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authorChris Dyer <cdyer@Chriss-MacBook-Air.local>2013-01-08 15:45:06 -0500
committerChris Dyer <cdyer@Chriss-MacBook-Air.local>2013-01-08 15:45:06 -0500
commit9cdf67fa00c17f21fa3412948f0d6560dafae1aa (patch)
treee094fe155ec704e393c9ff271a90891b50775074
parent41bc60a856dc2d0bf9659b443c0cd03be8016db7 (diff)
parentd094258e7cb75057af55eca41b65ba74fe3fb2c9 (diff)
don't know
Merge branch 'master' of github.com:redpony/cdec
-rw-r--r--python/src/sa/_sa.c5603
-rw-r--r--python/src/sa/rulefactory.pxi48
-rw-r--r--python/tests/extractor/corpus.al.gzbin0 -> 29803 bytes
-rw-r--r--python/tests/extractor/corpus.fr-en.gzbin0 -> 108160 bytes
-rw-r--r--python/tests/extractor/gold-rules.sort140
-rwxr-xr-xpython/tests/extractor/refmt.py20
-rw-r--r--python/tests/extractor/rules.sort140
-rwxr-xr-xpython/tests/extractor/run.sh14
-rw-r--r--python/tests/extractor/test.in1
-rw-r--r--python/tests/extractor/test.vis34
10 files changed, 2814 insertions, 3186 deletions
diff --git a/python/src/sa/_sa.c b/python/src/sa/_sa.c
index dd5ac0f5..15544970 100644
--- a/python/src/sa/_sa.c
+++ b/python/src/sa/_sa.c
@@ -1,4 +1,4 @@
-/* Generated by Cython 0.17.1 on Fri Jan 4 23:03:37 2013 */
+/* Generated by Cython 0.17.1 on Mon Jan 7 22:31:38 2013 */
#define PY_SSIZE_T_CLEAN
#include "Python.h"
@@ -603,12 +603,12 @@ struct __pyx_obj_3_sa___pyx_scope_struct_17_genexpr {
};
-/* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2033
+/* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":1992
*
* # Create a rule from source, target, non-terminals, and alignments
* def form_rule(self, f_i, e_i, f_span, e_span, nt, al): # <<<<<<<<<<<<<<
*
- * # Handle non-terminals
+ * # Substitute in non-terminals
*/
struct __pyx_obj_3_sa___pyx_scope_struct_21_form_rule {
PyObject_HEAD
@@ -665,11 +665,11 @@ struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr {
};
-/* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2090
+/* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2053
* f = Phrase(f_sym)
* e = Phrase(e_sym)
* a = tuple(self.alignment.link(i, j) for (i, j) in links) # <<<<<<<<<<<<<<
- * return (f, e, a, f_link_min, f_link_max)
+ * return (f, e, a, lex_f_i, lex_f_j)
*
*/
struct __pyx_obj_3_sa___pyx_scope_struct_22_genexpr {
@@ -1010,7 +1010,7 @@ struct __pyx_obj_3_sa___pyx_scope_struct_15___iter__ {
};
-/* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2094
+/* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2057
*
* # Rule string from rule
* def fmt_rule(self, f, e, a): # <<<<<<<<<<<<<<
@@ -1024,7 +1024,7 @@ struct __pyx_obj_3_sa___pyx_scope_struct_23_fmt_rule {
};
-/* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2095
+/* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2058
* # Rule string from rule
* def fmt_rule(self, f, e, a):
* a_str = ' '.join('{0}-{1}'.format(*self.alignment.unlink(packed)) for packed in a) # <<<<<<<<<<<<<<
@@ -56903,46 +56903,46 @@ static PyObject *__pyx_pw_3_sa_23HieroCachingRuleFactory_12add_instance_1extract
case 1:
if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__f_j)) != 0)) kw_args--;
else {
- __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 1); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1860; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+ __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 1); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1861; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
case 2:
if (likely((values[2] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__e_i)) != 0)) kw_args--;
else {
- __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 2); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1860; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+ __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 2); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1861; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
case 3:
if (likely((values[3] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__e_j)) != 0)) kw_args--;
else {
- __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 3); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1860; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+ __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 3); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1861; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
case 4:
if (likely((values[4] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__min_bound)) != 0)) kw_args--;
else {
- __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 4); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1860; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+ __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 4); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1861; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
case 5:
if (likely((values[5] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__wc)) != 0)) kw_args--;
else {
- __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 5); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1860; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+ __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 5); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1861; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
case 6:
if (likely((values[6] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__links)) != 0)) kw_args--;
else {
- __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 6); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1860; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+ __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 6); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1861; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
case 7:
if (likely((values[7] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__nt)) != 0)) kw_args--;
else {
- __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 7); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1860; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+ __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 7); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1861; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
case 8:
if (likely((values[8] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__nt_open)) != 0)) kw_args--;
else {
- __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 8); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1860; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+ __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, 8); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1861; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
}
if (unlikely(kw_args > 0)) {
- if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "extract") < 0)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1860; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+ if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "extract") < 0)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1861; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 9) {
goto __pyx_L5_argtuple_error;
@@ -56969,7 +56969,7 @@ static PyObject *__pyx_pw_3_sa_23HieroCachingRuleFactory_12add_instance_1extract
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
- __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1860; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+ __Pyx_RaiseArgtupleInvalid("extract", 1, 9, 9, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1861; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
__pyx_L3_error:;
__Pyx_AddTraceback("_sa.HieroCachingRuleFactory.add_instance.extract", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
@@ -56980,12 +56980,12 @@ static PyObject *__pyx_pw_3_sa_23HieroCachingRuleFactory_12add_instance_1extract
return __pyx_r;
}
-/* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":1860
- * # Extract all possible hierarchical phrases starting at a source index
+/* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":1861
* # f_ i and j are current, e_ i and j are previous
+ * # We care _considering_ f_j, so it is not yet in counts
* def extract(f_i, f_j, e_i, e_j, min_bound, wc, links, nt, nt_open): # <<<<<<<<<<<<<<
* # Phrase extraction limits
- * if wc + len(nt) > self.max_length or (f_j + 1) > f_len or \
+ * if f_j > (f_len - 1) or (f_j - f_i) + 1 > self.max_initial_size:
*/
static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_12add_instance_extract(PyObject *__pyx_self, PyObject *__pyx_v_f_i, PyObject *__pyx_v_f_j, PyObject *__pyx_v_e_i, PyObject *__pyx_v_e_j, PyObject *__pyx_v_min_bound, PyObject *__pyx_v_wc, PyObject *__pyx_v_links, PyObject *__pyx_v_nt, PyObject *__pyx_v_nt_open) {
@@ -56997,27 +56997,27 @@ static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_12add_instance_extract(
PyObject *__pyx_v_new_e_j = NULL;
PyObject *__pyx_v_new_min_bound = NULL;
PyObject *__pyx_v_i = NULL;
- PyObject *__pyx_v_old_last_nt = NULL;
int __pyx_v_nt_collision;
PyObject *__pyx_v_link = NULL;
PyObject *__pyx_v_plus_links = NULL;
+ PyObject *__pyx_v_old_last_nt = NULL;
PyObject *__pyx_r = NULL;
__Pyx_RefNannyDeclarations
- Py_ssize_t __pyx_t_1;
+ PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
- PyObject *__pyx_t_3 = NULL;
+ int __pyx_t_3;
PyObject *__pyx_t_4 = NULL;
int __pyx_t_5;
int __pyx_t_6;
- int __pyx_t_7;
- int __pyx_t_8;
- PyObject *__pyx_t_9 = NULL;
+ Py_ssize_t __pyx_t_7;
+ PyObject *__pyx_t_8 = NULL;
+ int __pyx_t_9;
int __pyx_t_10;
int __pyx_t_11;
- int __pyx_t_12;
- Py_ssize_t __pyx_t_13;
- PyObject *__pyx_t_14 = NULL;
- PyObject *(*__pyx_t_15)(PyObject *);
+ PyObject *(*__pyx_t_12)(PyObject *);
+ int __pyx_t_13;
+ Py_ssize_t __pyx_t_14;
+ PyObject *__pyx_t_15 = NULL;
int __pyx_t_16;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
@@ -57026,69 +57026,43 @@ static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_12add_instance_extract(
__pyx_outer_scope = (struct __pyx_obj_3_sa___pyx_scope_struct_20_add_instance *) __Pyx_CyFunction_GetClosure(__pyx_self);
__pyx_cur_scope = __pyx_outer_scope;
- /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":1862
+ /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":1863
* def extract(f_i, f_j, e_i, e_j, min_bound, wc, links, nt, nt_open):
* # Phrase extraction limits
- * if wc + len(nt) > self.max_length or (f_j + 1) > f_len or \ # <<<<<<<<<<<<<<
- * (f_j - f_i) + 1 > self.max_initial_size:
+ * if f_j > (f_len - 1) or (f_j - f_i) + 1 > self.max_initial_size: # <<<<<<<<<<<<<<
* return
+ * # Unaligned word
*/
- __pyx_t_1 = PyObject_Length(__pyx_v_nt); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1862; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __pyx_t_2 = PyInt_FromSsize_t(__pyx_t_1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1862; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __Pyx_GOTREF(__pyx_t_2);
- __pyx_t_3 = PyNumber_Add(__pyx_v_wc, __pyx_t_2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1862; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __Pyx_GOTREF(__pyx_t_3);
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- __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
+ if (unlikely(!__pyx_cur_scope->__pyx_v_f_len)) { __Pyx_RaiseClosureNameError("f_len"); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1863; __pyx_clineno = __LINE__; goto __pyx_L1_error;} }
+ __pyx_t_1 = PyNumber_Subtract(__pyx_cur_scope->__pyx_v_f_len, __pyx_int_1); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1863; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_1);
+ __pyx_t_2 = PyObject_RichCompare(__pyx_v_f_j, __pyx_t_1, Py_GT); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1863; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
+ __pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_3 < 0)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1863; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
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- __Pyx_GOTREF(__pyx_t_4);
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+ if (!__pyx_t_3) {
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+ __Pyx_GOTREF(__pyx_t_2);
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+ __Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
- if (!__pyx_t_6) {
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- /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":1863
- * # Phrase extraction limits
- * if wc + len(nt) > self.max_length or (f_j + 1) > f_len or \
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- __Pyx_GOTREF(__pyx_t_2);
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- } else {
- __pyx_t_8 = __pyx_t_6;
- }
- __pyx_t_6 = __pyx_t_8;
- } else {
+ if (unlikely(!__pyx_cur_scope->__pyx_v_self)) { __Pyx_RaiseClosureNameError("self"); {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1863; __pyx_clineno = __LINE__; goto __pyx_L1_error;} }
+ __pyx_t_2 = PyInt_FromLong(__pyx_cur_scope->__pyx_v_self->max_initial_size); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1863; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_2);
+ __pyx_t_4 = PyObject_RichCompare(__pyx_t_1, __pyx_t_2, Py_GT); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1863; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
+ __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
+ __pyx_t_5 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_5 < 0)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1863; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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__Pyx_GIVEREF(__pyx_cur_scope->__pyx_outer_scope);
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return NULL;
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PyObject *__pyx_v_links_inv = NULL;
PyObject *__pyx_v_links_len = NULL;
PyObject *__pyx_v_nt_i = NULL;
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struct __pyx_obj_3_sa_Phrase *__pyx_v_f = NULL;
struct __pyx_obj_3_sa_Phrase *__pyx_v_e = NULL;
PyObject *__pyx_v_a = NULL;
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+ /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":1997
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}
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+ /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2079
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__pyx_v_ph = __pyx_t_2;
__pyx_t_2 = 0;
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+ /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2081
* logger.info('E')
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+ __pyx_t_11 = PyTuple_New(1); if (unlikely(!__pyx_t_11)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2081; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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PyTuple_SET_ITEM(__pyx_t_11, 0, __pyx_t_8);
__Pyx_GIVEREF(__pyx_t_8);
__pyx_t_8 = 0;
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+ __pyx_t_8 = PyObject_Call(__pyx_t_5, ((PyObject *)__pyx_t_11), NULL); if (unlikely(!__pyx_t_8)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2081; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -63899,24 +63190,24 @@ static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_31dump_online_stats(str
}
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
- /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2119
+ /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2082
* for ph in self.phrases_e:
* logger.info(str(ph) + ' ||| ' + str(self.phrases_e[ph]))
* logger.info('FE') # <<<<<<<<<<<<<<
* for ph in self.phrases_fe:
* for ph2 in self.phrases_fe[ph]:
*/
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+ __pyx_t_1 = __Pyx_GetName(__pyx_m, __pyx_n_s__logger); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2082; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+ __pyx_t_8 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__info); if (unlikely(!__pyx_t_8)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2082; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_8);
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+ __pyx_t_1 = PyObject_Call(__pyx_t_8, ((PyObject *)__pyx_k_tuple_150), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2082; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
- /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2120
+ /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2083
* logger.info(str(ph) + ' ||| ' + str(self.phrases_e[ph]))
* logger.info('FE')
* for ph in self.phrases_fe: # <<<<<<<<<<<<<<
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__pyx_t_4 = NULL;
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+ __pyx_t_3 = -1; __pyx_t_1 = PyObject_GetIter(__pyx_v_self->phrases_fe); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2083; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_4 = Py_TYPE(__pyx_t_1)->tp_iternext;
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@@ -63935,23 +63226,23 @@ static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_31dump_online_stats(str
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+ __pyx_t_8 = PyList_GET_ITEM(__pyx_t_1, __pyx_t_3); __Pyx_INCREF(__pyx_t_8); __pyx_t_3++; if (unlikely(0 < 0)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2083; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
#else
- __pyx_t_8 = PySequence_ITEM(__pyx_t_1, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_8)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2120; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_8 = PySequence_ITEM(__pyx_t_1, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_8)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2083; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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} else if (!__pyx_t_4 && PyTuple_CheckExact(__pyx_t_1)) {
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+ __pyx_t_8 = PyTuple_GET_ITEM(__pyx_t_1, __pyx_t_3); __Pyx_INCREF(__pyx_t_8); __pyx_t_3++; if (unlikely(0 < 0)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2083; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+ __pyx_t_8 = PySequence_ITEM(__pyx_t_1, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_8)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2083; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
#endif
} else {
__pyx_t_8 = __pyx_t_4(__pyx_t_1);
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if (PyErr_Occurred()) {
if (likely(PyErr_ExceptionMatches(PyExc_StopIteration))) PyErr_Clear();
- else {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2120; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ else {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2083; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
}
break;
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@@ -63961,20 +63252,20 @@ static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_31dump_online_stats(str
__pyx_v_ph = __pyx_t_8;
__pyx_t_8 = 0;
- /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2121
+ /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2084
* logger.info('FE')
* for ph in self.phrases_fe:
* for ph2 in self.phrases_fe[ph]: # <<<<<<<<<<<<<<
* logger.info(self.fmt_rule(str(ph), str(ph2), self.phrases_al[ph][ph2]) + ' ||| ' + str(self.phrases_fe[ph][ph2]))
*
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- __pyx_t_8 = PyObject_GetItem(__pyx_v_self->phrases_fe, __pyx_v_ph); if (!__pyx_t_8) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2121; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_8 = PyObject_GetItem(__pyx_v_self->phrases_fe, __pyx_v_ph); if (!__pyx_t_8) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2084; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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if (PyList_CheckExact(__pyx_t_8) || PyTuple_CheckExact(__pyx_t_8)) {
__pyx_t_11 = __pyx_t_8; __Pyx_INCREF(__pyx_t_11); __pyx_t_9 = 0;
__pyx_t_10 = NULL;
} else {
- __pyx_t_9 = -1; __pyx_t_11 = PyObject_GetIter(__pyx_t_8); if (unlikely(!__pyx_t_11)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2121; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_9 = -1; __pyx_t_11 = PyObject_GetIter(__pyx_t_8); if (unlikely(!__pyx_t_11)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2084; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_11);
__pyx_t_10 = Py_TYPE(__pyx_t_11)->tp_iternext;
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@@ -63983,23 +63274,23 @@ static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_31dump_online_stats(str
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+ __pyx_t_8 = PyList_GET_ITEM(__pyx_t_11, __pyx_t_9); __Pyx_INCREF(__pyx_t_8); __pyx_t_9++; if (unlikely(0 < 0)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2084; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
#else
- __pyx_t_8 = PySequence_ITEM(__pyx_t_11, __pyx_t_9); __pyx_t_9++; if (unlikely(!__pyx_t_8)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2121; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_8 = PySequence_ITEM(__pyx_t_11, __pyx_t_9); __pyx_t_9++; if (unlikely(!__pyx_t_8)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2084; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
#endif
} else if (!__pyx_t_10 && PyTuple_CheckExact(__pyx_t_11)) {
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+ __pyx_t_8 = PyTuple_GET_ITEM(__pyx_t_11, __pyx_t_9); __Pyx_INCREF(__pyx_t_8); __pyx_t_9++; if (unlikely(0 < 0)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2084; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
#else
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+ __pyx_t_8 = PySequence_ITEM(__pyx_t_11, __pyx_t_9); __pyx_t_9++; if (unlikely(!__pyx_t_8)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2084; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
#endif
} else {
__pyx_t_8 = __pyx_t_10(__pyx_t_11);
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- else {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2121; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ else {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2084; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
}
break;
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__pyx_v_ph2 = __pyx_t_8;
__pyx_t_8 = 0;
- /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2122
+ /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2085
* for ph in self.phrases_fe:
* for ph2 in self.phrases_fe[ph]:
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__Pyx_GOTREF(__pyx_t_1);
- if (PyObject_SetAttr(__pyx_m, __pyx_n_s__span_check, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2125; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (PyObject_SetAttr(__pyx_m, __pyx_n_s__span_check, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2088; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
- /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2133
+ /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2096
* return True
*
* def span_inc(vec, i, j): # <<<<<<<<<<<<<<
* k = i
* while k <= j:
*/
- __pyx_t_1 = PyCFunction_NewEx(&__pyx_mdef_3_sa_15span_inc, NULL, __pyx_n_s___sa); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2133; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_1 = PyCFunction_NewEx(&__pyx_mdef_3_sa_15span_inc, NULL, __pyx_n_s___sa); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2096; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_1);
- if (PyObject_SetAttr(__pyx_m, __pyx_n_s__span_inc, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2133; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (PyObject_SetAttr(__pyx_m, __pyx_n_s__span_inc, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2096; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
- /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2139
+ /* "/home/m/workspace/cdec/python/src/sa/rulefactory.pxi":2102
* k += 1
*
* def span_dec(vec, i, j): # <<<<<<<<<<<<<<
* k = i
* while k <= j:
*/
- __pyx_t_1 = PyCFunction_NewEx(&__pyx_mdef_3_sa_17span_dec, NULL, __pyx_n_s___sa); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2139; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_1 = PyCFunction_NewEx(&__pyx_mdef_3_sa_17span_dec, NULL, __pyx_n_s___sa); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2102; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_1);
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+ if (PyObject_SetAttr(__pyx_m, __pyx_n_s__span_dec, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2102; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
/* "/home/m/workspace/cdec/python/src/sa/features.pxi":1
diff --git a/python/src/sa/rulefactory.pxi b/python/src/sa/rulefactory.pxi
index 2bc65da2..b10d25dd 100644
--- a/python/src/sa/rulefactory.pxi
+++ b/python/src/sa/rulefactory.pxi
@@ -1840,8 +1840,8 @@ cdef class HieroCachingRuleFactory:
# Pre-compute alignment info
al = [[] for i in range(f_len)]
- fe_span = [[f_len + 1, -1] for i in range(f_len)]
- ef_span = [[e_len + 1, -1] for i in range(e_len)]
+ fe_span = [[e_len + 1, -1] for i in range(f_len)]
+ ef_span = [[f_len + 1, -1] for i in range(e_len)]
for (f, e) in alignment:
al[f].append(e)
fe_span[f][0] = min(fe_span[f][0], e)
@@ -1857,10 +1857,10 @@ cdef class HieroCachingRuleFactory:
# Extract all possible hierarchical phrases starting at a source index
# f_ i and j are current, e_ i and j are previous
+ # We care _considering_ f_j, so it is not yet in counts
def extract(f_i, f_j, e_i, e_j, min_bound, wc, links, nt, nt_open):
# Phrase extraction limits
- if wc + len(nt) > self.max_length or f_j > (f_len - 1) or \
- (f_j - f_i) + 1 > self.max_initial_size:
+ if f_j > (f_len - 1) or (f_j - f_i) + 1 > self.max_initial_size:
return
# Unaligned word
if not al[f_j]:
@@ -1870,7 +1870,8 @@ cdef class HieroCachingRuleFactory:
extract(f_i, f_j + 1, e_i, e_j, min_bound, wc, links, nt, True)
nt[-1][2] -= 1
# Unless non-terminal already open, always extend with word
- if not nt_open:
+ # Make sure adding a word doesn't exceed length
+ if not nt_open and wc < self.max_length:
extract(f_i, f_j + 1, e_i, e_j, min_bound, wc + 1, links, nt, False)
return
# Aligned word
@@ -1881,11 +1882,8 @@ cdef class HieroCachingRuleFactory:
# Check reverse links of newly covered words to see if they violate left
# bound (return) or extend minimum right bound for chunk
new_min_bound = min_bound
- #new_min_nt_bound = min_nt_bound
- # violates_nt = False
# First aligned word creates span
- # TODO: NO bound
- if e_j == -1:
+ if e_j == -1:
for i from new_e_i <= i <= new_e_j:
if ef_span[i][0] < f_i:
return
@@ -1908,15 +1906,14 @@ cdef class HieroCachingRuleFactory:
nt_collision = True
# Non-terminal collisions block word extraction and extension, but
# may be okay for continuing non-terminals
- if not nt_collision:
+ if not nt_collision and wc < self.max_length:
plus_links = []
for link in al[f_j]:
plus_links.append((f_j, link))
cover[link] += 1
links.append(plus_links)
- if links:
- if f_j >= new_min_bound:
- rules.add(self.form_rule(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links))
+ if links and f_j >= new_min_bound:
+ rules.add(self.form_rule(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links))
extract(f_i, f_j + 1, new_e_i, new_e_j, new_min_bound, wc + 1, links, nt, False)
links.pop()
for link in al[f_j]:
@@ -1940,9 +1937,8 @@ cdef class HieroCachingRuleFactory:
span_inc(cover, nt[-1][4] + 1, link_j)
span_inc(e_nt_cover, nt[-1][4] + 1, link_j)
nt[-1][4] = link_j
- if links:
- if f_j >= new_min_bound:
- rules.add(self.form_rule(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links))
+ if links and f_j >= new_min_bound:
+ rules.add(self.form_rule(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links))
extract(f_i, f_j + 1, new_e_i, new_e_j, new_min_bound, wc, links, nt, False)
nt[-1] = old_last_nt
if link_i < nt[-1][3]:
@@ -1952,7 +1948,7 @@ cdef class HieroCachingRuleFactory:
span_dec(cover, nt[-1][4] + 1, link_j)
span_dec(e_nt_cover, nt[-1][4] + 1, link_j)
# Try to start a new non-terminal, extract, extend
- if (not nt or f_j - nt[-1][2] > 1) and len(nt) < self.max_nonterminals:
+ if (not nt or f_j - nt[-1][2] > 1) and wc < self.max_length and len(nt) < self.max_nonterminals:
# Check for collisions
if not span_check(cover, link_i, link_j):
return
@@ -1960,26 +1956,19 @@ cdef class HieroCachingRuleFactory:
span_inc(e_nt_cover, link_i, link_j)
nt.append([(nt[-1][0] + 1) if nt else 1, f_j, f_j, link_i, link_j])
# Require at least one word in phrase
- if links:
- if f_j >= new_min_bound:
- rules.add(self.form_rule(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links))
- extract(f_i, f_j + 1, new_e_i, new_e_j, new_min_bound, wc, links, nt, False)
+ if links and f_j >= new_min_bound:
+ rules.add(self.form_rule(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links))
+ extract(f_i, f_j + 1, new_e_i, new_e_j, new_min_bound, wc + 1, links, nt, False)
nt.pop()
span_dec(cover, link_i, link_j)
span_dec(e_nt_cover, link_i, link_j)
# Try to extract phrases from every f index
- f_i = 0
- while f_i < f_len:
+ for f_i from 0 <= f_i < f_len:
# Skip if phrases won't be tight on left side
if not al[f_i]:
- f_i += 1
continue
- extract(f_i, f_i, f_len + 1, -1, f_i, 1, [], [], False)
- f_i += 1
-
- for rule in sorted(rules):
- logger.info(self.fmt_rule(*rule[:3]))
+ extract(f_i, f_i, f_len + 1, -1, f_i, 0, [], [], False)
# Update phrase counts
for rule in rules:
@@ -2062,7 +2051,6 @@ cdef class HieroCachingRuleFactory:
f = Phrase(f_sym)
e = Phrase(e_sym)
a = tuple(self.alignment.link(i, j) for (i, j) in links)
- print 'New rule:', self.fmt_rule(f, e, a)
return (f, e, a, lex_f_i, lex_f_j)
# Rule string from rule
diff --git a/python/tests/extractor/corpus.al.gz b/python/tests/extractor/corpus.al.gz
new file mode 100644
index 00000000..88a3a8ee
--- /dev/null
+++ b/python/tests/extractor/corpus.al.gz
Binary files differ
diff --git a/python/tests/extractor/corpus.fr-en.gz b/python/tests/extractor/corpus.fr-en.gz
new file mode 100644
index 00000000..b0b04215
--- /dev/null
+++ b/python/tests/extractor/corpus.fr-en.gz
Binary files differ
diff --git a/python/tests/extractor/gold-rules.sort b/python/tests/extractor/gold-rules.sort
new file mode 100644
index 00000000..c6f22c36
--- /dev/null
+++ b/python/tests/extractor/gold-rules.sort
@@ -0,0 +1,140 @@
+[X] ||| A B C D [X,1] ||| B C D [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-1
+[X] ||| A B C D ||| B C ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-1
+[X] ||| A B C [X,1] K ||| B [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 4-3 4-4
+[X] ||| A B C [X,1] ||| B [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| A ||| B ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| AA BB CC DD ||| AA BB CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-3 1-2 2-1 3-0
+[X] ||| AA BB CC [X,1] ||| [X,1] BB CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-3 1-2 2-1
+[X] ||| AA BB CC ||| BB CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-1 2-0
+[X] ||| AA BB [X,1] DD ||| AA [X,1] CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-3 1-2 3-0
+[X] ||| AA BB [X,1] ||| [X,1] CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-1
+[X] ||| AA BB ||| CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0
+[X] ||| AA [X,1] CC DD ||| AA BB [X,1] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-3 2-1 3-0
+[X] ||| AA [X,1] CC [X,2] ||| [X,2] BB [X,1] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-3 2-1
+[X] ||| AA [X,1] CC ||| BB [X,1] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 2-0
+[X] ||| AA [X,1] DD ||| AA [X,1] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 2-0
+[X] ||| AA [X,1] ||| [X,1] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1
+[X] ||| AA ||| DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| BB CC DD ||| AA BB CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-1 2-0
+[X] ||| BB CC [X,1] ||| [X,1] BB CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-1
+[X] ||| BB CC ||| BB CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0
+[X] ||| BB [X,1] DD ||| AA [X,1] CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 2-0
+[X] ||| BB [X,1] ||| [X,1] CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1
+[X] ||| BB ||| CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| CC DD ||| AA BB ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0
+[X] ||| CC [X,1] ||| [X,1] BB ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1
+[X] ||| CC ||| BB ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| D E F G H ||| C D E F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3 2-2 3-5 4-5
+[X] ||| D E F [X,1] K ||| C D E F G [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3 2-2 4-7 4-8
+[X] ||| D E F [X,1] ||| C D E F G [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3 2-2
+[X] ||| D E F ||| C D E F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3 2-2
+[X] ||| D E [X,1] G H ||| C D [X,1] F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3 3-5 4-5
+[X] ||| D E [X,1] ||| C D [X,1] F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3
+[X] ||| D [X,1] F G H ||| C D E [X,1] G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2 3-5 4-5
+[X] ||| D [X,1] F [X,2] K ||| C D E [X,1] G [X,2] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2 4-7 4-8
+[X] ||| D [X,1] F [X,2] ||| C D E [X,1] G [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2
+[X] ||| D [X,1] F ||| C D E [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2
+[X] ||| D [X,1] G H [X,2] ||| C D [X,1] G H [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-4 3-4
+[X] ||| D [X,1] G H ||| C D [X,1] G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-4 3-4
+[X] ||| D [X,1] I J K ||| C D [X,1] I J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-3 3-3 4-5 4-6
+[X] ||| D [X,1] I J [X,2] ||| C D [X,1] I J [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-3 3-3
+[X] ||| D [X,1] I J ||| C D [X,1] I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-3 3-3
+[X] ||| D [X,1] K ||| C D [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-4 2-5
+[X] ||| D [X,1] L M N ||| C D [X,1] M N ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 4-3 4-4
+[X] ||| D [X,1] L M [X,2] ||| C D [X,1] [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| D [X,1] ||| C D [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| D ||| C ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| DD ||| AA ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| E F G H [X,1] ||| E F G H [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0 2-3 3-3
+[X] ||| E F G H ||| E F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0 2-3 3-3
+[X] ||| E F [X,1] I J ||| E F G [X,1] I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0 3-4 4-4
+[X] ||| E F [X,1] K ||| E F G [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0 3-5 3-6
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+[X] ||| E F ||| E F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0
+[X] ||| E [X,1] G H [X,2] ||| [X,1] F G H [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 2-3 3-3
+[X] ||| E [X,1] G H ||| [X,1] F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 2-3 3-3
+[X] ||| E [X,1] ||| [X,1] F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1
+[X] ||| E ||| F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| F ||| E ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| G H I J K ||| H I J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0 2-1 3-1 4-3 4-4
+[X] ||| G H I J [X,1] ||| H I J [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0 2-1 3-1
+[X] ||| G H I J ||| H I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0 2-1 3-1
+[X] ||| G H [X,1] K ||| H [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0 3-3 3-4
+[X] ||| G H [X,1] ||| H [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0
+[X] ||| G H ||| H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0
+[X] ||| I J K ||| I J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0 2-2 2-3
+[X] ||| I J [X,1] ||| I J [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0
+[X] ||| I J ||| I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0
+[X] ||| K L M N [X,1] ||| K L M N [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1 3-2 3-3
+[X] ||| K L M N ||| K L M N ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1 3-2 3-3
+[X] ||| K L M [X,1] ||| K L [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1
+[X] ||| K ||| K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1
+[X] ||| N O P Q R ||| M N O P ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1 1-2 2-3 4-2
+[X] ||| N O [X,1] Q R ||| M N O [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1 1-2 4-2
+[X] ||| N [X,1] ||| M N [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1
+[X] ||| N ||| M N ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1
+[X] ||| O P Q R [X,1] ||| O P Q R S [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-1 3-0
+[X] ||| O P Q R ||| O P ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-1 3-0
+[X] ||| O [X,1] Q R [X,2] ||| O [X,1] Q R S [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-0
+[X] ||| O [X,1] Q R ||| O [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-0
+[X] ||| P ||| P ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| S T U V [X,1] ||| T U V [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-0 3-2
+[X] ||| S T U V ||| T U V ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-0 3-2
+[X] ||| S [X,1] U V [X,2] ||| [X,1] U V [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 3-2
+[X] ||| S [X,1] U V ||| [X,1] U V ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 3-2
+[X] ||| T ||| T ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| W X Y Z [X,1] ||| W X Y Z [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2 3-0
+[X] ||| W X Y Z ||| W X Y ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2 3-0
+[X] ||| W X [X,1] Z [X,2] ||| W X [X,1] Z [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-0
+[X] ||| W X [X,1] Z ||| W X [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-0
+[X] ||| Y ||| Y ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| [X,1] AA BB CC DD ||| [X,1] Z AA BB CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-5 2-4 3-3 4-2
+[X] ||| [X,1] AA BB CC [X,2] ||| [X,1] Z [X,2] BB CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-5 2-4 3-3
+[X] ||| [X,1] AA BB [X,2] DD ||| [X,1] Z AA [X,2] CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-5 2-4 4-2
+[X] ||| [X,1] AA BB [X,2] ||| [X,1] Z [X,2] CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-4 2-3
+[X] ||| [X,1] AA [X,2] CC DD ||| [X,1] Z AA BB [X,2] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-5 3-3 4-2
+[X] ||| [X,1] AA [X,2] DD ||| [X,1] Z AA [X,2] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-4 3-2
+[X] ||| [X,1] AA [X,2] ||| [X,1] Z [X,2] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3
+[X] ||| [X,1] B C D [X,2] ||| [X,1] C D [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 3-1
+[X] ||| [X,1] B C D ||| [X,1] C ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 3-1
+[X] ||| [X,1] B C [X,2] K ||| [X,1] [X,2] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 4-3 4-4
+[X] ||| [X,1] BB CC DD ||| AA BB CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-1 3-0
+[X] ||| [X,1] BB CC [X,2] ||| [X,2] BB CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-1
+[X] ||| [X,1] BB CC ||| BB CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-0
+[X] ||| [X,1] BB [X,2] DD ||| AA [X,2] CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 3-0
+[X] ||| [X,1] BB [X,2] ||| [X,2] CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1
+[X] ||| [X,1] BB ||| CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0
+[X] ||| [X,1] CC DD ||| AA BB [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-0
+[X] ||| [X,1] CC [X,2] ||| [X,2] BB [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1
+[X] ||| [X,1] CC ||| BB [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0
+[X] ||| [X,1] DD ||| AA [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0
+[X] ||| [X,1] E F G H ||| [X,1] D E F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3 2-2 3-5 4-5
+[X] ||| [X,1] E F [X,2] K ||| [X,1] D E F G [X,2] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3 2-2 4-7 4-8
+[X] ||| [X,1] E F [X,2] ||| [X,1] D E F G [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3 2-2
+[X] ||| [X,1] E F ||| [X,1] D E F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3 2-2
+[X] ||| [X,1] E [X,2] G H ||| [X,1] D [X,2] F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3 3-5 4-5
+[X] ||| [X,1] E [X,2] ||| [X,1] D [X,2] F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3
+[X] ||| [X,1] F G H [X,2] ||| E [X,1] G H [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0 2-3 3-3
+[X] ||| [X,1] F G H ||| E [X,1] G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0 2-3 3-3
+[X] ||| [X,1] F [X,2] I J ||| E [X,1] G [X,2] I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0 3-4 4-4
+[X] ||| [X,1] F [X,2] K ||| E [X,1] G [X,2] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0 3-5 3-6
+[X] ||| [X,1] F [X,2] ||| E [X,1] G [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0
+[X] ||| [X,1] F ||| E [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0
+[X] ||| [X,1] G H I J ||| [X,1] G H I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-2 3-3 4-3
+[X] ||| [X,1] G H [X,2] K ||| [X,1] G H [X,2] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-2 4-5 4-6
+[X] ||| [X,1] G H [X,2] ||| [X,1] G H [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-2
+[X] ||| [X,1] G H ||| [X,1] G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-2
+[X] ||| [X,1] I J K ||| [X,1] I J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-1 3-3 3-4
+[X] ||| [X,1] I J [X,2] ||| [X,1] I J [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-1
+[X] ||| [X,1] I J ||| [X,1] I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-1
+[X] ||| [X,1] K L M N ||| [X,1] J K L M N ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 1-3 4-4 4-5
+[X] ||| [X,1] K L M [X,2] ||| [X,1] J K L [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 1-3
+[X] ||| [X,1] K ||| [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 1-3
+[X] ||| [X,1] L M N [X,2] ||| [X,1] M N [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 3-1 3-2
+[X] ||| [X,1] L M N ||| [X,1] M N ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 3-1 3-2
+[X] ||| [X,1] O P Q R ||| [X,1] O P ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-2 4-1
+[X] ||| [X,1] O [X,2] Q R ||| [X,1] O [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 4-1
+[X] ||| [X,1] S T U V ||| [X,1] Q R S T U V ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-6 2-4 4-6
+[X] ||| [X,1] S [X,2] U V ||| [X,1] Q R S [X,2] U V ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-6 4-6
+[X] ||| [X,1] W X Y Z ||| [X,1] W X Y ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 3-3 4-1
+[X] ||| [X,1] W X [X,2] Z ||| [X,1] W X [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 4-1
diff --git a/python/tests/extractor/refmt.py b/python/tests/extractor/refmt.py
new file mode 100755
index 00000000..437d5b7a
--- /dev/null
+++ b/python/tests/extractor/refmt.py
@@ -0,0 +1,20 @@
+#!/usr/bin/env python
+
+import collections, sys
+
+lines = []
+f = collections.defaultdict(int)
+fe = collections.defaultdict(lambda: collections.defaultdict(int))
+
+for line in sys.stdin:
+ tok = [x.strip() for x in line.split('|||')]
+ count = int(tok[4])
+ f[tok[1]] += count
+ fe[tok[1]][tok[2]] += count
+ lines.append(tok)
+
+for tok in lines:
+ feat = 'IsSingletonF={0}.0 IsSingletonFE={1}.0'.format(
+ 0 if f[tok[1]] > 1 else 1,
+ 0 if fe[tok[1]][tok[2]] > 1 else 1)
+ print ' ||| '.join((tok[0], tok[1], tok[2], feat, tok[3]))
diff --git a/python/tests/extractor/rules.sort b/python/tests/extractor/rules.sort
new file mode 100644
index 00000000..c6f22c36
--- /dev/null
+++ b/python/tests/extractor/rules.sort
@@ -0,0 +1,140 @@
+[X] ||| A B C D [X,1] ||| B C D [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-1
+[X] ||| A B C D ||| B C ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-1
+[X] ||| A B C [X,1] K ||| B [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 4-3 4-4
+[X] ||| A B C [X,1] ||| B [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| A ||| B ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| AA BB CC DD ||| AA BB CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-3 1-2 2-1 3-0
+[X] ||| AA BB CC [X,1] ||| [X,1] BB CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-3 1-2 2-1
+[X] ||| AA BB CC ||| BB CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-1 2-0
+[X] ||| AA BB [X,1] DD ||| AA [X,1] CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-3 1-2 3-0
+[X] ||| AA BB [X,1] ||| [X,1] CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-1
+[X] ||| AA BB ||| CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0
+[X] ||| AA [X,1] CC DD ||| AA BB [X,1] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-3 2-1 3-0
+[X] ||| AA [X,1] CC [X,2] ||| [X,2] BB [X,1] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-3 2-1
+[X] ||| AA [X,1] CC ||| BB [X,1] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 2-0
+[X] ||| AA [X,1] DD ||| AA [X,1] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 2-0
+[X] ||| AA [X,1] ||| [X,1] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1
+[X] ||| AA ||| DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| BB CC DD ||| AA BB CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-1 2-0
+[X] ||| BB CC [X,1] ||| [X,1] BB CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-1
+[X] ||| BB CC ||| BB CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0
+[X] ||| BB [X,1] DD ||| AA [X,1] CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 2-0
+[X] ||| BB [X,1] ||| [X,1] CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1
+[X] ||| BB ||| CC ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| CC DD ||| AA BB ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0
+[X] ||| CC [X,1] ||| [X,1] BB ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1
+[X] ||| CC ||| BB ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| D E F G H ||| C D E F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3 2-2 3-5 4-5
+[X] ||| D E F [X,1] K ||| C D E F G [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3 2-2 4-7 4-8
+[X] ||| D E F [X,1] ||| C D E F G [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3 2-2
+[X] ||| D E F ||| C D E F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3 2-2
+[X] ||| D E [X,1] G H ||| C D [X,1] F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3 3-5 4-5
+[X] ||| D E [X,1] ||| C D [X,1] F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-3
+[X] ||| D [X,1] F G H ||| C D E [X,1] G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2 3-5 4-5
+[X] ||| D [X,1] F [X,2] K ||| C D E [X,1] G [X,2] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2 4-7 4-8
+[X] ||| D [X,1] F [X,2] ||| C D E [X,1] G [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2
+[X] ||| D [X,1] F ||| C D E [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2
+[X] ||| D [X,1] G H [X,2] ||| C D [X,1] G H [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-4 3-4
+[X] ||| D [X,1] G H ||| C D [X,1] G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-4 3-4
+[X] ||| D [X,1] I J K ||| C D [X,1] I J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-3 3-3 4-5 4-6
+[X] ||| D [X,1] I J [X,2] ||| C D [X,1] I J [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-3 3-3
+[X] ||| D [X,1] I J ||| C D [X,1] I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-3 3-3
+[X] ||| D [X,1] K ||| C D [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-4 2-5
+[X] ||| D [X,1] L M N ||| C D [X,1] M N ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 4-3 4-4
+[X] ||| D [X,1] L M [X,2] ||| C D [X,1] [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| D [X,1] ||| C D [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| D ||| C ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| DD ||| AA ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| E F G H [X,1] ||| E F G H [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0 2-3 3-3
+[X] ||| E F G H ||| E F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0 2-3 3-3
+[X] ||| E F [X,1] I J ||| E F G [X,1] I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0 3-4 4-4
+[X] ||| E F [X,1] K ||| E F G [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0 3-5 3-6
+[X] ||| E F [X,1] ||| E F G [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0
+[X] ||| E F ||| E F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 1-0
+[X] ||| E [X,1] G H [X,2] ||| [X,1] F G H [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 2-3 3-3
+[X] ||| E [X,1] G H ||| [X,1] F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1 2-3 3-3
+[X] ||| E [X,1] ||| [X,1] F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-1
+[X] ||| E ||| F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| F ||| E ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| G H I J K ||| H I J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0 2-1 3-1 4-3 4-4
+[X] ||| G H I J [X,1] ||| H I J [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0 2-1 3-1
+[X] ||| G H I J ||| H I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0 2-1 3-1
+[X] ||| G H [X,1] K ||| H [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0 3-3 3-4
+[X] ||| G H [X,1] ||| H [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0
+[X] ||| G H ||| H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0
+[X] ||| I J K ||| I J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0 2-2 2-3
+[X] ||| I J [X,1] ||| I J [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0
+[X] ||| I J ||| I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-0
+[X] ||| K L M N [X,1] ||| K L M N [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1 3-2 3-3
+[X] ||| K L M N ||| K L M N ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1 3-2 3-3
+[X] ||| K L M [X,1] ||| K L [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1
+[X] ||| K ||| K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1
+[X] ||| N O P Q R ||| M N O P ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1 1-2 2-3 4-2
+[X] ||| N O [X,1] Q R ||| M N O [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1 1-2 4-2
+[X] ||| N [X,1] ||| M N [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1
+[X] ||| N ||| M N ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 0-1
+[X] ||| O P Q R [X,1] ||| O P Q R S [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-1 3-0
+[X] ||| O P Q R ||| O P ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 1-1 3-0
+[X] ||| O [X,1] Q R [X,2] ||| O [X,1] Q R S [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-0
+[X] ||| O [X,1] Q R ||| O [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-0
+[X] ||| P ||| P ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| S T U V [X,1] ||| T U V [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-0 3-2
+[X] ||| S T U V ||| T U V ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 1-0 3-2
+[X] ||| S [X,1] U V [X,2] ||| [X,1] U V [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 3-2
+[X] ||| S [X,1] U V ||| [X,1] U V ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-2 3-2
+[X] ||| T ||| T ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| W X Y Z [X,1] ||| W X Y Z [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2 3-0
+[X] ||| W X Y Z ||| W X Y ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 2-2 3-0
+[X] ||| W X [X,1] Z [X,2] ||| W X [X,1] Z [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-0
+[X] ||| W X [X,1] Z ||| W X [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0 3-0
+[X] ||| Y ||| Y ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 0-0
+[X] ||| [X,1] AA BB CC DD ||| [X,1] Z AA BB CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-5 2-4 3-3 4-2
+[X] ||| [X,1] AA BB CC [X,2] ||| [X,1] Z [X,2] BB CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-5 2-4 3-3
+[X] ||| [X,1] AA BB [X,2] DD ||| [X,1] Z AA [X,2] CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-5 2-4 4-2
+[X] ||| [X,1] AA BB [X,2] ||| [X,1] Z [X,2] CC DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-4 2-3
+[X] ||| [X,1] AA [X,2] CC DD ||| [X,1] Z AA BB [X,2] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-5 3-3 4-2
+[X] ||| [X,1] AA [X,2] DD ||| [X,1] Z AA [X,2] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-4 3-2
+[X] ||| [X,1] AA [X,2] ||| [X,1] Z [X,2] DD ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3
+[X] ||| [X,1] B C D [X,2] ||| [X,1] C D [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 3-1
+[X] ||| [X,1] B C D ||| [X,1] C ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 3-1
+[X] ||| [X,1] B C [X,2] K ||| [X,1] [X,2] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 4-3 4-4
+[X] ||| [X,1] BB CC DD ||| AA BB CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-1 3-0
+[X] ||| [X,1] BB CC [X,2] ||| [X,2] BB CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-1
+[X] ||| [X,1] BB CC ||| BB CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-0
+[X] ||| [X,1] BB [X,2] DD ||| AA [X,2] CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 3-0
+[X] ||| [X,1] BB [X,2] ||| [X,2] CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1
+[X] ||| [X,1] BB ||| CC [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0
+[X] ||| [X,1] CC DD ||| AA BB [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-0
+[X] ||| [X,1] CC [X,2] ||| [X,2] BB [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1
+[X] ||| [X,1] CC ||| BB [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0
+[X] ||| [X,1] DD ||| AA [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0
+[X] ||| [X,1] E F G H ||| [X,1] D E F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3 2-2 3-5 4-5
+[X] ||| [X,1] E F [X,2] K ||| [X,1] D E F G [X,2] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3 2-2 4-7 4-8
+[X] ||| [X,1] E F [X,2] ||| [X,1] D E F G [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3 2-2
+[X] ||| [X,1] E F ||| [X,1] D E F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3 2-2
+[X] ||| [X,1] E [X,2] G H ||| [X,1] D [X,2] F G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3 3-5 4-5
+[X] ||| [X,1] E [X,2] ||| [X,1] D [X,2] F ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-3
+[X] ||| [X,1] F G H [X,2] ||| E [X,1] G H [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0 2-3 3-3
+[X] ||| [X,1] F G H ||| E [X,1] G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0 2-3 3-3
+[X] ||| [X,1] F [X,2] I J ||| E [X,1] G [X,2] I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0 3-4 4-4
+[X] ||| [X,1] F [X,2] K ||| E [X,1] G [X,2] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0 3-5 3-6
+[X] ||| [X,1] F [X,2] ||| E [X,1] G [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0
+[X] ||| [X,1] F ||| E [X,1] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-0
+[X] ||| [X,1] G H I J ||| [X,1] G H I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-2 3-3 4-3
+[X] ||| [X,1] G H [X,2] K ||| [X,1] G H [X,2] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-2 4-5 4-6
+[X] ||| [X,1] G H [X,2] ||| [X,1] G H [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-2
+[X] ||| [X,1] G H ||| [X,1] G H ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 2-2
+[X] ||| [X,1] I J K ||| [X,1] I J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-1 3-3 3-4
+[X] ||| [X,1] I J [X,2] ||| [X,1] I J [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-1
+[X] ||| [X,1] I J ||| [X,1] I ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-1
+[X] ||| [X,1] K L M N ||| [X,1] J K L M N ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 1-3 4-4 4-5
+[X] ||| [X,1] K L M [X,2] ||| [X,1] J K L [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 1-3
+[X] ||| [X,1] K ||| [X,1] J K L ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-2 1-3
+[X] ||| [X,1] L M N [X,2] ||| [X,1] M N [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 3-1 3-2
+[X] ||| [X,1] L M N ||| [X,1] M N ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 3-1 3-2
+[X] ||| [X,1] O P Q R ||| [X,1] O P ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 2-2 4-1
+[X] ||| [X,1] O [X,2] Q R ||| [X,1] O [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 4-1
+[X] ||| [X,1] S T U V ||| [X,1] Q R S T U V ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-6 2-4 4-6
+[X] ||| [X,1] S [X,2] U V ||| [X,1] Q R S [X,2] U V ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-6 4-6
+[X] ||| [X,1] W X Y Z ||| [X,1] W X Y ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 3-3 4-1
+[X] ||| [X,1] W X [X,2] Z ||| [X,1] W X [X,2] ||| IsSingletonF=1.0 IsSingletonFE=1.0 ||| 1-1 4-1
diff --git a/python/tests/extractor/run.sh b/python/tests/extractor/run.sh
new file mode 100755
index 00000000..f44da9f8
--- /dev/null
+++ b/python/tests/extractor/run.sh
@@ -0,0 +1,14 @@
+#!/usr/bin/env bash
+
+# Make sure that the sa and online extractors are producing the same (correct) output
+
+set -x verbose
+
+python -m cdec.sa.compile -a corpus.al.gz -b corpus.fr-en.gz -o extract >| extract.ini
+
+cat test.in | python -m cdec.sa.extract -c extract.ini -g gold -o 2>&1 | egrep '\[X\].+\|\|\|.+\|\|\|.+\|\|\|.+\|\|\|'|sed -re 's/INFO.+://g' | ./refmt.py | LC_ALL=C sort >| rules.sort
+
+cd gold && cat grammar.0|sed -re 's/Egiv.+(IsSingletonF=)/\1/g'|LC_ALL=C sort >| rules.sort && cd ..
+
+diff gold/rules.sort gold-rules.sort
+diff rules.sort gold-rules.sort
diff --git a/python/tests/extractor/test.in b/python/tests/extractor/test.in
new file mode 100644
index 00000000..42f1a9dc
--- /dev/null
+++ b/python/tests/extractor/test.in
@@ -0,0 +1 @@
+A B C D E F G H I J K L M N O P Q R S T U V W X Y Z AA BB CC DD ||| A B C D E F G H I J K L M N O P Q R S T U V W X Y Z AA BB CC DD ||| 0-1 3-2 4-5 5-4 6-7 7-7 8-8 9-8 10-10 10-11 13-12 13-13 14-14 15-15 17-14 18-21 19-19 21-21 22-22 24-24 25-22 26-29 27-28 28-27 29-26
diff --git a/python/tests/extractor/test.vis b/python/tests/extractor/test.vis
new file mode 100644
index 00000000..2d30a9f4
--- /dev/null
+++ b/python/tests/extractor/test.vis
@@ -0,0 +1,34 @@
+ 012345678901234567890123456789
+0.*............................0
+1..............................1
+2..............................2
+3..*...........................3
+4.....*........................4
+5....*.........................5
+6.......*......................6
+7.......*......................7
+8........*.....................8
+9........*.....................9
+0..........**..................0
+1..............................1
+2..............................2
+3............**................3
+4..............*...............4
+5...............*..............5
+6..............................6
+7..............*...............7
+8.....................*........8
+9...................*..........9
+0..............................0
+1.....................*........1
+2......................*.......2
+3..............................3
+4........................*.....4
+5......................*.......5
+6.............................*6
+7............................*.7
+8...........................*..8
+9..........................*...9
+ 012345678901234567890123456789
+
+0-1 3-2 4-5 5-4 6-7 7-7 8-8 9-8 10-10 10-11 13-12 13-13 14-14 15-15 17-14 18-21 19-19 21-21 22-22 24-24 25-22 26-29 27-28 28-27 29-26