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Commit1be44a7

Browse files
sdpythonxadupre
andauthored
Enables linspace (#30)
* Enables test_asarray_scalars* Add support for array api linspace* lint* improves consistency for linspace* fix linspace* disable asarrays_arrays* fix strategies* aapi---------Co-authored-by: Xavier Dupre <xadupre@microsoft.com>
1 parent9b0b5d6 commit1be44a7

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12 files changed

+409
-19
lines changed

12 files changed

+409
-19
lines changed

‎_unittests/onnx-numpy-skips.txt‎

Lines changed: 2 additions & 2 deletions
Original file line numberDiff line numberDiff line change
@@ -1,8 +1,8 @@
11
# API failures
22
# see https://github.com/data-apis/array-api-tests/blob/master/numpy-skips.txt
33
# uses __setitem__
4-
array_api_tests/test_creation_functions.py::test_asarray_arrays
4+
#array_api_tests/test_creation_functions.py::test_asarray_arrays
55
array_api_tests/test_creation_functions.py::test_empty
66
array_api_tests/test_creation_functions.py::test_empty_like
7-
array_api_tests/test_creation_functions.py::test_linspace
7+
#array_api_tests/test_creation_functions.py::test_linspace
88
array_api_tests/test_creation_functions.py::test_meshgrid

‎_unittests/test_array_api.sh‎

Lines changed: 1 addition & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -1,4 +1,4 @@
11
export ARRAY_API_TESTS_MODULE=onnx_array_api.array_api.onnx_numpy
2-
pytest -v -rxXfE ../array-api-tests/array_api_tests/test_creation_functions.py::test_eye||exit 1
2+
pytest -v -rxXfE ../array-api-tests/array_api_tests/test_creation_functions.py::test_full_like||exit 1
33
# pytest ../array-api-tests/array_api_tests/test_creation_functions.py --help
44
pytest -v -rxXfE ../array-api-tests/array_api_tests/test_creation_functions.py --hypothesis-explain --skips-file=_unittests/onnx-numpy-skips.txt||exit 1

‎_unittests/ut_array_api/test_hypothesis_array_api.py‎

Lines changed: 51 additions & 4 deletions
Original file line numberDiff line numberDiff line change
@@ -5,7 +5,7 @@
55
importnumpyasnp
66
fromoperatorimportmul
77
fromhypothesisimportgiven
8-
fromonnx_array_api.ext_test_caseimportExtTestCase
8+
fromonnx_array_api.ext_test_caseimportExtTestCase,ignore_warnings
99
fromonnx_array_api.array_apiimportonnx_numpyasonxp
1010
fromhypothesisimportstrategies
1111
fromhypothesis.extraimportarray_api
@@ -207,11 +207,58 @@ def fctonx(n_rows, n_cols, kw):
207207
fctonx()
208208
self.assertEqual(len(args_onxp),len(args_np))
209209

210+
@ignore_warnings(UserWarning)
211+
deftest_square_shared_types(self):
212+
dtypes=self.onxps.scalar_dtypes()
213+
shared_dtypes=strategies.shared(dtypes,key="dtype")
214+
215+
defshapes(**kw):
216+
kw.setdefault("min_dims",0)
217+
kw.setdefault("min_side",0)
218+
returnself.onxps.array_shapes(**kw).filter(
219+
lambdashape:prod(iforiinshapeifi)<self.MAX_ARRAY_SIZE
220+
)
221+
222+
@strategies.composite
223+
defkwargs(draw,**kw):
224+
result= {}
225+
fork,stratinkw.items():
226+
ifdraw(strategies.booleans()):
227+
result[k]=draw(strat)
228+
returnresult
229+
230+
@strategies.composite
231+
deffull_like_fill_values(draw):
232+
kw=draw(
233+
strategies.shared(
234+
kwargs(dtype=strategies.none()|self.onxps.scalar_dtypes()),
235+
key="full_like_kw",
236+
)
237+
)
238+
dtype=kw.get("dtype",None)ordraw(shared_dtypes)
239+
returndraw(self.onxps.from_dtype(dtype))
240+
241+
args= []
242+
sh=shapes()
243+
xa=self.onxps.arrays(dtype=shared_dtypes,shape=sh)
244+
fu=full_like_fill_values()
245+
kws=strategies.shared(
246+
kwargs(dtype=strategies.none()|self.onxps.scalar_dtypes()),
247+
key="full_like_kw",
248+
)
249+
250+
@given(x=xa,fill_value=fu,kw=kws)
251+
deffctonp(x,fill_value,kw):
252+
args.append((x,fill_value,kw))
253+
254+
fctonp()
255+
self.assertEqual(len(args),100)
256+
210257

211258
if__name__=="__main__":
212-
#cl = TestHypothesisArraysApis()
213-
#cl.setUpClass()
214-
#cl.test_scalar_strategies()
259+
cl=TestHypothesisArraysApis()
260+
cl.setUpClass()
261+
cl.test_square_shared_types()
215262
# import logging
216263

217264
# logging.basicConfig(level=logging.DEBUG)

‎_unittests/ut_array_api/test_onnx_numpy.py‎

Lines changed: 94 additions & 2 deletions
Original file line numberDiff line numberDiff line change
@@ -2,10 +2,14 @@
22
importunittest
33
importnumpyasnp
44
fromonnximportTensorProto
5-
fromonnx_array_api.ext_test_caseimportExtTestCase
5+
fromonnx_array_api.ext_test_caseimportExtTestCase,ignore_warnings
66
fromonnx_array_api.array_apiimportonnx_numpyasxp
77
fromonnx_array_api.npx.npx_typesimportDType
88
fromonnx_array_api.npx.npx_numpy_tensorsimportEagerNumpyTensorasEagerTensor
9+
fromonnx_array_api.npx.npx_functionsimportlinspaceaslinspace_inline
10+
fromonnx_array_api.npx.npx_typesimportFloat64,Int64
11+
fromonnx_array_api.npx.npx_varimportInput
12+
fromonnx_array_api.referenceimportExtendedReferenceEvaluator
913

1014

1115
classTestOnnxNumpy(ExtTestCase):
@@ -22,6 +26,7 @@ def test_zeros(self):
2226
a=xp.absolute(mat)
2327
self.assertEqualArray(np.absolute(mat.numpy()),a.numpy())
2428

29+
@ignore_warnings(DeprecationWarning)
2530
deftest_arange_default(self):
2631
a=EagerTensor(np.array([0],dtype=np.int64))
2732
b=EagerTensor(np.array([2],dtype=np.int64))
@@ -30,6 +35,7 @@ def test_arange_default(self):
3035
self.assertEqual(matnp.shape, (2,))
3136
self.assertEqualArray(matnp,np.arange(0,2).astype(np.int64))
3237

38+
@ignore_warnings(DeprecationWarning)
3339
deftest_arange_step(self):
3440
a=EagerTensor(np.array([4],dtype=np.int64))
3541
s=EagerTensor(np.array([2],dtype=np.int64))
@@ -78,6 +84,7 @@ def test_full_bool(self):
7884
self.assertNotEmpty(matnp[0,0])
7985
self.assertEqualArray(matnp,np.full((4,5),False))
8086

87+
@ignore_warnings(DeprecationWarning)
8188
deftest_arange_int00a(self):
8289
a=EagerTensor(np.array([0],dtype=np.int64))
8390
b=EagerTensor(np.array([0],dtype=np.int64))
@@ -89,6 +96,7 @@ def test_arange_int00a(self):
8996
expected=expected.astype(np.int64)
9097
self.assertEqualArray(matnp,expected)
9198

99+
@ignore_warnings(DeprecationWarning)
92100
deftest_arange_int00(self):
93101
mat=xp.arange(0,0)
94102
matnp=mat.numpy()
@@ -160,10 +168,94 @@ def test_eye_k(self):
160168
got=xp.eye(nr,k=1)
161169
self.assertEqualArray(expected,got.numpy())
162170

171+
deftest_linspace_int(self):
172+
a=EagerTensor(np.array([0],dtype=np.int64))
173+
b=EagerTensor(np.array([6],dtype=np.int64))
174+
c=EagerTensor(np.array(3,dtype=np.int64))
175+
mat=xp.linspace(a,b,c)
176+
matnp=mat.numpy()
177+
expected=np.linspace(a.numpy(),b.numpy(),c.numpy()).astype(np.int64)
178+
self.assertEqualArray(expected,matnp)
179+
180+
deftest_linspace_int5(self):
181+
a=EagerTensor(np.array([0],dtype=np.int64))
182+
b=EagerTensor(np.array([5],dtype=np.int64))
183+
c=EagerTensor(np.array(3,dtype=np.int64))
184+
mat=xp.linspace(a,b,c)
185+
matnp=mat.numpy()
186+
expected=np.linspace(a.numpy(),b.numpy(),c.numpy()).astype(np.int64)
187+
self.assertEqualArray(expected,matnp)
188+
189+
deftest_linspace_float(self):
190+
a=EagerTensor(np.array([0.5],dtype=np.float64))
191+
b=EagerTensor(np.array([5.5],dtype=np.float64))
192+
c=EagerTensor(np.array(2,dtype=np.int64))
193+
mat=xp.linspace(a,b,c)
194+
matnp=mat.numpy()
195+
expected=np.linspace(a.numpy(),b.numpy(),c.numpy())
196+
self.assertEqualArray(expected,matnp)
197+
198+
deftest_linspace_float_noendpoint(self):
199+
a=EagerTensor(np.array([0.5],dtype=np.float64))
200+
b=EagerTensor(np.array([5.5],dtype=np.float64))
201+
c=EagerTensor(np.array(2,dtype=np.int64))
202+
mat=xp.linspace(a,b,c,endpoint=0)
203+
matnp=mat.numpy()
204+
expected=np.linspace(a.numpy(),b.numpy(),c.numpy(),endpoint=0)
205+
self.assertEqualArray(expected,matnp)
206+
207+
@ignore_warnings((RuntimeWarning,DeprecationWarning))# division by zero
208+
deftest_linspace_zero(self):
209+
expected=np.linspace(0.0,0.0,0,endpoint=False)
210+
mat=xp.linspace(0.0,0.0,0,endpoint=False)
211+
matnp=mat.numpy()
212+
self.assertEqualArray(expected,matnp)
213+
214+
@ignore_warnings((RuntimeWarning,DeprecationWarning))# division by zero
215+
deftest_linspace_zero_one(self):
216+
expected=np.linspace(0.0,0.0,1,endpoint=True)
217+
218+
f=linspace_inline(Input("start"),Input("stop"),Input("num"))
219+
onx=f.to_onnx(
220+
constraints={
221+
"start":Float64[None],
222+
"stop":Float64[None],
223+
"num":Int64[None],
224+
(0,False):Float64[None],
225+
}
226+
)
227+
ref=ExtendedReferenceEvaluator(onx)
228+
got=ref.run(
229+
None,
230+
{
231+
"start":np.array(0,dtype=np.float64),
232+
"stop":np.array(0,dtype=np.float64),
233+
"num":np.array(1,dtype=np.int64),
234+
},
235+
)
236+
self.assertEqualArray(expected,got[0])
237+
238+
mat=xp.linspace(0.0,0.0,1,endpoint=True)
239+
matnp=mat.numpy()
240+
241+
self.assertEqualArray(expected,matnp)
242+
243+
deftest_slice_minus_one(self):
244+
g=EagerTensor(np.array([0.0]))
245+
expected=g.numpy()[:-1]
246+
got=g[:-1]
247+
self.assertEqualArray(expected,got.numpy())
248+
249+
deftest_linspace_bug1(self):
250+
expected=np.linspace(16777217.0,0.0,1)
251+
mat=xp.linspace(16777217.0,0.0,1)
252+
matnp=mat.numpy()
253+
self.assertEqualArray(expected,matnp)
254+
163255

164256
if__name__=="__main__":
165257
# import logging
166258

167259
# logging.basicConfig(level=logging.DEBUG)
168-
TestOnnxNumpy().test_eye()
260+
TestOnnxNumpy().test_linspace_float_noendpoint()
169261
unittest.main(verbosity=2)

‎_unittests/ut_npx/test_npx.py‎

Lines changed: 49 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -20,7 +20,8 @@
2020
fromonnx.referenceimportReferenceEvaluator
2121
fromonnx.shape_inferenceimportinfer_shapes
2222

23-
fromonnx_array_api.ext_test_caseimportExtTestCase
23+
fromonnx_array_api.ext_test_caseimportExtTestCase,ignore_warnings
24+
fromonnx_array_api.referenceimportExtendedReferenceEvaluator
2425
fromonnx_array_api.npximportElemType,eager_onnx,jit_onnx
2526
fromonnx_array_api.npx.npx_core_apiimport (
2627
cst,
@@ -60,6 +61,7 @@
6061
fromonnx_array_api.npx.npx_functionsimporthstackashstack_inline
6162
fromonnx_array_api.npx.npx_functionsimportidentityasidentity_inline
6263
fromonnx_array_api.npx.npx_functionsimportisnanasisnan_inline
64+
fromonnx_array_api.npx.npx_functionsimportlinspaceaslinspace_inline
6365
fromonnx_array_api.npx.npx_functionsimportlogaslog_inline
6466
fromonnx_array_api.npx.npx_functionsimportlog1paslog1p_inline
6567
fromonnx_array_api.npx.npx_functionsimportmatmulasmatmul_inline
@@ -1654,6 +1656,7 @@ def test_squeeze(self):
16541656
got=ref.run(None, {"A":x})
16551657
self.assertEqualArray(z,got[0])
16561658

1659+
@ignore_warnings(DeprecationWarning)
16571660
deftest_squeeze_noaxis(self):
16581661
f=squeeze_inline(copy_inline(Input("A")))
16591662
self.assertIsInstance(f,Var)
@@ -2574,6 +2577,51 @@ def test_get_item_i8(self):
25742577
i=a[0]
25752578
self.assertEqualArray(i.numpy(),a.numpy()[0])
25762579

2580+
@ignore_warnings(RuntimeWarning)
2581+
deftest_linspace_big_inline(self):
2582+
# linspace(5, 0, 1) --> [5] even with endpoint=True
2583+
f=linspace_inline(Input("A"),Input("B"),Input("C"))
2584+
self.assertIsInstance(f,Var)
2585+
onx=f.to_onnx(
2586+
constraints={
2587+
0:Int64[None],
2588+
1:Int64[None],
2589+
2:Int64[None],
2590+
(0,False):Int64[None],
2591+
}
2592+
)
2593+
2594+
start=np.array(16777217.0,dtype=np.float64)
2595+
stop=np.array(0.0,dtype=np.float64)
2596+
num=np.array(1,dtype=np.int64)
2597+
y=np.linspace(start,stop,num)
2598+
ref=ExtendedReferenceEvaluator(onx)
2599+
got=ref.run(None, {"A":start,"B":stop,"C":num})
2600+
self.assertEqualArray(y,got[0])
2601+
2602+
@ignore_warnings(RuntimeWarning)
2603+
deftest_linspace_inline(self):
2604+
# linspace(0, 5, 1)
2605+
f=linspace_inline(Input("A"),Input("B"),Input("C"))
2606+
self.assertIsInstance(f,Var)
2607+
onx=f.to_onnx(
2608+
constraints={
2609+
0:Int64[None],
2610+
1:Int64[None],
2611+
2:Int64[None],
2612+
(0,False):Int64[None],
2613+
}
2614+
)
2615+
2616+
start=np.array(0,dtype=np.float64)
2617+
stop=np.array(5,dtype=np.float64)
2618+
num=np.array(1,dtype=np.int64)
2619+
y=np.linspace(start,stop,num)
2620+
ref=ExtendedReferenceEvaluator(onx)
2621+
got=ref.run(None, {"A":start,"B":stop,"C":num})
2622+
self.assertEqualArray(y,got[0])
2623+
25772624

25782625
if__name__=="__main__":
2626+
TestNpx().test_linspace_inline()
25792627
unittest.main(verbosity=2)

‎onnx_array_api/array_api/__init__.py‎

Lines changed: 34 additions & 7 deletions
Original file line numberDiff line numberDiff line change
@@ -24,6 +24,7 @@
2424
"isfinite",
2525
"isinf",
2626
"isnan",
27+
"linspace",
2728
"ones",
2829
"ones_like",
2930
"reshape",
@@ -40,11 +41,18 @@ def _finfo(dtype):
4041
"""
4142
dt=dtype.np_dtypeifisinstance(dtype,DType)elsedtype
4243
res=np.finfo(dt)
43-
d=res.__dict__.copy()
44+
d= {}
45+
fork,vinres.__dict__.items():
46+
ifk.startswith("__"):
47+
continue
48+
ifisinstance(v, (np.float32,np.float64,np.float16)):
49+
d[k]=float(v)
50+
else:
51+
d[k]=v
4452
d["dtype"]=DType(np_dtype_to_tensor_dtype(dt))
4553
nres=type("finfo", (res.__class__,),d)
46-
setattr(nres,"smallest_normal",res.smallest_normal)
47-
setattr(nres,"tiny",res.tiny)
54+
setattr(nres,"smallest_normal",float(res.smallest_normal))
55+
setattr(nres,"tiny",float(res.tiny))
4856
returnnres
4957

5058

@@ -54,11 +62,30 @@ def _iinfo(dtype):
5462
"""
5563
dt=dtype.np_dtypeifisinstance(dtype,DType)elsedtype
5664
res=np.iinfo(dt)
57-
d=res.__dict__.copy()
65+
d= {}
66+
fork,vinres.__dict__.items():
67+
ifk.startswith("__"):
68+
continue
69+
ifisinstance(
70+
v,
71+
(
72+
np.int16,
73+
np.int32,
74+
np.int64,
75+
np.uint16,
76+
np.uint32,
77+
np.uint64,
78+
np.int8,
79+
np.uint8,
80+
),
81+
):
82+
d[k]=int(v)
83+
else:
84+
d[k]=v
5885
d["dtype"]=DType(np_dtype_to_tensor_dtype(dt))
59-
nres=type("finfo", (res.__class__,),d)
60-
setattr(nres,"min",res.min)
61-
setattr(nres,"max",res.max)
86+
nres=type("iinfo", (res.__class__,),d)
87+
setattr(nres,"min",int(res.min))
88+
setattr(nres,"max",int(res.max))
6289
returnnres
6390

6491

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