Created
April 23, 2019 14:40
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pyarrow test scripts
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import numpy as np | |
import pyarrow as pa | |
schema = pa.schema([ | |
pa.field("bools", "bool", True), | |
pa.field("int8s", "i1", True), | |
pa.field("int16s", "i2", True), | |
pa.field("int32s", "i4", True), | |
pa.field("int64s", "i8", True), | |
pa.field("uint8s", "u1", True), | |
pa.field("uint16s", "u2", True), | |
pa.field("uint32s", "u4", True), | |
pa.field("uint64s", "u8", True), | |
pa.field("float32s", "f4", True), | |
pa.field("float64s", "f8", True), | |
]) | |
mask = np.array([0,1,1,0,0], dtype=bool) | |
data = [ | |
[pa.array([True,False,True,False,True],type="bool",mask=mask), | |
pa.array([-1,-2,-3,-4,-5],type="i1",mask=mask), | |
pa.array([-1,-2,-3,-4,-5],type="i2",mask=mask), | |
pa.array([-1,-2,-3,-4,-5],type="i4",mask=mask), | |
pa.array([-1,-2,-3,-4,-5],type="i8",mask=mask), | |
pa.array([+1,+2,+3,+4,+5],type="u1",mask=mask), | |
pa.array([+1,+2,+3,+4,+5],type="u2",mask=mask), | |
pa.array([+1,+2,+3,+4,+5],type="u4",mask=mask), | |
pa.array([+1,+2,+3,+4,+5],type="u8",mask=mask), | |
pa.array([+1,+2,+3,+4,+5],type="f4",mask=mask), | |
pa.array([+1,+2,+3,+4,+5],type="f8",mask=mask)], | |
[pa.array([True,False,True,False,True],type="bool",mask=mask), | |
pa.array([-11,-12,-13,-14,-15],type="i1",mask=mask), | |
pa.array([-11,-12,-13,-14,-15],type="i2",mask=mask), | |
pa.array([-11,-12,-13,-14,-15],type="i4",mask=mask), | |
pa.array([-11,-12,-13,-14,-15],type="i8",mask=mask), | |
pa.array([+11,+12,+13,+14,+15],type="u1",mask=mask), | |
pa.array([+11,+12,+13,+14,+15],type="u2",mask=mask), | |
pa.array([+11,+12,+13,+14,+15],type="u4",mask=mask), | |
pa.array([+11,+12,+13,+14,+15],type="u8",mask=mask), | |
pa.array([+11,+12,+13,+14,+15],type="f4",mask=mask), | |
pa.array([+11,+12,+13,+14,+15],type="f8",mask=mask)], | |
[pa.array([True,False,True,False,True],type="bool",mask=mask), | |
pa.array([-21,-22,-23,-24,-25],type="i1",mask=mask), | |
pa.array([-21,-22,-23,-24,-25],type="i2",mask=mask), | |
pa.array([-21,-22,-23,-24,-25],type="i4",mask=mask), | |
pa.array([-21,-22,-23,-24,-25],type="i8",mask=mask), | |
pa.array([+21,+22,+23,+24,+25],type="u1",mask=mask), | |
pa.array([+21,+22,+23,+24,+25],type="u2",mask=mask), | |
pa.array([+21,+22,+23,+24,+25],type="u4",mask=mask), | |
pa.array([+21,+22,+23,+24,+25],type="u8",mask=mask), | |
pa.array([+21,+22,+23,+24,+25],type="f4",mask=mask), | |
pa.array([+21,+22,+23,+24,+25],type="f8",mask=mask)], | |
] | |
sink = pa.BufferOutputStream() | |
writer = pa.RecordBatchFileWriter(sink, schema) | |
for d in data: | |
batch = pa.RecordBatch.from_arrays(d, schema) | |
writer.write_batch(batch) | |
pass | |
writer.close() | |
buf = sink.getvalue() | |
b = buf.to_pybytes() # this is the buffer containing the full streaming format | |
f = open("primitives.file.data", "wb") | |
f.write(b) | |
f.close() | |
sink = pa.BufferOutputStream() | |
writer = pa.RecordBatchStreamWriter(sink, schema) | |
for d in data: | |
batch = pa.RecordBatch.from_arrays(d, schema) | |
writer.write_batch(batch) | |
pass | |
writer.close() | |
buf = sink.getvalue() | |
b = buf.to_pybytes() # this is the buffer containing the full streaming format | |
f = open("primitives.stream.data", "wb") | |
f.write(b) | |
f.close() |
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import pyarrow as pa | |
schema = pa.schema([ | |
pa.field("f1", pa.binary(4), True) | |
]) | |
sink = pa.BufferOutputStream() | |
writer = pa.RecordBatchFileWriter(sink, schema) | |
data = [ | |
[pa.array(["aaaa","bbbb","cccc",u"éé"], type=pa.binary(4))], | |
] | |
for d in data[:1]: | |
batch = pa.RecordBatch.from_arrays(d, schema) | |
print("rows: {}".format(batch.num_rows)) | |
print("cols: {}".format(batch.num_columns)) | |
print("schema: {}".format(batch.schema)) | |
print("write...") | |
writer.write_batch(batch) | |
pass | |
writer.close() | |
buf = sink.getvalue() | |
print("buf.size={}".format(buf.size)) | |
b = buf.to_pybytes() # this is the buffer containing the full streaming format | |
f = open("fixedwidth.dat", "wb") | |
f.write(b) | |
f.close() |
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