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deanm0000/pyarrow_sig.py

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pyarrow compute probe for signatures
Raw
pyarrow_sig.py
import inspect
import json
import os
from pyarrow import compute as pc
from types import FunctionType
import pyarrow as pa
from datetime import datetime
import multiprocessing as mp
import sys
all_array_types = [
("bool", [True, False, False, True, True]),
("uint8", range(5)),
("int8", range(5)),
("uint16", range(5)),
("int16", range(5)),
("uint32", range(5)),
("int32", range(5)),
("uint64", range(5, 10)),
("int64", range(5, 10)),
("float", [0, 0.1, 0.2, 0.3, 0.4]),
("double", [0, 0.1, 0.2, 0.3, 0.4]),
("string", ["a", "b", None, "ddd", "ee"]),
("binary", [b"a", b"b", b"c", b"ddd", b"ee"]),
(pa.binary(3), [b"abc", b"bcd", b"cde", b"def", b"efg"]),
(pa.list_(pa.int8()), [[1, 2], [3, 4], [5, 6], None, [9, 16]]),
(pa.large_list(pa.int16()), [[1], [2, 3, 4], [5, 6], None, [9, 16]]),
(
pa.struct([("a", pa.int8()), ("b", pa.int8())]), # type: ignore
[ # type: ignore
{"a": 1, "b": 2},
None,
{"a": 3, "b": 4},
None,
{"a": 5, "b": 6},
],
),
]
def risky_function(indx1, indx2, do_scalar, func_name, queue):
from pyarrow import compute as pc
func = getattr(pc, func_name)
all_array_types = [
("bool", [True, False, False, True, True]),
("uint8", range(5)),
("int8", range(5)),
("uint16", range(5)),
("int16", range(5)),
("uint32", range(5)),
("int32", range(5)),
("uint64", range(5, 10)),
("int64", range(5, 10)),
("float", [0, 0.1, 0.2, 0.3, 0.4]),
("double", [0, 0.1, 0.2, 0.3, 0.4]),
("string", ["a", "b", None, "ddd", "ee"]),
("binary", [b"a", b"b", b"c", b"ddd", b"ee"]),
(pa.binary(3), [b"abc", b"bcd", b"cde", b"def", b"efg"]),
(pa.list_(pa.int8()), [[1, 2], [3, 4], [5, 6], None, [9, 16]]),
(pa.large_list(pa.int16()), [[1], [2, 3, 4], [5, 6], None, [9, 16]]),
(
pa.struct([("a", pa.int8()), ("b", pa.int8())]), # type: ignore
[ # type: ignore
{"a": 1, "b": 2},
None,
{"a": 3, "b": 4},
None,
{"a": 5, "b": 6},
],
),
]
arr1 = pa.array(all_array_types[indx1][1], all_array_types[indx1][0])
if do_scalar:
arr2 = all_array_types[indx2][1][0]
else:
arr2 = pa.array(all_array_types[indx2][1], all_array_types[indx2][0])
res = func(arr1, arr2)
queue.put(str(res.type))
def mandatory_params(params):
required = []
for key in params.keys():
if params[key].default == inspect._empty:
required.append(key)
return required
def one_param(func):
this_func = {}
for dtype, data in all_array_types:
arr = pa.array(data, dtype)
try:
res = func(arr)
res_type = str(res.type)
if res_type not in this_func:
this_func[res_type] = []
this_func[res_type].append(str(dtype))
except:
pass
return this_func
def two_param(func):
this_func = {}
for indx1 in range(len(all_array_types)):
for indx2 in range(len(all_array_types)):
for do_scalar in (True, False):
original_stdout = sys.stdout
original_stderr = sys.stderr
try:
sys.stdout = open(os.devnull, "w")
sys.stderr = open(os.devnull, "w")
res = mp.Queue()
proc = mp.Process(
target=risky_function,
args=(indx1, indx2, do_scalar, func.__name__, res),
)
proc.start()
proc.join()
if proc.exitcode != 0:
continue
res_type = res.get()
if res_type not in this_func:
this_func[res_type] = []
this_func[res_type].append(
(
str(all_array_types[indx1][0]),
str(all_array_types[indx2][0]),
do_scalar,
)
)
except:
pass
finally:
sys.stdout = original_stdout
sys.stderr = original_stderr
return this_func
if __name__ == "__main__":
pcfuncs = {}
for fun in dir(pc):
func = getattr(pc, fun)
if fun[0] == "_" or not isinstance(func, FunctionType):
continue
params = inspect.signature(func).parameters
required = mandatory_params(params)
if len(required) == 1:
print(f"{datetime.now()}: {fun} one")
pcfuncs[fun] = one_param(func)
elif len(required) == 2:
print(f"{datetime.now()}: {fun} two")
pcfuncs[fun] = two_param(func)
with open("types.json", "w") as f:
f.write(json.dumps(pcfuncs))
Raw
results.json
{
"abs": {
"uint8": [
"uint8"
],
"int8": [
"int8"
],
"uint16": [
"uint16"
],
"int16": [
"int16"
],
"uint32": [
"uint32"
],
"int32": [
"int32"
],
"uint64": [
"uint64"
],
"int64": [
"int64"
],
"float": [
"float"
],
"double": [
"double"
]
},
"abs_checked": {
"uint8": [
"uint8"
],
"int8": [
"int8"
],
"uint16": [
"uint16"
],
"int16": [
"int16"
],
"uint32": [
"uint32"
],
"int32": [
"int32"
],
"uint64": [
"uint64"
],
"int64": [
"int64"
],
"float": [
"float"
],
"double": [
"double"
]
},
"acos": {
"double": [
"uint8",
"int8",
"uint16",
"int16",
"uint32",
"int32",
"uint64",
"int64",
"double"
],
"float": [
"float"
]
},
"acos_checked": {
"float": [
"float"
],
"double": [
"double"
]
},
"add": {
"int64": [
[
"uint8",
"uint8",
true
],
[
"uint8",
"int8",
true
],
[
"uint8",
"uint16",
true
],
[
"uint8",
"int16",
true
],
[
"uint8",
"uint32",
true
],
[
"uint8",
"int32",
true
],
[
"uint8",
"uint64",
true
],
[
"uint8",
"int64",
true
],
[
"uint8",
"int64",
false
],
[
"uint8",
"float",
true
],
[
"uint8",
"double",
true
],
[
"int8",
"uint8",
true
],
[
"int8",
"int8",
true
],
[
"int8",
"uint16",
true
],
[
"int8",
"int16",
true
],
[
"int8",
"uint32",
true
],
[
"int8",
"uint32",
false
],
[
"int8",
"int32",
true
],
[
"int8",
"uint64",
true
],
[
"int8",
"uint64",
false
],
[
"int8",
"int64",
true
],
[
"int8",
"int64",
false
],
[
"int8",
"float",
true
],
[
"int8",
"double",
true
],
[
"uint16",
"uint8",
true
],
[
"uint16",
"int8",
true
],
[
"uint16",
"uint16",
true
],
[
"uint16",
"int16",
true
],
[
"uint16",
"uint32",
true
],
[
"uint16",
"int32",
true
],
[
"uint16",
"uint64",
true
],
[
"uint16",
"int64",
true
],
[
"uint16",
"int64",
false
],
[
"uint16",
"float",
true
],
[
"uint16",
"double",
true
],
[
"int16",
"uint8",
true
],
[
"int16",
"int8",
true
],
[
"int16",
"uint16",
true
],
[
"int16",
"int16",
true
],
[
"int16",
"uint32",
true
],
[
"int16",
"uint32",
false
],
[
"int16",
"int32",
true
],
[
"int16",
"uint64",
true
],
[
"int16",
"uint64",
false
],
[
"int16",
"int64",
true
],
[
"int16",
"int64",
false
],
[
"int16",
"float",
true
],
[
"int16",
"double",
true
],
[
"uint32",
"uint8",
true
],
[
"uint32",
"int8",
true
],
[
"uint32",
"int8",
false
],
[
"uint32",
"uint16",
true
],
[
"uint32",
"int16",
true
],
[
"uint32",
"int16",
false
],
[
"uint32",
"uint32",
true
],
[
"uint32",
"int32",
true
],
[
"uint32",
"int32",
false
],
[
"uint32",
"uint64",
true
],
[
"uint32",
"int64",
true
],
[
"uint32",
"int64",
false
],
[
"uint32",
"float",
true
],
[
"uint32",
"double",
true
],
[
"int32",
"uint8",
true
],
[
"int32",
"int8",
true
],
[
"int32",
"uint16",
true
],
[
"int32",
"int16",
true
],
[
"int32",
"uint32",
true
],
[
"int32",
"uint32",
false
],
[
"int32",
"int32",
true
],
[
"int32",
"uint64",
true
],
[
"int32",
"uint64",
false
],
[
"int32",
"int64",
true
],
[
"int32",
"int64",
false
],
[
"int32",
"float",
true
],
[
"int32",
"double",
true
],
[
"uint64",
"uint8",
true
],
[
"uint64",
"int8",
true
],
[
"uint64",
"int8",
false
],
[
"uint64",
"uint16",
true
],
[
"uint64",
"int16",
true
],
[
"uint64",
"int16",
false
],
[
"uint64",
"uint32",
true
],
[
"uint64",
"int32",
true
],
[
"uint64",
"int32",
false
],
[
"uint64",
"uint64",
true
],
[
"uint64",
"int64",
true
],
[
"uint64",
"int64",
false
],
[
"uint64",
"float",
true
],
[
"uint64",
"double",
true
],
[
"int64",
"uint8",
true
],
[
"int64",
"uint8",
false
],
[
"int64",
"int8",
true
],
[
"int64",
"int8",
false
],
[
"int64",
"uint16",
true
],
[
"int64",
"uint16",
false
],
[
"int64",
"int16",
true
],
[
"int64",
"int16",
false
],
[
"int64",
"uint32",
true
],
[
"int64",
"uint32",
false
],
[
"int64",
"int32",
true
],
[
"int64",
"int32",
false
],
[
"int64",
"uint64",
true
],
[
"int64",
"uint64",
false
],
[
"int64",
"int64",
true
],
[
"int64",
"int64",
false
],
[
"int64",
"float",
true
],
[
"int64",
"double",
true
]
],
"uint8": [
[
"uint8",
"uint8",
false
]
],
"int16": [
[
"uint8",
"int8",
false
],
[
"uint8",
"int16",
false
],
[
"int8",
"uint8",
false
],
[
"int8",
"int16",
false
],
[
"int16",
"uint8",
false
],
[
"int16",
"int8",
false
],
[
"int16",
"int16",
false
]
],
"uint16": [
[
"uint8",
"uint16",
false
],
[
"uint16",
"uint8",
false
],
[
"uint16",
"uint16",
false
]
],
"uint32": [
[
"uint8",
"uint32",
false
],
[
"uint16",
"uint32",
false
],
[
"uint32",
"uint8",
false
],
[
"uint32",
"uint16",
false
],
[
"uint32",
"uint32",
false
]
],
"int32": [
[
"uint8",
"int32",
false
],
[
"int8",
"uint16",
false
],
[
"int8",
"int32",
false
],
[
"uint16",
"int8",
false
],
[
"uint16",
"int16",
false
],
[
"uint16",
"int32",
false
],
[
"int16",
"uint16",
false
],
[
"int16",
"int32",
false
],
[
"int32",
"uint8",
false
],
[
"int32",
"int8",
false
],
[
"int32",
"uint16",
false
],
[
"int32",
"int16",
false
],
[
"int32",
"int32",
false
]
],
"uint64": [
[
"uint8",
"uint64",
false
],
[
"uint16",
"uint64",
false
],
[
"uint32",
"uint64",
false
],
[
"uint64",
"uint8",
false
],
[
"uint64",
"uint16",
false
],
[
"uint64",
"uint32",
false
],
[
"uint64",
"uint64",
false
]
],
"float": [
[
"uint8",
"float",
false
],
[
"int8",
"float",
false
],
[
"uint16",
"float",
false
],
[
"int16",
"float",
false
],
[
"uint32",
"float",
false
],
[
"int32",
"float",
false
],
[
"uint64",
"float",
false
],
[
"int64",
"float",
false
],
[
"float",
"uint8",
true
],
[
"float",
"uint8",
false
],
[
"float",
"int8",
true
],
[
"float",
"int8",
false
],
[
"float",
"uint16",
true
],
[
"float",
"uint16",
false
],
[
"float",
"int16",
true
],
[
"float",
"int16",
false
],
[
"float",
"uint32",
true
],
[
"float",
"uint32",
false
],
[
"float",
"int32",
true
],
[
"float",
"int32",
false
],
[
"float",
"uint64",
true
],
[
"float",
"uint64",
false
],
[
"float",
"int64",
true
],
[
"float",
"int64",
false
],
[
"float",
"float",
true
],
[
"float",
"float",
false
],
[
"float",
"double",
true
]
],
"double": [
[
"uint8",
"double",
false
],
[
"int8",
"double",
false
],
[
"uint16",
"double",
false
],
[
"int16",
"double",
false
],
[
"uint32",
"double",
false
],
[
"int32",
"double",
false
],
[
"uint64",
"double",
false
],
[
"int64",
"double",
false
],
[
"float",
"double",
false
],
[
"double",
"uint8",
true
],
[
"double",
"uint8",
false
],
[
"double",
"int8",
true
],
[
"double",
"int8",
false
],
[
"double",
"uint16",
true
],
[
"double",
"uint16",
false
],
[
"double",
"int16",
true
],
[
"double",
"int16",
false
],
[
"double",
"uint32",
true
],
[
"double",
"uint32",
false
],
[
"double",
"int32",
true
],
[
"double",
"int32",
false
],
[
"double",
"uint64",
true
],
[
"double",
"uint64",
false
],
[
"double",
"int64",
true
],
[
"double",
"int64",
false
],
[
"double",
"float",
true
],
[
"double",
"float",
false
],
[
"double",
"double",
true
],
[
"double",
"double",
false
]
],
"int8": [
[
"int8",
"int8",
false
]
]
},
"add_checked": {
"int64": [
[
"uint8",
"uint8",
true
],
[
"uint8",
"int8",
true
],
[
"uint8",
"uint16",
true
],
[
"uint8",
"int16",
true
],
[
"uint8",
"uint32",
true
],
[
"uint8",
"int32",
true
],
[
"uint8",
"uint64",
true
],
[
"uint8",
"int64",
true
],
[
"uint8",
"int64",
false
],
[
"uint8",
"float",
true
],
[
"uint8",
"double",
true
],
[
"int8",
"uint8",
true
],
[
"int8",
"int8",
true
],
[
"int8",
"uint16",
true
],
[
"int8",
"int16",
true
],
[
"int8",
"uint32",
true
],
[
"int8",
"uint32",
false
],
[
"int8",
"int32",
true
],
[
"int8",
"uint64",
true
],
[
"int8",
"uint64",
false
],
[
"int8",
"int64",
true
],
[
"int8",
"int64",
false
],
[
"int8",
"float",
true
],
[
"int8",
"double",
true
],
[
"uint16",
"uint8",
true
],
[
"uint16",
"int8",
true
],
[
"uint16",
"uint16",
true
],
[
"uint16",
"int16",
true
],
[
"uint16",
"uint32",
true
],
[
"uint16",
"int32",
true
],
[
"uint16",
"uint64",
true
],
[
"uint16",
"int64",
true
],
[
"uint16",
"int64",
false
],
[
"uint16",
"float",
true
],
[
"uint16",
"double",
true
],
[
"int16",
"uint8",
true
],
[
"int16",
"int8",
true
],
[
"int16",
"uint16",
true
],
[
"int16",
"int16",
true
],
[
"int16",
"uint32",
true
],
[
"int16",
"uint32",
false
],
[
"int16",
"int32",
true
],
[
"int16",
"uint64",
true
],
[
"int16",
"uint64",
false
],
[
"int16",
"int64",
true
],
[
"int16",
"int64",
false
],
[
"int16",
"float",
true
],
[
"int16",
"double",
true
],
[
"uint32",
"uint8",
true
],
[
"uint32",
"int8",
true
],
[
"uint32",
"int8",
false
],
[
"uint32",
"uint16",
true
],
[
"uint32",
"int16",
true
],
[
"uint32",
"int16",
false
],
[
"uint32",
"uint32",
true
],
[
"uint32",
"int32",
true
],
[
"uint32",
"int32",
false
],
[
"uint32",
"uint64",
true
],
[
"uint32",
"int64",
true
],
[
"uint32",
"int64",
false
],
[
"uint32",
"float",
true
],
[
"uint32",
"double",
true
],
[
"int32",
"uint8",
true
],
[
"int32",
"int8",
true
],
[
"int32",
"uint16",
true
],
[
"int32",
"int16",
true
],
[
"int32",
"uint32",
true
],
[
"int32",
"uint32",
false
],
[
"int32",
"int32",
true
],
[
"int32",
"uint64",
true
],
[
"int32",
"uint64",
false
],
[
"int32",
"int64",
true
],
[
"int32",
"int64",
false
],
[
"int32",
"float",
true
],
[
"int32",
"double",
true
],
[
"uint64",
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"uint16",
true
],
[
"string",
"int16",
true
],
[
"string",
"uint32",
true
],
[
"string",
"int32",
true
],
[
"string",
"uint64",
true
],
[
"string",
"int64",
true
],
[
"string",
"float",
true
],
[
"string",
"double",
true
]
]
},
"utf8_rtrim": {
"string": [
[
"string",
"string",
true
],
[
"string",
"binary",
true
],
[
"string",
"fixed_size_binary[3]",
true
]
]
},
"utf8_rtrim_whitespace": {
"string": [
"string"
]
},
"utf8_slice_codeunits": {
"string": [
[
"string",
"bool",
true
],
[
"string",
"uint8",
true
],
[
"string",
"int8",
true
],
[
"string",
"uint16",
true
],
[
"string",
"int16",
true
],
[
"string",
"uint32",
true
],
[
"string",
"int32",
true
],
[
"string",
"uint64",
true
],
[
"string",
"int64",
true
],
[
"string",
"float",
true
],
[
"string",
"double",
true
]
]
},
"utf8_split_whitespace": {
"list<item: string>": [
"string"
]
},
"utf8_swapcase": {
"string": [
"string"
]
},
"utf8_title": {
"string": [
"string"
]
},
"utf8_trim": {
"string": [
[
"string",
"string",
true
],
[
"string",
"binary",
true
],
[
"string",
"fixed_size_binary[3]",
true
]
]
},
"utf8_trim_whitespace": {
"string": [
"string"
]
},
"utf8_upper": {
"string": [
"string"
]
},
"value_counts": {
"struct<values: bool, counts: int64>": [
"bool"
],
"struct<values: uint8, counts: int64>": [
"uint8"
],
"struct<values: int8, counts: int64>": [
"int8"
],
"struct<values: uint16, counts: int64>": [
"uint16"
],
"struct<values: int16, counts: int64>": [
"int16"
],
"struct<values: uint32, counts: int64>": [
"uint32"
],
"struct<values: int32, counts: int64>": [
"int32"
],
"struct<values: uint64, counts: int64>": [
"uint64"
],
"struct<values: int64, counts: int64>": [
"int64"
],
"struct<values: float, counts: int64>": [
"float"
],
"struct<values: double, counts: int64>": [
"double"
],
"struct<values: string, counts: int64>": [
"string"
],
"struct<values: binary, counts: int64>": [
"binary"
],
"struct<values: fixed_size_binary[3], counts: int64>": [
"fixed_size_binary[3]"
]
},
"variance": {
"double": [
"uint8",
"int8",
"uint16",
"int16",
"uint32",
"int32",
"uint64",
"int64",
"float",
"double"
]
},
"week": {},
"weeks_between": {},
"xor": {
"bool": [
[
"bool",
"bool",
true
],
[
"bool",
"bool",
false
]
]
},
"year": {},
"year_month_day": {},
"years_between": {}
}
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