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-rw-r--r--experiments/build/temp.macosx-10.6-x86_64-2.7/ml.obin304076 -> 302088 bytes
-rw-r--r--experiments/build/temp.macosx-10.6-x86_64-2.7/ml2.obin0 -> 292208 bytes
-rw-r--r--experiments/ml.c449
-rw-r--r--experiments/ml.pyx14
-rwxr-xr-xexperiments/ml.sobin109372 -> 108812 bytes
-rw-r--r--experiments/ml2.c8617
-rw-r--r--experiments/ml2.pyx86
-rwxr-xr-xexperiments/ml2.sobin0 -> 104116 bytes
-rw-r--r--experiments/out.log2514
-rw-r--r--experiments/process.py9
-rw-r--r--experiments/setup2.py12
11 files changed, 8882 insertions, 2819 deletions
diff --git a/experiments/build/temp.macosx-10.6-x86_64-2.7/ml.o b/experiments/build/temp.macosx-10.6-x86_64-2.7/ml.o
index 8b0e648..e626f4c 100644
--- a/experiments/build/temp.macosx-10.6-x86_64-2.7/ml.o
+++ b/experiments/build/temp.macosx-10.6-x86_64-2.7/ml.o
Binary files differ
diff --git a/experiments/build/temp.macosx-10.6-x86_64-2.7/ml2.o b/experiments/build/temp.macosx-10.6-x86_64-2.7/ml2.o
new file mode 100644
index 0000000..62313a2
--- /dev/null
+++ b/experiments/build/temp.macosx-10.6-x86_64-2.7/ml2.o
Binary files differ
diff --git a/experiments/ml.c b/experiments/ml.c
index 4c3f024..b350aaf 100644
--- a/experiments/ml.c
+++ b/experiments/ml.c
@@ -871,13 +871,6 @@ static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject
static PyObject *__Pyx_GetBuiltinName(PyObject *name);
-static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb);
-static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb);
-
-static void __Pyx_WriteUnraisable(const char *name, int clineno,
- int lineno, const char *filename,
- int full_traceback);
-
static void __Pyx_RaiseArgtupleInvalid(const char* func_name, int exact,
Py_ssize_t num_min, Py_ssize_t num_max, Py_ssize_t num_found);
@@ -992,6 +985,9 @@ static double __Pyx__PyObject_AsDouble(PyObject* obj);
static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname);
+static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb);
+static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb);
+
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);
#if PY_MAJOR_VERSION >= 3
@@ -1060,14 +1056,6 @@ static Py_ssize_t __Pyx_minusones[] = {-1, -1, -1, -1, -1, -1, -1, -1};
static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);
-static int __Pyx_Print(PyObject*, PyObject *, int);
-#if CYTHON_COMPILING_IN_PYPY || PY_MAJOR_VERSION >= 3
-static PyObject* __pyx_print = 0;
-static PyObject* __pyx_print_kwargs = 0;
-#endif
-
-static int __Pyx_PrintOne(PyObject* stream, PyObject *o);
-
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);
@@ -1303,14 +1291,12 @@ static char __pyx_k_w1[] = "w1";
static char __pyx_k_w2[] = "w2";
static char __pyx_k_w3[] = "w3";
static char __pyx_k_age[] = "age";
-static char __pyx_k_end[] = "end";
static char __pyx_k_inf[] = "-inf";
static char __pyx_k_max[] = "max";
static char __pyx_k_sum[] = "sum";
static char __pyx_k_args[] = "args";
static char __pyx_k_beta[] = "beta";
static char __pyx_k_dist[] = "dist";
-static char __pyx_k_file[] = "file";
static char __pyx_k_main[] = "__main__";
static char __pyx_k_send[] = "send";
static char __pyx_k_test[] = "__test__";
@@ -1320,12 +1306,12 @@ static char __pyx_k_close[] = "close";
static char __pyx_k_delta[] = "delta";
static char __pyx_k_dtype[] = "dtype";
static char __pyx_k_numpy[] = "numpy";
-static char __pyx_k_print[] = "print";
static char __pyx_k_probs[] = "probs";
static char __pyx_k_range[] = "range";
static char __pyx_k_roots[] = "roots";
static char __pyx_k_throw[] = "throw";
static char __pyx_k_zeros[] = "zeros";
+static char __pyx_k_arange[] = "arange";
static char __pyx_k_import[] = "__import__";
static char __pyx_k_thresh[] = "thresh";
static char __pyx_k_float64[] = "float64";
@@ -1349,7 +1335,6 @@ static char __pyx_k_non_victims[] = "non_victims";
static char __pyx_k_RuntimeError[] = "RuntimeError";
static char __pyx_k_max_beta_add[] = "max_beta_add";
static char __pyx_k_root_victims[] = "root_victims";
-static char __pyx_k_UNDERFLOW_ERROR[] = "UNDERFLOW ERROR";
static char __pyx_k_ml_locals_genexpr[] = "ml.<locals>.genexpr";
static char __pyx_k_ndarray_is_not_C_contiguous[] = "ndarray is not C contiguous";
static char __pyx_k_Users_ben_Documents_Cascade_Pro[] = "/Users/ben/Documents/Cascade Project/criminal_cascades/experiments/ml.pyx";
@@ -1363,11 +1348,11 @@ static PyObject *__pyx_kp_u_Format_string_allocated_too_shor;
static PyObject *__pyx_kp_u_Format_string_allocated_too_shor_2;
static PyObject *__pyx_kp_u_Non_native_byte_order_not_suppor;
static PyObject *__pyx_n_s_RuntimeError;
-static PyObject *__pyx_kp_s_UNDERFLOW_ERROR;
static PyObject *__pyx_kp_s_Users_ben_Documents_Cascade_Pro;
static PyObject *__pyx_n_s_ValueError;
static PyObject *__pyx_n_s_age;
static PyObject *__pyx_n_s_alpha;
+static PyObject *__pyx_n_s_arange;
static PyObject *__pyx_n_s_args;
static PyObject *__pyx_n_s_beta;
static PyObject *__pyx_n_s_beta_add;
@@ -1376,10 +1361,8 @@ static PyObject *__pyx_n_s_delta;
static PyObject *__pyx_n_s_dist;
static PyObject *__pyx_n_s_dt;
static PyObject *__pyx_n_s_dtype;
-static PyObject *__pyx_n_s_end;
static PyObject *__pyx_n_s_enumerate;
static PyObject *__pyx_n_s_failures;
-static PyObject *__pyx_n_s_file;
static PyObject *__pyx_n_s_float64;
static PyObject *__pyx_n_s_genexpr;
static PyObject *__pyx_n_s_i;
@@ -1404,7 +1387,6 @@ static PyObject *__pyx_n_s_non_victims;
static PyObject *__pyx_n_s_np;
static PyObject *__pyx_n_s_numpy;
static PyObject *__pyx_n_s_parents;
-static PyObject *__pyx_n_s_print;
static PyObject *__pyx_n_s_probs;
static PyObject *__pyx_n_s_probs_fail;
static PyObject *__pyx_n_s_probs_nv;
@@ -1424,7 +1406,9 @@ static PyObject *__pyx_n_s_w1;
static PyObject *__pyx_n_s_w2;
static PyObject *__pyx_n_s_w3;
static PyObject *__pyx_n_s_zeros;
-static PyObject *__pyx_float_0_13;
+static PyObject *__pyx_float__2;
+static PyObject *__pyx_float__002;
+static PyObject *__pyx_float_0_001;
static PyObject *__pyx_tuple_;
static PyObject *__pyx_tuple__2;
static PyObject *__pyx_tuple__3;
@@ -1486,10 +1470,6 @@ static __pyx_t_2ml_DTYPE_t __pyx_f_2ml_weight_success(int __pyx_v_dist, int __py
__pyx_t_2ml_DTYPE_t __pyx_v_result;
__pyx_t_2ml_DTYPE_t __pyx_r;
__Pyx_RefNannyDeclarations
- int __pyx_t_1;
- int __pyx_lineno = 0;
- const char *__pyx_filename = NULL;
- int __pyx_clineno = 0;
__Pyx_RefNannySetupContext("weight_success", 0);
/* "ml.pyx":16
@@ -1506,26 +1486,12 @@ static __pyx_t_2ml_DTYPE_t __pyx_f_2ml_weight_success(int __pyx_v_dist, int __py
* # structural = plogis(w1,delta) * plogis(w2,delta) * plogis(w3,delta)
* temporal = exp(-alpha*dt) * (exp(alpha)-1.) # <<<<<<<<<<<<<<
* # temporal = 1 - exp(-alpha*dt)
- * if exp(-alpha*dt)==0.: print 'UNDERFLOW ERROR'
+ * # if exp(-alpha*dt)==0.: print 'UNDERFLOW ERROR'
*/
__pyx_v_temporal = (exp(((-__pyx_v_alpha) * __pyx_v_dt)) * (exp(__pyx_v_alpha) - 1.));
- /* "ml.pyx":20
- * temporal = exp(-alpha*dt) * (exp(alpha)-1.)
- * # temporal = 1 - exp(-alpha*dt)
- * if exp(-alpha*dt)==0.: print 'UNDERFLOW ERROR' # <<<<<<<<<<<<<<
- * # temporal = 1. / (1. + (dt - 1.)/alpha)**0.01 - 1. / (1. + dt/alpha)**0.01
- * result = log(structural * temporal)
- */
- __pyx_t_1 = ((exp(((-__pyx_v_alpha) * __pyx_v_dt)) == 0.) != 0);
- if (__pyx_t_1) {
- if (__Pyx_PrintOne(0, __pyx_kp_s_UNDERFLOW_ERROR) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 20; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- goto __pyx_L3;
- }
- __pyx_L3:;
-
/* "ml.pyx":22
- * if exp(-alpha*dt)==0.: print 'UNDERFLOW ERROR'
+ * # if exp(-alpha*dt)==0.: print 'UNDERFLOW ERROR'
* # temporal = 1. / (1. + (dt - 1.)/alpha)**0.01 - 1. / (1. + dt/alpha)**0.01
* result = log(structural * temporal) # <<<<<<<<<<<<<<
* # print 'st', structural, temporal
@@ -1552,9 +1518,6 @@ static __pyx_t_2ml_DTYPE_t __pyx_f_2ml_weight_success(int __pyx_v_dist, int __py
*/
/* function exit code */
- __pyx_L1_error:;
- __Pyx_WriteUnraisable("ml.weight_success", __pyx_clineno, __pyx_lineno, __pyx_filename, 0);
- __pyx_r = 0;
__pyx_L0:;
__Pyx_RefNannyFinishContext();
return __pyx_r;
@@ -1935,7 +1898,8 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
int __pyx_t_25;
int __pyx_t_26;
double __pyx_t_27;
- int __pyx_t_28;
+ PyObject *(*__pyx_t_28)(PyObject *);
+ int __pyx_t_29;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
@@ -1963,7 +1927,7 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
* DTYPE_t beta, ll
* list parents, failures, successes
* n_roots, n_victims = len(root_victims), len(victims) # <<<<<<<<<<<<<<
- * n_nodes = 100
+ * n_nodes = 148152
* cdef:
*/
if (unlikely(__pyx_v_root_victims == Py_None)) {
@@ -1982,14 +1946,14 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
/* "ml.pyx":45
* list parents, failures, successes
* n_roots, n_victims = len(root_victims), len(victims)
- * n_nodes = 100 # <<<<<<<<<<<<<<
+ * n_nodes = 148152 # <<<<<<<<<<<<<<
* cdef:
* np.ndarray[DTYPE_t] probs = np.zeros(n_victims, dtype=DTYPE)
*/
- __pyx_v_n_nodes = 100;
+ __pyx_v_n_nodes = 148152;
/* "ml.pyx":47
- * n_nodes = 100
+ * n_nodes = 148152
* cdef:
* np.ndarray[DTYPE_t] probs = np.zeros(n_victims, dtype=DTYPE) # <<<<<<<<<<<<<<
* np.ndarray[DTYPE_t] probs_fail = np.zeros(n_victims, dtype=DTYPE)
@@ -2736,7 +2700,7 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
* # print 'probs', probs
* max_beta_add = float('-inf') # <<<<<<<<<<<<<<
* # iterate over all victim nodes to find the optimal threshold
- * for beta in [0.13]:#np.arange(0.001, .2, .002):
+ * for beta in np.arange(0.001, .2, .002):
*/
__pyx_t_27 = __Pyx_PyObject_AsDouble(__pyx_kp_s_inf); if (unlikely(__pyx_t_27 == ((double)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 84; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__pyx_t_5 = PyFloat_FromDouble(__pyx_t_27); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 84; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
@@ -2747,47 +2711,85 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
/* "ml.pyx":86
* max_beta_add = float('-inf')
* # iterate over all victim nodes to find the optimal threshold
- * for beta in [0.13]:#np.arange(0.001, .2, .002): # <<<<<<<<<<<<<<
- * thresh = log(beta/(1.-beta))
+ * for beta in np.arange(0.001, .2, .002): # <<<<<<<<<<<<<<
+ * thresh = log(beta/(3012*(1.-beta)))
* # print 'beta:', beta, 'thresh:', thresh, 'infected:', len(probs[probs>=thresh])
*/
- __pyx_t_5 = __pyx_tuple_; __Pyx_INCREF(__pyx_t_5); __pyx_t_2 = 0;
+ __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_5);
+ __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_arange); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_4);
+ __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
+ __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_tuple_, NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_5);
+ __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
+ if (likely(PyList_CheckExact(__pyx_t_5)) || PyTuple_CheckExact(__pyx_t_5)) {
+ __pyx_t_4 = __pyx_t_5; __Pyx_INCREF(__pyx_t_4); __pyx_t_2 = 0;
+ __pyx_t_28 = NULL;
+ } else {
+ __pyx_t_2 = -1; __pyx_t_4 = PyObject_GetIter(__pyx_t_5); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_4);
+ __pyx_t_28 = Py_TYPE(__pyx_t_4)->tp_iternext; if (unlikely(!__pyx_t_28)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ }
+ __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
for (;;) {
- if (__pyx_t_2 >= 1) break;
- #if CYTHON_COMPILING_IN_CPYTHON
- __pyx_t_4 = PyTuple_GET_ITEM(__pyx_t_5, __pyx_t_2); __Pyx_INCREF(__pyx_t_4); __pyx_t_2++; if (unlikely(0 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- #else
- __pyx_t_4 = PySequence_ITEM(__pyx_t_5, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- #endif
- __pyx_t_24 = __pyx_PyFloat_AsDouble(__pyx_t_4); if (unlikely((__pyx_t_24 == (npy_double)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
+ if (likely(!__pyx_t_28)) {
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+ if (__pyx_t_2 >= PyList_GET_SIZE(__pyx_t_4)) break;
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+ #else
+ __pyx_t_5 = PySequence_ITEM(__pyx_t_4, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ #endif
+ } else {
+ if (__pyx_t_2 >= PyTuple_GET_SIZE(__pyx_t_4)) break;
+ #if CYTHON_COMPILING_IN_CPYTHON
+ __pyx_t_5 = PyTuple_GET_ITEM(__pyx_t_4, __pyx_t_2); __Pyx_INCREF(__pyx_t_5); __pyx_t_2++; if (unlikely(0 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ #else
+ __pyx_t_5 = PySequence_ITEM(__pyx_t_4, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ #endif
+ }
+ } else {
+ __pyx_t_5 = __pyx_t_28(__pyx_t_4);
+ if (unlikely(!__pyx_t_5)) {
+ PyObject* exc_type = PyErr_Occurred();
+ if (exc_type) {
+ if (likely(exc_type == PyExc_StopIteration || PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
+ else {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ }
+ break;
+ }
+ __Pyx_GOTREF(__pyx_t_5);
+ }
+ __pyx_t_24 = __pyx_PyFloat_AsDouble(__pyx_t_5); if (unlikely((__pyx_t_24 == (npy_double)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__pyx_v_beta = __pyx_t_24;
/* "ml.pyx":87
* # iterate over all victim nodes to find the optimal threshold
- * for beta in [0.13]:#np.arange(0.001, .2, .002):
- * thresh = log(beta/(1.-beta)) # <<<<<<<<<<<<<<
+ * for beta in np.arange(0.001, .2, .002):
+ * thresh = log(beta/(3012*(1.-beta))) # <<<<<<<<<<<<<<
* # print 'beta:', beta, 'thresh:', thresh, 'infected:', len(probs[probs>=thresh])
* roots = n_roots + len(probs[probs<thresh])
*/
- __pyx_v_thresh = log((__pyx_v_beta / (1. - __pyx_v_beta)));
+ __pyx_v_thresh = log((__pyx_v_beta / (3012.0 * (1. - __pyx_v_beta))));
/* "ml.pyx":89
- * thresh = log(beta/(1.-beta))
+ * thresh = log(beta/(3012*(1.-beta)))
* # print 'beta:', beta, 'thresh:', thresh, 'infected:', len(probs[probs>=thresh])
* roots = n_roots + len(probs[probs<thresh]) # <<<<<<<<<<<<<<
*
* # add probability for realized edges and subtract probability these edges fail
*/
- __pyx_t_4 = PyFloat_FromDouble(__pyx_v_thresh); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 89; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __Pyx_GOTREF(__pyx_t_4);
- __pyx_t_3 = PyObject_RichCompare(((PyObject *)__pyx_v_probs), __pyx_t_4, Py_LT); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 89; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
- __pyx_t_4 = PyObject_GetItem(((PyObject *)__pyx_v_probs), __pyx_t_3); if (unlikely(__pyx_t_4 == NULL)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 89; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
- __Pyx_GOTREF(__pyx_t_4);
+ __pyx_t_5 = PyFloat_FromDouble(__pyx_v_thresh); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 89; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_5);
+ __pyx_t_3 = PyObject_RichCompare(((PyObject *)__pyx_v_probs), __pyx_t_5, Py_LT); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 89; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
+ __pyx_t_5 = PyObject_GetItem(((PyObject *)__pyx_v_probs), __pyx_t_3); if (unlikely(__pyx_t_5 == NULL)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 89; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
+ __Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
- __pyx_t_1 = PyObject_Length(__pyx_t_4); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 89; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
+ __pyx_t_1 = PyObject_Length(__pyx_t_5); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 89; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__pyx_v_roots = (__pyx_v_n_roots + __pyx_t_1);
/* "ml.pyx":92
@@ -2818,15 +2820,15 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
}
}
if (__pyx_t_3) {
- __pyx_t_4 = __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_t_3); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 92; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_5 = __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_t_3); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 92; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
} else {
- __pyx_t_4 = __Pyx_PyObject_CallNoArg(__pyx_t_6); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 92; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_5 = __Pyx_PyObject_CallNoArg(__pyx_t_6); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 92; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
}
- __Pyx_GOTREF(__pyx_t_4);
+ __Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
- __Pyx_XDECREF_SET(__pyx_v_beta_add, __pyx_t_4);
- __pyx_t_4 = 0;
+ __Pyx_XDECREF_SET(__pyx_v_beta_add, __pyx_t_5);
+ __pyx_t_5 = 0;
/* "ml.pyx":94
* beta_add = (probs[probs>=thresh]).sum()
@@ -2835,11 +2837,11 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
*
* if beta_add > max_beta_add:
*/
- __pyx_t_4 = PyFloat_FromDouble(((__pyx_v_roots * log(__pyx_v_beta)) + ((__pyx_v_n_nodes - __pyx_v_roots) * log((1. - __pyx_v_beta))))); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 94; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __Pyx_GOTREF(__pyx_t_4);
- __pyx_t_6 = PyNumber_InPlaceAdd(__pyx_v_beta_add, __pyx_t_4); if (unlikely(!__pyx_t_6)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 94; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_5 = PyFloat_FromDouble(((__pyx_v_roots * log(__pyx_v_beta)) + ((__pyx_v_n_nodes - __pyx_v_roots) * log((1. - __pyx_v_beta))))); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 94; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_5);
+ __pyx_t_6 = PyNumber_InPlaceAdd(__pyx_v_beta_add, __pyx_t_5); if (unlikely(!__pyx_t_6)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 94; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_6);
- __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
+ __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__Pyx_DECREF_SET(__pyx_v_beta_add, __pyx_t_6);
__pyx_t_6 = 0;
@@ -2851,9 +2853,9 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
* max_roots = roots
*/
__pyx_t_6 = PyObject_RichCompare(__pyx_v_beta_add, __pyx_v_max_beta_add, Py_GT); __Pyx_XGOTREF(__pyx_t_6); if (unlikely(!__pyx_t_6)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 96; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __pyx_t_28 = __Pyx_PyObject_IsTrue(__pyx_t_6); if (unlikely(__pyx_t_28 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 96; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_29 = __Pyx_PyObject_IsTrue(__pyx_t_6); if (unlikely(__pyx_t_29 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 96; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
- if (__pyx_t_28) {
+ if (__pyx_t_29) {
/* "ml.pyx":97
*
@@ -2892,12 +2894,12 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
/* "ml.pyx":86
* max_beta_add = float('-inf')
* # iterate over all victim nodes to find the optimal threshold
- * for beta in [0.13]:#np.arange(0.001, .2, .002): # <<<<<<<<<<<<<<
- * thresh = log(beta/(1.-beta))
+ * for beta in np.arange(0.001, .2, .002): # <<<<<<<<<<<<<<
+ * thresh = log(beta/(3012*(1.-beta)))
* # print 'beta:', beta, 'thresh:', thresh, 'infected:', len(probs[probs>=thresh])
*/
}
- __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
+ __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
/* "ml.pyx":102
* # print 'beta:', max_beta, 'add:', max_beta_add, 'roots:', max_roots
@@ -2906,11 +2908,11 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
* roots = max_roots
* beta = max_beta
*/
- __pyx_t_5 = PyFloat_FromDouble(__pyx_v_ll); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 102; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __Pyx_GOTREF(__pyx_t_5);
- __pyx_t_6 = PyNumber_InPlaceAdd(__pyx_t_5, __pyx_v_max_beta_add); if (unlikely(!__pyx_t_6)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 102; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_4 = PyFloat_FromDouble(__pyx_v_ll); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 102; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_4);
+ __pyx_t_6 = PyNumber_InPlaceAdd(__pyx_t_4, __pyx_v_max_beta_add); if (unlikely(!__pyx_t_6)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 102; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_6);
- __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
+ __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_24 = __pyx_PyFloat_AsDouble(__pyx_t_6); if (unlikely((__pyx_t_24 == (npy_double)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 102; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
__pyx_v_ll = __pyx_t_24;
@@ -2943,21 +2945,21 @@ static PyObject *__pyx_pf_2ml_ml(CYTHON_UNUSED PyObject *__pyx_self, PyObject *_
__Pyx_XDECREF(__pyx_r);
__pyx_t_6 = PyFloat_FromDouble(__pyx_v_beta); if (unlikely(!__pyx_t_6)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 106; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_6);
- __pyx_t_5 = __Pyx_PyInt_From_int(__pyx_v_roots); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 106; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __Pyx_GOTREF(__pyx_t_5);
- __pyx_t_4 = PyFloat_FromDouble(__pyx_v_ll); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 106; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_4 = __Pyx_PyInt_From_int(__pyx_v_roots); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 106; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_4);
+ __pyx_t_5 = PyFloat_FromDouble(__pyx_v_ll); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 106; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_5);
__pyx_t_3 = PyTuple_New(3); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 106; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_3);
PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_6);
__Pyx_GIVEREF(__pyx_t_6);
- PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_t_5);
- __Pyx_GIVEREF(__pyx_t_5);
- PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_t_4);
+ PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_t_4);
__Pyx_GIVEREF(__pyx_t_4);
+ PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_t_5);
+ __Pyx_GIVEREF(__pyx_t_5);
__pyx_t_6 = 0;
- __pyx_t_5 = 0;
__pyx_t_4 = 0;
+ __pyx_t_5 = 0;
__pyx_r = __pyx_t_3;
__pyx_t_3 = 0;
goto __pyx_L0;
@@ -5269,11 +5271,11 @@ static __Pyx_StringTabEntry __pyx_string_tab[] = {
{&__pyx_kp_u_Format_string_allocated_too_shor_2, __pyx_k_Format_string_allocated_too_shor_2, sizeof(__pyx_k_Format_string_allocated_too_shor_2), 0, 1, 0, 0},
{&__pyx_kp_u_Non_native_byte_order_not_suppor, __pyx_k_Non_native_byte_order_not_suppor, sizeof(__pyx_k_Non_native_byte_order_not_suppor), 0, 1, 0, 0},
{&__pyx_n_s_RuntimeError, __pyx_k_RuntimeError, sizeof(__pyx_k_RuntimeError), 0, 0, 1, 1},
- {&__pyx_kp_s_UNDERFLOW_ERROR, __pyx_k_UNDERFLOW_ERROR, sizeof(__pyx_k_UNDERFLOW_ERROR), 0, 0, 1, 0},
{&__pyx_kp_s_Users_ben_Documents_Cascade_Pro, __pyx_k_Users_ben_Documents_Cascade_Pro, sizeof(__pyx_k_Users_ben_Documents_Cascade_Pro), 0, 0, 1, 0},
{&__pyx_n_s_ValueError, __pyx_k_ValueError, sizeof(__pyx_k_ValueError), 0, 0, 1, 1},
{&__pyx_n_s_age, __pyx_k_age, sizeof(__pyx_k_age), 0, 0, 1, 1},
{&__pyx_n_s_alpha, __pyx_k_alpha, sizeof(__pyx_k_alpha), 0, 0, 1, 1},
+ {&__pyx_n_s_arange, __pyx_k_arange, sizeof(__pyx_k_arange), 0, 0, 1, 1},
{&__pyx_n_s_args, __pyx_k_args, sizeof(__pyx_k_args), 0, 0, 1, 1},
{&__pyx_n_s_beta, __pyx_k_beta, sizeof(__pyx_k_beta), 0, 0, 1, 1},
{&__pyx_n_s_beta_add, __pyx_k_beta_add, sizeof(__pyx_k_beta_add), 0, 0, 1, 1},
@@ -5282,10 +5284,8 @@ static __Pyx_StringTabEntry __pyx_string_tab[] = {
{&__pyx_n_s_dist, __pyx_k_dist, sizeof(__pyx_k_dist), 0, 0, 1, 1},
{&__pyx_n_s_dt, __pyx_k_dt, sizeof(__pyx_k_dt), 0, 0, 1, 1},
{&__pyx_n_s_dtype, __pyx_k_dtype, sizeof(__pyx_k_dtype), 0, 0, 1, 1},
- {&__pyx_n_s_end, __pyx_k_end, sizeof(__pyx_k_end), 0, 0, 1, 1},
{&__pyx_n_s_enumerate, __pyx_k_enumerate, sizeof(__pyx_k_enumerate), 0, 0, 1, 1},
{&__pyx_n_s_failures, __pyx_k_failures, sizeof(__pyx_k_failures), 0, 0, 1, 1},
- {&__pyx_n_s_file, __pyx_k_file, sizeof(__pyx_k_file), 0, 0, 1, 1},
{&__pyx_n_s_float64, __pyx_k_float64, sizeof(__pyx_k_float64), 0, 0, 1, 1},
{&__pyx_n_s_genexpr, __pyx_k_genexpr, sizeof(__pyx_k_genexpr), 0, 0, 1, 1},
{&__pyx_n_s_i, __pyx_k_i, sizeof(__pyx_k_i), 0, 0, 1, 1},
@@ -5310,7 +5310,6 @@ static __Pyx_StringTabEntry __pyx_string_tab[] = {
{&__pyx_n_s_np, __pyx_k_np, sizeof(__pyx_k_np), 0, 0, 1, 1},
{&__pyx_n_s_numpy, __pyx_k_numpy, sizeof(__pyx_k_numpy), 0, 0, 1, 1},
{&__pyx_n_s_parents, __pyx_k_parents, sizeof(__pyx_k_parents), 0, 0, 1, 1},
- {&__pyx_n_s_print, __pyx_k_print, sizeof(__pyx_k_print), 0, 0, 1, 1},
{&__pyx_n_s_probs, __pyx_k_probs, sizeof(__pyx_k_probs), 0, 0, 1, 1},
{&__pyx_n_s_probs_fail, __pyx_k_probs_fail, sizeof(__pyx_k_probs_fail), 0, 0, 1, 1},
{&__pyx_n_s_probs_nv, __pyx_k_probs_nv, sizeof(__pyx_k_probs_nv), 0, 0, 1, 1},
@@ -5351,11 +5350,11 @@ static int __Pyx_InitCachedConstants(void) {
/* "ml.pyx":86
* max_beta_add = float('-inf')
* # iterate over all victim nodes to find the optimal threshold
- * for beta in [0.13]:#np.arange(0.001, .2, .002): # <<<<<<<<<<<<<<
- * thresh = log(beta/(1.-beta))
+ * for beta in np.arange(0.001, .2, .002): # <<<<<<<<<<<<<<
+ * thresh = log(beta/(3012*(1.-beta)))
* # print 'beta:', beta, 'thresh:', thresh, 'infected:', len(probs[probs>=thresh])
*/
- __pyx_tuple_ = PyTuple_Pack(1, __pyx_float_0_13); if (unlikely(!__pyx_tuple_)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_tuple_ = PyTuple_Pack(3, __pyx_float_0_001, __pyx_float__2, __pyx_float__002); if (unlikely(!__pyx_tuple_)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_tuple_);
__Pyx_GIVEREF(__pyx_tuple_);
@@ -5445,7 +5444,9 @@ static int __Pyx_InitCachedConstants(void) {
static int __Pyx_InitGlobals(void) {
if (__Pyx_InitStrings(__pyx_string_tab) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
- __pyx_float_0_13 = PyFloat_FromDouble(0.13); if (unlikely(!__pyx_float_0_13)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_float__2 = PyFloat_FromDouble(.2); if (unlikely(!__pyx_float__2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_float__002 = PyFloat_FromDouble(.002); if (unlikely(!__pyx_float__002)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_float_0_001 = PyFloat_FromDouble(0.001); if (unlikely(!__pyx_float_0_001)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
return 0;
__pyx_L1_error:;
return -1;
@@ -5664,64 +5665,6 @@ static PyObject *__Pyx_GetBuiltinName(PyObject *name) {
return result;
}
-static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb) {
-#if CYTHON_COMPILING_IN_CPYTHON
- PyObject *tmp_type, *tmp_value, *tmp_tb;
- PyThreadState *tstate = PyThreadState_GET();
- tmp_type = tstate->curexc_type;
- tmp_value = tstate->curexc_value;
- tmp_tb = tstate->curexc_traceback;
- tstate->curexc_type = type;
- tstate->curexc_value = value;
- tstate->curexc_traceback = tb;
- Py_XDECREF(tmp_type);
- Py_XDECREF(tmp_value);
- Py_XDECREF(tmp_tb);
-#else
- PyErr_Restore(type, value, tb);
-#endif
-}
-static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb) {
-#if CYTHON_COMPILING_IN_CPYTHON
- PyThreadState *tstate = PyThreadState_GET();
- *type = tstate->curexc_type;
- *value = tstate->curexc_value;
- *tb = tstate->curexc_traceback;
- tstate->curexc_type = 0;
- tstate->curexc_value = 0;
- tstate->curexc_traceback = 0;
-#else
- PyErr_Fetch(type, value, tb);
-#endif
-}
-
-static void __Pyx_WriteUnraisable(const char *name, CYTHON_UNUSED int clineno,
- CYTHON_UNUSED int lineno, CYTHON_UNUSED const char *filename,
- int full_traceback) {
- PyObject *old_exc, *old_val, *old_tb;
- PyObject *ctx;
- __Pyx_ErrFetch(&old_exc, &old_val, &old_tb);
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- Py_XINCREF(old_val);
- Py_XINCREF(old_tb);
- __Pyx_ErrRestore(old_exc, old_val, old_tb);
- PyErr_PrintEx(1);
- }
- #if PY_MAJOR_VERSION < 3
- ctx = PyString_FromString(name);
- #else
- ctx = PyUnicode_FromString(name);
- #endif
- __Pyx_ErrRestore(old_exc, old_val, old_tb);
- if (!ctx) {
- PyErr_WriteUnraisable(Py_None);
- } else {
- PyErr_WriteUnraisable(ctx);
- Py_DECREF(ctx);
- }
-}
-
static void __Pyx_RaiseArgtupleInvalid(
const char* func_name,
int exact,
@@ -6904,6 +6847,37 @@ static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname) {
PyErr_Format(PyExc_UnboundLocalError, "local variable '%s' referenced before assignment", varname);
}
+static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ PyObject *tmp_type, *tmp_value, *tmp_tb;
+ PyThreadState *tstate = PyThreadState_GET();
+ tmp_type = tstate->curexc_type;
+ tmp_value = tstate->curexc_value;
+ tmp_tb = tstate->curexc_traceback;
+ tstate->curexc_type = type;
+ tstate->curexc_value = value;
+ tstate->curexc_traceback = tb;
+ Py_XDECREF(tmp_type);
+ Py_XDECREF(tmp_value);
+ Py_XDECREF(tmp_tb);
+#else
+ PyErr_Restore(type, value, tb);
+#endif
+}
+static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ PyThreadState *tstate = PyThreadState_GET();
+ *type = tstate->curexc_type;
+ *value = tstate->curexc_value;
+ *tb = tstate->curexc_traceback;
+ tstate->curexc_type = 0;
+ tstate->curexc_value = 0;
+ tstate->curexc_traceback = 0;
+#else
+ PyErr_Fetch(type, value, tb);
+#endif
+}
+
#if PY_MAJOR_VERSION < 3
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
CYTHON_UNUSED PyObject *cause) {
@@ -7314,147 +7288,6 @@ bad:
return module;
}
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- PyObject *f = PySys_GetObject((char *)"stdout");
- if (!f) {
- PyErr_SetString(PyExc_RuntimeError, "lost sys.stdout");
- }
- return f;
-}
-static int __Pyx_Print(PyObject* f, PyObject *arg_tuple, int newline) {
- int i;
- if (!f) {
- if (!(f = __Pyx_GetStdout()))
- return -1;
- }
- Py_INCREF(f);
- for (i=0; i < PyTuple_GET_SIZE(arg_tuple); i++) {
- PyObject* v;
- if (PyFile_SoftSpace(f, 1)) {
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- }
- v = PyTuple_GET_ITEM(arg_tuple, i);
- if (PyFile_WriteObject(v, f, Py_PRINT_RAW) < 0)
- goto error;
- if (PyString_Check(v)) {
- char *s = PyString_AsString(v);
- Py_ssize_t len = PyString_Size(v);
- if (len > 0) {
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- break;
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- }
- if (newline) {
- if (PyFile_WriteString("\n", f) < 0)
- goto error;
- PyFile_SoftSpace(f, 0);
- }
- Py_DECREF(f);
- return 0;
-error:
- Py_DECREF(f);
- return -1;
-}
-#else
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- if (unlikely(!end_string))
- goto bad;
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static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
const int neg_one = (int) -1, const_zero = 0;
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diff --git a/experiments/ml.pyx b/experiments/ml.pyx
index e1ce4cf..53e614b 100644
--- a/experiments/ml.pyx
+++ b/experiments/ml.pyx
@@ -13,13 +13,13 @@ cdef DTYPE_t weight_success(int dist, int dt, DTYPE_t alpha, DTYPE_t delta,
DTYPE_t w1, DTYPE_t w2, DTYPE_t w3):
"""weight for successful infection, exponential time model"""
cdef DTYPE_t structural, temporal, result
- structural = delta ** dist
+ structural = dist * log(delta)
# structural = plogis(w1,delta) * plogis(w2,delta) * plogis(w3,delta)
- temporal = exp(-alpha*dt) * (exp(alpha)-1.)
+ temporal = log(exp(alpha)-1.) - alpha*dt
# temporal = 1 - exp(-alpha*dt)
- if exp(-alpha*dt)==0.: print 'UNDERFLOW ERROR'
+ # if exp(-alpha*dt)==0.: print 'UNDERFLOW ERROR'
# temporal = 1. / (1. + (dt - 1.)/alpha)**0.01 - 1. / (1. + dt/alpha)**0.01
- result = log(structural * temporal)
+ result = structural + temporal
# print 'st', structural, temporal
return result
@@ -42,7 +42,7 @@ def ml(dict root_victims, dict victims, dict non_victims, DTYPE_t age,
DTYPE_t beta, ll
list parents, failures, successes
n_roots, n_victims = len(root_victims), len(victims)
- n_nodes = 100
+ n_nodes = 148152
cdef:
np.ndarray[DTYPE_t] probs = np.zeros(n_victims, dtype=DTYPE)
np.ndarray[DTYPE_t] probs_fail = np.zeros(n_victims, dtype=DTYPE)
@@ -83,8 +83,8 @@ def ml(dict root_victims, dict victims, dict non_victims, DTYPE_t age,
# print 'probs', probs
max_beta_add = float('-inf')
# iterate over all victim nodes to find the optimal threshold
- for beta in [0.13]:#np.arange(0.001, .2, .002):
- thresh = log(beta/(1.-beta))
+ for beta in np.arange(0.001, .2, .002):
+ thresh = log(beta/(3012*(1.-beta)))
# print 'beta:', beta, 'thresh:', thresh, 'infected:', len(probs[probs>=thresh])
roots = n_roots + len(probs[probs<thresh])
diff --git a/experiments/ml.so b/experiments/ml.so
index da6fb1f..167b2df 100755
--- a/experiments/ml.so
+++ b/experiments/ml.so
Binary files differ
diff --git a/experiments/ml2.c b/experiments/ml2.c
new file mode 100644
index 0000000..fe1b1f6
--- /dev/null
+++ b/experiments/ml2.c
@@ -0,0 +1,8617 @@
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+
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+}
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+ #define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass)
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+}
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+#ifdef __cplusplus
+template<typename T>
+void __Pyx_call_destructor(T* x) {
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+}
+template<typename T>
+class __Pyx_FakeReference {
+ public:
+ __Pyx_FakeReference() : ptr(NULL) { }
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+ #define __Pyx_PyNumber_Divide(x,y) PyNumber_TrueDivide(x,y)
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+#define __PYX_HAVE_API__ml2
+#include "string.h"
+#include "stdio.h"
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+# elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER))
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+#define __Pyx_PyByteArray_FromString(s) PyByteArray_FromStringAndSize((const char*)s, strlen((const char*)s))
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+ #define __Pyx_PyStr_FromString __Pyx_PyBytes_FromString
+ #define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
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+ #define __Pyx_PyStr_FromString __Pyx_PyUnicode_FromString
+ #define __Pyx_PyStr_FromStringAndSize __Pyx_PyUnicode_FromStringAndSize
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+#define __Pyx_PyObject_AsSString(s) ((signed char*) __Pyx_PyObject_AsString(s))
+#define __Pyx_PyObject_AsUString(s) ((unsigned char*) __Pyx_PyObject_AsString(s))
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+#define __Pyx_PyByteArray_FromCString(s) __Pyx_PyByteArray_FromString((const char*)s)
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+static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u)
+{
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+}
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+#define __Pyx_Py_UNICODE_strlen Py_UNICODE_strlen
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+static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
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+#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
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+#define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
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+#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
+#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+static int __Pyx_sys_getdefaultencoding_not_ascii;
+static int __Pyx_init_sys_getdefaultencoding_params(void) {
+ PyObject* sys;
+ PyObject* default_encoding = NULL;
+ PyObject* ascii_chars_u = NULL;
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+ Py_DECREF(sys);
+ if (!default_encoding) goto bad;
+ default_encoding_c = PyBytes_AsString(default_encoding);
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+ ascii_chars[c] = c;
+ }
+ __Pyx_sys_getdefaultencoding_not_ascii = 1;
+ ascii_chars_u = PyUnicode_DecodeASCII(ascii_chars, 128, NULL);
+ if (!ascii_chars_u) goto bad;
+ ascii_chars_b = PyUnicode_AsEncodedString(ascii_chars_u, default_encoding_c, NULL);
+ if (!ascii_chars_b || !PyBytes_Check(ascii_chars_b) || memcmp(ascii_chars, PyBytes_AS_STRING(ascii_chars_b), 128) != 0) {
+ PyErr_Format(
+ PyExc_ValueError,
+ "This module compiled with c_string_encoding=ascii, but default encoding '%.200s' is not a superset of ascii.",
+ default_encoding_c);
+ goto bad;
+ }
+ Py_DECREF(ascii_chars_u);
+ Py_DECREF(ascii_chars_b);
+ }
+ Py_DECREF(default_encoding);
+ return 0;
+bad:
+ Py_XDECREF(default_encoding);
+ Py_XDECREF(ascii_chars_u);
+ Py_XDECREF(ascii_chars_b);
+ return -1;
+}
+#endif
+#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT && PY_MAJOR_VERSION >= 3
+#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeUTF8(c_str, size, NULL)
+#else
+#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_Decode(c_str, size, __PYX_DEFAULT_STRING_ENCODING, NULL)
+#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
+static char* __PYX_DEFAULT_STRING_ENCODING;
+static int __Pyx_init_sys_getdefaultencoding_params(void) {
+ PyObject* sys;
+ PyObject* default_encoding = NULL;
+ char* default_encoding_c;
+ sys = PyImport_ImportModule("sys");
+ if (!sys) goto bad;
+ default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL);
+ Py_DECREF(sys);
+ if (!default_encoding) goto bad;
+ default_encoding_c = PyBytes_AsString(default_encoding);
+ if (!default_encoding_c) goto bad;
+ __PYX_DEFAULT_STRING_ENCODING = (char*) malloc(strlen(default_encoding_c));
+ if (!__PYX_DEFAULT_STRING_ENCODING) goto bad;
+ strcpy(__PYX_DEFAULT_STRING_ENCODING, default_encoding_c);
+ Py_DECREF(default_encoding);
+ return 0;
+bad:
+ Py_XDECREF(default_encoding);
+ return -1;
+}
+#endif
+#endif
+
+
+/* Test for GCC > 2.95 */
+#if defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))
+ #define likely(x) __builtin_expect(!!(x), 1)
+ #define unlikely(x) __builtin_expect(!!(x), 0)
+#else /* !__GNUC__ or GCC < 2.95 */
+ #define likely(x) (x)
+ #define unlikely(x) (x)
+#endif /* __GNUC__ */
+
+static PyObject *__pyx_m;
+static PyObject *__pyx_d;
+static PyObject *__pyx_b;
+static PyObject *__pyx_empty_tuple;
+static PyObject *__pyx_empty_bytes;
+static int __pyx_lineno;
+static int __pyx_clineno = 0;
+static const char * __pyx_cfilenm= __FILE__;
+static const char *__pyx_filename;
+
+#if !defined(CYTHON_CCOMPLEX)
+ #if defined(__cplusplus)
+ #define CYTHON_CCOMPLEX 1
+ #elif defined(_Complex_I)
+ #define CYTHON_CCOMPLEX 1
+ #else
+ #define CYTHON_CCOMPLEX 0
+ #endif
+#endif
+#if CYTHON_CCOMPLEX
+ #ifdef __cplusplus
+ #include <complex>
+ #else
+ #include <complex.h>
+ #endif
+#endif
+#if CYTHON_CCOMPLEX && !defined(__cplusplus) && defined(__sun__) && defined(__GNUC__)
+ #undef _Complex_I
+ #define _Complex_I 1.0fj
+#endif
+
+
+static const char *__pyx_f[] = {
+ "ml2.pyx",
+ "__init__.pxd",
+ "type.pxd",
+};
+#define IS_UNSIGNED(type) (((type) -1) > 0)
+struct __Pyx_StructField_;
+#define __PYX_BUF_FLAGS_PACKED_STRUCT (1 << 0)
+typedef struct {
+ const char* name;
+ struct __Pyx_StructField_* fields;
+ size_t size;
+ size_t arraysize[8];
+ int ndim;
+ char typegroup;
+ char is_unsigned;
+ int flags;
+} __Pyx_TypeInfo;
+typedef struct __Pyx_StructField_ {
+ __Pyx_TypeInfo* type;
+ const char* name;
+ size_t offset;
+} __Pyx_StructField;
+typedef struct {
+ __Pyx_StructField* field;
+ size_t parent_offset;
+} __Pyx_BufFmt_StackElem;
+typedef struct {
+ __Pyx_StructField root;
+ __Pyx_BufFmt_StackElem* head;
+ size_t fmt_offset;
+ size_t new_count, enc_count;
+ size_t struct_alignment;
+ int is_complex;
+ char enc_type;
+ char new_packmode;
+ char enc_packmode;
+ char is_valid_array;
+} __Pyx_BufFmt_Context;
+
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":726
+ * # in Cython to enable them only on the right systems.
+ *
+ * ctypedef npy_int8 int8_t # <<<<<<<<<<<<<<
+ * ctypedef npy_int16 int16_t
+ * ctypedef npy_int32 int32_t
+ */
+typedef npy_int8 __pyx_t_5numpy_int8_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":727
+ *
+ * ctypedef npy_int8 int8_t
+ * ctypedef npy_int16 int16_t # <<<<<<<<<<<<<<
+ * ctypedef npy_int32 int32_t
+ * ctypedef npy_int64 int64_t
+ */
+typedef npy_int16 __pyx_t_5numpy_int16_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":728
+ * ctypedef npy_int8 int8_t
+ * ctypedef npy_int16 int16_t
+ * ctypedef npy_int32 int32_t # <<<<<<<<<<<<<<
+ * ctypedef npy_int64 int64_t
+ * #ctypedef npy_int96 int96_t
+ */
+typedef npy_int32 __pyx_t_5numpy_int32_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":729
+ * ctypedef npy_int16 int16_t
+ * ctypedef npy_int32 int32_t
+ * ctypedef npy_int64 int64_t # <<<<<<<<<<<<<<
+ * #ctypedef npy_int96 int96_t
+ * #ctypedef npy_int128 int128_t
+ */
+typedef npy_int64 __pyx_t_5numpy_int64_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":733
+ * #ctypedef npy_int128 int128_t
+ *
+ * ctypedef npy_uint8 uint8_t # <<<<<<<<<<<<<<
+ * ctypedef npy_uint16 uint16_t
+ * ctypedef npy_uint32 uint32_t
+ */
+typedef npy_uint8 __pyx_t_5numpy_uint8_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":734
+ *
+ * ctypedef npy_uint8 uint8_t
+ * ctypedef npy_uint16 uint16_t # <<<<<<<<<<<<<<
+ * ctypedef npy_uint32 uint32_t
+ * ctypedef npy_uint64 uint64_t
+ */
+typedef npy_uint16 __pyx_t_5numpy_uint16_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":735
+ * ctypedef npy_uint8 uint8_t
+ * ctypedef npy_uint16 uint16_t
+ * ctypedef npy_uint32 uint32_t # <<<<<<<<<<<<<<
+ * ctypedef npy_uint64 uint64_t
+ * #ctypedef npy_uint96 uint96_t
+ */
+typedef npy_uint32 __pyx_t_5numpy_uint32_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":736
+ * ctypedef npy_uint16 uint16_t
+ * ctypedef npy_uint32 uint32_t
+ * ctypedef npy_uint64 uint64_t # <<<<<<<<<<<<<<
+ * #ctypedef npy_uint96 uint96_t
+ * #ctypedef npy_uint128 uint128_t
+ */
+typedef npy_uint64 __pyx_t_5numpy_uint64_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":740
+ * #ctypedef npy_uint128 uint128_t
+ *
+ * ctypedef npy_float32 float32_t # <<<<<<<<<<<<<<
+ * ctypedef npy_float64 float64_t
+ * #ctypedef npy_float80 float80_t
+ */
+typedef npy_float32 __pyx_t_5numpy_float32_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":741
+ *
+ * ctypedef npy_float32 float32_t
+ * ctypedef npy_float64 float64_t # <<<<<<<<<<<<<<
+ * #ctypedef npy_float80 float80_t
+ * #ctypedef npy_float128 float128_t
+ */
+typedef npy_float64 __pyx_t_5numpy_float64_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":750
+ * # The int types are mapped a bit surprising --
+ * # numpy.int corresponds to 'l' and numpy.long to 'q'
+ * ctypedef npy_long int_t # <<<<<<<<<<<<<<
+ * ctypedef npy_longlong long_t
+ * ctypedef npy_longlong longlong_t
+ */
+typedef npy_long __pyx_t_5numpy_int_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":751
+ * # numpy.int corresponds to 'l' and numpy.long to 'q'
+ * ctypedef npy_long int_t
+ * ctypedef npy_longlong long_t # <<<<<<<<<<<<<<
+ * ctypedef npy_longlong longlong_t
+ *
+ */
+typedef npy_longlong __pyx_t_5numpy_long_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":752
+ * ctypedef npy_long int_t
+ * ctypedef npy_longlong long_t
+ * ctypedef npy_longlong longlong_t # <<<<<<<<<<<<<<
+ *
+ * ctypedef npy_ulong uint_t
+ */
+typedef npy_longlong __pyx_t_5numpy_longlong_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":754
+ * ctypedef npy_longlong longlong_t
+ *
+ * ctypedef npy_ulong uint_t # <<<<<<<<<<<<<<
+ * ctypedef npy_ulonglong ulong_t
+ * ctypedef npy_ulonglong ulonglong_t
+ */
+typedef npy_ulong __pyx_t_5numpy_uint_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":755
+ *
+ * ctypedef npy_ulong uint_t
+ * ctypedef npy_ulonglong ulong_t # <<<<<<<<<<<<<<
+ * ctypedef npy_ulonglong ulonglong_t
+ *
+ */
+typedef npy_ulonglong __pyx_t_5numpy_ulong_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":756
+ * ctypedef npy_ulong uint_t
+ * ctypedef npy_ulonglong ulong_t
+ * ctypedef npy_ulonglong ulonglong_t # <<<<<<<<<<<<<<
+ *
+ * ctypedef npy_intp intp_t
+ */
+typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":758
+ * ctypedef npy_ulonglong ulonglong_t
+ *
+ * ctypedef npy_intp intp_t # <<<<<<<<<<<<<<
+ * ctypedef npy_uintp uintp_t
+ *
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+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":759
+ *
+ * ctypedef npy_intp intp_t
+ * ctypedef npy_uintp uintp_t # <<<<<<<<<<<<<<
+ *
+ * ctypedef npy_double float_t
+ */
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+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":761
+ * ctypedef npy_uintp uintp_t
+ *
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+ * ctypedef npy_double double_t
+ * ctypedef npy_longdouble longdouble_t
+ */
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+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":762
+ *
+ * ctypedef npy_double float_t
+ * ctypedef npy_double double_t # <<<<<<<<<<<<<<
+ * ctypedef npy_longdouble longdouble_t
+ *
+ */
+typedef npy_double __pyx_t_5numpy_double_t;
+
+/* "../../../../Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":763
+ * ctypedef npy_double float_t
+ * ctypedef npy_double double_t
+ * ctypedef npy_longdouble longdouble_t # <<<<<<<<<<<<<<
+ *
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+ */
+typedef npy_longdouble __pyx_t_5numpy_longdouble_t;
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+ * DTYPE = np.float64
+ * ctypedef np.float_t DTYPE_t # <<<<<<<<<<<<<<
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+ #ifdef __cplusplus
+ typedef ::std::complex< float > __pyx_t_float_complex;
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+
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+ *
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+ * ctypedef npy_cdouble cdouble_t
+ * ctypedef npy_clongdouble clongdouble_t
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+static void __Pyx_WriteUnraisable(const char *name, int clineno,
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+ const char *name, int exact);
+
+static CYTHON_INLINE void __Pyx_RaiseClosureNameError(const char *varname);
+
+#define __Pyx_GetItemInt(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck) \
+ (__Pyx_fits_Py_ssize_t(i, type, is_signed) ? \
+ __Pyx_GetItemInt_Fast(o, (Py_ssize_t)i, is_list, wraparound, boundscheck) : \
+ (is_list ? (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL) : \
+ __Pyx_GetItemInt_Generic(o, to_py_func(i))))
+#define __Pyx_GetItemInt_List(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck) \
+ (__Pyx_fits_Py_ssize_t(i, type, is_signed) ? \
+ __Pyx_GetItemInt_List_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) : \
+ (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL))
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
+ int wraparound, int boundscheck);
+#define __Pyx_GetItemInt_Tuple(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck) \
+ (__Pyx_fits_Py_ssize_t(i, type, is_signed) ? \
+ __Pyx_GetItemInt_Tuple_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) : \
+ (PyErr_SetString(PyExc_IndexError, "tuple index out of range"), (PyObject*)NULL))
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
+ int wraparound, int boundscheck);
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j);
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
+ int is_list, int wraparound, int boundscheck);
+
+static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name);
+
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw);
+#else
+#define __Pyx_PyObject_Call(func, arg, kw) PyObject_Call(func, arg, kw)
+#endif
+
+static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type);
+
+static CYTHON_INLINE int __Pyx_GetBufferAndValidate(Py_buffer* buf, PyObject* obj,
+ __Pyx_TypeInfo* dtype, int flags, int nd, int cast, __Pyx_BufFmt_StackElem* stack);
+static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info);
+
+static CYTHON_INLINE int __Pyx_IterFinish(void);
+
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg);
+#endif
+
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func);
+#else
+#define __Pyx_PyObject_CallNoArg(func) __Pyx_PyObject_Call(func, __pyx_empty_tuple, NULL)
+#endif
+
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg);
+
+static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name);
+
+static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);
+
+static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);
+
+static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected);
+
+static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);
+
+static void __Pyx_UnpackTupleError(PyObject *, Py_ssize_t index);
+
+static CYTHON_INLINE int __Pyx_unpack_tuple2(PyObject* tuple, PyObject** value1, PyObject** value2,
+ int is_tuple, int has_known_size, int decref_tuple);
+
+static CYTHON_INLINE PyObject* __Pyx_dict_iterator(PyObject* dict, int is_dict, PyObject* method_name,
+ Py_ssize_t* p_orig_length, int* p_is_dict);
+static CYTHON_INLINE int __Pyx_dict_iter_next(PyObject* dict_or_iter, Py_ssize_t orig_length, Py_ssize_t* ppos,
+ PyObject** pkey, PyObject** pvalue, PyObject** pitem, int is_dict);
+
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE int __Pyx_ListComp_Append(PyObject* list, PyObject* x) {
+ PyListObject* L = (PyListObject*) list;
+ Py_ssize_t len = Py_SIZE(list);
+ if (likely(L->allocated > len)) {
+ Py_INCREF(x);
+ PyList_SET_ITEM(list, len, x);
+ Py_SIZE(list) = len+1;
+ return 0;
+ }
+ return PyList_Append(list, x);
+}
+#else
+#define __Pyx_ListComp_Append(L,x) PyList_Append(L,x)
+#endif
+
+#define __Pyx_BufPtrStrided1d(type, buf, i0, s0) (type)((char*)buf + i0 * s0)
+static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);
+
+#if PY_MAJOR_VERSION >= 3
+static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
+ PyObject *value;
+ value = PyDict_GetItemWithError(d, key);
+ if (unlikely(!value)) {
+ if (!PyErr_Occurred()) {
+ PyObject* args = PyTuple_Pack(1, key);
+ if (likely(args))
+ PyErr_SetObject(PyExc_KeyError, args);
+ Py_XDECREF(args);
+ }
+ return NULL;
+ }
+ Py_INCREF(value);
+ return value;
+}
+#else
+ #define __Pyx_PyDict_GetItem(d, key) PyObject_GetItem(d, key)
+#endif
+
+#include <string.h>
+
+typedef struct {
+ int code_line;
+ PyCodeObject* code_object;
+} __Pyx_CodeObjectCacheEntry;
+struct __Pyx_CodeObjectCache {
+ int count;
+ int max_count;
+ __Pyx_CodeObjectCacheEntry* entries;
+};
+static struct __Pyx_CodeObjectCache __pyx_code_cache = {0,0,NULL};
+static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line);
+static PyCodeObject *__pyx_find_code_object(int code_line);
+static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object);
+
+static void __Pyx_AddTraceback(const char *funcname, int c_line,
+ int py_line, const char *filename);
+
+typedef struct {
+ Py_ssize_t shape, strides, suboffsets;
+} __Pyx_Buf_DimInfo;
+typedef struct {
+ size_t refcount;
+ Py_buffer pybuffer;
+} __Pyx_Buffer;
+typedef struct {
+ __Pyx_Buffer *rcbuffer;
+ char *data;
+ __Pyx_Buf_DimInfo diminfo[8];
+} __Pyx_LocalBuf_ND;
+
+#if PY_MAJOR_VERSION < 3
+ static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags);
+ static void __Pyx_ReleaseBuffer(Py_buffer *view);
+#else
+ #define __Pyx_GetBuffer PyObject_GetBuffer
+ #define __Pyx_ReleaseBuffer PyBuffer_Release
+#endif
+
+
+static Py_ssize_t __Pyx_zeros[] = {0, 0, 0, 0, 0, 0, 0, 0};
+static Py_ssize_t __Pyx_minusones[] = {-1, -1, -1, -1, -1, -1, -1, -1};
+
+static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);
+
+static int __Pyx_Print(PyObject*, PyObject *, int);
+#if CYTHON_COMPILING_IN_PYPY || PY_MAJOR_VERSION >= 3
+static PyObject* __pyx_print = 0;
+static PyObject* __pyx_print_kwargs = 0;
+#endif
+
+static int __Pyx_PrintOne(PyObject* stream, PyObject *o);
+
+static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);
+
+static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);
+
+#if CYTHON_CCOMPLEX
+ #ifdef __cplusplus
+ #define __Pyx_CREAL(z) ((z).real())
+ #define __Pyx_CIMAG(z) ((z).imag())
+ #else
+ #define __Pyx_CREAL(z) (__real__(z))
+ #define __Pyx_CIMAG(z) (__imag__(z))
+ #endif
+#else
+ #define __Pyx_CREAL(z) ((z).real)
+ #define __Pyx_CIMAG(z) ((z).imag)
+#endif
+#if (defined(_WIN32) || defined(__clang__)) && defined(__cplusplus) && CYTHON_CCOMPLEX
+ #define __Pyx_SET_CREAL(z,x) ((z).real(x))
+ #define __Pyx_SET_CIMAG(z,y) ((z).imag(y))
+#else
+ #define __Pyx_SET_CREAL(z,x) __Pyx_CREAL(z) = (x)
+ #define __Pyx_SET_CIMAG(z,y) __Pyx_CIMAG(z) = (y)
+#endif
+
+static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float, float);
+
+#if CYTHON_CCOMPLEX
+ #define __Pyx_c_eqf(a, b) ((a)==(b))
+ #define __Pyx_c_sumf(a, b) ((a)+(b))
+ #define __Pyx_c_difff(a, b) ((a)-(b))
+ #define __Pyx_c_prodf(a, b) ((a)*(b))
+ #define __Pyx_c_quotf(a, b) ((a)/(b))
+ #define __Pyx_c_negf(a) (-(a))
+ #ifdef __cplusplus
+ #define __Pyx_c_is_zerof(z) ((z)==(float)0)
+ #define __Pyx_c_conjf(z) (::std::conj(z))
+ #if 1
+ #define __Pyx_c_absf(z) (::std::abs(z))
+ #define __Pyx_c_powf(a, b) (::std::pow(a, b))
+ #endif
+ #else
+ #define __Pyx_c_is_zerof(z) ((z)==0)
+ #define __Pyx_c_conjf(z) (conjf(z))
+ #if 1
+ #define __Pyx_c_absf(z) (cabsf(z))
+ #define __Pyx_c_powf(a, b) (cpowf(a, b))
+ #endif
+ #endif
+#else
+ static CYTHON_INLINE int __Pyx_c_eqf(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sumf(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_difff(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prodf(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quotf(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_negf(__pyx_t_float_complex);
+ static CYTHON_INLINE int __Pyx_c_is_zerof(__pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conjf(__pyx_t_float_complex);
+ #if 1
+ static CYTHON_INLINE float __Pyx_c_absf(__pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_powf(__pyx_t_float_complex, __pyx_t_float_complex);
+ #endif
+#endif
+
+static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);
+
+#if CYTHON_CCOMPLEX
+ #define __Pyx_c_eq(a, b) ((a)==(b))
+ #define __Pyx_c_sum(a, b) ((a)+(b))
+ #define __Pyx_c_diff(a, b) ((a)-(b))
+ #define __Pyx_c_prod(a, b) ((a)*(b))
+ #define __Pyx_c_quot(a, b) ((a)/(b))
+ #define __Pyx_c_neg(a) (-(a))
+ #ifdef __cplusplus
+ #define __Pyx_c_is_zero(z) ((z)==(double)0)
+ #define __Pyx_c_conj(z) (::std::conj(z))
+ #if 1
+ #define __Pyx_c_abs(z) (::std::abs(z))
+ #define __Pyx_c_pow(a, b) (::std::pow(a, b))
+ #endif
+ #else
+ #define __Pyx_c_is_zero(z) ((z)==0)
+ #define __Pyx_c_conj(z) (conj(z))
+ #if 1
+ #define __Pyx_c_abs(z) (cabs(z))
+ #define __Pyx_c_pow(a, b) (cpow(a, b))
+ #endif
+ #endif
+#else
+ static CYTHON_INLINE int __Pyx_c_eq(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg(__pyx_t_double_complex);
+ static CYTHON_INLINE int __Pyx_c_is_zero(__pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj(__pyx_t_double_complex);
+ #if 1
+ static CYTHON_INLINE double __Pyx_c_abs(__pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow(__pyx_t_double_complex, __pyx_t_double_complex);
+ #endif
+#endif
+
+static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);
+
+static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);
+
+static PyTypeObject* __Pyx_FetchCommonType(PyTypeObject* type);
+
+static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb);
+
+static PyObject* __Pyx_PyObject_CallMethod1(PyObject* obj, PyObject* method_name, PyObject* arg);
+
+#define __Pyx_Generator_USED
+#include <structmember.h>
+#include <frameobject.h>
+typedef PyObject *(*__pyx_generator_body_t)(PyObject *, PyObject *);
+typedef struct {
+ PyObject_HEAD
+ __pyx_generator_body_t body;
+ PyObject *closure;
+ PyObject *exc_type;
+ PyObject *exc_value;
+ PyObject *exc_traceback;
+ PyObject *gi_weakreflist;
+ PyObject *classobj;
+ PyObject *yieldfrom;
+ PyObject *gi_name;
+ PyObject *gi_qualname;
+ int resume_label;
+ char is_running;
+} __pyx_GeneratorObject;
+static __pyx_GeneratorObject *__Pyx_Generator_New(__pyx_generator_body_t body,
+ PyObject *closure, PyObject *name, PyObject *qualname);
+static int __pyx_Generator_init(void);
+static int __Pyx_Generator_clear(PyObject* self);
+#if 1 || PY_VERSION_HEX < 0x030300B0
+static int __Pyx_PyGen_FetchStopIterationValue(PyObject **pvalue);
+#else
+#define __Pyx_PyGen_FetchStopIterationValue(pvalue) PyGen_FetchStopIterationValue(pvalue)
+#endif
+
+static int __Pyx_check_binary_version(void);
+
+#if !defined(__Pyx_PyIdentifier_FromString)
+#if PY_MAJOR_VERSION < 3
+ #define __Pyx_PyIdentifier_FromString(s) PyString_FromString(s)
+#else
+ #define __Pyx_PyIdentifier_FromString(s) PyUnicode_FromString(s)
+#endif
+#endif
+
+static PyObject *__Pyx_ImportModule(const char *name);
+
+static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name, size_t size, int strict);
+
+static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);
+
+
+/* Module declarations from 'cpython.buffer' */
+
+/* Module declarations from 'cpython.ref' */
+
+/* Module declarations from 'libc.string' */
+
+/* Module declarations from 'libc.stdio' */
+
+/* Module declarations from 'cpython.object' */
+
+/* Module declarations from '__builtin__' */
+
+/* Module declarations from 'cpython.type' */
+static PyTypeObject *__pyx_ptype_7cpython_4type_type = 0;
+
+/* Module declarations from 'libc.stdlib' */
+
+/* Module declarations from 'numpy' */
+
+/* Module declarations from 'numpy' */
+static PyTypeObject *__pyx_ptype_5numpy_dtype = 0;
+static PyTypeObject *__pyx_ptype_5numpy_flatiter = 0;
+static PyTypeObject *__pyx_ptype_5numpy_broadcast = 0;
+static PyTypeObject *__pyx_ptype_5numpy_ndarray = 0;
+static PyTypeObject *__pyx_ptype_5numpy_ufunc = 0;
+static CYTHON_INLINE char *__pyx_f_5numpy__util_dtypestring(PyArray_Descr *, char *, char *, int *); /*proto*/
+
+/* Module declarations from 'libc.math' */
+
+/* Module declarations from 'ml2' */
+static PyTypeObject *__pyx_ptype_3ml2___pyx_scope_struct__ml2 = 0;
+static PyTypeObject *__pyx_ptype_3ml2___pyx_scope_struct_1_genexpr = 0;
+static __pyx_t_3ml2_DTYPE_t __pyx_f_3ml2_weight_success(int, int, __pyx_t_3ml2_DTYPE_t, __pyx_t_3ml2_DTYPE_t, __pyx_t_3ml2_DTYPE_t, __pyx_t_3ml2_DTYPE_t, __pyx_t_3ml2_DTYPE_t); /*proto*/
+static __pyx_t_3ml2_DTYPE_t __pyx_f_3ml2_weight_failure(int, int, __pyx_t_3ml2_DTYPE_t, __pyx_t_3ml2_DTYPE_t, __pyx_t_3ml2_DTYPE_t, __pyx_t_3ml2_DTYPE_t, __pyx_t_3ml2_DTYPE_t); /*proto*/
+static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_3ml2_DTYPE_t = { "DTYPE_t", NULL, sizeof(__pyx_t_3ml2_DTYPE_t), { 0 }, 0, 'R', 0, 0 };
+#define __Pyx_MODULE_NAME "ml2"
+int __pyx_module_is_main_ml2 = 0;
+
+/* Implementation of 'ml2' */
+static PyObject *__pyx_builtin_enumerate;
+static PyObject *__pyx_builtin_sum;
+static PyObject *__pyx_builtin_max;
+static PyObject *__pyx_builtin_ValueError;
+static PyObject *__pyx_builtin_range;
+static PyObject *__pyx_builtin_RuntimeError;
+static PyObject *__pyx_pf_3ml2_3ml2_genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3ml2_ml2(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_root_victims, PyObject *__pyx_v_victims, PyObject *__pyx_v_non_victims, CYTHON_UNUSED __pyx_t_3ml2_DTYPE_t __pyx_v_age, __pyx_t_3ml2_DTYPE_t __pyx_v_alpha, __pyx_t_3ml2_DTYPE_t __pyx_v_delta); /* proto */
+static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
+static void __pyx_pf_5numpy_7ndarray_2__releasebuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info); /* proto */
+static PyObject *__pyx_tp_new_3ml2___pyx_scope_struct__ml2(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3ml2___pyx_scope_struct_1_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static char __pyx_k_B[] = "B";
+static char __pyx_k_H[] = "H";
+static char __pyx_k_I[] = "I";
+static char __pyx_k_L[] = "L";
+static char __pyx_k_O[] = "O";
+static char __pyx_k_Q[] = "Q";
+static char __pyx_k_b[] = "b";
+static char __pyx_k_d[] = "d";
+static char __pyx_k_f[] = "f";
+static char __pyx_k_g[] = "g";
+static char __pyx_k_h[] = "h";
+static char __pyx_k_i[] = "i";
+static char __pyx_k_l[] = "l";
+static char __pyx_k_q[] = "q";
+static char __pyx_k_t[] = "t";
+static char __pyx_k_Zd[] = "Zd";
+static char __pyx_k_Zf[] = "Zf";
+static char __pyx_k_Zg[] = "Zg";
+static char __pyx_k_dt[] = "dt";
+static char __pyx_k_ll[] = "ll";
+static char __pyx_k_np[] = "np";
+static char __pyx_k_w1[] = "w1";
+static char __pyx_k_w2[] = "w2";
+static char __pyx_k_w3[] = "w3";
+static char __pyx_k_age[] = "age";
+static char __pyx_k_end[] = "end";
+static char __pyx_k_max[] = "max";
+static char __pyx_k_ml2[] = "ml2";
+static char __pyx_k_sum[] = "sum";
+static char __pyx_k_args[] = "args";
+static char __pyx_k_beta[] = "beta";
+static char __pyx_k_dist[] = "dist";
+static char __pyx_k_file[] = "file";
+static char __pyx_k_main[] = "__main__";
+static char __pyx_k_send[] = "send";
+static char __pyx_k_test[] = "__test__";
+static char __pyx_k_DTYPE[] = "DTYPE";
+static char __pyx_k_alpha[] = "alpha";
+static char __pyx_k_close[] = "close";
+static char __pyx_k_delta[] = "delta";
+static char __pyx_k_dtype[] = "dtype";
+static char __pyx_k_numpy[] = "numpy";
+static char __pyx_k_print[] = "print";
+static char __pyx_k_probs[] = "probs";
+static char __pyx_k_range[] = "range";
+static char __pyx_k_roots[] = "roots";
+static char __pyx_k_throw[] = "throw";
+static char __pyx_k_zeros[] = "zeros";
+static char __pyx_k_import[] = "__import__";
+static char __pyx_k_float64[] = "float64";
+static char __pyx_k_genexpr[] = "genexpr";
+static char __pyx_k_n_nodes[] = "n_nodes";
+static char __pyx_k_n_roots[] = "n_roots";
+static char __pyx_k_parents[] = "parents";
+static char __pyx_k_victims[] = "victims";
+static char __pyx_k_failures[] = "failures";
+static char __pyx_k_probs_nv[] = "probs_nv";
+static char __pyx_k_enumerate[] = "enumerate";
+static char __pyx_k_n_victims[] = "n_victims";
+static char __pyx_k_successes[] = "successes";
+static char __pyx_k_ValueError[] = "ValueError";
+static char __pyx_k_itervalues[] = "itervalues";
+static char __pyx_k_probs_fail[] = "probs_fail";
+static char __pyx_k_non_victims[] = "non_victims";
+static char __pyx_k_RuntimeError[] = "RuntimeError";
+static char __pyx_k_root_victims[] = "root_victims";
+static char __pyx_k_UNDERFLOW_ERROR[] = "UNDERFLOW ERROR";
+static char __pyx_k_ml2_locals_genexpr[] = "ml2.<locals>.genexpr";
+static char __pyx_k_ndarray_is_not_C_contiguous[] = "ndarray is not C contiguous";
+static char __pyx_k_Users_ben_Documents_Cascade_Pro[] = "/Users/ben/Documents/Cascade Project/criminal_cascades/experiments/ml2.pyx";
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+}
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+ } else {
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+bad:
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+}
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+}
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+ if (likely(Py_TYPE(obj) == type)) return 1;
+ #if PY_MAJOR_VERSION == 2
+ else if ((type == &PyBaseString_Type) && likely(__Pyx_PyBaseString_CheckExact(obj))) return 1;
+ #endif
+ }
+ else {
+ if (likely(PyObject_TypeCheck(obj, type))) return 1;
+ }
+ __Pyx_RaiseArgumentTypeInvalid(name, obj, type);
+ return 0;
+}
+
+static CYTHON_INLINE void __Pyx_RaiseClosureNameError(const char *varname) {
+ PyErr_Format(PyExc_NameError, "free variable '%s' referenced before assignment in enclosing scope", varname);
+}
+
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j) {
+ PyObject *r;
+ if (!j) return NULL;
+ r = PyObject_GetItem(o, j);
+ Py_DECREF(j);
+ return r;
+}
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
+ int wraparound, int boundscheck) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (wraparound & unlikely(i < 0)) i += PyList_GET_SIZE(o);
+ if ((!boundscheck) || likely((0 <= i) & (i < PyList_GET_SIZE(o)))) {
+ PyObject *r = PyList_GET_ITEM(o, i);
+ Py_INCREF(r);
+ return r;
+ }
+ return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+#else
+ return PySequence_GetItem(o, i);
+#endif
+}
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
+ int wraparound, int boundscheck) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (wraparound & unlikely(i < 0)) i += PyTuple_GET_SIZE(o);
+ if ((!boundscheck) || likely((0 <= i) & (i < PyTuple_GET_SIZE(o)))) {
+ PyObject *r = PyTuple_GET_ITEM(o, i);
+ Py_INCREF(r);
+ return r;
+ }
+ return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+#else
+ return PySequence_GetItem(o, i);
+#endif
+}
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
+ int is_list, int wraparound, int boundscheck) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (is_list || PyList_CheckExact(o)) {
+ Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyList_GET_SIZE(o);
+ if ((!boundscheck) || (likely((n >= 0) & (n < PyList_GET_SIZE(o))))) {
+ PyObject *r = PyList_GET_ITEM(o, n);
+ Py_INCREF(r);
+ return r;
+ }
+ }
+ else if (PyTuple_CheckExact(o)) {
+ Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyTuple_GET_SIZE(o);
+ if ((!boundscheck) || likely((n >= 0) & (n < PyTuple_GET_SIZE(o)))) {
+ PyObject *r = PyTuple_GET_ITEM(o, n);
+ Py_INCREF(r);
+ return r;
+ }
+ } else {
+ PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
+ if (likely(m && m->sq_item)) {
+ if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
+ Py_ssize_t l = m->sq_length(o);
+ if (likely(l >= 0)) {
+ i += l;
+ } else {
+ if (PyErr_ExceptionMatches(PyExc_OverflowError))
+ PyErr_Clear();
+ else
+ return NULL;
+ }
+ }
+ return m->sq_item(o, i);
+ }
+ }
+#else
+ if (is_list || PySequence_Check(o)) {
+ return PySequence_GetItem(o, i);
+ }
+#endif
+ return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+}
+
+static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name) {
+ PyObject *result;
+#if CYTHON_COMPILING_IN_CPYTHON
+ result = PyDict_GetItem(__pyx_d, name);
+ if (likely(result)) {
+ Py_INCREF(result);
+ } else {
+#else
+ result = PyObject_GetItem(__pyx_d, name);
+ if (!result) {
+ PyErr_Clear();
+#endif
+ result = __Pyx_GetBuiltinName(name);
+ }
+ return result;
+}
+
+#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;
+ if (unlikely(!call))
+ return PyObject_Call(func, arg, kw);
+ if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
+ return NULL;
+ result = (*call)(func, arg, kw);
+ Py_LeaveRecursiveCall();
+ if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
+ PyErr_SetString(
+ PyExc_SystemError,
+ "NULL result without error in PyObject_Call");
+ }
+ return result;
+}
+#endif
+
+static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
+ if (unlikely(!type)) {
+ PyErr_SetString(PyExc_SystemError, "Missing type object");
+ return 0;
+ }
+ if (likely(PyObject_TypeCheck(obj, type)))
+ return 1;
+ PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s",
+ Py_TYPE(obj)->tp_name, type->tp_name);
+ return 0;
+}
+
+static CYTHON_INLINE int __Pyx_IsLittleEndian(void) {
+ unsigned int n = 1;
+ return *(unsigned char*)(&n) != 0;
+}
+static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
+ __Pyx_BufFmt_StackElem* stack,
+ __Pyx_TypeInfo* type) {
+ stack[0].field = &ctx->root;
+ stack[0].parent_offset = 0;
+ ctx->root.type = type;
+ ctx->root.name = "buffer dtype";
+ ctx->root.offset = 0;
+ ctx->head = stack;
+ ctx->head->field = &ctx->root;
+ ctx->fmt_offset = 0;
+ ctx->head->parent_offset = 0;
+ ctx->new_packmode = '@';
+ ctx->enc_packmode = '@';
+ ctx->new_count = 1;
+ ctx->enc_count = 0;
+ ctx->enc_type = 0;
+ ctx->is_complex = 0;
+ ctx->is_valid_array = 0;
+ ctx->struct_alignment = 0;
+ while (type->typegroup == 'S') {
+ ++ctx->head;
+ ctx->head->field = type->fields;
+ ctx->head->parent_offset = 0;
+ type = type->fields->type;
+ }
+}
+static int __Pyx_BufFmt_ParseNumber(const char** ts) {
+ int count;
+ const char* t = *ts;
+ if (*t < '0' || *t > '9') {
+ return -1;
+ } else {
+ count = *t++ - '0';
+ while (*t >= '0' && *t < '9') {
+ count *= 10;
+ count += *t++ - '0';
+ }
+ }
+ *ts = t;
+ return count;
+}
+static int __Pyx_BufFmt_ExpectNumber(const char **ts) {
+ int number = __Pyx_BufFmt_ParseNumber(ts);
+ if (number == -1)
+ PyErr_Format(PyExc_ValueError,\
+ "Does not understand character buffer dtype format string ('%c')", **ts);
+ return number;
+}
+static void __Pyx_BufFmt_RaiseUnexpectedChar(char ch) {
+ PyErr_Format(PyExc_ValueError,
+ "Unexpected format string character: '%c'", ch);
+}
+static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
+ switch (ch) {
+ case 'c': return "'char'";
+ case 'b': return "'signed char'";
+ case 'B': return "'unsigned char'";
+ case 'h': return "'short'";
+ case 'H': return "'unsigned short'";
+ case 'i': return "'int'";
+ case 'I': return "'unsigned int'";
+ case 'l': return "'long'";
+ case 'L': return "'unsigned long'";
+ case 'q': return "'long long'";
+ case 'Q': return "'unsigned long long'";
+ case 'f': return (is_complex ? "'complex float'" : "'float'");
+ case 'd': return (is_complex ? "'complex double'" : "'double'");
+ case 'g': return (is_complex ? "'complex long double'" : "'long double'");
+ case 'T': return "a struct";
+ case 'O': return "Python object";
+ case 'P': return "a pointer";
+ case 's': case 'p': return "a string";
+ case 0: return "end";
+ default: return "unparseable format string";
+ }
+}
+static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
+ switch (ch) {
+ case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
+ case 'h': case 'H': return 2;
+ case 'i': case 'I': case 'l': case 'L': return 4;
+ case 'q': case 'Q': return 8;
+ case 'f': return (is_complex ? 8 : 4);
+ case 'd': return (is_complex ? 16 : 8);
+ case 'g': {
+ PyErr_SetString(PyExc_ValueError, "Python does not define a standard format string size for long double ('g')..");
+ return 0;
+ }
+ case 'O': case 'P': return sizeof(void*);
+ default:
+ __Pyx_BufFmt_RaiseUnexpectedChar(ch);
+ return 0;
+ }
+}
+static size_t __Pyx_BufFmt_TypeCharToNativeSize(char ch, int is_complex) {
+ switch (ch) {
+ case 'c': case 'b': case 'B': case 's': case 'p': return 1;
+ case 'h': case 'H': return sizeof(short);
+ case 'i': case 'I': return sizeof(int);
+ case 'l': case 'L': return sizeof(long);
+ #ifdef HAVE_LONG_LONG
+ case 'q': case 'Q': return sizeof(PY_LONG_LONG);
+ #endif
+ case 'f': return sizeof(float) * (is_complex ? 2 : 1);
+ case 'd': return sizeof(double) * (is_complex ? 2 : 1);
+ case 'g': return sizeof(long double) * (is_complex ? 2 : 1);
+ case 'O': case 'P': return sizeof(void*);
+ default: {
+ __Pyx_BufFmt_RaiseUnexpectedChar(ch);
+ return 0;
+ }
+ }
+}
+typedef struct { char c; short x; } __Pyx_st_short;
+typedef struct { char c; int x; } __Pyx_st_int;
+typedef struct { char c; long x; } __Pyx_st_long;
+typedef struct { char c; float x; } __Pyx_st_float;
+typedef struct { char c; double x; } __Pyx_st_double;
+typedef struct { char c; long double x; } __Pyx_st_longdouble;
+typedef struct { char c; void *x; } __Pyx_st_void_p;
+#ifdef HAVE_LONG_LONG
+typedef struct { char c; PY_LONG_LONG x; } __Pyx_st_longlong;
+#endif
+static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, CYTHON_UNUSED int is_complex) {
+ switch (ch) {
+ case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
+ case 'h': case 'H': return sizeof(__Pyx_st_short) - sizeof(short);
+ case 'i': case 'I': return sizeof(__Pyx_st_int) - sizeof(int);
+ case 'l': case 'L': return sizeof(__Pyx_st_long) - sizeof(long);
+#ifdef HAVE_LONG_LONG
+ case 'q': case 'Q': return sizeof(__Pyx_st_longlong) - sizeof(PY_LONG_LONG);
+#endif
+ case 'f': return sizeof(__Pyx_st_float) - sizeof(float);
+ case 'd': return sizeof(__Pyx_st_double) - sizeof(double);
+ case 'g': return sizeof(__Pyx_st_longdouble) - sizeof(long double);
+ case 'P': case 'O': return sizeof(__Pyx_st_void_p) - sizeof(void*);
+ default:
+ __Pyx_BufFmt_RaiseUnexpectedChar(ch);
+ return 0;
+ }
+}
+/* These are for computing the padding at the end of the struct to align
+ on the first member of the struct. This will probably the same as above,
+ but we don't have any guarantees.
+ */
+typedef struct { short x; char c; } __Pyx_pad_short;
+typedef struct { int x; char c; } __Pyx_pad_int;
+typedef struct { long x; char c; } __Pyx_pad_long;
+typedef struct { float x; char c; } __Pyx_pad_float;
+typedef struct { double x; char c; } __Pyx_pad_double;
+typedef struct { long double x; char c; } __Pyx_pad_longdouble;
+typedef struct { void *x; char c; } __Pyx_pad_void_p;
+#ifdef HAVE_LONG_LONG
+typedef struct { PY_LONG_LONG x; char c; } __Pyx_pad_longlong;
+#endif
+static size_t __Pyx_BufFmt_TypeCharToPadding(char ch, CYTHON_UNUSED int is_complex) {
+ switch (ch) {
+ case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
+ case 'h': case 'H': return sizeof(__Pyx_pad_short) - sizeof(short);
+ case 'i': case 'I': return sizeof(__Pyx_pad_int) - sizeof(int);
+ case 'l': case 'L': return sizeof(__Pyx_pad_long) - sizeof(long);
+#ifdef HAVE_LONG_LONG
+ case 'q': case 'Q': return sizeof(__Pyx_pad_longlong) - sizeof(PY_LONG_LONG);
+#endif
+ case 'f': return sizeof(__Pyx_pad_float) - sizeof(float);
+ case 'd': return sizeof(__Pyx_pad_double) - sizeof(double);
+ case 'g': return sizeof(__Pyx_pad_longdouble) - sizeof(long double);
+ case 'P': case 'O': return sizeof(__Pyx_pad_void_p) - sizeof(void*);
+ default:
+ __Pyx_BufFmt_RaiseUnexpectedChar(ch);
+ return 0;
+ }
+}
+static char __Pyx_BufFmt_TypeCharToGroup(char ch, int is_complex) {
+ switch (ch) {
+ case 'c':
+ return 'H';
+ case 'b': case 'h': case 'i':
+ case 'l': case 'q': case 's': case 'p':
+ return 'I';
+ case 'B': case 'H': case 'I': case 'L': case 'Q':
+ return 'U';
+ case 'f': case 'd': case 'g':
+ return (is_complex ? 'C' : 'R');
+ case 'O':
+ return 'O';
+ case 'P':
+ return 'P';
+ default: {
+ __Pyx_BufFmt_RaiseUnexpectedChar(ch);
+ return 0;
+ }
+ }
+}
+static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
+ if (ctx->head == NULL || ctx->head->field == &ctx->root) {
+ const char* expected;
+ const char* quote;
+ if (ctx->head == NULL) {
+ expected = "end";
+ quote = "";
+ } else {
+ expected = ctx->head->field->type->name;
+ quote = "'";
+ }
+ PyErr_Format(PyExc_ValueError,
+ "Buffer dtype mismatch, expected %s%s%s but got %s",
+ quote, expected, quote,
+ __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex));
+ } else {
+ __Pyx_StructField* field = ctx->head->field;
+ __Pyx_StructField* parent = (ctx->head - 1)->field;
+ PyErr_Format(PyExc_ValueError,
+ "Buffer dtype mismatch, expected '%s' but got %s in '%s.%s'",
+ field->type->name, __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex),
+ parent->type->name, field->name);
+ }
+}
+static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
+ char group;
+ size_t size, offset, arraysize = 1;
+ if (ctx->enc_type == 0) return 0;
+ if (ctx->head->field->type->arraysize[0]) {
+ int i, ndim = 0;
+ if (ctx->enc_type == 's' || ctx->enc_type == 'p') {
+ ctx->is_valid_array = ctx->head->field->type->ndim == 1;
+ ndim = 1;
+ if (ctx->enc_count != ctx->head->field->type->arraysize[0]) {
+ PyErr_Format(PyExc_ValueError,
+ "Expected a dimension of size %zu, got %zu",
+ ctx->head->field->type->arraysize[0], ctx->enc_count);
+ return -1;
+ }
+ }
+ if (!ctx->is_valid_array) {
+ PyErr_Format(PyExc_ValueError, "Expected %d dimensions, got %d",
+ ctx->head->field->type->ndim, ndim);
+ return -1;
+ }
+ for (i = 0; i < ctx->head->field->type->ndim; i++) {
+ arraysize *= ctx->head->field->type->arraysize[i];
+ }
+ ctx->is_valid_array = 0;
+ ctx->enc_count = 1;
+ }
+ group = __Pyx_BufFmt_TypeCharToGroup(ctx->enc_type, ctx->is_complex);
+ do {
+ __Pyx_StructField* field = ctx->head->field;
+ __Pyx_TypeInfo* type = field->type;
+ if (ctx->enc_packmode == '@' || ctx->enc_packmode == '^') {
+ size = __Pyx_BufFmt_TypeCharToNativeSize(ctx->enc_type, ctx->is_complex);
+ } else {
+ size = __Pyx_BufFmt_TypeCharToStandardSize(ctx->enc_type, ctx->is_complex);
+ }
+ if (ctx->enc_packmode == '@') {
+ size_t align_at = __Pyx_BufFmt_TypeCharToAlignment(ctx->enc_type, ctx->is_complex);
+ size_t align_mod_offset;
+ if (align_at == 0) return -1;
+ align_mod_offset = ctx->fmt_offset % align_at;
+ if (align_mod_offset > 0) ctx->fmt_offset += align_at - align_mod_offset;
+ if (ctx->struct_alignment == 0)
+ ctx->struct_alignment = __Pyx_BufFmt_TypeCharToPadding(ctx->enc_type,
+ ctx->is_complex);
+ }
+ if (type->size != size || type->typegroup != group) {
+ if (type->typegroup == 'C' && type->fields != NULL) {
+ size_t parent_offset = ctx->head->parent_offset + field->offset;
+ ++ctx->head;
+ ctx->head->field = type->fields;
+ ctx->head->parent_offset = parent_offset;
+ continue;
+ }
+ if ((type->typegroup == 'H' || group == 'H') && type->size == size) {
+ } else {
+ __Pyx_BufFmt_RaiseExpected(ctx);
+ return -1;
+ }
+ }
+ offset = ctx->head->parent_offset + field->offset;
+ if (ctx->fmt_offset != offset) {
+ PyErr_Format(PyExc_ValueError,
+ "Buffer dtype mismatch; next field is at offset %" CYTHON_FORMAT_SSIZE_T "d but %" CYTHON_FORMAT_SSIZE_T "d expected",
+ (Py_ssize_t)ctx->fmt_offset, (Py_ssize_t)offset);
+ return -1;
+ }
+ ctx->fmt_offset += size;
+ if (arraysize)
+ ctx->fmt_offset += (arraysize - 1) * size;
+ --ctx->enc_count;
+ while (1) {
+ if (field == &ctx->root) {
+ ctx->head = NULL;
+ if (ctx->enc_count != 0) {
+ __Pyx_BufFmt_RaiseExpected(ctx);
+ return -1;
+ }
+ break;
+ }
+ ctx->head->field = ++field;
+ if (field->type == NULL) {
+ --ctx->head;
+ field = ctx->head->field;
+ continue;
+ } else if (field->type->typegroup == 'S') {
+ size_t parent_offset = ctx->head->parent_offset + field->offset;
+ if (field->type->fields->type == NULL) continue;
+ field = field->type->fields;
+ ++ctx->head;
+ ctx->head->field = field;
+ ctx->head->parent_offset = parent_offset;
+ break;
+ } else {
+ break;
+ }
+ }
+ } while (ctx->enc_count);
+ ctx->enc_type = 0;
+ ctx->is_complex = 0;
+ return 0;
+}
+static CYTHON_INLINE 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;
+;
+ ++ts;
+ if (ctx->new_count != 1) {
+ PyErr_SetString(PyExc_ValueError,
+ "Cannot handle repeated arrays in format string");
+ return NULL;
+ }
+ if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
+ while (*ts && *ts != ')') {
+ switch (*ts) {
+ case ' ': case '\f': case '\r': case '\n': case '\t': case '\v': continue;
+ default: break;
+ }
+ number = __Pyx_BufFmt_ExpectNumber(&ts);
+ if (number == -1) return NULL;
+ if (i < ndim && (size_t) number != ctx->head->field->type->arraysize[i])
+ return PyErr_Format(PyExc_ValueError,
+ "Expected a dimension of size %zu, got %d",
+ ctx->head->field->type->arraysize[i], number);
+ if (*ts != ',' && *ts != ')')
+ return PyErr_Format(PyExc_ValueError,
+ "Expected a comma in format string, got '%c'", *ts);
+ if (*ts == ',') ts++;
+ i++;
+ }
+ if (i != ndim)
+ return PyErr_Format(PyExc_ValueError, "Expected %d dimension(s), got %d",
+ ctx->head->field->type->ndim, i);
+ if (!*ts) {
+ PyErr_SetString(PyExc_ValueError,
+ "Unexpected end of format string, expected ')'");
+ return NULL;
+ }
+ ctx->is_valid_array = 1;
+ ctx->new_count = 1;
+ *tsp = ++ts;
+ return Py_None;
+}
+static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts) {
+ int got_Z = 0;
+ while (1) {
+ switch(*ts) {
+ case 0:
+ if (ctx->enc_type != 0 && ctx->head == NULL) {
+ __Pyx_BufFmt_RaiseExpected(ctx);
+ return NULL;
+ }
+ if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
+ if (ctx->head != NULL) {
+ __Pyx_BufFmt_RaiseExpected(ctx);
+ return NULL;
+ }
+ return ts;
+ case ' ':
+ case '\r':
+ case '\n':
+ ++ts;
+ break;
+ case '<':
+ if (!__Pyx_IsLittleEndian()) {
+ PyErr_SetString(PyExc_ValueError, "Little-endian buffer not supported on big-endian compiler");
+ return NULL;
+ }
+ ctx->new_packmode = '=';
+ ++ts;
+ break;
+ case '>':
+ case '!':
+ if (__Pyx_IsLittleEndian()) {
+ PyErr_SetString(PyExc_ValueError, "Big-endian buffer not supported on little-endian compiler");
+ return NULL;
+ }
+ ctx->new_packmode = '=';
+ ++ts;
+ break;
+ case '=':
+ case '@':
+ case '^':
+ ctx->new_packmode = *ts++;
+ break;
+ case 'T':
+ {
+ const char* ts_after_sub;
+ size_t i, struct_count = ctx->new_count;
+ size_t struct_alignment = ctx->struct_alignment;
+ ctx->new_count = 1;
+ ++ts;
+ if (*ts != '{') {
+ PyErr_SetString(PyExc_ValueError, "Buffer acquisition: Expected '{' after 'T'");
+ return NULL;
+ }
+ if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
+ ctx->enc_type = 0;
+ ctx->enc_count = 0;
+ ctx->struct_alignment = 0;
+ ++ts;
+ ts_after_sub = ts;
+ for (i = 0; i != struct_count; ++i) {
+ ts_after_sub = __Pyx_BufFmt_CheckString(ctx, ts);
+ if (!ts_after_sub) return NULL;
+ }
+ ts = ts_after_sub;
+ if (struct_alignment) ctx->struct_alignment = struct_alignment;
+ }
+ break;
+ case '}':
+ {
+ size_t alignment = ctx->struct_alignment;
+ ++ts;
+ if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
+ ctx->enc_type = 0;
+ if (alignment && ctx->fmt_offset % alignment) {
+ ctx->fmt_offset += alignment - (ctx->fmt_offset % alignment);
+ }
+ }
+ return ts;
+ case 'x':
+ if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
+ ctx->fmt_offset += ctx->new_count;
+ ctx->new_count = 1;
+ ctx->enc_count = 0;
+ ctx->enc_type = 0;
+ ctx->enc_packmode = ctx->new_packmode;
+ ++ts;
+ break;
+ case 'Z':
+ got_Z = 1;
+ ++ts;
+ if (*ts != 'f' && *ts != 'd' && *ts != 'g') {
+ __Pyx_BufFmt_RaiseUnexpectedChar('Z');
+ return NULL;
+ }
+ case 'c': case 'b': case 'B': case 'h': case 'H': case 'i': case 'I':
+ 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) {
+ ctx->enc_count += ctx->new_count;
+ ctx->new_count = 1;
+ got_Z = 0;
+ ++ts;
+ break;
+ }
+ case 's':
+ if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
+ ctx->enc_count = ctx->new_count;
+ ctx->enc_packmode = ctx->new_packmode;
+ ctx->enc_type = *ts;
+ ctx->is_complex = got_Z;
+ ++ts;
+ ctx->new_count = 1;
+ got_Z = 0;
+ break;
+ case ':':
+ ++ts;
+ while(*ts != ':') ++ts;
+ ++ts;
+ break;
+ case '(':
+ if (!__pyx_buffmt_parse_array(ctx, &ts)) return NULL;
+ break;
+ default:
+ {
+ int number = __Pyx_BufFmt_ExpectNumber(&ts);
+ if (number == -1) return NULL;
+ ctx->new_count = (size_t)number;
+ }
+ }
+ }
+}
+static CYTHON_INLINE void __Pyx_ZeroBuffer(Py_buffer* buf) {
+ buf->buf = NULL;
+ buf->obj = NULL;
+ buf->strides = __Pyx_zeros;
+ buf->shape = __Pyx_zeros;
+ buf->suboffsets = __Pyx_minusones;
+}
+static CYTHON_INLINE int __Pyx_GetBufferAndValidate(
+ Py_buffer* buf, PyObject* obj, __Pyx_TypeInfo* dtype, int flags,
+ int nd, int cast, __Pyx_BufFmt_StackElem* stack)
+{
+ if (obj == Py_None || obj == NULL) {
+ __Pyx_ZeroBuffer(buf);
+ return 0;
+ }
+ buf->buf = NULL;
+ if (__Pyx_GetBuffer(obj, buf, flags) == -1) goto fail;
+ if (buf->ndim != nd) {
+ PyErr_Format(PyExc_ValueError,
+ "Buffer has wrong number of dimensions (expected %d, got %d)",
+ nd, buf->ndim);
+ goto fail;
+ }
+ if (!cast) {
+ __Pyx_BufFmt_Context ctx;
+ __Pyx_BufFmt_Init(&ctx, stack, dtype);
+ if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail;
+ }
+ if ((unsigned)buf->itemsize != dtype->size) {
+ PyErr_Format(PyExc_ValueError,
+ "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "d byte%s) does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "d byte%s)",
+ buf->itemsize, (buf->itemsize > 1) ? "s" : "",
+ dtype->name, (Py_ssize_t)dtype->size, (dtype->size > 1) ? "s" : "");
+ goto fail;
+ }
+ if (buf->suboffsets == NULL) buf->suboffsets = __Pyx_minusones;
+ return 0;
+fail:;
+ __Pyx_ZeroBuffer(buf);
+ return -1;
+}
+static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
+ if (info->buf == NULL) return;
+ if (info->suboffsets == __Pyx_minusones) info->suboffsets = NULL;
+ __Pyx_ReleaseBuffer(info);
+}
+
+static CYTHON_INLINE int __Pyx_IterFinish(void) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ PyThreadState *tstate = PyThreadState_GET();
+ PyObject* exc_type = tstate->curexc_type;
+ if (unlikely(exc_type)) {
+ if (likely(exc_type == PyExc_StopIteration) || PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration)) {
+ PyObject *exc_value, *exc_tb;
+ exc_value = tstate->curexc_value;
+ exc_tb = tstate->curexc_traceback;
+ tstate->curexc_type = 0;
+ tstate->curexc_value = 0;
+ tstate->curexc_traceback = 0;
+ Py_DECREF(exc_type);
+ Py_XDECREF(exc_value);
+ Py_XDECREF(exc_tb);
+ return 0;
+ } else {
+ return -1;
+ }
+ }
+ return 0;
+#else
+ if (unlikely(PyErr_Occurred())) {
+ if (likely(PyErr_ExceptionMatches(PyExc_StopIteration))) {
+ PyErr_Clear();
+ return 0;
+ } else {
+ return -1;
+ }
+ }
+ return 0;
+#endif
+}
+
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg) {
+ PyObject *self, *result;
+ PyCFunction cfunc;
+ cfunc = PyCFunction_GET_FUNCTION(func);
+ self = PyCFunction_GET_SELF(func);
+ if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
+ return NULL;
+ result = cfunc(self, arg);
+ Py_LeaveRecursiveCall();
+ if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
+ PyErr_SetString(
+ PyExc_SystemError,
+ "NULL result without error in PyObject_Call");
+ }
+ return result;
+}
+#endif
+
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func) {
+#ifdef __Pyx_CyFunction_USED
+ if (likely(PyCFunction_Check(func) || PyObject_TypeCheck(func, __pyx_CyFunctionType))) {
+#else
+ if (likely(PyCFunction_Check(func))) {
+#endif
+ if (likely(PyCFunction_GET_FLAGS(func) & METH_NOARGS)) {
+ return __Pyx_PyObject_CallMethO(func, NULL);
+ }
+ }
+ return __Pyx_PyObject_Call(func, __pyx_empty_tuple, NULL);
+}
+#endif
+
+#if CYTHON_COMPILING_IN_CPYTHON
+static PyObject* __Pyx__PyObject_CallOneArg(PyObject *func, PyObject *arg) {
+ PyObject *result;
+ PyObject *args = PyTuple_New(1);
+ if (unlikely(!args)) return NULL;
+ Py_INCREF(arg);
+ PyTuple_SET_ITEM(args, 0, arg);
+ result = __Pyx_PyObject_Call(func, args, NULL);
+ Py_DECREF(args);
+ return result;
+}
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
+#ifdef __Pyx_CyFunction_USED
+ if (likely(PyCFunction_Check(func) || PyObject_TypeCheck(func, __pyx_CyFunctionType))) {
+#else
+ if (likely(PyCFunction_Check(func))) {
+#endif
+ if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) {
+ return __Pyx_PyObject_CallMethO(func, arg);
+ }
+ }
+ return __Pyx__PyObject_CallOneArg(func, arg);
+}
+#else
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
+ PyObject* args = PyTuple_Pack(1, arg);
+ return (likely(args)) ? __Pyx_PyObject_Call(func, args, NULL) : NULL;
+}
+#endif
+
+static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name) {
+ PyObject *method, *result = NULL;
+ method = __Pyx_PyObject_GetAttrStr(obj, method_name);
+ if (unlikely(!method)) goto bad;
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (likely(PyMethod_Check(method))) {
+ PyObject *self = PyMethod_GET_SELF(method);
+ if (likely(self)) {
+ PyObject *function = PyMethod_GET_FUNCTION(method);
+ result = __Pyx_PyObject_CallOneArg(function, self);
+ Py_DECREF(method);
+ return result;
+ }
+ }
+#endif
+ result = __Pyx_PyObject_CallNoArg(method);
+ Py_DECREF(method);
+bad:
+ return result;
+}
+
+static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
+ PyErr_Format(PyExc_ValueError,
+ "need more than %" CYTHON_FORMAT_SSIZE_T "d value%.1s to unpack",
+ index, (index == 1) ? "" : "s");
+}
+
+static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) {
+ PyErr_Format(PyExc_ValueError,
+ "too many values to unpack (expected %" CYTHON_FORMAT_SSIZE_T "d)", expected);
+}
+
+static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected) {
+ if (unlikely(retval)) {
+ Py_DECREF(retval);
+ __Pyx_RaiseTooManyValuesError(expected);
+ return -1;
+ } else {
+ return __Pyx_IterFinish();
+ }
+ return 0;
+}
+
+static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void) {
+ PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
+}
+
+static void __Pyx_UnpackTupleError(PyObject *t, Py_ssize_t index) {
+ if (t == Py_None) {
+ __Pyx_RaiseNoneNotIterableError();
+ } else if (PyTuple_GET_SIZE(t) < index) {
+ __Pyx_RaiseNeedMoreValuesError(PyTuple_GET_SIZE(t));
+ } else {
+ __Pyx_RaiseTooManyValuesError(index);
+ }
+}
+
+static CYTHON_INLINE int __Pyx_unpack_tuple2(PyObject* tuple, PyObject** pvalue1, PyObject** pvalue2,
+ int is_tuple, int has_known_size, int decref_tuple) {
+ Py_ssize_t index;
+ PyObject *value1 = NULL, *value2 = NULL, *iter = NULL;
+ if (!is_tuple && unlikely(!PyTuple_Check(tuple))) {
+ iternextfunc iternext;
+ iter = PyObject_GetIter(tuple);
+ if (unlikely(!iter)) goto bad;
+ if (decref_tuple) { Py_DECREF(tuple); tuple = NULL; }
+ iternext = Py_TYPE(iter)->tp_iternext;
+ value1 = iternext(iter); if (unlikely(!value1)) { index = 0; goto unpacking_failed; }
+ value2 = iternext(iter); if (unlikely(!value2)) { index = 1; goto unpacking_failed; }
+ if (!has_known_size && unlikely(__Pyx_IternextUnpackEndCheck(iternext(iter), 2))) goto bad;
+ Py_DECREF(iter);
+ } else {
+ if (!has_known_size && unlikely(PyTuple_GET_SIZE(tuple) != 2)) {
+ __Pyx_UnpackTupleError(tuple, 2);
+ goto bad;
+ }
+#if CYTHON_COMPILING_IN_PYPY
+ value1 = PySequence_ITEM(tuple, 0);
+ if (unlikely(!value1)) goto bad;
+ value2 = PySequence_ITEM(tuple, 1);
+ if (unlikely(!value2)) goto bad;
+#else
+ value1 = PyTuple_GET_ITEM(tuple, 0);
+ value2 = PyTuple_GET_ITEM(tuple, 1);
+ Py_INCREF(value1);
+ Py_INCREF(value2);
+#endif
+ if (decref_tuple) { Py_DECREF(tuple); }
+ }
+ *pvalue1 = value1;
+ *pvalue2 = value2;
+ return 0;
+unpacking_failed:
+ if (!has_known_size && __Pyx_IterFinish() == 0)
+ __Pyx_RaiseNeedMoreValuesError(index);
+bad:
+ Py_XDECREF(iter);
+ Py_XDECREF(value1);
+ Py_XDECREF(value2);
+ if (decref_tuple) { Py_XDECREF(tuple); }
+ return -1;
+}
+
+static CYTHON_INLINE PyObject* __Pyx_dict_iterator(PyObject* iterable, int is_dict, PyObject* method_name,
+ Py_ssize_t* p_orig_length, int* p_source_is_dict) {
+ is_dict = is_dict || likely(PyDict_CheckExact(iterable));
+ *p_source_is_dict = is_dict;
+#if !CYTHON_COMPILING_IN_PYPY
+ if (is_dict) {
+ *p_orig_length = PyDict_Size(iterable);
+ Py_INCREF(iterable);
+ return iterable;
+ }
+#endif
+ *p_orig_length = 0;
+ if (method_name) {
+ PyObject* iter;
+ iterable = __Pyx_PyObject_CallMethod0(iterable, method_name);
+ if (!iterable)
+ return NULL;
+#if !CYTHON_COMPILING_IN_PYPY
+ if (PyTuple_CheckExact(iterable) || PyList_CheckExact(iterable))
+ return iterable;
+#endif
+ iter = PyObject_GetIter(iterable);
+ Py_DECREF(iterable);
+ return iter;
+ }
+ return PyObject_GetIter(iterable);
+}
+static CYTHON_INLINE int __Pyx_dict_iter_next(PyObject* iter_obj, Py_ssize_t orig_length, Py_ssize_t* ppos,
+ PyObject** pkey, PyObject** pvalue, PyObject** pitem, int source_is_dict) {
+ PyObject* next_item;
+#if !CYTHON_COMPILING_IN_PYPY
+ if (source_is_dict) {
+ PyObject *key, *value;
+ if (unlikely(orig_length != PyDict_Size(iter_obj))) {
+ PyErr_SetString(PyExc_RuntimeError, "dictionary changed size during iteration");
+ return -1;
+ }
+ if (unlikely(!PyDict_Next(iter_obj, ppos, &key, &value))) {
+ return 0;
+ }
+ if (pitem) {
+ PyObject* tuple = PyTuple_New(2);
+ if (unlikely(!tuple)) {
+ return -1;
+ }
+ Py_INCREF(key);
+ Py_INCREF(value);
+ PyTuple_SET_ITEM(tuple, 0, key);
+ PyTuple_SET_ITEM(tuple, 1, value);
+ *pitem = tuple;
+ } else {
+ if (pkey) {
+ Py_INCREF(key);
+ *pkey = key;
+ }
+ if (pvalue) {
+ Py_INCREF(value);
+ *pvalue = value;
+ }
+ }
+ return 1;
+ } else if (PyTuple_CheckExact(iter_obj)) {
+ Py_ssize_t pos = *ppos;
+ if (unlikely(pos >= PyTuple_GET_SIZE(iter_obj))) return 0;
+ *ppos = pos + 1;
+ next_item = PyTuple_GET_ITEM(iter_obj, pos);
+ Py_INCREF(next_item);
+ } else if (PyList_CheckExact(iter_obj)) {
+ Py_ssize_t pos = *ppos;
+ if (unlikely(pos >= PyList_GET_SIZE(iter_obj))) return 0;
+ *ppos = pos + 1;
+ next_item = PyList_GET_ITEM(iter_obj, pos);
+ Py_INCREF(next_item);
+ } else
+#endif
+ {
+ next_item = PyIter_Next(iter_obj);
+ if (unlikely(!next_item)) {
+ return __Pyx_IterFinish();
+ }
+ }
+ if (pitem) {
+ *pitem = next_item;
+ } else if (pkey && pvalue) {
+ if (__Pyx_unpack_tuple2(next_item, pkey, pvalue, source_is_dict, source_is_dict, 1))
+ return -1;
+ } else if (pkey) {
+ *pkey = next_item;
+ } else {
+ *pvalue = next_item;
+ }
+ return 1;
+}
+
+#if PY_MAJOR_VERSION < 3
+static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
+ CYTHON_UNUSED PyObject *cause) {
+ Py_XINCREF(type);
+ if (!value || value == Py_None)
+ value = NULL;
+ else
+ Py_INCREF(value);
+ if (!tb || tb == Py_None)
+ tb = NULL;
+ else {
+ Py_INCREF(tb);
+ if (!PyTraceBack_Check(tb)) {
+ PyErr_SetString(PyExc_TypeError,
+ "raise: arg 3 must be a traceback or None");
+ goto raise_error;
+ }
+ }
+ if (PyType_Check(type)) {
+#if CYTHON_COMPILING_IN_PYPY
+ if (!value) {
+ Py_INCREF(Py_None);
+ value = Py_None;
+ }
+#endif
+ PyErr_NormalizeException(&type, &value, &tb);
+ } else {
+ if (value) {
+ PyErr_SetString(PyExc_TypeError,
+ "instance exception may not have a separate value");
+ goto raise_error;
+ }
+ value = type;
+ type = (PyObject*) Py_TYPE(type);
+ Py_INCREF(type);
+ if (!PyType_IsSubtype((PyTypeObject *)type, (PyTypeObject *)PyExc_BaseException)) {
+ PyErr_SetString(PyExc_TypeError,
+ "raise: exception class must be a subclass of BaseException");
+ goto raise_error;
+ }
+ }
+ __Pyx_ErrRestore(type, value, tb);
+ return;
+raise_error:
+ Py_XDECREF(value);
+ Py_XDECREF(type);
+ Py_XDECREF(tb);
+ return;
+}
+#else
+static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) {
+ PyObject* owned_instance = NULL;
+ if (tb == Py_None) {
+ tb = 0;
+ } else if (tb && !PyTraceBack_Check(tb)) {
+ PyErr_SetString(PyExc_TypeError,
+ "raise: arg 3 must be a traceback or None");
+ goto bad;
+ }
+ if (value == Py_None)
+ value = 0;
+ if (PyExceptionInstance_Check(type)) {
+ if (value) {
+ PyErr_SetString(PyExc_TypeError,
+ "instance exception may not have a separate value");
+ goto bad;
+ }
+ value = type;
+ type = (PyObject*) Py_TYPE(value);
+ } else if (PyExceptionClass_Check(type)) {
+ PyObject *instance_class = NULL;
+ if (value && PyExceptionInstance_Check(value)) {
+ instance_class = (PyObject*) Py_TYPE(value);
+ if (instance_class != type) {
+ if (PyObject_IsSubclass(instance_class, type)) {
+ type = instance_class;
+ } else {
+ instance_class = NULL;
+ }
+ }
+ }
+ if (!instance_class) {
+ PyObject *args;
+ if (!value)
+ args = PyTuple_New(0);
+ else if (PyTuple_Check(value)) {
+ Py_INCREF(value);
+ args = value;
+ } else
+ args = PyTuple_Pack(1, value);
+ if (!args)
+ goto bad;
+ owned_instance = PyObject_Call(type, args, NULL);
+ Py_DECREF(args);
+ if (!owned_instance)
+ goto bad;
+ value = owned_instance;
+ if (!PyExceptionInstance_Check(value)) {
+ PyErr_Format(PyExc_TypeError,
+ "calling %R should have returned an instance of "
+ "BaseException, not %R",
+ type, Py_TYPE(value));
+ goto bad;
+ }
+ }
+ } else {
+ PyErr_SetString(PyExc_TypeError,
+ "raise: exception class must be a subclass of BaseException");
+ goto bad;
+ }
+#if PY_VERSION_HEX >= 0x03030000
+ if (cause) {
+#else
+ if (cause && cause != Py_None) {
+#endif
+ PyObject *fixed_cause;
+ if (cause == Py_None) {
+ fixed_cause = NULL;
+ } else if (PyExceptionClass_Check(cause)) {
+ fixed_cause = PyObject_CallObject(cause, NULL);
+ if (fixed_cause == NULL)
+ goto bad;
+ } else if (PyExceptionInstance_Check(cause)) {
+ fixed_cause = cause;
+ Py_INCREF(fixed_cause);
+ } else {
+ PyErr_SetString(PyExc_TypeError,
+ "exception causes must derive from "
+ "BaseException");
+ goto bad;
+ }
+ PyException_SetCause(value, fixed_cause);
+ }
+ PyErr_SetObject(type, value);
+ if (tb) {
+#if CYTHON_COMPILING_IN_PYPY
+ PyObject *tmp_type, *tmp_value, *tmp_tb;
+ PyErr_Fetch(tmp_type, tmp_value, tmp_tb);
+ Py_INCREF(tb);
+ PyErr_Restore(tmp_type, tmp_value, tb);
+ Py_XDECREF(tmp_tb);
+#else
+ PyThreadState *tstate = PyThreadState_GET();
+ PyObject* tmp_tb = tstate->curexc_traceback;
+ if (tb != tmp_tb) {
+ Py_INCREF(tb);
+ tstate->curexc_traceback = tb;
+ Py_XDECREF(tmp_tb);
+ }
+#endif
+ }
+bad:
+ Py_XDECREF(owned_instance);
+ return;
+}
+#endif
+
+static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) {
+ int start = 0, mid = 0, end = count - 1;
+ if (end >= 0 && code_line > entries[end].code_line) {
+ return count;
+ }
+ while (start < end) {
+ mid = (start + end) / 2;
+ if (code_line < entries[mid].code_line) {
+ end = mid;
+ } else if (code_line > entries[mid].code_line) {
+ start = mid + 1;
+ } else {
+ return mid;
+ }
+ }
+ if (code_line <= entries[mid].code_line) {
+ return mid;
+ } else {
+ return mid + 1;
+ }
+}
+static PyCodeObject *__pyx_find_code_object(int code_line) {
+ PyCodeObject* code_object;
+ int pos;
+ if (unlikely(!code_line) || unlikely(!__pyx_code_cache.entries)) {
+ return NULL;
+ }
+ pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
+ if (unlikely(pos >= __pyx_code_cache.count) || unlikely(__pyx_code_cache.entries[pos].code_line != code_line)) {
+ return NULL;
+ }
+ code_object = __pyx_code_cache.entries[pos].code_object;
+ Py_INCREF(code_object);
+ return code_object;
+}
+static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) {
+ int pos, i;
+ __Pyx_CodeObjectCacheEntry* entries = __pyx_code_cache.entries;
+ if (unlikely(!code_line)) {
+ return;
+ }
+ if (unlikely(!entries)) {
+ entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
+ if (likely(entries)) {
+ __pyx_code_cache.entries = entries;
+ __pyx_code_cache.max_count = 64;
+ __pyx_code_cache.count = 1;
+ entries[0].code_line = code_line;
+ entries[0].code_object = code_object;
+ Py_INCREF(code_object);
+ }
+ return;
+ }
+ pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
+ if ((pos < __pyx_code_cache.count) && unlikely(__pyx_code_cache.entries[pos].code_line == code_line)) {
+ PyCodeObject* tmp = entries[pos].code_object;
+ entries[pos].code_object = code_object;
+ Py_DECREF(tmp);
+ return;
+ }
+ 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));
+ if (unlikely(!entries)) {
+ return;
+ }
+ __pyx_code_cache.entries = entries;
+ __pyx_code_cache.max_count = new_max;
+ }
+ for (i=__pyx_code_cache.count; i>pos; i--) {
+ entries[i] = entries[i-1];
+ }
+ entries[pos].code_line = code_line;
+ entries[pos].code_object = code_object;
+ __pyx_code_cache.count++;
+ Py_INCREF(code_object);
+}
+
+#include "compile.h"
+#include "frameobject.h"
+#include "traceback.h"
+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;
+ #if PY_MAJOR_VERSION < 3
+ py_srcfile = PyString_FromString(filename);
+ #else
+ py_srcfile = PyUnicode_FromString(filename);
+ #endif
+ if (!py_srcfile) goto bad;
+ if (c_line) {
+ #if PY_MAJOR_VERSION < 3
+ py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
+ #else
+ py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
+ #endif
+ }
+ else {
+ #if PY_MAJOR_VERSION < 3
+ py_funcname = PyString_FromString(funcname);
+ #else
+ py_funcname = PyUnicode_FromString(funcname);
+ #endif
+ }
+ if (!py_funcname) goto bad;
+ py_code = __Pyx_PyCode_New(
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ __pyx_empty_bytes, /*PyObject *code,*/
+ __pyx_empty_tuple, /*PyObject *consts,*/
+ __pyx_empty_tuple, /*PyObject *names,*/
+ __pyx_empty_tuple, /*PyObject *varnames,*/
+ __pyx_empty_tuple, /*PyObject *freevars,*/
+ __pyx_empty_tuple, /*PyObject *cellvars,*/
+ py_srcfile, /*PyObject *filename,*/
+ py_funcname, /*PyObject *name,*/
+ py_line,
+ __pyx_empty_bytes /*PyObject *lnotab*/
+ );
+ Py_DECREF(py_srcfile);
+ Py_DECREF(py_funcname);
+ return py_code;
+bad:
+ Py_XDECREF(py_srcfile);
+ Py_XDECREF(py_funcname);
+ return NULL;
+}
+static void __Pyx_AddTraceback(const char *funcname, int c_line,
+ int py_line, const char *filename) {
+ PyCodeObject *py_code = 0;
+ PyFrameObject *py_frame = 0;
+ py_code = __pyx_find_code_object(c_line ? c_line : py_line);
+ if (!py_code) {
+ py_code = __Pyx_CreateCodeObjectForTraceback(
+ funcname, c_line, py_line, filename);
+ if (!py_code) goto bad;
+ __pyx_insert_code_object(c_line ? c_line : py_line, py_code);
+ }
+ py_frame = PyFrame_New(
+ PyThreadState_GET(), /*PyThreadState *tstate,*/
+ py_code, /*PyCodeObject *code,*/
+ __pyx_d, /*PyObject *globals,*/
+ 0 /*PyObject *locals*/
+ );
+ if (!py_frame) goto bad;
+ py_frame->f_lineno = py_line;
+ PyTraceBack_Here(py_frame);
+bad:
+ Py_XDECREF(py_code);
+ Py_XDECREF(py_frame);
+}
+
+#if PY_MAJOR_VERSION < 3
+static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags) {
+ if (PyObject_CheckBuffer(obj)) return PyObject_GetBuffer(obj, view, flags);
+ if (PyObject_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) return __pyx_pw_5numpy_7ndarray_1__getbuffer__(obj, view, flags);
+ PyErr_Format(PyExc_TypeError, "'%.200s' does not have the buffer interface", Py_TYPE(obj)->tp_name);
+ return -1;
+}
+static void __Pyx_ReleaseBuffer(Py_buffer *view) {
+ PyObject *obj = view->obj;
+ if (!obj) return;
+ if (PyObject_CheckBuffer(obj)) {
+ PyBuffer_Release(view);
+ return;
+ }
+ if (PyObject_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) { __pyx_pw_5numpy_7ndarray_3__releasebuffer__(obj, view); return; }
+ Py_DECREF(obj);
+ view->obj = NULL;
+}
+#endif
+
+
+ static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
+ PyObject *empty_list = 0;
+ PyObject *module = 0;
+ PyObject *global_dict = 0;
+ PyObject *empty_dict = 0;
+ PyObject *list;
+ #if PY_VERSION_HEX < 0x03030000
+ PyObject *py_import;
+ py_import = __Pyx_PyObject_GetAttrStr(__pyx_b, __pyx_n_s_import);
+ if (!py_import)
+ goto bad;
+ #endif
+ if (from_list)
+ list = from_list;
+ else {
+ empty_list = PyList_New(0);
+ if (!empty_list)
+ goto bad;
+ list = empty_list;
+ }
+ global_dict = PyModule_GetDict(__pyx_m);
+ if (!global_dict)
+ goto bad;
+ empty_dict = PyDict_New();
+ if (!empty_dict)
+ goto bad;
+ {
+ #if PY_MAJOR_VERSION >= 3
+ if (level == -1) {
+ if (strchr(__Pyx_MODULE_NAME, '.')) {
+ #if PY_VERSION_HEX < 0x03030000
+ PyObject *py_level = PyInt_FromLong(1);
+ if (!py_level)
+ goto bad;
+ module = PyObject_CallFunctionObjArgs(py_import,
+ name, global_dict, empty_dict, list, py_level, NULL);
+ Py_DECREF(py_level);
+ #else
+ module = PyImport_ImportModuleLevelObject(
+ name, global_dict, empty_dict, list, 1);
+ #endif
+ if (!module) {
+ if (!PyErr_ExceptionMatches(PyExc_ImportError))
+ goto bad;
+ PyErr_Clear();
+ }
+ }
+ level = 0;
+ }
+ #endif
+ if (!module) {
+ #if PY_VERSION_HEX < 0x03030000
+ PyObject *py_level = PyInt_FromLong(level);
+ if (!py_level)
+ goto bad;
+ module = PyObject_CallFunctionObjArgs(py_import,
+ name, global_dict, empty_dict, list, py_level, NULL);
+ Py_DECREF(py_level);
+ #else
+ module = PyImport_ImportModuleLevelObject(
+ name, global_dict, empty_dict, list, level);
+ #endif
+ }
+ }
+bad:
+ #if PY_VERSION_HEX < 0x03030000
+ Py_XDECREF(py_import);
+ #endif
+ Py_XDECREF(empty_list);
+ Py_XDECREF(empty_dict);
+ return module;
+}
+
+#if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION < 3
+static PyObject *__Pyx_GetStdout(void) {
+ PyObject *f = PySys_GetObject((char *)"stdout");
+ if (!f) {
+ PyErr_SetString(PyExc_RuntimeError, "lost sys.stdout");
+ }
+ return f;
+}
+static int __Pyx_Print(PyObject* f, PyObject *arg_tuple, int newline) {
+ int i;
+ if (!f) {
+ if (!(f = __Pyx_GetStdout()))
+ return -1;
+ }
+ Py_INCREF(f);
+ for (i=0; i < PyTuple_GET_SIZE(arg_tuple); i++) {
+ PyObject* v;
+ if (PyFile_SoftSpace(f, 1)) {
+ if (PyFile_WriteString(" ", f) < 0)
+ goto error;
+ }
+ v = PyTuple_GET_ITEM(arg_tuple, i);
+ if (PyFile_WriteObject(v, f, Py_PRINT_RAW) < 0)
+ goto error;
+ if (PyString_Check(v)) {
+ char *s = PyString_AsString(v);
+ Py_ssize_t len = PyString_Size(v);
+ if (len > 0) {
+ switch (s[len-1]) {
+ case ' ': break;
+ case '\f': case '\r': case '\n': case '\t': case '\v':
+ PyFile_SoftSpace(f, 0);
+ break;
+ default: break;
+ }
+ }
+ }
+ }
+ if (newline) {
+ if (PyFile_WriteString("\n", f) < 0)
+ goto error;
+ PyFile_SoftSpace(f, 0);
+ }
+ Py_DECREF(f);
+ return 0;
+error:
+ Py_DECREF(f);
+ return -1;
+}
+#else
+static int __Pyx_Print(PyObject* stream, PyObject *arg_tuple, int newline) {
+ PyObject* kwargs = 0;
+ PyObject* result = 0;
+ PyObject* end_string;
+ if (unlikely(!__pyx_print)) {
+ __pyx_print = PyObject_GetAttr(__pyx_b, __pyx_n_s_print);
+ if (!__pyx_print)
+ return -1;
+ }
+ if (stream) {
+ kwargs = PyDict_New();
+ if (unlikely(!kwargs))
+ return -1;
+ if (unlikely(PyDict_SetItem(kwargs, __pyx_n_s_file, stream) < 0))
+ goto bad;
+ if (!newline) {
+ end_string = PyUnicode_FromStringAndSize(" ", 1);
+ if (unlikely(!end_string))
+ goto bad;
+ if (PyDict_SetItem(kwargs, __pyx_n_s_end, end_string) < 0) {
+ Py_DECREF(end_string);
+ goto bad;
+ }
+ Py_DECREF(end_string);
+ }
+ } else if (!newline) {
+ if (unlikely(!__pyx_print_kwargs)) {
+ __pyx_print_kwargs = PyDict_New();
+ if (unlikely(!__pyx_print_kwargs))
+ return -1;
+ end_string = PyUnicode_FromStringAndSize(" ", 1);
+ if (unlikely(!end_string))
+ return -1;
+ if (PyDict_SetItem(__pyx_print_kwargs, __pyx_n_s_end, end_string) < 0) {
+ Py_DECREF(end_string);
+ return -1;
+ }
+ Py_DECREF(end_string);
+ }
+ kwargs = __pyx_print_kwargs;
+ }
+ result = PyObject_Call(__pyx_print, arg_tuple, kwargs);
+ if (unlikely(kwargs) && (kwargs != __pyx_print_kwargs))
+ Py_DECREF(kwargs);
+ if (!result)
+ return -1;
+ Py_DECREF(result);
+ return 0;
+bad:
+ if (kwargs != __pyx_print_kwargs)
+ Py_XDECREF(kwargs);
+ return -1;
+}
+#endif
+
+#if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION < 3
+static int __Pyx_PrintOne(PyObject* f, PyObject *o) {
+ if (!f) {
+ if (!(f = __Pyx_GetStdout()))
+ return -1;
+ }
+ Py_INCREF(f);
+ if (PyFile_SoftSpace(f, 0)) {
+ if (PyFile_WriteString(" ", f) < 0)
+ goto error;
+ }
+ if (PyFile_WriteObject(o, f, Py_PRINT_RAW) < 0)
+ goto error;
+ if (PyFile_WriteString("\n", f) < 0)
+ goto error;
+ Py_DECREF(f);
+ return 0;
+error:
+ Py_DECREF(f);
+ return -1;
+ /* the line below is just to avoid C compiler
+ * warnings about unused functions */
+ return __Pyx_Print(f, NULL, 0);
+}
+#else
+static int __Pyx_PrintOne(PyObject* stream, PyObject *o) {
+ int res;
+ PyObject* arg_tuple = PyTuple_Pack(1, o);
+ if (unlikely(!arg_tuple))
+ return -1;
+ res = __Pyx_Print(stream, arg_tuple, 1);
+ Py_DECREF(arg_tuple);
+ return res;
+}
+#endif
+
+static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
+ const int neg_one = (int) -1, const_zero = 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);
+ } else if (sizeof(int) <= sizeof(unsigned long long)) {
+ return PyLong_FromUnsignedLongLong((unsigned long long) value);
+ }
+ } else {
+ if (sizeof(int) <= sizeof(long)) {
+ return PyInt_FromLong((long) value);
+ } else if (sizeof(int) <= sizeof(long long)) {
+ return PyLong_FromLongLong((long long) value);
+ }
+ }
+ {
+ int one = 1; int little = (int)*(unsigned char *)&one;
+ unsigned char *bytes = (unsigned char *)&value;
+ return _PyLong_FromByteArray(bytes, sizeof(int),
+ little, !is_unsigned);
+ }
+}
+
+#define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value) \
+ { \
+ func_type value = func_value; \
+ if (sizeof(target_type) < sizeof(func_type)) { \
+ if (unlikely(value != (func_type) (target_type) value)) { \
+ func_type zero = 0; \
+ if (is_unsigned && unlikely(value < zero)) \
+ goto raise_neg_overflow; \
+ else \
+ goto raise_overflow; \
+ } \
+ } \
+ return (target_type) value; \
+ }
+
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+ #if CYTHON_USE_PYLONG_INTERNALS
+ #include "longintrepr.h"
+ #endif
+#endif
+
+static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
+ const int neg_one = (int) -1, const_zero = 0;
+ const int is_unsigned = neg_one > const_zero;
+#if PY_MAJOR_VERSION < 3
+ if (likely(PyInt_Check(x))) {
+ if (sizeof(int) < sizeof(long)) {
+ __PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
+ } else {
+ long val = PyInt_AS_LONG(x);
+ if (is_unsigned && unlikely(val < 0)) {
+ goto raise_neg_overflow;
+ }
+ return (int) val;
+ }
+ } else
+#endif
+ if (likely(PyLong_Check(x))) {
+ if (is_unsigned) {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+ #if CYTHON_USE_PYLONG_INTERNALS
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: __PYX_VERIFY_RETURN_INT(int, digit, ((PyLongObject*)x)->ob_digit[0]);
+ }
+ #endif
+#endif
+ if (unlikely(Py_SIZE(x) < 0)) {
+ goto raise_neg_overflow;
+ }
+ if (sizeof(int) <= sizeof(unsigned long)) {
+ __PYX_VERIFY_RETURN_INT(int, unsigned long, PyLong_AsUnsignedLong(x))
+ } else if (sizeof(int) <= sizeof(unsigned long long)) {
+ __PYX_VERIFY_RETURN_INT(int, unsigned long long, PyLong_AsUnsignedLongLong(x))
+ }
+ } else {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+ #if CYTHON_USE_PYLONG_INTERNALS
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: __PYX_VERIFY_RETURN_INT(int, digit, +(((PyLongObject*)x)->ob_digit[0]));
+ case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
+ }
+ #endif
+#endif
+ if (sizeof(int) <= sizeof(long)) {
+ __PYX_VERIFY_RETURN_INT(int, long, PyLong_AsLong(x))
+ } else if (sizeof(int) <= sizeof(long long)) {
+ __PYX_VERIFY_RETURN_INT(int, long long, PyLong_AsLongLong(x))
+ }
+ }
+ {
+#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
+ PyErr_SetString(PyExc_RuntimeError,
+ "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
+#else
+ int val;
+ PyObject *v = __Pyx_PyNumber_Int(x);
+ #if PY_MAJOR_VERSION < 3
+ if (likely(v) && !PyLong_Check(v)) {
+ PyObject *tmp = v;
+ v = PyNumber_Long(tmp);
+ Py_DECREF(tmp);
+ }
+ #endif
+ if (likely(v)) {
+ int one = 1; int is_little = (int)*(unsigned char *)&one;
+ unsigned char *bytes = (unsigned char *)&val;
+ int ret = _PyLong_AsByteArray((PyLongObject *)v,
+ bytes, sizeof(val),
+ is_little, !is_unsigned);
+ Py_DECREF(v);
+ if (likely(!ret))
+ return val;
+ }
+#endif
+ return (int) -1;
+ }
+ } else {
+ int val;
+ PyObject *tmp = __Pyx_PyNumber_Int(x);
+ if (!tmp) return (int) -1;
+ val = __Pyx_PyInt_As_int(tmp);
+ Py_DECREF(tmp);
+ return val;
+ }
+raise_overflow:
+ PyErr_SetString(PyExc_OverflowError,
+ "value too large to convert to int");
+ return (int) -1;
+raise_neg_overflow:
+ PyErr_SetString(PyExc_OverflowError,
+ "can't convert negative value to int");
+ return (int) -1;
+}
+
+#if CYTHON_CCOMPLEX
+ #ifdef __cplusplus
+ static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
+ return ::std::complex< float >(x, y);
+ }
+ #else
+ static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
+ return x + y*(__pyx_t_float_complex)_Complex_I;
+ }
+ #endif
+#else
+ static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
+ __pyx_t_float_complex z;
+ z.real = x;
+ z.imag = y;
+ return z;
+ }
+#endif
+
+#if CYTHON_CCOMPLEX
+#else
+ static CYTHON_INLINE int __Pyx_c_eqf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ return (a.real == b.real) && (a.imag == b.imag);
+ }
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sumf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ __pyx_t_float_complex z;
+ z.real = a.real + b.real;
+ z.imag = a.imag + b.imag;
+ return z;
+ }
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_difff(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ __pyx_t_float_complex z;
+ z.real = a.real - b.real;
+ z.imag = a.imag - b.imag;
+ return z;
+ }
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prodf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ __pyx_t_float_complex z;
+ z.real = a.real * b.real - a.imag * b.imag;
+ z.imag = a.real * b.imag + a.imag * b.real;
+ return z;
+ }
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quotf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ __pyx_t_float_complex z;
+ float denom = b.real * b.real + b.imag * b.imag;
+ z.real = (a.real * b.real + a.imag * b.imag) / denom;
+ z.imag = (a.imag * b.real - a.real * b.imag) / denom;
+ return z;
+ }
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_negf(__pyx_t_float_complex a) {
+ __pyx_t_float_complex z;
+ z.real = -a.real;
+ z.imag = -a.imag;
+ return z;
+ }
+ static CYTHON_INLINE int __Pyx_c_is_zerof(__pyx_t_float_complex a) {
+ return (a.real == 0) && (a.imag == 0);
+ }
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conjf(__pyx_t_float_complex a) {
+ __pyx_t_float_complex z;
+ z.real = a.real;
+ z.imag = -a.imag;
+ return z;
+ }
+ #if 1
+ static CYTHON_INLINE float __Pyx_c_absf(__pyx_t_float_complex z) {
+ #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
+ return sqrtf(z.real*z.real + z.imag*z.imag);
+ #else
+ return hypotf(z.real, z.imag);
+ #endif
+ }
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_powf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ __pyx_t_float_complex z;
+ float r, lnr, theta, z_r, z_theta;
+ if (b.imag == 0 && b.real == (int)b.real) {
+ if (b.real < 0) {
+ float denom = a.real * a.real + a.imag * a.imag;
+ a.real = a.real / denom;
+ a.imag = -a.imag / denom;
+ b.real = -b.real;
+ }
+ switch ((int)b.real) {
+ case 0:
+ z.real = 1;
+ z.imag = 0;
+ return z;
+ case 1:
+ return a;
+ case 2:
+ z = __Pyx_c_prodf(a, a);
+ return __Pyx_c_prodf(a, a);
+ case 3:
+ z = __Pyx_c_prodf(a, a);
+ return __Pyx_c_prodf(z, a);
+ case 4:
+ z = __Pyx_c_prodf(a, a);
+ return __Pyx_c_prodf(z, z);
+ }
+ }
+ if (a.imag == 0) {
+ if (a.real == 0) {
+ return a;
+ }
+ r = a.real;
+ theta = 0;
+ } else {
+ r = __Pyx_c_absf(a);
+ theta = atan2f(a.imag, a.real);
+ }
+ lnr = logf(r);
+ z_r = expf(lnr * b.real - theta * b.imag);
+ z_theta = theta * b.real + lnr * b.imag;
+ z.real = z_r * cosf(z_theta);
+ z.imag = z_r * sinf(z_theta);
+ return z;
+ }
+ #endif
+#endif
+
+#if CYTHON_CCOMPLEX
+ #ifdef __cplusplus
+ static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
+ return ::std::complex< double >(x, y);
+ }
+ #else
+ static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
+ return x + y*(__pyx_t_double_complex)_Complex_I;
+ }
+ #endif
+#else
+ static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
+ __pyx_t_double_complex z;
+ z.real = x;
+ z.imag = y;
+ return z;
+ }
+#endif
+
+#if CYTHON_CCOMPLEX
+#else
+ static CYTHON_INLINE int __Pyx_c_eq(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ return (a.real == b.real) && (a.imag == b.imag);
+ }
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ __pyx_t_double_complex z;
+ z.real = a.real + b.real;
+ z.imag = a.imag + b.imag;
+ return z;
+ }
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ __pyx_t_double_complex z;
+ z.real = a.real - b.real;
+ z.imag = a.imag - b.imag;
+ return z;
+ }
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ __pyx_t_double_complex z;
+ z.real = a.real * b.real - a.imag * b.imag;
+ z.imag = a.real * b.imag + a.imag * b.real;
+ return z;
+ }
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ __pyx_t_double_complex z;
+ double denom = b.real * b.real + b.imag * b.imag;
+ z.real = (a.real * b.real + a.imag * b.imag) / denom;
+ z.imag = (a.imag * b.real - a.real * b.imag) / denom;
+ return z;
+ }
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg(__pyx_t_double_complex a) {
+ __pyx_t_double_complex z;
+ z.real = -a.real;
+ z.imag = -a.imag;
+ return z;
+ }
+ static CYTHON_INLINE int __Pyx_c_is_zero(__pyx_t_double_complex a) {
+ return (a.real == 0) && (a.imag == 0);
+ }
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj(__pyx_t_double_complex a) {
+ __pyx_t_double_complex z;
+ z.real = a.real;
+ z.imag = -a.imag;
+ return z;
+ }
+ #if 1
+ static CYTHON_INLINE double __Pyx_c_abs(__pyx_t_double_complex z) {
+ #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
+ return sqrt(z.real*z.real + z.imag*z.imag);
+ #else
+ return hypot(z.real, z.imag);
+ #endif
+ }
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ __pyx_t_double_complex z;
+ double r, lnr, theta, z_r, z_theta;
+ if (b.imag == 0 && b.real == (int)b.real) {
+ if (b.real < 0) {
+ double denom = a.real * a.real + a.imag * a.imag;
+ a.real = a.real / denom;
+ a.imag = -a.imag / denom;
+ b.real = -b.real;
+ }
+ switch ((int)b.real) {
+ case 0:
+ z.real = 1;
+ z.imag = 0;
+ return z;
+ case 1:
+ return a;
+ case 2:
+ z = __Pyx_c_prod(a, a);
+ return __Pyx_c_prod(a, a);
+ case 3:
+ z = __Pyx_c_prod(a, a);
+ return __Pyx_c_prod(z, a);
+ case 4:
+ z = __Pyx_c_prod(a, a);
+ return __Pyx_c_prod(z, z);
+ }
+ }
+ if (a.imag == 0) {
+ if (a.real == 0) {
+ return a;
+ }
+ r = a.real;
+ theta = 0;
+ } else {
+ r = __Pyx_c_abs(a);
+ theta = atan2(a.imag, a.real);
+ }
+ lnr = log(r);
+ z_r = exp(lnr * b.real - theta * b.imag);
+ z_theta = theta * b.real + lnr * b.imag;
+ z.real = z_r * cos(z_theta);
+ z.imag = z_r * sin(z_theta);
+ return z;
+ }
+ #endif
+#endif
+
+static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
+ const long neg_one = (long) -1, const_zero = 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);
+ } else if (sizeof(long) <= sizeof(unsigned long long)) {
+ return PyLong_FromUnsignedLongLong((unsigned long long) value);
+ }
+ } else {
+ if (sizeof(long) <= sizeof(long)) {
+ return PyInt_FromLong((long) value);
+ } else if (sizeof(long) <= sizeof(long long)) {
+ return PyLong_FromLongLong((long long) value);
+ }
+ }
+ {
+ int one = 1; int little = (int)*(unsigned char *)&one;
+ unsigned char *bytes = (unsigned char *)&value;
+ return _PyLong_FromByteArray(bytes, sizeof(long),
+ little, !is_unsigned);
+ }
+}
+
+static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
+ const long neg_one = (long) -1, const_zero = 0;
+ const int is_unsigned = neg_one > const_zero;
+#if PY_MAJOR_VERSION < 3
+ if (likely(PyInt_Check(x))) {
+ if (sizeof(long) < sizeof(long)) {
+ __PYX_VERIFY_RETURN_INT(long, long, PyInt_AS_LONG(x))
+ } else {
+ long val = PyInt_AS_LONG(x);
+ if (is_unsigned && unlikely(val < 0)) {
+ goto raise_neg_overflow;
+ }
+ return (long) val;
+ }
+ } else
+#endif
+ if (likely(PyLong_Check(x))) {
+ if (is_unsigned) {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+ #if CYTHON_USE_PYLONG_INTERNALS
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: __PYX_VERIFY_RETURN_INT(long, digit, ((PyLongObject*)x)->ob_digit[0]);
+ }
+ #endif
+#endif
+ if (unlikely(Py_SIZE(x) < 0)) {
+ goto raise_neg_overflow;
+ }
+ if (sizeof(long) <= sizeof(unsigned long)) {
+ __PYX_VERIFY_RETURN_INT(long, unsigned long, PyLong_AsUnsignedLong(x))
+ } else if (sizeof(long) <= sizeof(unsigned long long)) {
+ __PYX_VERIFY_RETURN_INT(long, unsigned long long, PyLong_AsUnsignedLongLong(x))
+ }
+ } else {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+ #if CYTHON_USE_PYLONG_INTERNALS
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: __PYX_VERIFY_RETURN_INT(long, digit, +(((PyLongObject*)x)->ob_digit[0]));
+ case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
+ }
+ #endif
+#endif
+ if (sizeof(long) <= sizeof(long)) {
+ __PYX_VERIFY_RETURN_INT(long, long, PyLong_AsLong(x))
+ } else if (sizeof(long) <= sizeof(long long)) {
+ __PYX_VERIFY_RETURN_INT(long, long long, PyLong_AsLongLong(x))
+ }
+ }
+ {
+#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
+ PyErr_SetString(PyExc_RuntimeError,
+ "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
+#else
+ long val;
+ PyObject *v = __Pyx_PyNumber_Int(x);
+ #if PY_MAJOR_VERSION < 3
+ if (likely(v) && !PyLong_Check(v)) {
+ PyObject *tmp = v;
+ v = PyNumber_Long(tmp);
+ Py_DECREF(tmp);
+ }
+ #endif
+ if (likely(v)) {
+ int one = 1; int is_little = (int)*(unsigned char *)&one;
+ unsigned char *bytes = (unsigned char *)&val;
+ int ret = _PyLong_AsByteArray((PyLongObject *)v,
+ bytes, sizeof(val),
+ is_little, !is_unsigned);
+ Py_DECREF(v);
+ if (likely(!ret))
+ return val;
+ }
+#endif
+ return (long) -1;
+ }
+ } else {
+ long val;
+ PyObject *tmp = __Pyx_PyNumber_Int(x);
+ if (!tmp) return (long) -1;
+ val = __Pyx_PyInt_As_long(tmp);
+ Py_DECREF(tmp);
+ return val;
+ }
+raise_overflow:
+ PyErr_SetString(PyExc_OverflowError,
+ "value too large to convert to long");
+ return (long) -1;
+raise_neg_overflow:
+ PyErr_SetString(PyExc_OverflowError,
+ "can't convert negative value to long");
+ return (long) -1;
+}
+
+static PyTypeObject* __Pyx_FetchCommonType(PyTypeObject* type) {
+ PyObject* fake_module;
+ PyTypeObject* cached_type = NULL;
+ fake_module = PyImport_AddModule((char*) "_cython_" CYTHON_ABI);
+ if (!fake_module) return NULL;
+ Py_INCREF(fake_module);
+ cached_type = (PyTypeObject*) PyObject_GetAttrString(fake_module, type->tp_name);
+ if (cached_type) {
+ if (!PyType_Check((PyObject*)cached_type)) {
+ PyErr_Format(PyExc_TypeError,
+ "Shared Cython type %.200s is not a type object",
+ type->tp_name);
+ goto bad;
+ }
+ if (cached_type->tp_basicsize != type->tp_basicsize) {
+ PyErr_Format(PyExc_TypeError,
+ "Shared Cython type %.200s has the wrong size, try recompiling",
+ type->tp_name);
+ goto bad;
+ }
+ } else {
+ if (!PyErr_ExceptionMatches(PyExc_AttributeError)) goto bad;
+ PyErr_Clear();
+ if (PyType_Ready(type) < 0) goto bad;
+ if (PyObject_SetAttrString(fake_module, type->tp_name, (PyObject*) type) < 0)
+ goto bad;
+ Py_INCREF(type);
+ cached_type = type;
+ }
+done:
+ Py_DECREF(fake_module);
+ return cached_type;
+bad:
+ Py_XDECREF(cached_type);
+ cached_type = NULL;
+ goto done;
+}
+
+static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb) {
+ PyObject *tmp_type, *tmp_value, *tmp_tb;
+#if CYTHON_COMPILING_IN_CPYTHON
+ PyThreadState *tstate = PyThreadState_GET();
+ tmp_type = tstate->exc_type;
+ tmp_value = tstate->exc_value;
+ tmp_tb = tstate->exc_traceback;
+ tstate->exc_type = *type;
+ tstate->exc_value = *value;
+ tstate->exc_traceback = *tb;
+#else
+ PyErr_GetExcInfo(&tmp_type, &tmp_value, &tmp_tb);
+ PyErr_SetExcInfo(*type, *value, *tb);
+#endif
+ *type = tmp_type;
+ *value = tmp_value;
+ *tb = tmp_tb;
+}
+
+static PyObject* __Pyx_PyObject_CallMethod1(PyObject* obj, PyObject* method_name, PyObject* arg) {
+ PyObject *method, *result = NULL;
+ method = __Pyx_PyObject_GetAttrStr(obj, method_name);
+ if (unlikely(!method)) goto bad;
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (likely(PyMethod_Check(method))) {
+ PyObject *self = PyMethod_GET_SELF(method);
+ if (likely(self)) {
+ PyObject *args;
+ PyObject *function = PyMethod_GET_FUNCTION(method);
+ args = PyTuple_New(2);
+ if (unlikely(!args)) goto bad;
+ Py_INCREF(self);
+ PyTuple_SET_ITEM(args, 0, self);
+ Py_INCREF(arg);
+ PyTuple_SET_ITEM(args, 1, arg);
+ Py_INCREF(function);
+ Py_DECREF(method); method = NULL;
+ result = __Pyx_PyObject_Call(function, args, NULL);
+ Py_DECREF(args);
+ Py_DECREF(function);
+ return result;
+ }
+ }
+#endif
+ result = __Pyx_PyObject_CallOneArg(method, arg);
+bad:
+ Py_XDECREF(method);
+ return result;
+}
+
+static PyObject *__Pyx_Generator_Next(PyObject *self);
+static PyObject *__Pyx_Generator_Send(PyObject *self, PyObject *value);
+static PyObject *__Pyx_Generator_Close(PyObject *self);
+static PyObject *__Pyx_Generator_Throw(PyObject *gen, PyObject *args);
+static PyTypeObject *__pyx_GeneratorType = 0;
+#define __Pyx_Generator_CheckExact(obj) (Py_TYPE(obj) == __pyx_GeneratorType)
+#define __Pyx_Generator_Undelegate(gen) Py_CLEAR((gen)->yieldfrom)
+#if 1 || PY_VERSION_HEX < 0x030300B0
+static int __Pyx_PyGen_FetchStopIterationValue(PyObject **pvalue) {
+ PyObject *et, *ev, *tb;
+ PyObject *value = NULL;
+ __Pyx_ErrFetch(&et, &ev, &tb);
+ if (!et) {
+ Py_XDECREF(tb);
+ Py_XDECREF(ev);
+ Py_INCREF(Py_None);
+ *pvalue = Py_None;
+ return 0;
+ }
+ if (unlikely(et != PyExc_StopIteration) &&
+ unlikely(!PyErr_GivenExceptionMatches(et, PyExc_StopIteration))) {
+ __Pyx_ErrRestore(et, ev, tb);
+ return -1;
+ }
+ if (likely(et == PyExc_StopIteration)) {
+ if (likely(!ev) || !PyObject_IsInstance(ev, PyExc_StopIteration)) {
+ if (!ev) {
+ Py_INCREF(Py_None);
+ ev = Py_None;
+ }
+ Py_XDECREF(tb);
+ Py_DECREF(et);
+ *pvalue = ev;
+ return 0;
+ }
+ }
+ PyErr_NormalizeException(&et, &ev, &tb);
+ if (unlikely(!PyObject_IsInstance(ev, PyExc_StopIteration))) {
+ __Pyx_ErrRestore(et, ev, tb);
+ return -1;
+ }
+ Py_XDECREF(tb);
+ Py_DECREF(et);
+#if PY_VERSION_HEX >= 0x030300A0
+ value = ((PyStopIterationObject *)ev)->value;
+ Py_INCREF(value);
+ Py_DECREF(ev);
+#else
+ {
+ PyObject* args = PyObject_GetAttr(ev, __pyx_n_s_args);
+ Py_DECREF(ev);
+ if (likely(args)) {
+ value = PyObject_GetItem(args, 0);
+ Py_DECREF(args);
+ }
+ if (unlikely(!value)) {
+ __Pyx_ErrRestore(NULL, NULL, NULL);
+ Py_INCREF(Py_None);
+ value = Py_None;
+ }
+ }
+#endif
+ *pvalue = value;
+ return 0;
+}
+#endif
+static CYTHON_INLINE
+void __Pyx_Generator_ExceptionClear(__pyx_GeneratorObject *self) {
+ PyObject *exc_type = self->exc_type;
+ PyObject *exc_value = self->exc_value;
+ PyObject *exc_traceback = self->exc_traceback;
+ self->exc_type = NULL;
+ self->exc_value = NULL;
+ self->exc_traceback = NULL;
+ Py_XDECREF(exc_type);
+ Py_XDECREF(exc_value);
+ Py_XDECREF(exc_traceback);
+}
+static CYTHON_INLINE
+int __Pyx_Generator_CheckRunning(__pyx_GeneratorObject *gen) {
+ if (unlikely(gen->is_running)) {
+ PyErr_SetString(PyExc_ValueError,
+ "generator already executing");
+ return 1;
+ }
+ return 0;
+}
+static CYTHON_INLINE
+PyObject *__Pyx_Generator_SendEx(__pyx_GeneratorObject *self, PyObject *value) {
+ PyObject *retval;
+ assert(!self->is_running);
+ if (unlikely(self->resume_label == 0)) {
+ if (unlikely(value && value != Py_None)) {
+ PyErr_SetString(PyExc_TypeError,
+ "can't send non-None value to a "
+ "just-started generator");
+ return NULL;
+ }
+ }
+ if (unlikely(self->resume_label == -1)) {
+ PyErr_SetNone(PyExc_StopIteration);
+ return NULL;
+ }
+ if (value) {
+#if CYTHON_COMPILING_IN_PYPY
+#else
+ if (self->exc_traceback) {
+ PyThreadState *tstate = PyThreadState_GET();
+ PyTracebackObject *tb = (PyTracebackObject *) self->exc_traceback;
+ PyFrameObject *f = tb->tb_frame;
+ Py_XINCREF(tstate->frame);
+ assert(f->f_back == NULL);
+ f->f_back = tstate->frame;
+ }
+#endif
+ __Pyx_ExceptionSwap(&self->exc_type, &self->exc_value,
+ &self->exc_traceback);
+ } else {
+ __Pyx_Generator_ExceptionClear(self);
+ }
+ self->is_running = 1;
+ retval = self->body((PyObject *) self, value);
+ self->is_running = 0;
+ if (retval) {
+ __Pyx_ExceptionSwap(&self->exc_type, &self->exc_value,
+ &self->exc_traceback);
+#if CYTHON_COMPILING_IN_PYPY
+#else
+ if (self->exc_traceback) {
+ PyTracebackObject *tb = (PyTracebackObject *) self->exc_traceback;
+ PyFrameObject *f = tb->tb_frame;
+ Py_CLEAR(f->f_back);
+ }
+#endif
+ } else {
+ __Pyx_Generator_ExceptionClear(self);
+ }
+ return retval;
+}
+static CYTHON_INLINE
+PyObject *__Pyx_Generator_FinishDelegation(__pyx_GeneratorObject *gen) {
+ PyObject *ret;
+ PyObject *val = NULL;
+ __Pyx_Generator_Undelegate(gen);
+ __Pyx_PyGen_FetchStopIterationValue(&val);
+ ret = __Pyx_Generator_SendEx(gen, val);
+ Py_XDECREF(val);
+ return ret;
+}
+static PyObject *__Pyx_Generator_Next(PyObject *self) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject*) self;
+ PyObject *yf = gen->yieldfrom;
+ if (unlikely(__Pyx_Generator_CheckRunning(gen)))
+ return NULL;
+ if (yf) {
+ PyObject *ret;
+ gen->is_running = 1;
+ ret = Py_TYPE(yf)->tp_iternext(yf);
+ gen->is_running = 0;
+ if (likely(ret)) {
+ return ret;
+ }
+ return __Pyx_Generator_FinishDelegation(gen);
+ }
+ return __Pyx_Generator_SendEx(gen, Py_None);
+}
+static PyObject *__Pyx_Generator_Send(PyObject *self, PyObject *value) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject*) self;
+ PyObject *yf = gen->yieldfrom;
+ if (unlikely(__Pyx_Generator_CheckRunning(gen)))
+ return NULL;
+ if (yf) {
+ PyObject *ret;
+ gen->is_running = 1;
+ if (__Pyx_Generator_CheckExact(yf)) {
+ ret = __Pyx_Generator_Send(yf, value);
+ } else {
+ if (value == Py_None)
+ ret = PyIter_Next(yf);
+ else
+ ret = __Pyx_PyObject_CallMethod1(yf, __pyx_n_s_send, value);
+ }
+ gen->is_running = 0;
+ if (likely(ret)) {
+ return ret;
+ }
+ return __Pyx_Generator_FinishDelegation(gen);
+ }
+ return __Pyx_Generator_SendEx(gen, value);
+}
+static int __Pyx_Generator_CloseIter(__pyx_GeneratorObject *gen, PyObject *yf) {
+ PyObject *retval = NULL;
+ int err = 0;
+ if (__Pyx_Generator_CheckExact(yf)) {
+ retval = __Pyx_Generator_Close(yf);
+ if (!retval)
+ return -1;
+ } else {
+ PyObject *meth;
+ gen->is_running = 1;
+ meth = PyObject_GetAttr(yf, __pyx_n_s_close);
+ if (unlikely(!meth)) {
+ if (!PyErr_ExceptionMatches(PyExc_AttributeError)) {
+ PyErr_WriteUnraisable(yf);
+ }
+ PyErr_Clear();
+ } else {
+ retval = PyObject_CallFunction(meth, NULL);
+ Py_DECREF(meth);
+ if (!retval)
+ err = -1;
+ }
+ gen->is_running = 0;
+ }
+ Py_XDECREF(retval);
+ return err;
+}
+static PyObject *__Pyx_Generator_Close(PyObject *self) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ PyObject *retval, *raised_exception;
+ PyObject *yf = gen->yieldfrom;
+ int err = 0;
+ if (unlikely(__Pyx_Generator_CheckRunning(gen)))
+ return NULL;
+ if (yf) {
+ Py_INCREF(yf);
+ err = __Pyx_Generator_CloseIter(gen, yf);
+ __Pyx_Generator_Undelegate(gen);
+ Py_DECREF(yf);
+ }
+ if (err == 0)
+ PyErr_SetNone(PyExc_GeneratorExit);
+ retval = __Pyx_Generator_SendEx(gen, NULL);
+ if (retval) {
+ Py_DECREF(retval);
+ PyErr_SetString(PyExc_RuntimeError,
+ "generator ignored GeneratorExit");
+ return NULL;
+ }
+ raised_exception = PyErr_Occurred();
+ if (!raised_exception
+ || raised_exception == PyExc_StopIteration
+ || raised_exception == PyExc_GeneratorExit
+ || PyErr_GivenExceptionMatches(raised_exception, PyExc_GeneratorExit)
+ || PyErr_GivenExceptionMatches(raised_exception, PyExc_StopIteration))
+ {
+ if (raised_exception) PyErr_Clear();
+ Py_INCREF(Py_None);
+ return Py_None;
+ }
+ return NULL;
+}
+static PyObject *__Pyx_Generator_Throw(PyObject *self, PyObject *args) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ PyObject *typ;
+ PyObject *tb = NULL;
+ PyObject *val = NULL;
+ PyObject *yf = gen->yieldfrom;
+ if (!PyArg_UnpackTuple(args, (char *)"throw", 1, 3, &typ, &val, &tb))
+ return NULL;
+ if (unlikely(__Pyx_Generator_CheckRunning(gen)))
+ return NULL;
+ if (yf) {
+ PyObject *ret;
+ Py_INCREF(yf);
+ if (PyErr_GivenExceptionMatches(typ, PyExc_GeneratorExit)) {
+ int err = __Pyx_Generator_CloseIter(gen, yf);
+ Py_DECREF(yf);
+ __Pyx_Generator_Undelegate(gen);
+ if (err < 0)
+ return __Pyx_Generator_SendEx(gen, NULL);
+ goto throw_here;
+ }
+ gen->is_running = 1;
+ if (__Pyx_Generator_CheckExact(yf)) {
+ ret = __Pyx_Generator_Throw(yf, args);
+ } else {
+ PyObject *meth = PyObject_GetAttr(yf, __pyx_n_s_throw);
+ if (unlikely(!meth)) {
+ Py_DECREF(yf);
+ if (!PyErr_ExceptionMatches(PyExc_AttributeError)) {
+ gen->is_running = 0;
+ return NULL;
+ }
+ PyErr_Clear();
+ __Pyx_Generator_Undelegate(gen);
+ gen->is_running = 0;
+ goto throw_here;
+ }
+ ret = PyObject_CallObject(meth, args);
+ Py_DECREF(meth);
+ }
+ gen->is_running = 0;
+ Py_DECREF(yf);
+ if (!ret) {
+ ret = __Pyx_Generator_FinishDelegation(gen);
+ }
+ return ret;
+ }
+throw_here:
+ __Pyx_Raise(typ, val, tb, NULL);
+ return __Pyx_Generator_SendEx(gen, NULL);
+}
+static int __Pyx_Generator_traverse(PyObject *self, visitproc visit, void *arg) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ Py_VISIT(gen->closure);
+ Py_VISIT(gen->classobj);
+ Py_VISIT(gen->yieldfrom);
+ Py_VISIT(gen->exc_type);
+ Py_VISIT(gen->exc_value);
+ Py_VISIT(gen->exc_traceback);
+ return 0;
+}
+static int __Pyx_Generator_clear(PyObject *self) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ Py_CLEAR(gen->closure);
+ Py_CLEAR(gen->classobj);
+ Py_CLEAR(gen->yieldfrom);
+ Py_CLEAR(gen->exc_type);
+ Py_CLEAR(gen->exc_value);
+ Py_CLEAR(gen->exc_traceback);
+ Py_CLEAR(gen->gi_name);
+ Py_CLEAR(gen->gi_qualname);
+ return 0;
+}
+static void __Pyx_Generator_dealloc(PyObject *self) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ PyObject_GC_UnTrack(gen);
+ if (gen->gi_weakreflist != NULL)
+ PyObject_ClearWeakRefs(self);
+ if (gen->resume_label > 0) {
+ PyObject_GC_Track(self);
+#if PY_VERSION_HEX >= 0x030400a1
+ if (PyObject_CallFinalizerFromDealloc(self))
+#else
+ Py_TYPE(gen)->tp_del(self);
+ if (self->ob_refcnt > 0)
+#endif
+ {
+ return;
+ }
+ PyObject_GC_UnTrack(self);
+ }
+ __Pyx_Generator_clear(self);
+ PyObject_GC_Del(gen);
+}
+static void __Pyx_Generator_del(PyObject *self) {
+ PyObject *res;
+ PyObject *error_type, *error_value, *error_traceback;
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ if (gen->resume_label <= 0)
+ return ;
+#if PY_VERSION_HEX < 0x030400a1
+ assert(self->ob_refcnt == 0);
+ self->ob_refcnt = 1;
+#endif
+ __Pyx_ErrFetch(&error_type, &error_value, &error_traceback);
+ res = __Pyx_Generator_Close(self);
+ if (res == NULL)
+ PyErr_WriteUnraisable(self);
+ else
+ Py_DECREF(res);
+ __Pyx_ErrRestore(error_type, error_value, error_traceback);
+#if PY_VERSION_HEX < 0x030400a1
+ assert(self->ob_refcnt > 0);
+ if (--self->ob_refcnt == 0) {
+ return;
+ }
+ {
+ Py_ssize_t refcnt = self->ob_refcnt;
+ _Py_NewReference(self);
+ self->ob_refcnt = refcnt;
+ }
+#if CYTHON_COMPILING_IN_CPYTHON
+ assert(PyType_IS_GC(self->ob_type) &&
+ _Py_AS_GC(self)->gc.gc_refs != _PyGC_REFS_UNTRACKED);
+ _Py_DEC_REFTOTAL;
+#endif
+#ifdef COUNT_ALLOCS
+ --Py_TYPE(self)->tp_frees;
+ --Py_TYPE(self)->tp_allocs;
+#endif
+#endif
+}
+static PyObject *
+__Pyx_Generator_get_name(__pyx_GeneratorObject *self)
+{
+ Py_INCREF(self->gi_name);
+ return self->gi_name;
+}
+static int
+__Pyx_Generator_set_name(__pyx_GeneratorObject *self, PyObject *value)
+{
+ PyObject *tmp;
+#if PY_MAJOR_VERSION >= 3
+ if (unlikely(value == NULL || !PyUnicode_Check(value))) {
+#else
+ if (unlikely(value == NULL || !PyString_Check(value))) {
+#endif
+ PyErr_SetString(PyExc_TypeError,
+ "__name__ must be set to a string object");
+ return -1;
+ }
+ tmp = self->gi_name;
+ Py_INCREF(value);
+ self->gi_name = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_Generator_get_qualname(__pyx_GeneratorObject *self)
+{
+ Py_INCREF(self->gi_qualname);
+ return self->gi_qualname;
+}
+static int
+__Pyx_Generator_set_qualname(__pyx_GeneratorObject *self, PyObject *value)
+{
+ PyObject *tmp;
+#if PY_MAJOR_VERSION >= 3
+ if (unlikely(value == NULL || !PyUnicode_Check(value))) {
+#else
+ if (unlikely(value == NULL || !PyString_Check(value))) {
+#endif
+ PyErr_SetString(PyExc_TypeError,
+ "__qualname__ must be set to a string object");
+ return -1;
+ }
+ tmp = self->gi_qualname;
+ Py_INCREF(value);
+ self->gi_qualname = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyGetSetDef __pyx_Generator_getsets[] = {
+ {(char *) "__name__", (getter)__Pyx_Generator_get_name, (setter)__Pyx_Generator_set_name,
+ (char*) PyDoc_STR("name of the generator"), 0},
+ {(char *) "__qualname__", (getter)__Pyx_Generator_get_qualname, (setter)__Pyx_Generator_set_qualname,
+ (char*) PyDoc_STR("qualified name of the generator"), 0},
+ {0, 0, 0, 0, 0}
+};
+static PyMemberDef __pyx_Generator_memberlist[] = {
+ {(char *) "gi_running", T_BOOL, offsetof(__pyx_GeneratorObject, is_running), READONLY, NULL},
+ {0, 0, 0, 0, 0}
+};
+static PyMethodDef __pyx_Generator_methods[] = {
+ {"send", (PyCFunction) __Pyx_Generator_Send, METH_O, 0},
+ {"throw", (PyCFunction) __Pyx_Generator_Throw, METH_VARARGS, 0},
+ {"close", (PyCFunction) __Pyx_Generator_Close, METH_NOARGS, 0},
+ {0, 0, 0, 0}
+};
+static PyTypeObject __pyx_GeneratorType_type = {
+ PyVarObject_HEAD_INIT(0, 0)
+ "generator",
+ sizeof(__pyx_GeneratorObject),
+ 0,
+ (destructor) __Pyx_Generator_dealloc,
+ 0,
+ 0,
+ 0,
+#if PY_MAJOR_VERSION < 3
+ 0,
+#else
+ 0,
+#endif
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC | Py_TPFLAGS_HAVE_FINALIZE,
+ 0,
+ (traverseproc) __Pyx_Generator_traverse,
+ 0,
+ 0,
+ offsetof(__pyx_GeneratorObject, gi_weakreflist),
+ 0,
+ (iternextfunc) __Pyx_Generator_Next,
+ __pyx_Generator_methods,
+ __pyx_Generator_memberlist,
+ __pyx_Generator_getsets,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+#if PY_VERSION_HEX >= 0x030400a1
+ 0,
+#else
+ __Pyx_Generator_del,
+#endif
+ 0,
+#if PY_VERSION_HEX >= 0x030400a1
+ __Pyx_Generator_del,
+#endif
+};
+static __pyx_GeneratorObject *__Pyx_Generator_New(__pyx_generator_body_t body,
+ PyObject *closure, PyObject *name, PyObject *qualname) {
+ __pyx_GeneratorObject *gen =
+ PyObject_GC_New(__pyx_GeneratorObject, &__pyx_GeneratorType_type);
+ if (gen == NULL)
+ return NULL;
+ gen->body = body;
+ gen->closure = closure;
+ Py_XINCREF(closure);
+ gen->is_running = 0;
+ gen->resume_label = 0;
+ gen->classobj = NULL;
+ gen->yieldfrom = NULL;
+ gen->exc_type = NULL;
+ gen->exc_value = NULL;
+ gen->exc_traceback = NULL;
+ gen->gi_weakreflist = NULL;
+ Py_XINCREF(qualname);
+ gen->gi_qualname = qualname;
+ Py_XINCREF(name);
+ gen->gi_name = name;
+ PyObject_GC_Track(gen);
+ return gen;
+}
+static int __pyx_Generator_init(void) {
+ __pyx_GeneratorType_type.tp_getattro = PyObject_GenericGetAttr;
+ __pyx_GeneratorType_type.tp_iter = PyObject_SelfIter;
+ __pyx_GeneratorType = __Pyx_FetchCommonType(&__pyx_GeneratorType_type);
+ if (__pyx_GeneratorType == NULL) {
+ return -1;
+ }
+ return 0;
+}
+
+static int __Pyx_check_binary_version(void) {
+ char ctversion[4], rtversion[4];
+ PyOS_snprintf(ctversion, 4, "%d.%d", PY_MAJOR_VERSION, PY_MINOR_VERSION);
+ PyOS_snprintf(rtversion, 4, "%s", Py_GetVersion());
+ if (ctversion[0] != rtversion[0] || ctversion[2] != rtversion[2]) {
+ char message[200];
+ PyOS_snprintf(message, sizeof(message),
+ "compiletime version %s of module '%.100s' "
+ "does not match runtime version %s",
+ ctversion, __Pyx_MODULE_NAME, rtversion);
+ return PyErr_WarnEx(NULL, message, 1);
+ }
+ return 0;
+}
+
+#ifndef __PYX_HAVE_RT_ImportModule
+#define __PYX_HAVE_RT_ImportModule
+static PyObject *__Pyx_ImportModule(const char *name) {
+ PyObject *py_name = 0;
+ PyObject *py_module = 0;
+ py_name = __Pyx_PyIdentifier_FromString(name);
+ if (!py_name)
+ goto bad;
+ py_module = PyImport_Import(py_name);
+ Py_DECREF(py_name);
+ return py_module;
+bad:
+ Py_XDECREF(py_name);
+ return 0;
+}
+#endif
+
+#ifndef __PYX_HAVE_RT_ImportType
+#define __PYX_HAVE_RT_ImportType
+static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name,
+ size_t size, int strict)
+{
+ PyObject *py_module = 0;
+ PyObject *result = 0;
+ PyObject *py_name = 0;
+ char warning[200];
+ Py_ssize_t basicsize;
+#ifdef Py_LIMITED_API
+ PyObject *py_basicsize;
+#endif
+ py_module = __Pyx_ImportModule(module_name);
+ if (!py_module)
+ goto bad;
+ py_name = __Pyx_PyIdentifier_FromString(class_name);
+ if (!py_name)
+ goto bad;
+ result = PyObject_GetAttr(py_module, py_name);
+ Py_DECREF(py_name);
+ py_name = 0;
+ Py_DECREF(py_module);
+ py_module = 0;
+ if (!result)
+ goto bad;
+ if (!PyType_Check(result)) {
+ PyErr_Format(PyExc_TypeError,
+ "%.200s.%.200s is not a type object",
+ module_name, class_name);
+ goto bad;
+ }
+#ifndef Py_LIMITED_API
+ basicsize = ((PyTypeObject *)result)->tp_basicsize;
+#else
+ py_basicsize = PyObject_GetAttrString(result, "__basicsize__");
+ if (!py_basicsize)
+ goto bad;
+ basicsize = PyLong_AsSsize_t(py_basicsize);
+ Py_DECREF(py_basicsize);
+ py_basicsize = 0;
+ if (basicsize == (Py_ssize_t)-1 && PyErr_Occurred())
+ goto bad;
+#endif
+ if (!strict && (size_t)basicsize > size) {
+ PyOS_snprintf(warning, sizeof(warning),
+ "%s.%s size changed, may indicate binary incompatibility",
+ module_name, class_name);
+ if (PyErr_WarnEx(NULL, warning, 0) < 0) goto bad;
+ }
+ else if ((size_t)basicsize != size) {
+ PyErr_Format(PyExc_ValueError,
+ "%.200s.%.200s has the wrong size, try recompiling",
+ module_name, class_name);
+ goto bad;
+ }
+ return (PyTypeObject *)result;
+bad:
+ Py_XDECREF(py_module);
+ Py_XDECREF(result);
+ return NULL;
+}
+#endif
+
+static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) {
+ while (t->p) {
+ #if PY_MAJOR_VERSION < 3
+ if (t->is_unicode) {
+ *t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL);
+ } else if (t->intern) {
+ *t->p = PyString_InternFromString(t->s);
+ } else {
+ *t->p = PyString_FromStringAndSize(t->s, t->n - 1);
+ }
+ #else
+ if (t->is_unicode | t->is_str) {
+ if (t->intern) {
+ *t->p = PyUnicode_InternFromString(t->s);
+ } else if (t->encoding) {
+ *t->p = PyUnicode_Decode(t->s, t->n - 1, t->encoding, NULL);
+ } else {
+ *t->p = PyUnicode_FromStringAndSize(t->s, t->n - 1);
+ }
+ } else {
+ *t->p = PyBytes_FromStringAndSize(t->s, t->n - 1);
+ }
+ #endif
+ if (!*t->p)
+ return -1;
+ ++t;
+ }
+ return 0;
+}
+
+static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) {
+ return __Pyx_PyUnicode_FromStringAndSize(c_str, (Py_ssize_t)strlen(c_str));
+}
+static CYTHON_INLINE char* __Pyx_PyObject_AsString(PyObject* o) {
+ Py_ssize_t ignore;
+ return __Pyx_PyObject_AsStringAndSize(o, &ignore);
+}
+static CYTHON_INLINE char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
+#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
+ if (
+#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+ __Pyx_sys_getdefaultencoding_not_ascii &&
+#endif
+ PyUnicode_Check(o)) {
+#if PY_VERSION_HEX < 0x03030000
+ char* defenc_c;
+ PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL);
+ if (!defenc) return NULL;
+ defenc_c = PyBytes_AS_STRING(defenc);
+#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+ {
+ char* end = defenc_c + PyBytes_GET_SIZE(defenc);
+ char* c;
+ for (c = defenc_c; c < end; c++) {
+ if ((unsigned char) (*c) >= 128) {
+ PyUnicode_AsASCIIString(o);
+ return NULL;
+ }
+ }
+ }
+#endif
+ *length = PyBytes_GET_SIZE(defenc);
+ return defenc_c;
+#else
+ if (__Pyx_PyUnicode_READY(o) == -1) return NULL;
+#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+ if (PyUnicode_IS_ASCII(o)) {
+ *length = PyUnicode_GET_LENGTH(o);
+ return PyUnicode_AsUTF8(o);
+ } else {
+ PyUnicode_AsASCIIString(o);
+ return NULL;
+ }
+#else
+ return PyUnicode_AsUTF8AndSize(o, length);
+#endif
+#endif
+ } else
+#endif
+#if !CYTHON_COMPILING_IN_PYPY
+ if (PyByteArray_Check(o)) {
+ *length = PyByteArray_GET_SIZE(o);
+ return PyByteArray_AS_STRING(o);
+ } else
+#endif
+ {
+ char* result;
+ int r = PyBytes_AsStringAndSize(o, &result, length);
+ if (unlikely(r < 0)) {
+ return NULL;
+ } else {
+ return result;
+ }
+ }
+}
+static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) {
+ int is_true = x == Py_True;
+ if (is_true | (x == Py_False) | (x == Py_None)) return is_true;
+ else return PyObject_IsTrue(x);
+}
+static CYTHON_INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x) {
+ PyNumberMethods *m;
+ const char *name = NULL;
+ PyObject *res = NULL;
+#if PY_MAJOR_VERSION < 3
+ if (PyInt_Check(x) || PyLong_Check(x))
+#else
+ if (PyLong_Check(x))
+#endif
+ return Py_INCREF(x), x;
+ m = Py_TYPE(x)->tp_as_number;
+#if PY_MAJOR_VERSION < 3
+ if (m && m->nb_int) {
+ name = "int";
+ res = PyNumber_Int(x);
+ }
+ else if (m && m->nb_long) {
+ name = "long";
+ res = PyNumber_Long(x);
+ }
+#else
+ if (m && m->nb_int) {
+ name = "int";
+ res = PyNumber_Long(x);
+ }
+#endif
+ if (res) {
+#if PY_MAJOR_VERSION < 3
+ if (!PyInt_Check(res) && !PyLong_Check(res)) {
+#else
+ if (!PyLong_Check(res)) {
+#endif
+ PyErr_Format(PyExc_TypeError,
+ "__%.4s__ returned non-%.4s (type %.200s)",
+ name, name, Py_TYPE(res)->tp_name);
+ Py_DECREF(res);
+ return NULL;
+ }
+ }
+ else if (!PyErr_Occurred()) {
+ PyErr_SetString(PyExc_TypeError,
+ "an integer is required");
+ }
+ return res;
+}
+static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) {
+ Py_ssize_t ival;
+ PyObject *x;
+#if PY_MAJOR_VERSION < 3
+ if (likely(PyInt_CheckExact(b)))
+ return PyInt_AS_LONG(b);
+#endif
+ if (likely(PyLong_CheckExact(b))) {
+ #if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+ #if CYTHON_USE_PYLONG_INTERNALS
+ switch (Py_SIZE(b)) {
+ case -1: return -(sdigit)((PyLongObject*)b)->ob_digit[0];
+ case 0: return 0;
+ case 1: return ((PyLongObject*)b)->ob_digit[0];
+ }
+ #endif
+ #endif
+ return PyLong_AsSsize_t(b);
+ }
+ x = PyNumber_Index(b);
+ if (!x) return -1;
+ ival = PyInt_AsSsize_t(x);
+ Py_DECREF(x);
+ return ival;
+}
+static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) {
+ return PyInt_FromSize_t(ival);
+}
+
+
+#endif /* Py_PYTHON_H */
diff --git a/experiments/ml2.pyx b/experiments/ml2.pyx
new file mode 100644
index 0000000..9edc7e6
--- /dev/null
+++ b/experiments/ml2.pyx
@@ -0,0 +1,86 @@
+# cython: boundscheck=False, cdivision=True
+import numpy as np
+cimport numpy as np
+from libc.math cimport log, exp
+
+DTYPE = np.float64
+ctypedef np.float_t DTYPE_t
+
+cdef DTYPE_t plogis(DTYPE_t weight, DTYPE_t delta):
+ return 1./(1. + exp(-weight/delta))
+
+cdef DTYPE_t weight_success(int dist, int dt, DTYPE_t alpha, DTYPE_t delta,
+ DTYPE_t w1, DTYPE_t w2, DTYPE_t w3):
+ """weight for successful infection, exponential time model"""
+ cdef DTYPE_t structural, temporal, result
+ structural = delta ** dist
+ # structural = plogis(w1,delta) * plogis(w2,delta) * plogis(w3,delta)
+ temporal = exp(-alpha*dt) * (exp(alpha)-1.)
+ # temporal = 1 - exp(-alpha*dt)
+ if exp(-alpha*dt)==0.: print 'UNDERFLOW ERROR'
+ # temporal = 1. / (1. + (dt - 1.)/alpha)**0.01 - 1. / (1. + dt/alpha)**0.01
+ result = log(structural * temporal)
+ # print 'st', structural, temporal
+ return result
+
+cdef DTYPE_t weight_failure(int dist, int dt, DTYPE_t alpha, DTYPE_t delta,
+ DTYPE_t w1, DTYPE_t w2, DTYPE_t w3):
+ """weight for failed infection, exponential time model"""
+ cdef DTYPE_t structural, temporal, result
+ structural = delta ** dist
+ # structural = plogis(w1,delta) * plogis(w2,delta) * plogis(w3,delta)
+ temporal = exp(-alpha * dt)
+ # temporal = 1. - 1. / (1. + dt/alpha)**0.01
+ result = log(1. - structural + structural * temporal)
+ # print 'stnv', structural, temporal
+ return result
+
+def ml2(dict root_victims, dict victims, dict non_victims, DTYPE_t age,
+ DTYPE_t alpha, DTYPE_t delta):
+ cdef:
+ int n_roots, n_victims, roots, i, dist, dt, t, l
+ DTYPE_t beta, ll
+ list parents, failures, successes
+ n_roots, n_victims = len(root_victims), len(victims)
+ cdef:
+ np.ndarray[DTYPE_t] probs = np.zeros(n_victims, dtype=DTYPE)
+ np.ndarray[DTYPE_t] probs_fail = np.zeros(n_victims, dtype=DTYPE)
+ np.ndarray[DTYPE_t] probs_nv = np.zeros(len(non_victims), dtype=DTYPE)
+
+ # loop through victims
+ for i, parents in enumerate(victims.itervalues()):
+ # for each victim node i, compute the probability that all its parents
+ # fail to infect it, also computes the probability that its most
+ # likely parent infects it
+ failures = [weight_failure(dist, dt, alpha, delta, w1, w2, w3)
+ for (dist, dt, w1, w2, w3) in parents]
+ probs_fail[i] = sum(failures)
+ successes = [weight_success(dist, dt, alpha, delta, w1, w2, w3)
+ for (dist, dt, w1, w2, w3) in parents]
+ # find parent that maximizes log(p) - log(\tilde{p})
+ probs[i] = max(s - failures[l] for l, s in enumerate(successes))
+
+ # loop through non-victims
+ for i, parents in enumerate(non_victims.itervalues()):
+ # for each non victim node, compute the probability that all its
+ # parents fail to infect it
+ failures = [weight_failure(dist, dt, alpha, delta, w1, w2, w3)
+ for (dist, dt, w1, w2, w3) in parents]
+ probs_nv[i] = sum(failures)
+
+ # print successes
+ # print failures
+ # print probs
+
+ # calculate log likelihood
+ # probs.sort(); probs = probs[::-1] # sort probs in descending order
+ # cdef:
+ # np.ndarray[DTYPE_t] cums = probs.cumsum()
+ ll = probs_fail.sum() # add probability that all edges to victims fail
+ ll += probs_nv.sum() # add probability that all edges to non_victims fail
+ ll += probs.sum() # add probability for realized edges and subtract probability these edges fail
+
+ roots = n_roots
+ beta = 0
+ # print n_nodes, n_roots, n_victims, max_i, roots
+ return (beta, roots, ll)
diff --git a/experiments/ml2.so b/experiments/ml2.so
new file mode 100755
index 0000000..b8dc4b6
--- /dev/null
+++ b/experiments/ml2.so
Binary files differ
diff --git a/experiments/out.log b/experiments/out.log
index 6b67669..faa96dd 100644
--- a/experiments/out.log
+++ b/experiments/out.log
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+22.0 0.000316227766017 0.075 11252 -40000.9503587
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+28.0 0.000316227766017 0.075 11252 -40000.9503587
diff --git a/experiments/process.py b/experiments/process.py
index ff722c8..d01b3fd 100644
--- a/experiments/process.py
+++ b/experiments/process.py
@@ -1,5 +1,6 @@
import sys
from ml import ml
+from ml2 import ml2
import numpy as np
from cPickle import load
from itertools import product
@@ -11,10 +12,10 @@ if __name__ == "__main__":
sys.exit("usage: {0} <file>".format(sys.argv[0]))
root_victims, victims, non_victims, age = load(open(sys.argv[1]))
- # alphas = 1. / np.arange(1., 2000., 30.) # parameter of the time component
- alphas = np.logspace(-3,-.1,num=50)
+ alphas = np.arange(10., 30., 3.) # parameter of the time component
+ # alphas = np.logspace(0,2,num=10)
# deltas = np.arange(0.005, 0.5, 0.005) # parameter of the structural component
- deltas = np.logspace(-3,-.5,num=50)
+ deltas = np.logspace(-4,-2,num=5)
with open("out.log", "w") as fh:
for alpha, delta in product(alphas, deltas):
beta, roots, ll = ml(root_victims, victims, non_victims, age, alpha, delta)
@@ -24,5 +25,5 @@ if __name__ == "__main__":
# alpha = 1/10.
# delta = .5
- # beta, roots, ll = ml(root_victims, victims, non_victims, age, alpha, delta)
+ # beta, roots, ll = ml2(root_victims, victims, non_victims, age, alpha, delta)
# print "\t".join(map(str, [1./alpha, delta, beta, roots, ll])) \ No newline at end of file
diff --git a/experiments/setup2.py b/experiments/setup2.py
new file mode 100644
index 0000000..3c1a5a2
--- /dev/null
+++ b/experiments/setup2.py
@@ -0,0 +1,12 @@
+# compile with: python setup.py build_ext --inplace
+
+from distutils.core import setup
+from Cython.Build import cythonize
+import numpy
+
+setup(
+ ext_modules = cythonize("ml2.pyx"),
+ include_dirs=[numpy.get_include()]
+
+)
+
generated by cgit v1.2.3-70-g09d2 (git 2.52.0) at 2025-12-21 16:16:56 +0000