyObject *__pyx_t_1 = NULL; static PyThread_type_lock __pyx_t_2[8]; + int __pyx_lineno = 0; + const char *__pyx_filename = NULL; + int __pyx_clineno = 0; __Pyx_RefNannyDeclarations #if CYTHON_PEP489_MULTI_PHASE_INIT if (__pyx_m) { @@ -26486,11 +26809,9 @@ if (!__Pyx_RefNanny) { #endif /*--- Library function declarations ---*/ /*--- Threads initialization code ---*/ - #if defined(__PYX_FORCE_INIT_THREADS) && __PYX_FORCE_INIT_THREADS - #ifdef WITH_THREAD /* Python build with threading support? */ + #if defined(WITH_THREAD) && PY_VERSION_HEX < 0x030700F0 && defined(__PYX_FORCE_INIT_THREADS) && __PYX_FORCE_INIT_THREADS PyEval_InitThreads(); #endif - #endif /*--- Module creation code ---*/ #if CYTHON_PEP489_MULTI_PHASE_INIT __pyx_m = __pyx_pyinit_module; @@ -26527,14 +26848,14 @@ if (!__Pyx_RefNanny) { } #endif /*--- Builtin init code ---*/ - if (__Pyx_InitCachedBuiltins() < 0) goto __pyx_L1_error; + if (__Pyx_InitCachedBuiltins() < 0) __PYX_ERR(0, 1, __pyx_L1_error) /*--- Constants init code ---*/ - if (__Pyx_InitCachedConstants() < 0) goto __pyx_L1_error; + if (__Pyx_InitCachedConstants() < 0) __PYX_ERR(0, 1, __pyx_L1_error) /*--- Global type/function init code ---*/ (void)__Pyx_modinit_global_init_code(); (void)__Pyx_modinit_variable_export_code(); (void)__Pyx_modinit_function_export_code(); - if (unlikely(__Pyx_modinit_type_init_code() != 0)) goto __pyx_L1_error; + if (unlikely(__Pyx_modinit_type_init_code() < 0)) __PYX_ERR(0, 1, __pyx_L1_error) (void)__Pyx_modinit_type_import_code(); (void)__Pyx_modinit_variable_import_code(); (void)__Pyx_modinit_function_import_code(); @@ -26550,7 +26871,7 @@ if (!__Pyx_RefNanny) { * * cimport cython.operator.dereference as deref */ - __pyx_t_1 = __Pyx_Import(__pyx_n_s_numpy, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 4, __pyx_L1_error) + __pyx_t_1 = __Pyx_Import(__pyx_n_s_numpy, 0, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 4, __pyx_L1_error) __Pyx_GOTREF(__pyx_t_1); if (PyDict_SetItem(__pyx_d, __pyx_n_s_np, __pyx_t_1) < 0) __PYX_ERR(0, 4, __pyx_L1_error) __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0; @@ -26960,7 +27281,7 @@ static int __Pyx_ParseOptionalKeywords( } name = first_kw_arg; #if PY_MAJOR_VERSION < 3 - if (likely(PyString_CheckExact(key)) || likely(PyString_Check(key))) { + if (likely(PyString_Check(key))) { while (*name) { if ((CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**name) == PyString_GET_SIZE(key)) && _PyString_Eq(**name, key)) { @@ -26987,7 +27308,7 @@ static int __Pyx_ParseOptionalKeywords( while (*name) { int cmp = (**name == key) ? 0 : #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3 - (PyUnicode_GET_SIZE(**name) != PyUnicode_GET_SIZE(key)) ? 1 : + (__Pyx_PyUnicode_GET_LENGTH(**name) != __Pyx_PyUnicode_GET_LENGTH(key)) ? 1 : #endif PyUnicode_Compare(**name, key); if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad; @@ -27003,7 +27324,7 @@ static int __Pyx_ParseOptionalKeywords( while (argname != first_kw_arg) { int cmp = (**argname == key) ? 0 : #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3 - (PyUnicode_GET_SIZE(**argname) != PyUnicode_GET_SIZE(key)) ? 1 : + (__Pyx_PyUnicode_GET_LENGTH(**argname) != __Pyx_PyUnicode_GET_LENGTH(key)) ? 1 : #endif PyUnicode_Compare(**argname, key); if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad; @@ -27077,7 +27398,7 @@ __Pyx_init_memviewslice(struct __pyx_memoryview_obj *memview, int i, retval=-1; Py_buffer *buf = &memview->view; __Pyx_RefNannySetupContext("init_memviewslice", 0); - if (memviewslice->memview || memviewslice->data) { + if (unlikely(memviewslice->memview || memviewslice->data)) { PyErr_SetString(PyExc_ValueError, "memviewslice is already initialized!"); goto fail; @@ -27156,13 +27477,13 @@ __Pyx_INC_MEMVIEW(__Pyx_memviewslice *memslice, int have_gil, int lineno) { int first_time; struct __pyx_memoryview_obj *memview = memslice->memview; - if (!memview || (PyObject *) memview == Py_None) + if (unlikely(!memview || (PyObject *) memview == Py_None)) return; - if (__pyx_get_slice_count(memview) < 0) + if (unlikely(__pyx_get_slice_count(memview) < 0)) __pyx_fatalerror("Acquisition count is %d (line %d)", __pyx_get_slice_count(memview), lineno); first_time = __pyx_add_acquisition_count(memview) == 0; - if (first_time) { + if (unlikely(first_time)) { if (have_gil) { Py_INCREF((PyObject *) memview); } else { @@ -27176,18 +27497,16 @@ static CYTHON_INLINE void __Pyx_XDEC_MEMVIEW(__Pyx_memviewslice *memslice, int have_gil, int lineno) { int last_time; struct __pyx_memoryview_obj *memview = memslice->memview; - if (!memview ) { - return; - } else if ((PyObject *) memview == Py_None) { + if (unlikely(!memview || (PyObject *) memview == Py_None)) { memslice->memview = NULL; return; } - if (__pyx_get_slice_count(memview) <= 0) + if (unlikely(__pyx_get_slice_count(memview) <= 0)) __pyx_fatalerror("Acquisition count is %d (line %d)", __pyx_get_slice_count(memview), lineno); last_time = __pyx_sub_acquisition_count(memview) == 1; memslice->data = NULL; - if (last_time) { + if (unlikely(last_time)) { if (have_gil) { Py_CLEAR(memslice->memview); } else { @@ -27565,7 +27884,7 @@ static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, #if CYTHON_COMPILING_IN_CPYTHON static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw) { PyObject *result; - ternaryfunc call = func->ob_type->tp_call; + ternaryfunc call = Py_TYPE(func)->tp_call; if (unlikely(!call)) return PyObject_Call(func, arg, kw); if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object"))) @@ -27652,7 +27971,7 @@ static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObjec if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) { return __Pyx_PyObject_CallMethO(func, arg); #if CYTHON_FAST_PYCCALL - } else if (PyCFunction_GET_FLAGS(func) & METH_FASTCALL) { + } else if (__Pyx_PyFastCFunction_Check(func)) { return __Pyx_PyCFunction_FastCall(func, &arg, 1); #endif } @@ -27700,7 +28019,7 @@ static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) { { #if PY_MAJOR_VERSION >= 3 if (level == -1) { - if (strchr(__Pyx_MODULE_NAME, '.')) { + if ((1) && (strchr(__Pyx_MODULE_NAME, '.'))) { module = PyImport_ImportModuleLevelObject( name, global_dict, empty_dict, list, 1); if (!module) { @@ -28213,9 +28532,9 @@ static CYTHON_INLINE PyObject* __Pyx_decode_c_string( if (stop < 0) stop += length; } + if (unlikely(stop <= start)) + return __Pyx_NewRef(__pyx_empty_unicode); length = stop - start; - if (unlikely(length <= 0)) - return PyUnicode_FromUnicode(NULL, 0); cstring += start; if (decode_func) { return decode_func(cstring, length, errors); @@ -28704,6 +29023,28 @@ static int __Pyx_SetVtable(PyObject *dict, void *vtable) { return -1; } +/* PyObjectGetAttrStrNoError */ +static void __Pyx_PyObject_GetAttrStr_ClearAttributeError(void) { + __Pyx_PyThreadState_declare + __Pyx_PyThreadState_assign + if (likely(__Pyx_PyErr_ExceptionMatches(PyExc_AttributeError))) + __Pyx_PyErr_Clear(); +} +static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name) { + PyObject *result; +#if CYTHON_COMPILING_IN_CPYTHON && CYTHON_USE_TYPE_SLOTS && PY_VERSION_HEX >= 0x030700B1 + PyTypeObject* tp = Py_TYPE(obj); + if (likely(tp->tp_getattro == PyObject_GenericGetAttr)) { + return _PyObject_GenericGetAttrWithDict(obj, attr_name, NULL, 1); + } +#endif + result = __Pyx_PyObject_GetAttrStr(obj, attr_name); + if (unlikely(!result)) { + __Pyx_PyObject_GetAttrStr_ClearAttributeError(); + } + return result; +} + /* SetupReduce */ static int __Pyx_setup_reduce_is_named(PyObject* meth, PyObject* name) { int ret; @@ -28731,43 +29072,51 @@ static int __Pyx_setup_reduce(PyObject* type_obj) { PyObject *setstate = NULL; PyObject *setstate_cython = NULL; #if CYTHON_USE_PYTYPE_LOOKUP - if (_PyType_Lookup((PyTypeObject*)type_obj, __pyx_n_s_getstate)) goto GOOD; + if (_PyType_Lookup((PyTypeObject*)type_obj, __pyx_n_s_getstate)) goto __PYX_GOOD; #else - if (PyObject_HasAttr(type_obj, __pyx_n_s_getstate)) goto GOOD; + if (PyObject_HasAttr(type_obj, __pyx_n_s_getstate)) goto __PYX_GOOD; #endif #if CYTHON_USE_PYTYPE_LOOKUP - object_reduce_ex = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto BAD; + object_reduce_ex = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD; #else - object_reduce_ex = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto BAD; + object_reduce_ex = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD; #endif - reduce_ex = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_ex); if (unlikely(!reduce_ex)) goto BAD; + reduce_ex = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_ex); if (unlikely(!reduce_ex)) goto __PYX_BAD; if (reduce_ex == object_reduce_ex) { #if CYTHON_USE_PYTYPE_LOOKUP - object_reduce = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto BAD; + object_reduce = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto __PYX_BAD; #else - object_reduce = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto BAD; + object_reduce = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto __PYX_BAD; #endif - reduce = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce); if (unlikely(!reduce)) goto BAD; + reduce = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce); if (unlikely(!reduce)) goto __PYX_BAD; if (reduce == object_reduce || __Pyx_setup_reduce_is_named(reduce, __pyx_n_s_reduce_cython)) { - reduce_cython = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_cython); if (unlikely(!reduce_cython)) goto BAD; - ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce, reduce_cython); if (unlikely(ret < 0)) goto BAD; - ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce_cython); if (unlikely(ret < 0)) goto BAD; + reduce_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_reduce_cython); + if (likely(reduce_cython)) { + ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce, reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD; + ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD; + } else if (reduce == object_reduce || PyErr_Occurred()) { + goto __PYX_BAD; + } setstate = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_setstate); if (!setstate) PyErr_Clear(); if (!setstate || __Pyx_setup_reduce_is_named(setstate, __pyx_n_s_setstate_cython)) { - setstate_cython = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_setstate_cython); if (unlikely(!setstate_cython)) goto BAD; - ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate, setstate_cython); if (unlikely(ret < 0)) goto BAD; - ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate_cython); if (unlikely(ret < 0)) goto BAD; + setstate_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_setstate_cython); + if (likely(setstate_cython)) { + ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate, setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD; + ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD; + } else if (!setstate || PyErr_Occurred()) { + goto __PYX_BAD; + } } PyType_Modified((PyTypeObject*)type_obj); } } - goto GOOD; -BAD: + goto __PYX_GOOD; +__PYX_BAD: if (!PyErr_Occurred()) PyErr_Format(PyExc_RuntimeError, "Unable to initialize pickling for %s", ((PyTypeObject*)type_obj)->tp_name); ret = -1; -GOOD: +__PYX_GOOD: #if !CYTHON_USE_PYTYPE_LOOKUP Py_XDECREF(object_reduce); Py_XDECREF(object_reduce_ex); @@ -28782,7 +29131,7 @@ static int __Pyx_setup_reduce(PyObject* type_obj) { /* CLineInTraceback */ #ifndef CYTHON_CLINE_IN_TRACEBACK -static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) { +static int __Pyx_CLineForTraceback(CYTHON_NCP_UNUSED PyThreadState *tstate, int c_line) { PyObject *use_cline; PyObject *ptype, *pvalue, *ptraceback; #if CYTHON_COMPILING_IN_CPYTHON @@ -28812,7 +29161,7 @@ static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) { } if (!use_cline) { c_line = 0; - PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False); + (void) PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False); } else if (use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) { c_line = 0; @@ -28886,7 +29235,7 @@ static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) { if (__pyx_code_cache.count == __pyx_code_cache.max_count) { int new_max = __pyx_code_cache.max_count + 64; entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc( - __pyx_code_cache.entries, (size_t)new_max*sizeof(__Pyx_CodeObjectCacheEntry)); + __pyx_code_cache.entries, ((size_t)new_max) * sizeof(__Pyx_CodeObjectCacheEntry)); if (unlikely(!entries)) { return; } @@ -28909,30 +29258,31 @@ static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) { static PyCodeObject* __Pyx_CreateCodeObjectForTraceback( const char *funcname, int c_line, int py_line, const char *filename) { - PyCodeObject *py_code = 0; - PyObject *py_srcfile = 0; - PyObject *py_funcname = 0; + PyCodeObject *py_code = NULL; + PyObject *py_funcname = NULL; #if PY_MAJOR_VERSION < 3 + PyObject *py_srcfile = NULL; py_srcfile = PyString_FromString(filename); - #else - py_srcfile = PyUnicode_FromString(filename); - #endif if (!py_srcfile) goto bad; + #endif if (c_line) { #if PY_MAJOR_VERSION < 3 py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line); + if (!py_funcname) goto bad; #else py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line); + if (!py_funcname) goto bad; + funcname = PyUnicode_AsUTF8(py_funcname); + if (!funcname) goto bad; #endif } else { #if PY_MAJOR_VERSION < 3 py_funcname = PyString_FromString(funcname); - #else - py_funcname = PyUnicode_FromString(funcname); + if (!py_funcname) goto bad; #endif } - if (!py_funcname) goto bad; + #if PY_MAJOR_VERSION < 3 py_code = __Pyx_PyCode_New( 0, 0, @@ -28951,11 +29301,16 @@ static PyCodeObject* __Pyx_CreateCodeObjectForTraceback( __pyx_empty_bytes /*PyObject *lnotab*/ ); Py_DECREF(py_srcfile); - Py_DECREF(py_funcname); + #else + py_code = PyCode_NewEmpty(filename, funcname, py_line); + #endif + Py_XDECREF(py_funcname); // XDECREF since it's only set on Py3 if cline return py_code; bad: - Py_XDECREF(py_srcfile); Py_XDECREF(py_funcname); + #if PY_MAJOR_VERSION < 3 + Py_XDECREF(py_srcfile); + #endif return NULL; } static void __Pyx_AddTraceback(const char *funcname, int c_line, @@ -29080,37 +29435,6 @@ __pyx_capsule_create(void *p, CYTHON_UNUSED const char *sig) return cobj; } -/* CIntToPy */ -static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) { - const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0; - const int is_unsigned = neg_one > const_zero; - if (is_unsigned) { - if (sizeof(int) < sizeof(long)) { - return PyInt_FromLong((long) value); - } else if (sizeof(int) <= sizeof(unsigned long)) { - return PyLong_FromUnsignedLong((unsigned long) value); -#ifdef HAVE_LONG_LONG - } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) { - return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value); -#endif - } - } else { - if (sizeof(int) <= sizeof(long)) { - return PyInt_FromLong((long) value); -#ifdef HAVE_LONG_LONG - } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) { - return PyLong_FromLongLong((PY_LONG_LONG) value); -#endif - } - } - { - int one = 1; int little = (int)*(unsigned char *)&one; - unsigned char *bytes = (unsigned char *)&value; - return _PyLong_FromByteArray(bytes, sizeof(int), - little, !is_unsigned); - } -} - /* CIntFromPyVerify */ #define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\ __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0) @@ -29483,9 +29807,7 @@ static PyObject * __pyx_buffmt_parse_array(__Pyx_BufFmt_Context* ctx, const char** tsp) { const char *ts = *tsp; - int i = 0, number; - int ndim = ctx->head->field->type->ndim; -; + int i = 0, number, ndim; ++ts; if (ctx->new_count != 1) { PyErr_SetString(PyExc_ValueError, @@ -29493,6 +29815,7 @@ __pyx_buffmt_parse_array(__Pyx_BufFmt_Context* ctx, const char** tsp) return NULL; } if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL; + ndim = ctx->head->field->type->ndim; while (*ts && *ts != ')') { switch (*ts) { case ' ': case '\f': case '\r': case '\n': case '\t': case '\v': continue; @@ -29622,8 +29945,8 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha case 'l': case 'L': case 'q': case 'Q': case 'f': case 'd': case 'g': case 'O': case 'p': - if (ctx->enc_type == *ts && got_Z == ctx->is_complex && - ctx->enc_packmode == ctx->new_packmode) { + if ((ctx->enc_type == *ts) && (got_Z == ctx->is_complex) && + (ctx->enc_packmode == ctx->new_packmode) && (!ctx->is_valid_array)) { ctx->enc_count += ctx->new_count; ctx->new_count = 1; got_Z = 0; @@ -29709,13 +30032,13 @@ __pyx_check_strides(Py_buffer *buf, int dim, int ndim, int spec) if (buf->strides) { if (spec & __Pyx_MEMVIEW_CONTIG) { if (spec & (__Pyx_MEMVIEW_PTR|__Pyx_MEMVIEW_FULL)) { - if (buf->strides[dim] != sizeof(void *)) { + if (unlikely(buf->strides[dim] != sizeof(void *))) { PyErr_Format(PyExc_ValueError, "Buffer is not indirectly contiguous " "in dimension %d.", dim); goto fail; } - } else if (buf->strides[dim] != buf->itemsize) { + } else if (unlikely(buf->strides[dim] != buf->itemsize)) { PyErr_SetString(PyExc_ValueError, "Buffer and memoryview are not contiguous " "in the same dimension."); @@ -29726,7 +30049,7 @@ __pyx_check_strides(Py_buffer *buf, int dim, int ndim, int spec) Py_ssize_t stride = buf->strides[dim]; if (stride < 0) stride = -stride; - if (stride < buf->itemsize) { + if (unlikely(stride < buf->itemsize)) { PyErr_SetString(PyExc_ValueError, "Buffer and memoryview are not contiguous " "in the same dimension."); @@ -29734,17 +30057,17 @@ __pyx_check_strides(Py_buffer *buf, int dim, int ndim, int spec) } } } else { - if (spec & __Pyx_MEMVIEW_CONTIG && dim != ndim - 1) { + if (unlikely(spec & __Pyx_MEMVIEW_CONTIG && dim != ndim - 1)) { PyErr_Format(PyExc_ValueError, "C-contiguous buffer is not contiguous in " "dimension %d", dim); goto fail; - } else if (spec & (__Pyx_MEMVIEW_PTR)) { + } else if (unlikely(spec & (__Pyx_MEMVIEW_PTR))) { PyErr_Format(PyExc_ValueError, "C-contiguous buffer is not indirect in " "dimension %d", dim); goto fail; - } else if (buf->suboffsets) { + } else if (unlikely(buf->suboffsets)) { PyErr_SetString(PyExc_ValueError, "Buffer exposes suboffsets but no strides"); goto fail; @@ -29758,7 +30081,7 @@ static int __pyx_check_suboffsets(Py_buffer *buf, int dim, CYTHON_UNUSED int ndim, int spec) { if (spec & __Pyx_MEMVIEW_DIRECT) { - if (buf->suboffsets && buf->suboffsets[dim] >= 0) { + if (unlikely(buf->suboffsets && buf->suboffsets[dim] >= 0)) { PyErr_Format(PyExc_ValueError, "Buffer not compatible with direct access " "in dimension %d.", dim); @@ -29766,7 +30089,7 @@ __pyx_check_suboffsets(Py_buffer *buf, int dim, CYTHON_UNUSED int ndim, int spec } } if (spec & __Pyx_MEMVIEW_PTR) { - if (!buf->suboffsets || (buf->suboffsets[dim] < 0)) { + if (unlikely(!buf->suboffsets || (buf->suboffsets[dim] < 0))) { PyErr_Format(PyExc_ValueError, "Buffer is not indirectly accessible " "in dimension %d.", dim); @@ -29784,9 +30107,7 @@ __pyx_verify_contig(Py_buffer *buf, int ndim, int c_or_f_flag) if (c_or_f_flag & __Pyx_IS_F_CONTIG) { Py_ssize_t stride = 1; for (i = 0; i < ndim; i++) { - if (stride * buf->itemsize != buf->strides[i] && - buf->shape[i] > 1) - { + if (unlikely(stride * buf->itemsize != buf->strides[i] && buf->shape[i] > 1)) { PyErr_SetString(PyExc_ValueError, "Buffer not fortran contiguous."); goto fail; @@ -29796,8 +30117,7 @@ __pyx_verify_contig(Py_buffer *buf, int ndim, int c_or_f_flag) } else if (c_or_f_flag & __Pyx_IS_C_CONTIG) { Py_ssize_t stride = 1; for (i = ndim - 1; i >- 1; i--) { - if (stride * buf->itemsize != buf->strides[i] && - buf->shape[i] > 1) { + if (unlikely(stride * buf->itemsize != buf->strides[i] && buf->shape[i] > 1)) { PyErr_SetString(PyExc_ValueError, "Buffer not C contiguous."); goto fail; @@ -29838,7 +30158,7 @@ static int __Pyx_ValidateAndInit_memviewslice( goto fail; } buf = &memview->view; - if (buf->ndim != ndim) { + if (unlikely(buf->ndim != ndim)) { PyErr_Format(PyExc_ValueError, "Buffer has wrong number of dimensions (expected %d, got %d)", ndim, buf->ndim); @@ -29846,9 +30166,9 @@ static int __Pyx_ValidateAndInit_memviewslice( } if (new_memview) { __Pyx_BufFmt_Init(&ctx, stack, dtype); - if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail; + if (unlikely(!__Pyx_BufFmt_CheckString(&ctx, buf->format))) goto fail; } - if ((unsigned) buf->itemsize != dtype->size) { + if (unlikely((unsigned) buf->itemsize != dtype->size)) { PyErr_Format(PyExc_ValueError, "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "u byte%s) " "does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "u byte%s)", @@ -29859,15 +30179,17 @@ static int __Pyx_ValidateAndInit_memviewslice( (dtype->size > 1) ? "s" : ""); goto fail; } - for (i = 0; i < ndim; i++) { - spec = axes_specs[i]; - if (!__pyx_check_strides(buf, i, ndim, spec)) - goto fail; - if (!__pyx_check_suboffsets(buf, i, ndim, spec)) + if (buf->len > 0) { + for (i = 0; i < ndim; i++) { + spec = axes_specs[i]; + if (unlikely(!__pyx_check_strides(buf, i, ndim, spec))) + goto fail; + if (unlikely(!__pyx_check_suboffsets(buf, i, ndim, spec))) + goto fail; + } + if (unlikely(buf->strides && !__pyx_verify_contig(buf, ndim, c_or_f_flag))) goto fail; } - if (buf->strides && !__pyx_verify_contig(buf, ndim, c_or_f_flag)) - goto fail; if (unlikely(__Pyx_init_memviewslice(memview, ndim, memviewslice, new_memview != NULL) == -1)) { goto fail; @@ -29963,35 +30285,27 @@ static CYTHON_INLINE int __pyx_memview_set_int(const char *itemp, PyObject *obj) return result; } -/* CIntToPy */ - static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) { - const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0; - const int is_unsigned = neg_one > const_zero; - if (is_unsigned) { - if (sizeof(long) < sizeof(long)) { - return PyInt_FromLong((long) value); - } else if (sizeof(long) <= sizeof(unsigned long)) { - return PyLong_FromUnsignedLong((unsigned long) value); -#ifdef HAVE_LONG_LONG - } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) { - return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value); -#endif - } - } else { - if (sizeof(long) <= sizeof(long)) { - return PyInt_FromLong((long) value); -#ifdef HAVE_LONG_LONG - } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) { - return PyLong_FromLongLong((PY_LONG_LONG) value); -#endif - } - } - { - int one = 1; int little = (int)*(unsigned char *)&one; - unsigned char *bytes = (unsigned char *)&value; - return _PyLong_FromByteArray(bytes, sizeof(long), - little, !is_unsigned); +/* ObjectToMemviewSlice */ + static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dc_unsigned_int(PyObject *obj, int writable_flag) { + __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } }; + __Pyx_BufFmt_StackElem stack[1]; + int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_CONTIG) }; + int retcode; + if (obj == Py_None) { + result.memview = (struct __pyx_memoryview_obj *) Py_None; + return result; } + retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, __Pyx_IS_C_CONTIG, + (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT) | writable_flag, 1, + &__Pyx_TypeInfo_unsigned_int, stack, + &result, obj); + if (unlikely(retcode == -1)) + goto __pyx_fail; + return result; +__pyx_fail: + result.memview = NULL; + result.data = NULL; + return result; } /* MemviewSliceCopyTemplate */ @@ -30012,7 +30326,7 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, struct __pyx_memoryview_obj *memview_obj = NULL; __Pyx_RefNannySetupContext("__pyx_memoryview_copy_new_contig", 0); for (i = 0; i < ndim; i++) { - if (from_mvs->suboffsets[i] >= 0) { + if (unlikely(from_mvs->suboffsets[i] >= 0)) { PyErr_Format(PyExc_ValueError, "Cannot copy memoryview slice with " "indirect dimensions (axis %d)", i); goto fail; @@ -30061,9 +30375,54 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, return new_mvs; } +/* CIntToPy */ + static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) { +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wconversion" +#endif + const int neg_one = (int) -1, const_zero = (int) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic pop +#endif + const int is_unsigned = neg_one > const_zero; + if (is_unsigned) { + if (sizeof(int) < sizeof(long)) { + return PyInt_FromLong((long) value); + } else if (sizeof(int) <= sizeof(unsigned long)) { + return PyLong_FromUnsignedLong((unsigned long) value); +#ifdef HAVE_LONG_LONG + } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) { + return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value); +#endif + } + } else { + if (sizeof(int) <= sizeof(long)) { + return PyInt_FromLong((long) value); +#ifdef HAVE_LONG_LONG + } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) { + return PyLong_FromLongLong((PY_LONG_LONG) value); +#endif + } + } + { + int one = 1; int little = (int)*(unsigned char *)&one; + unsigned char *bytes = (unsigned char *)&value; + return _PyLong_FromByteArray(bytes, sizeof(int), + little, !is_unsigned); + } +} + /* CIntFromPy */ static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) { - const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wconversion" +#endif + const int neg_one = (int) -1, const_zero = (int) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic pop +#endif const int is_unsigned = neg_one > const_zero; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x))) { @@ -30252,7 +30611,14 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, /* CIntFromPy */ static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) { - const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wconversion" +#endif + const long neg_one = (long) -1, const_zero = (long) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic pop +#endif const int is_unsigned = neg_one > const_zero; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x))) { @@ -30439,9 +30805,54 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, return (long) -1; } +/* CIntToPy */ + static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) { +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wconversion" +#endif + const long neg_one = (long) -1, const_zero = (long) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic pop +#endif + const int is_unsigned = neg_one > const_zero; + if (is_unsigned) { + if (sizeof(long) < sizeof(long)) { + return PyInt_FromLong((long) value); + } else if (sizeof(long) <= sizeof(unsigned long)) { + return PyLong_FromUnsignedLong((unsigned long) value); +#ifdef HAVE_LONG_LONG + } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) { + return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value); +#endif + } + } else { + if (sizeof(long) <= sizeof(long)) { + return PyInt_FromLong((long) value); +#ifdef HAVE_LONG_LONG + } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) { + return PyLong_FromLongLong((PY_LONG_LONG) value); +#endif + } + } + { + int one = 1; int little = (int)*(unsigned char *)&one; + unsigned char *bytes = (unsigned char *)&value; + return _PyLong_FromByteArray(bytes, sizeof(long), + little, !is_unsigned); + } +} + /* CIntFromPy */ static CYTHON_INLINE char __Pyx_PyInt_As_char(PyObject *x) { - const char neg_one = (char) ((char) 0 - (char) 1), const_zero = (char) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wconversion" +#endif + const char neg_one = (char) -1, const_zero = (char) 0; +#ifdef __Pyx_HAS_GCC_DIAGNOSTIC +#pragma GCC diagnostic pop +#endif const int is_unsigned = neg_one > const_zero; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x))) { @@ -30628,29 +31039,6 @@ __pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs, return (char) -1; } -/* ObjectToMemviewSlice */ - static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dc_unsigned_int(PyObject *obj, int writable_flag) { - __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } }; - __Pyx_BufFmt_StackElem stack[1]; - int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_CONTIG) }; - int retcode; - if (obj == Py_None) { - result.memview = (struct __pyx_memoryview_obj *) Py_None; - return result; - } - retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, __Pyx_IS_C_CONTIG, - (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT) | writable_flag, 1, - &__Pyx_TypeInfo_unsigned_int, stack, - &result, obj); - if (unlikely(retcode == -1)) - goto __pyx_fail; - return result; -__pyx_fail: - result.memview = NULL; - result.data = NULL; - return result; -} - /* CheckBinaryVersion */ static int __Pyx_check_binary_version(void) { char ctversion[4], rtversion[4]; @@ -30915,6 +31303,23 @@ static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) { Py_DECREF(x); return ival; } +static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject* o) { + if (sizeof(Py_hash_t) == sizeof(Py_ssize_t)) { + return (Py_hash_t) __Pyx_PyIndex_AsSsize_t(o); +#if PY_MAJOR_VERSION < 3 + } else if (likely(PyInt_CheckExact(o))) { + return PyInt_AS_LONG(o); +#endif + } else { + Py_ssize_t ival; + PyObject *x; + x = PyNumber_Index(o); + if (!x) return -1; + ival = PyInt_AsLong(x); + Py_DECREF(x); + return ival; + } +} static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) { return b ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False); } diff --git a/setup.py b/setup.py index 7eb8a85e..52e4ad6f 100644 --- a/setup.py +++ b/setup.py @@ -13,22 +13,12 @@ def define_extensions(use_openmp): - compile_args = [] - if not os.environ.get("LIGHTFM_NO_CFLAGS"): - compile_args += ["-ffast-math"] - - if sys.platform.startswith("darwin"): - compile_args += [] - else: - compile_args += ["-march=native"] - if not use_openmp: print("Compiling without OpenMP support.") return [ Extension( "lightfm._lightfm_fast_no_openmp", ["lightfm/_lightfm_fast_no_openmp.c"], - extra_compile_args=compile_args, ) ] else: @@ -37,7 +27,7 @@ def define_extensions(use_openmp): "lightfm._lightfm_fast_openmp", ["lightfm/_lightfm_fast_openmp.c"], extra_link_args=["-fopenmp"], - extra_compile_args=compile_args + ["-fopenmp"], + extra_compile_args=["-fopenmp"], ) ] @@ -124,7 +114,8 @@ def run(self): ["lightfm/_lightfm_fast_openmp.pyx"], extra_link_args=["-fopenmp"], ), - ] + ], + language_level=3, ) From ba0884c8f411a083efcb9e4b688d35e1c2e3fc1c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Simon=20Wei=C3=9F?= Date: Thu, 3 Mar 2022 21:22:30 +0100 Subject: [PATCH 3/7] Deprecate python 2.7 Update miniconda versions Re-Add name Try to fix builds For debugging ... Fix path Reset changes --- appveyor.yml | 30 +++++++++++++++++------------- 1 file changed, 17 insertions(+), 13 deletions(-) diff --git a/appveyor.yml b/appveyor.yml index 8247c2ad..c099efd0 100644 --- a/appveyor.yml +++ b/appveyor.yml @@ -2,26 +2,30 @@ build: false environment: matrix: - - PYTHON_VERSION: 2.7 - MINICONDA: C:\Miniconda-x64 + - PYTHON_VERSION: 3.8 + MINICONDA: C:\Miniconda38-x64 + - PYTHON_VERSION: 3.7 + MINICONDA: C:\Miniconda37-x64 init: - "ECHO %PYTHON_VERSION% %MINICONDA%" install: - - "set PATH=%MINICONDA%;%MINICONDA%\\Scripts;%PATH%" - - conda config --set always_yes yes --set changeps1 no - - conda update -q conda - - conda info -a - - conda create --name lightfm numpy scipy scikit-learn - - activate lightfm - + - cmd: "set PATH=%MINICONDA%;%MINICONDA%\\Scripts;%PATH%" + - cmd: conda config --set always_yes yes --set changeps1 no + - cmd: conda config --add channels conda-forge + - cmd: conda update -q conda + - cmd: conda info -a + - cmd: "conda create -q -n test-environment -c conda-forge python=%PYTHON_VERSION% numpy scipy scikit-learn" + - cmd: activate test-environment # Install the build dependencies of the project. - - conda install --yes --file test-requirements.txt - + - cmd: conda install -c conda-forge --yes --file test-requirements.txt # Install lightfm - - pip install -e . + - cmd: pip install -e . + # List installed environment + - cmd: python --version + - cmd: conda list test_script: # Run the project tests - - py.test tests/ -x + - cmd: pytest tests/ From 9af4db301552adefa25db7137787ea166213c9b6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Simon=20Wei=C3=9F?= Date: Sun, 6 Mar 2022 19:41:29 +0100 Subject: [PATCH 4/7] Add GH Action workflow --- .github/workflows/test.yml | 100 +++++++++++++++++++++++++++++++++++++ 1 file changed, 100 insertions(+) create mode 100644 .github/workflows/test.yml diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml new file mode 100644 index 00000000..a8311bc9 --- /dev/null +++ b/.github/workflows/test.yml @@ -0,0 +1,100 @@ +# Adapted from: https://github.com/alan-turing-institute/sktime/blob/main/.github/workflows/test.yml +name: Lint and Test + +on: + push: + branches: + - main + - feature/gh-act # Only for testing + pull_request: + branches: + - main + +jobs: + linting: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v2 + - name: Setup Python + uses: actions/setup-python@v2 + with: + python-version: 3.7 + - name: Setup Requirements + run: | + python -m pip install -r lint-requirements.txt + - name: Run Linting + run: | + flake8 setup.py lightfm tests + black --check setup.py lightfm tests + + + test-linux: + needs: linting + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + python-version: ["3.7", "3.8", "3.9"] + steps: + - uses: actions/checkout@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + - name: Install test dependencies + run: | + python -m pip install --upgrade pip wheel + python -m pip install -r test-requirements.txt + - name: Install LightFM + run: | + python -m pip install . + - name: Show dependecies + run: python -m pip list + - name: Test with pytest + run: | + mv lightfm lightfm_ + python -m pytest + mv lightfm_ lightfm + + + test-windows: + needs: linting + runs-on: windows-2019 + strategy: + matrix: + python-version: [3.7] # , 3.8 + steps: + - uses: actions/checkout@v2 + - uses: conda-incubator/setup-miniconda@v2 + with: + auto-update-conda: true + python-version: ${{ matrix.python-version }} + channels: anaconda, conda-forge + + - run: conda --version + - run: which python + + - name: Fix windows paths + if: ${{ runner.os == 'Windows' }} + run: echo "C:\Program Files (x86)\Windows Kits\10\bin\10.0.18362.0\x64" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append + + - name: Install conda libpython + run: conda install -c anaconda libpython + + - name: Install conda dependencies + run: | + conda install -c conda-forge pip wheel + conda install -c conda-forge --file test-requirements.txt + - name: Install LightFM + run: python -m pip install . + + - name: Show dependecies + run: conda list + + - name: Run tests + run: | + mv lightfm lightfm_ + python -m pytest + mv lightfm_ lightfm + + From cc269a1c4dd88ab815ff84061b7f25fb45ce5132 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Simon=20Wei=C3=9F?= Date: Sun, 6 Mar 2022 19:42:40 +0100 Subject: [PATCH 5/7] Trigger workflow --- .github/workflows/test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index a8311bc9..6da962a3 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -5,7 +5,7 @@ on: push: branches: - main - - feature/gh-act # Only for testing + - refactor/setup # Only for testing pull_request: branches: - main From 843f5c78467d8061ebfd6b3f295efb4541a354ee Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Simon=20Wei=C3=9F?= Date: Mon, 14 Mar 2022 23:12:56 +0100 Subject: [PATCH 6/7] Test cibuildwheel --- .github/workflows/build_wheel.yml | 25 +++++++++++++++++++++++++ 1 file changed, 25 insertions(+) create mode 100644 .github/workflows/build_wheel.yml diff --git a/.github/workflows/build_wheel.yml b/.github/workflows/build_wheel.yml new file mode 100644 index 00000000..380701e0 --- /dev/null +++ b/.github/workflows/build_wheel.yml @@ -0,0 +1,25 @@ +name: Build + +on: [push, pull_request] + +jobs: + build_wheels: + name: Build wheels on ${{ matrix.os }} + runs-on: ${{ matrix.os }} + strategy: + matrix: + os: [ubuntu-20.04, windows-2019, macos-12.3] + + steps: + - uses: actions/checkout@v2 + + - name: Build wheels + uses: pypa/cibuildwheel@v2.3.1 + # to supply options, put them in 'env', like: + env: + CIBW_ARCHS_MACOS: x86_64 arm64 universal2 + + + - uses: actions/upload-artifact@v2 + with: + path: ./wheelhouse/*.whl \ No newline at end of file From f71a50030100374f1aa39406c8a55c359dbc4bd4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Simon=20Wei=C3=9F?= Date: Mon, 14 Mar 2022 23:25:33 +0100 Subject: [PATCH 7/7] Fix os version typo --- .github/workflows/build_wheel.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build_wheel.yml b/.github/workflows/build_wheel.yml index 380701e0..906843dd 100644 --- a/.github/workflows/build_wheel.yml +++ b/.github/workflows/build_wheel.yml @@ -8,7 +8,7 @@ jobs: runs-on: ${{ matrix.os }} strategy: matrix: - os: [ubuntu-20.04, windows-2019, macos-12.3] + os: [ubuntu-20.04, windows-2019, macos-11] steps: - uses: actions/checkout@v2