def test_csv_to_compressed_csv():
with tmpfile(".csv") as fn:
with open(fn, "w") as f:
f.write("a,1\nb,2\nc,3")
with tmpfile(".csv.gz") as gfn:
result = odo(fn, gfn)
assert odo(result, list) == odo(fn, list)
def test_csv_to_compressed_csv():
with tmpfile('.csv') as fn:
with open(fn, 'w') as f:
f.write('a,1\nb,2\nc,3')
with tmpfile('.csv.gz') as gfn:
result = odo(fn, gfn)
assert odo(result, list) == odo(fn, list)
def test_resource_gzip():
with tmpfile('json.gz') as fn:
assert isinstance(resource(fn), (JSON, JSONLines))
assert isinstance(resource('json://' + fn), (JSON, JSONLines))
assert isinstance(resource('jsonlines://' + fn), (JSON, JSONLines))
with tmpfile('jsonlines.gz'):
assert isinstance(resource('jsonlines://' + fn), (JSON, JSONLines))
def test_pytables_to_csv():
ndim = 2
with tmpfile('.h5') as fn:
h5file = tb.openFile(fn, mode='w', title="Test Array")
h5file.createArray('/', "test", np.zeros((ndim, ndim), dtype=float))
h5file.close()
with tmpfile('csv') as csv:
t = odo('pytables://%s::/test' % fn, csv)
assert odo(t, list) == [(0.0, 0.0), (0.0, 0.0)]
def test_copy_one_table_to_a_foreign_engine():
data = [(1, 1), (2, 4), (3, 9)]
ds = dshape("var * {x: int, y: int}")
with tmpfile("db") as fn1:
with tmpfile("db") as fn2:
src = into("sqlite:///%s::points" % fn1, data, dshape=ds)
tgt = into("sqlite:///%s::points" % fn2, sa.select([src]), dshape=ds)
assert into(set, src) == into(set, tgt)
assert into(set, data) == into(set, tgt)
def test_resource_on_file():
with tmpfile('.db') as fn:
uri = 'sqlite:///' + fn
sql = resource(uri, 'foo', dshape='var * {x: int, y: int}')
assert isinstance(sql, sa.Table)
with tmpfile('.db') as fn:
uri = 'sqlite:///' + fn
sql = resource(uri + '::' + 'foo', dshape='var * {x: int, y: int}')
assert isinstance(sql, sa.Table)
def test_resource_on_file():
with tmpfile(".db") as fn:
uri = "sqlite:///" + fn
sql = resource(uri, "foo", dshape="var * {x: int, y: int}")
assert isinstance(sql, sa.Table)
with tmpfile(".db") as fn:
uri = "sqlite:///" + fn
sql = resource(uri + "::" + "foo", dshape="var * {x: int, y: int}")
assert isinstance(sql, sa.Table)
def test_into_sqlite_with_header_and_different_sep():
df = pd.DataFrame([('Alice', 100), ('Bob', 200)],
columns=['name', 'amount'])
with tmpfile('.csv') as fn:
csv = into(fn, df, delimiter='|')
with tmpfile('.db') as sql:
db = resource('sqlite:///%s::df' % sql, dshape=discover(csv))
result = into(db, csv)
assert into(list, result) == into(list, df)
def test_send_parameterized_query_to_csv():
with tmpfile('db') as dbfilename:
with filetext('a,b\n1,2\n3,4', extension='csv') as csvfilename:
t = odo(
csvfilename,
'sqlite:///%s::mytable' % dbfilename,
)
with tmpfile('.csv') as fn:
q = t.select(t.c.a == 1)
r = odo(q, fn)
assert sorted(odo(q, list)) == sorted(odo(r, list))
def test_into_sqlite():
data = [('Alice', 100), ('Bob', 200)]
ds = datashape.dshape('var * {name: string, amount: int}')
with tmpfile('.db') as dbpath:
with tmpfile('.csv') as csvpath:
csv = into(csvpath, data, dshape=ds, has_header=False)
sql = resource('sqlite:///%s::mytable' % dbpath, dshape=ds)
with ignoring(NotImplementedError):
append_csv_to_sql_table(sql, csv)
assert into(list, sql) == data
def test_different_encoding_to_csv():
with tmpfile('db') as dbfilename:
with filetext('a,b\n1,2\n3,4', extension='csv') as csvfilename:
t = odo(
csvfilename,
'sqlite:///%s::mytable' % dbfilename,
encoding='latin1'
)
with tmpfile('.csv') as fn:
with pytest.raises(ValueError):
odo(t, fn, encoding='latin1')
def test_sqlite_to_csv(sep, header):
with tmpfile("db") as dbfilename:
with filetext("a,b\n1,2\n3,4", extension="csv") as csvfilename:
t = odo(csvfilename, "sqlite:///%s::mytable" % dbfilename)
with tmpfile(".csv") as fn:
odo(t, fn, header=header, delimiter=sep)
with open(fn, "rt") as f:
lines = f.readlines()
expected = [tuple(map(int, row)) for row in map(lambda x: x.split(sep), lines[header:])]
assert odo(fn, list, delimiter=sep, has_header=header, dshape=discover(t)) == expected
def test_missing_to_csv():
data = [dict(a=1, b=2), dict(a=2, c=4)]
with tmpfile('.json') as fn:
js = JSON(fn)
js = odo(data, js)
with tmpfile('.csv') as csvf:
csv = odo(js, csvf)
with open(csv.path, 'rt') as f:
result = f.read()
expected = 'a,b,c\n1,2.0,\n2,,4.0\n'
assert result == expected
def test_into_sqlite_with_different_sep():
df = pd.DataFrame([('Alice', 100), ('Bob', 200)],
columns=['name', 'amount'])
with tmpfile('.csv') as fn:
# TODO: get the header argument to work in into(CSV, other)
df.to_csv(fn, sep='|', header=False, index=False)
csv = CSV(fn, delimiter='|', has_header=False)
with tmpfile('.db') as sql:
db = resource('sqlite:///%s::df' % sql, dshape=discover(csv))
result = into(db, csv)
assert into(list, result) == into(list, df)
def test_resource_shape():
with tmpfile('.hdf5') as fn:
r = resource(fn+'::/data', dshape='10 * int')
assert r.shape == (10,)
r.file.close()
with tmpfile('.hdf5') as fn:
r = resource(fn+'::/data', dshape='10 * 10 * int')
assert r.shape == (10, 10)
r.file.close()
with tmpfile('.hdf5') as fn:
r = resource(fn+'::/data', dshape='var * 10 * int')
assert r.shape == (0, 10)
r.file.close()
def test_tuples_to_json():
ds = dshape('var * {a: int, b: int}')
with tmpfile('json') as fn:
j = JSON(fn)
append(j, [(1, 2), (10, 20)], dshape=ds)
with open(fn) as f:
assert '"a": 1' in f.read()
with tmpfile('json') as fn:
j = JSONLines(fn)
append(j, [(1, 2), (10, 20)], dshape=ds)
with open(fn) as f:
assert '"a": 1' in f.read()
def test_compound_primary_key_with_single_reference():
with tmpfile('db') as fn:
products = resource('sqlite:///%s::products' % fn,
dshape="""
var * {
product_no: int32,
product_sku: string,
name: ?string,
price: ?float64
}
""", primary_key=['product_no', 'product_sku'])
# TODO: should this fail everywhere? e.g., this fails in postgres, but
# not in sqlite because postgres doesn't allow partial foreign keys
# might be best to let the backend handle this
ds = dshape("""var * {
order_id: int32,
product_no: map[int32, T],
quantity: ?int32
}""")
orders = resource('sqlite:///%s::orders' % fn, dshape=ds,
foreign_keys=dict(product_no=products.c.product_no),
primary_key=['order_id'])
assert discover(orders) == dshape(
"""var * {
order_id: int32,
product_no: map[int32, {product_no: int32, product_sku: string, name: ?string, price: ?float64}],
quantity: ?int32
}
"""
)
def test_string_dshape_doc_example():
x = np.zeros((10, 2))
with tmpfile('.db') as fn:
t = odo(
x, 'sqlite:///%s::x' % fn, dshape='var * {a: float64, b: float64}'
)
assert all(row == (0, 0) for row in t.select().execute().fetchall())
def tbfile():
with tmpfile('.h5') as filename:
f = tb.open_file(filename, mode='w')
d = f.create_table('/', 'title', x)
d.close()
f.close()
yield filename
def test_discover_foreign_keys():
with tmpfile('db') as fn:
products = resource('sqlite:///%s::products' % fn,
dshape="""
var * {
product_no: int32,
name: ?string,
price: ?float64
}
""",
primary_key=['product_no'])
expected = dshape("""var * {
order_id: int32,
product_no: map[int32, {
product_no: int32,
name: ?string,
price: ?float64
}],
quantity: ?int32
}""")
orders = resource('sqlite:///%s::orders' % fn,
dshape=expected,
foreign_keys=dict(product_no=products.c.product_no))
result = discover(orders)
assert result == expected
def test_compound_primary_key_with_fkey():
with tmpfile('db') as fn:
products = resource('sqlite:///%s::products' % fn,
dshape="""
var * {
product_no: int32,
product_sku: string,
name: ?string,
price: ?float64
}
""",
primary_key=['product_no', 'product_sku'])
ds = dshape("""var * {
order_id: int32,
product_no: map[int32, T],
product_sku: map[int32, U],
quantity: ?int32
}""")
orders = resource('sqlite:///%s::orders' % fn, dshape=ds,
primary_key=['order_id'],
foreign_keys={
'product_no': products.c.product_no,
'product_sku': products.c.product_sku
})
assert discover(orders) == dshape(
"""var * {
order_id: int32,
product_no: map[int32, {product_no: int32, product_sku: string, name: ?string, price: ?float64}],
product_sku: map[int32, {product_no: int32, product_sku: string, name: ?string, price: ?float64}],
quantity: ?int32
}
"""
)
def test_na_value(sql, csv):
sql = odo(null_data, sql)
with tmpfile('.csv') as fn:
csv = odo(sql, fn, na_value='NA')
with open(csv.path, 'rt') as f:
raw = f.read()
assert raw == 'a,b\n1,NA\n10,20\n100,200\n'
def test_sql_to_csv(sql, csv, tmpdir):
sql, bind = sql
sql = odo(csv, sql, bind=bind)
with tmpfile('.csv', dir=tmpdir) as fn:
csv = odo(sql, fn, bind=bind)
assert odo(csv, list) == data
assert discover(csv).measure.names == discover(sql).measure.names
def test_foreign_keys_auto_construct():
with tmpfile('db') as fn:
products = resource('sqlite:///%s::products' % fn,
dshape="""
var * {
product_no: int32,
name: ?string,
price: ?float64
}
""",
primary_key=['product_no'])
ds = dshape("""var * {
order_id: int32,
product_no: map[int32, T],
quantity: ?int32
}""")
orders = resource('sqlite:///%s::orders' % fn, dshape=ds,
foreign_keys=dict(product_no=products.c.product_no),
primary_key=['order_id'])
assert discover(orders) == dshape("""
var * {
order_id: int32,
product_no: map[int32, {
product_no: int32,
name: ?string,
price: ?float64
}],
quantity: ?int32
}
""")
def test_transaction():
with tmpfile('.db') as fn:
rsc = resource('sqlite:///%s::table' % fn, dshape='var * {a: int}')
data = [(1,), (2,), (3,)]
conn_1 = rsc.bind.connect()
conn_2 = rsc.bind.connect()
trans_1 = conn_1.begin()
conn_2.begin()
odo(data, rsc, bind=conn_1)
# inside the transaction the write should be there
assert odo(rsc, list, bind=conn_1) == data
# outside of a transaction or in a different transaction the write is not
# there
assert odo(rsc, list) == odo(rsc, list, bind=conn_2) == []
trans_1.commit()
# now the data should appear outside the transaction
assert odo(rsc, list) == odo(rsc, list, bind=conn_2) == data
def test_foreign_keys_as_compound_primary_key():
with tmpfile('db') as fn:
suppliers = resource(
'sqlite:///%s::suppliers' % fn,
dshape='var * {id: int64, name: string}',
primary_key=['id']
)
parts = resource(
'sqlite:///%s::parts' % fn,
dshape='var * {id: int64, name: string, region: string}',
primary_key=['id']
)
suppart = resource(
'sqlite:///%s::suppart' % fn,
dshape='var * {supp_id: map[int64, T], part_id: map[int64, U]}',
foreign_keys={
'supp_id': suppliers.c.id,
'part_id': parts.c.id
},
primary_key=['supp_id', 'part_id']
)
expected = dshape("""
var * {
supp_id: map[int64, {id: int64, name: string}],
part_id: map[int64, {id: int64, name: string, region: string}]
}
""")
result = discover(suppart)
assert result == expected
def test_csv_with_header():
with tmpfile('db') as dbfilename:
with filetext('a,b\n1,2\n3,4', extension='csv') as csvfilename:
t = into('sqlite:///%s::mytable' % dbfilename,
csvfilename, has_header=True)
assert discover(t) == dshape('var * {a: int64, b: int64}')
assert into(set, t) == set([(1, 2), (3, 4)])
def test_discover_with_dotted_names():
with tmpfile('.csv') as fn:
with open(fn, 'w') as f:
f.write('a.b,c.d\n1,2\n3,4')
dshape = discover(resource(fn))
assert dshape == datashape.dshape('var * {"a.b": int64, "c.d": int64}')
assert dshape.measure.names == [u'a.b', u'c.d']
def test_fixed_shape():
with tmpfile('.hdf5') as fn:
df.to_hdf(fn, 'foo')
r = resource('hdfstore://'+fn+'::/foo')
assert isinstance(r.shape, list)
assert discover(r).shape == (len(df),)
r.parent.close()
def test_sql_select_to_csv(sql, csv, tmpdir):
sql, bind = sql
sql = odo(csv, sql, bind=bind)
query = sa.select([sql.c.a])
with tmpfile('.csv', dir=tmpdir) as fn:
csv = odo(query, fn, bind=bind)
assert odo(csv, list) == [(x,) for x, _ in data]
def complex_csv():
path = os.path.join(os.path.dirname(__file__), 'dummydata.csv')
with tmpfile('.csv') as fn:
shutil.copy(path, fn)
yield CSV(fn, has_header=True)
def test_load_from_jsonlines(ctx):
with tmpfile('.json') as fn:
js = odo(df, 'jsonlines://%s' % fn)
result = odo(js, ctx, name='r')
assert (list(map(set, odo(result, list))) ==
list(map(set, odo(df, list))))
def test_encoding_is_none():
with tmpfile('.csv') as fn:
with open(fn, 'w') as f:
f.write('a,1\nb,2\nc,3'.encode('utf-8').decode('utf-8'))
assert CSV(fn, encoding=None).encoding == 'utf-8'
def csv():
with tmpfile('.csv') as fn:
create_csv(data, fn)
yield CSV(fn)
def fcsv():
with tmpfile('.csv') as fn:
create_csv(data_floats, fn)
yield CSV(fn, columns=list('ab'))
def test_csv_infer_header():
with tmpfile('db') as dbfilename:
with filetext('a,b\n1,2\n3,4', extension='csv') as csvfilename:
t = odo(csvfilename, 'sqlite:///%s::mytable' % dbfilename)
assert discover(t) == dshape('var * {a: int64, b: int64}')
assert odo(t, set) == set([(1, 2), (3, 4)])
def csv():
with tmpfile('csv') as filename:
yield odo(data, filename, dshape=ds, has_header=False)
def csv(tmpdir):
s = '\n'.join(','.join(map(str, row)) for row in data).encode('utf8')
with tmpfile('.csv', dir=tmpdir) as fn:
with open(fn, 'wb') as f:
f.write(s)
yield CSV(fn)
def tmpcsv():
with tmpfile('.csv') as fn:
with open(fn, mode='w') as f:
df.to_csv(f, index=False)
yield fn
def test_ftp_to_local_txt():
with tmpfile('.txt') as fn:
txt = odo(ftp_url, fn)
path = os.path.abspath(txt.path)
assert os.path.exists(path)
def test_failed_url():
failed_url = "http://foo.com/myfile.csv"
with tmpfile('.csv') as fn:
odo(failed_url, fn)
def test_sql_select_to_csv(sql, csv):
sql = odo(csv, sql)
query = sa.select([sql.c.a])
with tmpfile('.csv') as fn:
csv = odo(query, fn)
assert odo(csv, list) == [(x, ) for x, _ in data]
def test_has_header_on_tsv():
with tmpfile('.csv') as fn:
with open(fn, 'wb') as f:
f.write(b'a\tb\n1\t2\n3\t4')
csv = CSV(fn)
assert csv.has_header
def test_url_to_local_csv():
with tmpfile('.csv') as fn:
csv = odo(iris_url, fn)
path = os.path.abspath(csv.path)
assert os.path.exists(path)
def test_decimal_conversion():
data = [(1.0,), (2.0,)]
with tmpfile('.db') as fn:
t = odo(data, 'sqlite:///%s::x' % fn, dshape='var * {x: decimal[11, 2]}')
result = odo(sa.select([sa.func.sum(t.c.x)]), Decimal)
assert result == sum(Decimal(r[0]) for r in data)
def test_s3_to_local_csv():
with tmpfile('.csv') as fn:
csv = into(fn, tips_uri)
path = os.path.abspath(csv.path)
assert os.path.exists(path)
def complex_csv(tmpdir):
path = os.path.join(os.path.dirname(__file__), 'dummydata.csv')
with tmpfile('.csv', dir=tmpdir) as fn:
shutil.copy(path, fn)
os.chmod(fn, 0o777)
yield CSV(fn, has_header=True)
def test_resource_to_engine():
with tmpfile('.db') as fn:
uri = 'sqlite:///' + fn
r = resource(uri)
assert isinstance(r, sa.engine.Engine)
assert r.dialect.name == 'sqlite'
def test_append_empty_iterator_returns_table():
with tmpfile('.db') as fn:
t = resource('sqlite:///%s::x' % fn, dshape='var * {a: int32}')
assert odo(iter([]), t) is t
def csv():
with tmpfile('csv') as filename:
csv = into(filename, data, dshape=ds, has_header=False)
yield csv
def cities(sc):
with tmpfile('.txt') as fn:
cities_df.to_csv(fn, header=False, index=False)
raw = sc.textFile(fn)
parts = raw.map(lambda line: line.split(','))
yield parts.map(lambda person: Row(name=person[0], city=person[1]))
def quoted_sql():
with tmpfile('.db') as db:
try:
yield resource('sqlite:///%s::foo bar' % db, dshape=ds)
except sa.exc.OperationalError as e:
pytest.skip(str(e))
def encoding_csv(tmpdir):
path = os.path.join(os.path.dirname(__file__), 'encoding.csv')
with tmpfile('.csv', dir=tmpdir) as fn:
with open(fn, 'wb') as f, open(path, 'r') as g:
f.write(g.read().encode('latin1'))
yield CSV(fn)
def test_quoted_name(csv, quoted_sql):
with tmpfile('csv') as filename:
csv = odo(data, filename, dshape=ds, has_header=True)
s = odo(csv, quoted_sql)
t = odo(csv, list)
assert sorted(odo(s, list)) == sorted(t)
def json_file(data):
with tmpfile('.json') as fn:
with open(fn, 'w') as f:
json.dump(data, f, default=json_dumps)
yield fn
