pg8000

pg8000 is a pure-Python PostgreSQL driver that complies with DB-API 2.0. It is tested on Python versions 3.5+, on CPython and PyPy, and PostgreSQL versions 9.4+. Pg8000’s name comes from the belief that it is probably about the 8000th PostgreSQL interface for Python. pg8000 is distributed under the terms of the BSD 3-clause license.

All bug reports, feature requests and contributions are welcome at http://github.com/tlocke/pg8000/.

If you’re a user of pg8000 we’d love to hear who you are and what you or your organization is using pg8000 for. Just log an issue on GitHub. The idea is to put together a list of users.

Table of Contents

Installation
Interactive Example
Type Mapping
Theory Of Operation
API Docs
Regression Tests
Performance Tests
Stress Test
Doing A Release Of pg8000
Release Notes

Installation

To install pg8000 using pip type:

pip install pg8000

Interactive Example

Import pg8000, connect to the database, create a table, add some rows and then query the table:

>>> import pg8000
>>> conn = pg8000.connect(user="postgres", password="C.P.Snow")
>>> cursor = conn.cursor()
>>> cursor.execute("CREATE TEMPORARY TABLE book (id SERIAL, title TEXT)")
<pg8000.core.Cursor object at ...>
>>> cursor.execute(
...     "INSERT INTO book (title) VALUES (%s), (%s) RETURNING id, title",
...     ("Ender's Game", "Speaker for the Dead"))
<pg8000.core.Cursor object at ...>
>>> results = cursor.fetchall()
>>> for row in results:
...     id, title = row
...     print("id = %s, title = %s" % (id, title))
id = 1, title = Ender's Game
id = 2, title = Speaker for the Dead
>>> conn.commit()

Another query, using some PostgreSQL functions:

>>> cursor.execute("SELECT extract(millennium from now())")
<pg8000.core.Cursor object at ...>
>>> cursor.fetchone()
[3.0]

A query that returns the PostgreSQL interval type:

>>> import datetime
>>> cursor.execute("SELECT timestamp '2013-12-01 16:06' - %s",
... (datetime.date(1980, 4, 27),))
<pg8000.core.Cursor object at ...>
>>> cursor.fetchone()
[datetime.timedelta(12271, 57960)]

A round-trip with a PostgreSQL point type:

>>> cursor.execute("SELECT cast(%s as point)", ('(2.3,1)',))
<pg8000.core.Cursor object at ...>
>>> cursor.fetchone()
['(2.3,1)']

pg8000 supports all the DB-API parameter styles. Here’s an example of using the 'numeric' parameter style:

>>> pg8000.paramstyle = "numeric"
>>> cursor.execute("SELECT array_prepend(:1, :2)", ( 500, [1, 2, 3, 4], ))
<pg8000.core.Cursor object at ...>
>>> cursor.fetchone()
[[500, 1, 2, 3, 4]]
>>> pg8000.paramstyle = "format"
>>> conn.rollback()

Following the DB-API specification, autocommit is off by default. It can be turned on by using the autocommit property of the connection.

>>> conn.autocommit = True
>>> cur = conn.cursor()
>>> cur.execute("vacuum")
<pg8000.core.Cursor object at ...>
>>> conn.autocommit = False
>>> cur.close()

When communicating with the server, pg8000 uses the character set that the server asks it to use (the client encoding). By default the client encoding is the database’s character set (chosen when the database is created), but the client encoding can be changed in a number of ways (eg. setting CLIENT_ENCODING in postgresql.conf). Another way of changing the client encoding is by using an SQL command. For example:

>>> cur = conn.cursor()
>>> cur.execute("SET CLIENT_ENCODING TO 'UTF8'")
<pg8000.core.Cursor object at ...>
>>> cur.execute("SHOW CLIENT_ENCODING")
<pg8000.core.Cursor object at ...>
>>> cur.fetchone()
['UTF8']
>>> cur.close()

JSON is sent to the server serialized, and returned de-serialized. Here’s an example:

>>> import json
>>> cur = conn.cursor()
>>> val = ['Apollo 11 Cave', True, 26.003]
>>> cur.execute("SELECT cast(%s as json)", (json.dumps(val),))
<pg8000.core.Cursor object at ...>
>>> cur.fetchone()
[['Apollo 11 Cave', True, 26.003]]
>>> cur.close()

Use the columns names retrieved from a query:

>>> import pg8000
>>> conn = pg8000.connect(user="postgres", password="C.P.Snow")
>>> c = conn.cursor()
>>> c.execute("create temporary table quark (id serial, name text)")
<pg8000.core.Cursor object at ...>
>>> c.executemany("INSERT INTO quark (name) VALUES (%s)", (("Up",), ("Down",)))
<pg8000.core.Cursor object at ...>
>>> #
>>> # Now retrieve the results
>>> #
>>> rows = c.execute("select * from quark")
>>> keys = [k[0].decode('ascii') for k in c.description]
>>> results = [dict(zip(keys, row)) for row in rows]
>>> assert results == [{'id': 1, 'name': 'Up'}, {'id': 2, 'name': 'Down'}]

PostgreSQL notices are stored in a deque called Connection.notices and added using the append() method. Similarly there are Connection.notifications for notifications and Connection.parameter_statuses for changes to the server configuration. Here’s an example:

>>> cur = conn.cursor()
>>> cur.execute("LISTEN aliens_landed")
<pg8000.core.Cursor object at ...>
>>> cur.execute("NOTIFY aliens_landed")
<pg8000.core.Cursor object at ...>
>>> conn.commit()
>>> conn.notifications[0][1]
'aliens_landed'

Type Mapping

The following table shows the mapping between Python types and PostgreSQL types, and vice versa.

If pg8000 doesn’t recognize a type that it receives from PostgreSQL, it will return it as a str type. This is how pg8000 handles PostgreSQL enum and XML types.

Table 1. Python to PostgreSQL Type Mapping

Python Type	PostgreSQL Type	Notes
bool	bool
int	int4
str	text
float	float8
decimal.Decimal	numeric
bytes	bytea
datetime.datetime (without tzinfo)	timestamp without timezone	See note below.
datetime.datetime (with tzinfo)	timestamp with timezone	See note below.
datetime.date	date	See note below.
datetime.time	time without time zone
datetime.timedelta	interval	datetime.timedelta is used unless the interval has months, in which case pg8000.Interval is used
None	NULL
uuid.UUID	uuid
ipaddress.IPv4Address	inet
ipaddress.IPv6Address	inet
ipaddress.IPv4Network	inet
ipaddress.IPv6Network	inet
int	xid
list of int	INT4[]
list of float	FLOAT8[]
list of bool	BOOL[]
list of str	TEXT[]
int	int2vector	Only from PostgreSQL to Python
JSON	json, jsonb	The Python JSON can be provided as a Python serialized string, or wrapped in pg8000.PGJson and pg8000.PGJsonb wrappers. Results returned as de-serialized JSON.

Theory Of Operation

pg8000 is designed to be used with one thread per connection.

Pg8000 communicates with the database using the PostgreSQL Frontend/Backend Protocol (FEBE). Every query made with pg8000 uses prepared statements. It uses the Extended Query feature of the FEBE. So the steps are:

Query comes in.
If pg8000 hasn’t seen it before, send a PARSE message to the server to create a prepared statement. The SQL query and a reference to the prepared statement are stored by pg8000, so that if the query is executed again, pg8000 skips the PARSE step and uses the prepared statement that already exists on the server.
Send a BIND message to run the query using the prepared statement, resulting in an unnamed portal on the server.
Send an EXECUTE message to read all the results from the portal.

There are a lot of PostgreSQL data types, but few primitive data types in Python. A PostgreSQL data type has to be assigned to each query parameter, which is impossible to work out in all cases. In these cases a wrapper class can be used for the parameter to indicate its type, or an explicit cast can be used in the SQL.

In the FEBE protocol, each query parameter can be sent to the server either as binary or text according to the format code (FC). In pg8000 the FC depends on the type of the value. Here is a table of some common types and their FC:

Table 2. Python Type to FC Mapping

Python Type	FC
None	binary
bool	binary
int	binary
float	binary
datetime.date	text
datetime.time	text
datetime.datetime (naive)	binary
datetime.datetime (with timezone)	binary
datetime.timedelta	binary
decimal.Decimal	text
uuid	binary

Since pg8000 uses prepared statements implicitly, there’s nothing to be gained by using them explicitly with the SQL PREPARE, EXECUTE and DEALLOCATE keywords. In fact in some cases pg8000 won’t work for parameterized EXECUTE statements, because the server is unable to infer the types of the parameters for an EXECUTE statement.
PostgreSQL has +/-infinity values for dates and timestamps, but Python does not. Pg8000 handles this by returning +/-infinity strings in results, and in parameters the strings +/- infinity can be used.
PostgreSQL dates/timestamps can have values outside the range of Python datetimes. These are handled using the underlying PostgreSQL storage method. I don’t know of any users of pg8000 that use this feature, so get in touch if it affects you.
Pg8000 can’t handle a change of search_path, so statements like set schema 'value'; may cause subsequent statements to fail. This is because pg8000 will use a prepared statement for a previously executed query, and this prepared statement won’t be aware of any change in search_path.
Occasionally, the network connection between pg8000 and the server may go down. If pg8000 encounters a problem writing to a socket it raises BrokenPipeError: [Errno 32] Broken pipe. If pg8000 encounters a problem reading from a socket it raises struct.error: unpack_from requires a buffer of at least 5 bytes.

API Docs

Properties

pg8000.apilevel

The DBAPI level supported, currently "2.0".

This property is part of the DBAPI 2.0 specification.

pg8000.threadsafety

Integer constant stating the level of thread safety the DBAPI interface supports. For pg8000, the threadsafety value is 1, meaning that threads may share the module but not connections.

This property is part of the DBAPI 2.0 specification.

pg8000.paramstyle

String property stating the type of parameter marker formatting expected by the interface. This value defaults to "format", in which parameters are marked in this format: "WHERE name=%s".

This property is part of the DBAPI 2.0 specification.

As an extension to the DBAPI specification, this value is not constant; it can be changed to any of the following values:

qmark: Question mark style, eg. WHERE name=?
numeric: Numeric positional style, eg. WHERE name=:1
named: Named style, eg. WHERE name=:paramname
format: printf format codes, eg. WHERE name=%s
pyformat: Python format codes, eg. WHERE name=%(paramname)s

pg8000.STRING

String type oid.

pg8000.BINARY

pg8000.NUMBER

Numeric type oid.

pg8000.DATETIME

Timestamp type oid

pg8000.ROWID

ROWID type oid

Functions

pg8000.connect(user, host='localhost', unix_sock=None, port=5432, database=None, password=None, ssl=None, timeout=None, application_name=None, tcp_keepalive=True)

Creates a connection to a PostgreSQL database.

This property is part of the DBAPI 2.0 specification.

user: The username to connect to the PostgreSQL server with. If your server character encoding is not ‘ascii’ or ‘utf8’, then you need to provide user as bytes, eg. 'my_name'.encode(\'EUC-JP\').
host: The hostname of the PostgreSQL server to connect with. Providing this parameter is necessary for TCP/IP connections. One of either host or unix_sock must be provided. The default is localhost.
unix_sock: The path to the UNIX socket to access the database through, for example, '/tmp/.s.PGSQL.5432'. One of either host or unix_sock must be provided.
port: The TCP/IP port of the PostgreSQL server instance. This parameter defaults to 5432, the registered common port of PostgreSQL TCP/IP servers.
database: The name of the database instance to connect with. This parameter is optional; if omitted, the PostgreSQL server will assume the database name is the same as the username.
+ If your server character encoding is not ‘ascii’ or ‘utf8’, then you need to provide database as bytes, eg. 'my_db'.encode('EUC-JP').
password: The user password to connect to the server with. This parameter is optional; if omitted and the database server requests password-based authentication, the connection will fail to open. If this parameter is provided but not requested by the server, no error will occur.
+ If your server character encoding is not ‘ascii’ or ‘utf8’, then you need to provide password as bytes, eg. 'my_password'.encode('EUC-JP').
ssl: Use SSL encryption for TCP/IP sockets if ssl is a dictionary of SSL parameters, eg {'keyfile': '…', 'certfile': '…', 'ca_certs': '…'}. The parameters have the same meaning as those in the ssl.wrap_socket function. Omitting a key in the dictionary is equivalent to setting it to None, so for a default SSL connection, set ssl to be the empty dictionary {}. The default for ssl is None, meaning no SSL.
timeout: Only used with Python 3, this is the time in seconds before the connection to the database will time out. The default is None which means no timeout.
tcp_keepalive: If True then use TCP keepalive. The default is True.

pg8000.Date(year, month, day)

Constuct an object holding a date value.

This function is part of the DBAPI 2.0 specification.

Returns: datetime.date

pg8000.Time(hour, minute, second)

Construct an object holding a time value.

This function is part of the DBAPI 2.0 specification.

Returns: datetime.time

pg8000.Timestamp(year, month, day, hour, minute, second)

Construct an object holding a timestamp value.

This function is part of the DBAPI 2.0 specification.

Returns: datetime.datetime

pg8000.DateFromTicks(ticks)

Construct an object holding a date value from the given ticks value (number of seconds since the epoch).

This function is part of the DBAPI 2.0 specification.

Returns: datetime.datetime

pg8000.TimeFromTicks(ticks)

Construct an objet holding a time value from the given ticks value (number of seconds since the epoch).

This function is part of the DBAPI 2.0 specification.

Returns: datetime.time

pg8000.TimestampFromTicks(ticks)

Construct an object holding a timestamp value from the given ticks value (number of seconds since the epoch).

This function is part of the DBAPI 2.0 specification.

Returns: datetime.datetime

pg8000.Binary(value)

Construct an object holding binary data.

This function is part of the DBAPI 2.0 specification.

Returns: bytes.

Generic Exceptions

Pg8000 uses the standard DBAPI 2.0 exception tree as "generic" exceptions. Generally, more specific exception types are raised; these specific exception types are derived from the generic exceptions.

pg8000.Warning

Generic exception raised for important database warnings like data truncations. This exception is not currently used by pg8000.

This exception is part of the DBAPI 2.0 specification.

pg8000.Error

Generic exception that is the base exception of all other error exceptions.

This exception is part of the DBAPI 2.0 specification.

pg8000.InterfaceError

Generic exception raised for errors that are related to the database interface rather than the database itself. For example, if the interface attempts to use an SSL connection but the server refuses, an InterfaceError will be raised.

This exception is part of the DBAPI 2.0 specification.

pg8000.DatabaseError

Generic exception raised for errors that are related to the database. This exception is currently never raised by pg8000.

This exception is part of the DBAPI 2.0 specification.

pg8000.DataError

Generic exception raised for errors that are due to problems with the processed data. This exception is not currently raised by pg8000.

This exception is part of the DBAPI 2.0 specification.

pg8000.OperationalError

Generic exception raised for errors that are related to the database’s operation and not necessarily under the control of the programmer. This exception is currently never raised by pg8000.

This exception is part of the DBAPI 2.0 specification.

pg8000.IntegrityError

Generic exception raised when the relational integrity of the database is affected. This exception is not currently raised by pg8000.

This exception is part of the DBAPI 2.0 specification.

pg8000.InternalError

Generic exception raised when the database encounters an internal error. This is currently only raised when unexpected state occurs in the pg8000 interface itself, and is typically the result of a interface bug.

This exception is part of the DBAPI 2.0 specification.

pg8000.ProgrammingError

Generic exception raised for programming errors. For example, this exception is raised if more parameter fields are in a query string than there are available parameters.

This exception is part of the DBAPI 2.0 specification.

pg8000.NotSupportedError

Generic exception raised in case a method or database API was used which is not supported by the database.

This exception is part of the DBAPI 2.0 specification.

Specific Exceptions

Exceptions that are subclassed from the standard DB-API 2.0 exceptions above.

pg8000.ArrayContentNotSupportedError

Raised when attempting to transmit an array where the base type is not supported for binary data transfer by the interface.

pg8000.ArrayContentNotHomogenousError

Raised when attempting to transmit an array that doesn’t contain only a single type of object.

pg8000.ArrayDimensionsNotConsistentError

Raised when attempting to transmit an array that has inconsistent multi-dimension sizes.

Classes

pg8000.Connection

A connection object is returned by the pg8000.connect() function. It represents a single physical connection to a PostgreSQL database.

pg8000.Connection.notifications

A deque of server-side notifications received by this database connection (via the LISTEN/NOTIFY PostgreSQL commands). Each list element is a two-element tuple containing the PostgreSQL backend PID that issued the notify, and the notification name.

This attribute is not part of the DBAPI standard; it is a pg8000 extension.

pg8000.Connection.notices

A deque of server-side notices received by this database connection.

This attribute is not part of the DBAPI standard; it is a pg8000 extension.

pg8000.Connection.parameter_statuses

A deque of server-side parameter statuses received by this database connection.

This attribute is not part of the DBAPI standard; it is a pg8000 extension.

pg8000.Connection.autocommit

Following the DB-API specification, autocommit is off by default. It can be turned on by setting this boolean pg8000-specific autocommit property to True.

New in version 1.9.

pg8000.Connection.max_prepared_statements

The maximum number of prepared statements that pg8000 keeps track of. If this number is exceeded, they’ll all be closed. The default is 1000.

pg8000.Connection.close()

Closes the database connection.

This function is part of the DBAPI 2.0 specification.

pg8000.Connection.cursor()

Creates a pg8000.Cursor object bound to this connection.

This function is part of the DBAPI 2.0 specification.

pg8000.Connection.rollback()

Rolls back the current database transaction.

This function is part of the DBAPI 2.0 specification.

pg8000.Connection.tpc_begin(xid)

Begins a TPC transaction with the given transaction ID xid. This method should be called outside of a transaction (i.e. nothing may have executed since the last commit() or rollback(). Furthermore, it is an error to call commit() or rollback() within the TPC transaction. A ProgrammingError is raised, if the application calls commit() or rollback() during an active TPC transaction.

This function is part of the DBAPI 2.0 specification.

pg8000.Connection.tpc_commit(xid=None)

When called with no arguments, tpc_commit() commits a TPC transaction previously prepared with tpc_prepare(). If tpc_commit() is called prior to tpc_prepare(), a single phase commit is performed. A transaction manager may choose to do this if only a single resource is participating in the global transaction.

When called with a transaction ID xid, the database commits the given transaction. If an invalid transaction ID is provided, a ProgrammingError will be raised. This form should be called outside of a transaction, and is intended for use in recovery.

On return, the TPC transaction is ended.

This function is part of the DBAPI 2.0 specification.

pg8000.Connection.tpc_prepare()

Performs the first phase of a transaction started with .tpc_begin(). A ProgrammingError is be raised if this method is called outside of a TPC transaction.

After calling tpc_prepare(), no statements can be executed until tpc_commit() or tpc_rollback() have been called.

This function is part of the DBAPI 2.0 specification.

pg8000.Connection.tpc_recover()

Returns a list of pending transaction IDs suitable for use with tpc_commit(xid) or tpc_rollback(xid)

This function is part of the DBAPI 2.0 specification.

pg8000.Connection.tpc_rollback(xid=None)

When called with no arguments, tpc_rollback() rolls back a TPC transaction. It may be called before or after tpc_prepare().

When called with a transaction ID xid, it rolls back the given transaction. If an invalid transaction ID is provided, a ProgrammingError is raised. This form should be called outside of a transaction, and is intended for use in recovery.

On return, the TPC transaction is ended.

This function is part of the DBAPI 2.0 specification.

pg8000.Connection.xid(format_id, global_transaction_id, branch_qualifier)

Create a Transaction IDs (only global_transaction_id is used in pg) format_id and branch_qualifier are not used in postgres global_transaction_id may be any string identifier supported by postgres returns a tuple (format_id, global_transaction_id, branch_qualifier)

pg8000.Cursor

A cursor object is returned by the pg8000.Connection.cursor() method of a connection. It has the following attributes and methods:

pg8000.Cursor.arraysize

This read/write attribute specifies the number of rows to fetch at a time with pg8000.Cursor.fetchmany(). It defaults to 1.

pg8000.Cursor.connection

This read-only attribute contains a reference to the connection object (an instance of pg8000.Connection) on which the cursor was created.

This attribute is part of the DBAPI 2.0 specification.

pg8000.Cursor.rowcount

This read-only attribute contains the number of rows that the last execute() or executemany() method produced (for query statements like SELECT) or affected (for modification statements like UPDATE.

The value is -1 if:

No execute() or executemany() method has been performed yet on the cursor.
There was no rowcount associated with the last execute().
At least one of the statements executed as part of an executemany() had no row count associated with it.
Using a SELECT query statement on a PostgreSQL server older than version 9.
Using a COPY query statement on PostgreSQL server version 8.1 or older.

This attribute is part of the DBAPI 2.0 specification.

pg8000.Cursor.description">

This read-only attribute is a sequence of 7-item sequences. Each value contains information describing one result column. The 7 items returned for each column are (name, type_code, display_size, internal_size, precision, scale, null_ok). Only the first two values are provided by the current implementation.

This attribute is part of the DBAPI 2.0 specification.

pg8000.Cursor.close()

Closes the cursor.

This method is part of the DBAPI 2.0 specification.

pg8000.Cursor.execute(operation, args=None, stream=None)

Executes a database operation. Parameters may be provided as a sequence, or as a mapping, depending upon the value of pg8000.paramstyle. Returns the cursor, which may be iterated over.

This method is part of the DBAPI 2.0 specification.

operation: The SQL statement to execute.
args: If pg8000.paramstyle is qmark, numeric, or format, this argument should be an array of parameters to bind into the statement. If pg8000.paramstyle is named, the argument should be a dict mapping of parameters. If pg8000.paramstyle' is `pyformat, the argument value may be either an array or a mapping.
stream: This is a pg8000 extension for use with the PostgreSQL COPY command. For a COPY FROM the parameter must be a readable file-like object, and for COPY TO it must be writable.

New in version 1.9.11.

pg8000.Cursor.executemany(operation, param_sets)

Prepare a database operation, and then execute it against all parameter sequences or mappings provided.

This method is part of the DBAPI 2.0 specification.

operation: The SQL statement to execute.
parameter_sets: A sequence of parameters to execute the statement with. The values in the sequence should be sequences or mappings of parameters, the same as the args argument of the pg8000.Cursor.execute() method.

pg8000.Cursor.fetchall()

Fetches all remaining rows of a query result.

This method is part of the DBAPI 2.0 specification.

Returns: A sequence, each entry of which is a sequence of field values making up a row.

pg8000.Cursor.fetchmany(size=None)

Fetches the next set of rows of a query result.

This method is part of the DBAPI 2.0 specification.

size: The number of rows to fetch when called. If not provided, the pg8000.Cursor.arraysize attribute value is used instead.

Returns: A sequence, each entry of which is a sequence of field values making up a row. If no more rows are available, an empty sequence will be returned.

pg8000.Cursor.fetchone()

Fetch the next row of a query result set.

This method is part of the DBAPI 2.0 specification.

Returns: A row as a sequence of field values, or None if no more rows are available.

pg8000.Cursor.setinputsizes

This method is part of the DBAPI 2.0 specification, however, it is not implemented by pg8000.

pg8000.Cursor.setoutputsize(size, column=None)

This method is part of the DBAPI 2.0 specification, however, it is not implemented by pg8000.

pg8000.Interval

An Interval represents a measurement of time. In PostgreSQL, an interval is defined in the measure of months, days, and microseconds; as such, the pg8000 interval type represents the same information.

Note that values of the pg8000.Interval.microseconds, pg8000.Interval.days, and pg8000.Interval.months properties are independently measured and cannot be converted to each other. A month may be 28, 29, 30, or 31 days, and a day may occasionally be lengthened slightly by a leap second.

pg8000.Interval.microseconds

Measure of microseconds in the interval.

The microseconds value is constrained to fit into a signed 64-bit integer. Any attempt to set a value too large or too small will result in an OverflowError being raised.

pg8000.Interval.days

Measure of days in the interval.

The days value is constrained to fit into a signed 32-bit integer. Any attempt to set a value too large or too small will result in an OverflowError being raised.

pg8000.Interval.months

Measure of months in the interval.

The months value is constrained to fit into a signed 32-bit integer. Any attempt to set a value too large or too small will result in an OverflowError being raised.

Regression Tests

Install tox:

pip install tox

Enable the PostgreSQL hstore extension by running the SQL command:

create extension hstore;

and add a line to pg_hba.conf for the various authentication options:

host    pg8000_md5      all             127.0.0.1/32            md5
host    pg8000_gss      all             127.0.0.1/32            gss
host    pg8000_password all             127.0.0.1/32            password
host    pg8000_scram_sha_256 all        127.0.0.1/32            scram-sha-256
host    all             all             127.0.0.1/32            trust

then run tox from the pg8000 directory:

tox

This will run the tests against the Python version of the virtual environment, on the machine, and the installed PostgreSQL version listening on port 5432, or the PGPORT environment variable if set.

If you’re using Ubuntu you can install old Python versions using the Dead Snakes APT Repository and other versions of PostgreSQL using the PostgreSQL APT Repository.

Performance Tests

To run the performance tests from the pg8000 directory:

python -m pg8000.tests.performance

Stress Test

There’s a stress test that is run by doing:

python ./multi

The idea is to set shared_buffers in postgresql.conf to 128kB, and then run the stress test, and you should get no unpinned buffers errors.

Doing A Release Of pg8000

Run tox to make sure all tests pass, then update the release notes, then do:

git tag -a x.y.z -m "version x.y.z"
rm -r dist
python setup.py sdist bdist_wheel --python-tag py3
for f in dist/*; do gpg --detach-sign -a $f; done
twine upload dist/*

Release Notes

Version 1.13.2, 2019-06-30

Use the Scramp library for the SCRAM implementation.
Fixed bug where SQL such as make_interval(days := 10) fail on the := part. Thanks to sanepal for reporting this.

Version 1.13.1, 2019-02-06

We weren’t correctly uploading releases to PyPI, which led to confusion when dropping Python 2 compatibility. Thanks to Pierre Roux for his detailed explanation of what went wrong and how to correct it.
Fixed bug where references to the six library were still in the code, even though we don’t use six anymore.

Version 1.13.0, 2019-02-01

Remove support for Python 2.
Support the scram-sha-256 authentication protocol. Reading through the https://github.com/cagdass/scrampy code was a great help in implementing this, so thanks to cagdass for his code.

Version 1.12.4, 2019-01-05

Support the PostgreSQL cast operator :: in SQL statements.
Added support for more advanced SSL options. See docs on connect function for more details.
TCP keepalives enabled by default, can be set in the connect function.
Fixed bug in array dimension calculation.
Can now use the with keyword with connection objects.

Version 1.12.3, 2018-08-22

Make PGVarchar and PGText inherit from str. Simpler than inheriting from a PGType.

Version 1.12.2, 2018-06-28

Add PGVarchar and PGText wrapper types. This allows fine control over the string type that is sent to PostgreSQL by pg8000.

Version 1.12.1, 2018-06-12

Revert back to the Python 3 str type being sent as an unknown type, rather than the text type as it was in the previous release. The reason is that with the unknown type there’s the convenience of using a plain Python string for JSON, Enum etc. There’s always the option of using the pg8000.PGJson and pg8000.PGEnum wrappers if precise control over the PostgreSQL type is needed.

Version 1.12.0, 2018-06-12

Note that this version is not backward compatible with previous versions.

The Python 3 str type was sent as an unknown type, but now it’s sent as the nearest PostgreSQL type text.
pg8000 now recognizes that inline SQL comments end with a newline.
Single % characters now allowed in SQL comments.
The wrappers pg8000.PGJson, pg8000.PGJsonb and pg8000.PGTsvector can now be used to contain Python values to be used as parameters. The wrapper pg8000.PGEnum can by used for Python 2, as it doesn’t have a standard enum.Enum type.

Version 1.11.0, 2017-08-16

Note that this version is not backward compatible with previous versions.

The Python int type was sent as an unknown type, but now it’s sent as the nearest matching PostgreSQL type. Thanks to Patrick Hayes.
Prepared statements are now closed on the server when pg8000 clears them from its cache.
Previously a % within an SQL literal had to be escaped, but this is no longer the case.
Notifications, notices and parameter statuses are now handled by simple dequeue buffers. See docs for more details.
Connections and cursors are no longer threadsafe. So to be clear, neither connections or cursors should be shared between threads. One thread per connection is mandatory now. This has been done for performance reasons, and to simplify the code.
Rather than reading results from the server in batches, pg8000 now always downloads them in one go. This avoids portal closed errors and makes things a bit quicker, but now one has to avoid downloading too many rows in a single query.
Attempts to return something informative if the returned PostgreSQL timestamp value is outside the range of the Python datetime.
Allow empty arrays as parameters, assume they’re of string type.
The cursor now has a context manager, so it can be used with the with keyword. Thanks to Ildar Musin.
Add support for application_name parameter when connecting to database, issue #106. Thanks to @vadv for the contribution.
Fix warnings from PostgreSQL "not in a transaction", when calling .rollback() while not in a transaction, issue #113. Thanks to @jamadden for the contribution.
Errors from the server are now always passed through in full.

Version 1.10.6, 2016-06-10

Fixed a problem where we weren’t handling the password connection parameter correctly. Now it’s handled in the same way as the 'user' and 'database' parameters, ie. if the password is bytes, then pass it straight through to the database, if it’s a string then encode it with utf8.
It used to be that if the 'user' parameter to the connection function was 'None', then pg8000 would try and look at environment variables to find a username. Now we just go by the 'user' parameter only, and give an error if it’s None.

Version 1.10.5, 2016-03-04

Include LICENCE text and sources for docs in the source distribution (the tarball).

Version 1.10.4, 2016-02-27

Fixed bug where if a str is sent as a query parameter, and then with the same cursor an int is sent instead of a string, for the same query, then it fails.
Under Python 2, a str type is now sent 'as is', ie. as a byte string rather than trying to decode and send according to the client encoding. Under Python 2 it’s recommended to send text as unicode() objects.
Dropped and added support for Python versions. Now pg8000 supports Python 2.7+ and Python 3.3+.
Dropped and added support for PostgreSQL versions. Now pg8000 supports PostgreSQL 9.1+.
pg8000 uses the 'six' library for making the same code run on both Python 2 and Python 3. We used to include it as a file in the pg8000 source code. Now we have it as a separate dependency that’s installed with 'pip install'. The reason for doing this is that package maintainers for OS distributions prefer unbundled libaries.

Version 1.10.3, 2016-01-07

Removed testing for PostgreSQL 9.0 as it’s not longer supported by the PostgreSQL Global Development Group.
Fixed bug where pg8000 would fail with datetimes if PostgreSQL was compiled with the integer_datetimes option set to 'off'. The bug was in the timestamp_send_float function.

Version 1.10.2, 2015-03-17

If there’s a socket exception thrown when communicating with the database, it is now wrapped in an OperationalError exception, to conform to the DB-API spec.
Previously, pg8000 didn’t recognize the EmptyQueryResponse (that the server sends back if the SQL query is an empty string) now we raise a ProgrammingError exception.
Added socket timeout option for Python 3.
If the server returns an error, we used to initialize the ProgramerException with just the first three fields of the error. Now we initialize the ProgrammerException with all the fields.
Use relative imports inside package.
User and database names given as bytes. The user and database parameters of the connect() function are now passed directly as bytes to the server. If the type of the parameter is unicode, pg8000 converts it to bytes using the uft8 encoding.
Added support for JSON and JSONB Postgres types. We take the approach of taking serialized JSON (str) as an SQL parameter, but returning results as de-serialized JSON (Python objects). See the example in the Quickstart.
Added CircleCI continuous integration.
String support in arrays now allow letters like "u", braces and whitespace.

Version 1.10.1, 2014-09-15

Add support for the Wheel package format.
Remove option to set a connection timeout. For communicating with the server, pg8000 uses a file-like object using socket.makefile() but you can’t use this if the underlying socket has a timeout.

Version 1.10.0, 2014-08-30

Remove the old pg8000.dbapi and pg8000.DBAPI namespaces. For example, now only pg8000.connect() will work, and pg8000.dbapi.connect() won’t work any more.
Parse server version string with LooseVersion. This should solve the problems that people have been having when using versions of PostgreSQL such as 9.4beta2.
Message if portal suspended in autocommit. Give a proper error message if the portal is suspended while in autocommit mode. The error is that the portal is closed when the transaction is closed, and so in autocommit mode the portal will be immediately closed. The bottom line is, don’t use autocommit mode if there’s a chance of retrieving more rows than the cache holds (currently 100).

Version 1.9.14, 2014-08-02

Make executemany() set rowcount. Previously, executemany() would always set rowcount to -1. Now we set it to a meaningful value if possible. If any of the statements have a -1 rowcount then then the rowcount for the executemany() is -1, otherwise the executemany() rowcount is the sum of the rowcounts of the individual statements.
Support for password authentication. pg8000 didn’t support plain text authentication, now it does.

Version 1.9.13, 2014-07-27

Reverted to using the string connection is closed as the message of the exception that’s thrown if a connection is closed. For a few versions we were using a slightly different one with capitalization and punctuation, but we’ve reverted to the original because it’s easier for users of the library to consume.
Previously, tpc_recover() would start a transaction if one was not already in progress. Now it won’t.

Version 1.9.12, 2014-07-22

Fixed bug in tpc_commit() where a single phase commit failed.

Version 1.9.11, 2014-07-20

Add support for two-phase commit DBAPI extension. Thanks to Mariano Reingart’s TPC code on the Google Code version:

https://code.google.com/p/pg8000/source/detail?r=c8609701b348b1812c418e2c7

on which the code for this commit is based.

Deprecate copy_from() and copy_to() The methods copy_from() and copy_to() of the Cursor object are deprecated because it’s simpler and more flexible to use the execute() method with a fileobj parameter.
Fixed bug in reporting unsupported authentication codes. Thanks to https://github.com/hackgnar for reporting this and providing the fix.
Have a default for the user paramater of the connect() function. If the user parameter of the connect() function isn’t provided, look first for the PGUSER then the USER environment variables. Thanks to Alex Gaynor https://github.com/alex for this suggestion.
Before PostgreSQL 8.2, COPY didn’t give row count. Until PostgreSQL 8.2 (which includes Amazon Redshift which forked at 8.0) the COPY command didn’t return a row count, but pg8000 thought it did. That’s fixed now.

Version 1.9.10, 2014-06-08

Remember prepared statements. Now prepared statements are never closed, and pg8000 remembers which ones are on the server, and uses them when a query is repeated. This gives an increase in performance, because on subsequent queries the prepared statement doesn’t need to be created each time.
For performance reasons, pg8000 never closed portals explicitly, it just let the server close them at the end of the transaction. However, this can cause memory problems for long running transactions, so now pg800 always closes a portal after it’s exhausted.
Fixed bug where unicode arrays failed under Python 2. Thanks to https://github.com/jdkx for reporting this.
A FLUSH message is now sent after every message (except SYNC). This is in accordance with the protocol docs, and ensures the server sends back its responses straight away.

Version 1.9.9, 2014-05-12

The PostgreSQL interval type is now mapped to datetime.timedelta where possible. Previously the PostgreSQL interval type was always mapped to the pg8000.Interval type. However, to support the datetime.timedelta type we now use it whenever possible. Unfortunately it’s not always possible because timedelta doesn’t support months. If months are needed then the fall-back is the pg8000.Interval type. This approach means we handle timedelta in a similar way to other Python PostgreSQL drivers, and it makes pg8000 compatible with popular ORMs like SQLAlchemy.
Fixed bug in executemany() where a new prepared statement should be created for each variation in the oids of the parameter sets.

Version 1.9.8, 2014-05-05

We used to ask the server for a description of the statement, and then ask for a description of each subsequent portal. We now only ask for a description of the statement. This results in a significant performance improvement, especially for executemany() calls and when using the 'use_cache' option of the connect() function.
Fixed warning in Python 3.4 which was saying that a socket hadn’t been closed. It seems that closing a socket file doesn’t close the underlying socket.
Now should cope with PostgreSQL 8 versions before 8.4. This includes Amazon Redshift.
Added 'unicode' alias for 'utf-8', which is needed for Amazon Redshift.
Various other bug fixes.

Version 1.9.7, 2014-03-26

Caching of prepared statements. There’s now a 'use_cache' boolean parameter for the connect() function, which causes all prepared statements to be cached by pg8000, keyed on the SQL query string. This should speed things up significantly in most cases.
Added support for the PostgreSQL inet type. It maps to the Python types IPv*Address and IPv*Network.
Added support for PostgreSQL +/- infinity date and timestamp values. Now the Python value datetime.datetime.max maps to the PostgreSQL value 'infinity' and datetime.datetime.min maps to '-infinity', and the same for datetime.date.
Added support for the PostgreSQL types int2vector and xid, which are mostly used internally by PostgreSQL.

Version 1.9.6, 2014-02-26

Fixed a bug where 'portal does not exist' errors were being generated. Some queries that should have been run in a transaction were run in autocommit mode and so any that suspended a portal had the portal immediately closed, because a portal can only exist within a transaction. This has been solved by determining the transaction status from the READY_FOR_QUERY message.

Version 1.9.5, 2014-02-15

Removed warn() calls for next() and iter(). Removing the warn() in next() improves the performance tests by ~20%.
Increased performance of timestamp by ~20%. Should also improve timestamptz.
Moved statement_number and portal_number from module to Connection. This should reduce lock contention for cases where there’s a single module and lots of connections.
Make decimal_out/in and time_in use client_encoding. These functions used to assume ascii, and I can’t think of a case where that wouldn’t work. Nonetheless, that theoretical bug is now fixed.
Fixed a bug in cursor.executemany(), where a non-None parameter in a sequence of parameters, is None in a subsequent sequence of parameters.

Version 1.9.4, 2014-01-18

Fixed a bug where with Python 2, a parameter with the value Decimal('12.44'), (and probably other numbers) isn’t sent correctly to PostgreSQL, and so the command fails. This has been fixed by sending decimal types as text rather than binary. I’d imagine it’s slightly faster too.

Version 1.9.3, 2014-01-16

Fixed bug where there were missing trailing zeros after the decimal point in the NUMERIC type. For example, the NUMERIC value 1.0 was returned as 1 (with no zero after the decimal point).
```
This is fixed this by making pg8000 use the text rather than binary
representation for the numeric type. This actually doubles the speed of
numeric queries.
```

Version 1.9.2, 2013-12-17

Fixed incompatibility with PostgreSQL 8.4. In 8.4, the CommandComplete message doesn’t return a row count if the command is SELECT. We now look at the server version and don’t look for a row count for a SELECT with version 8.4.

Version 1.9.1, 2013-12-15

Fixed bug where the Python 2 'unicode' type wasn’t recognized in a query parameter.

Version 1.9.0, 2013-12-01

For Python 3, the :class:`bytes` type replaces the :class:`pg8000.Bytea` type. For backward compatibility the :class:`pg8000.Bytea` still works under Python 3, but its use is deprecated.
A single codebase for Python 2 and 3.
Everything (functions, properties, classes) is now available under the pg8000 namespace. So for example:
pg8000.DBAPI.connect() → pg8000.connect()
pg8000.DBAPI.apilevel → pg8000.apilevel
pg8000.DBAPI.threadsafety → pg8000.threadsafety
pg8000.DBAPI.paramstyle → pg8000.paramstyle
pg8000.types.Bytea → pg8000.Bytea
pg8000.types.Interval → pg8000.Interval
pg8000.errors.Warning → pg8000.Warning
pg8000.errors.Error → pg8000.Error
pg8000.errors.InterfaceError → pg8000.InterfaceError

pg8000.errors.DatabaseError → pg8000.DatabaseError

The old locations are deprecated, but still work for backward compatibility.

Lots of performance improvements.
Faster receiving of numeric types.
Query only parsed when PreparedStatement is created.
PreparedStatement re-used in executemany()
Use collections.deque rather than list for the row cache. We’re adding to one end and removing from the other. This is O(n) for a list but O(1) for a deque.
Find the conversion function and do the format code check in the ROW_DESCRIPTION handler, rather than every time in the ROW_DATA handler.
Use the 'unpack_from' form of struct, when unpacking the data row, so we don’t have to slice the data.
Return row as a list for better performance. At the moment result rows are turned into a tuple before being returned. Returning the rows directly as a list speeds up the performance tests about 5%.
Simplify the event loop. Now the main event loop just continues until a READY_FOR_QUERY message is received. This follows the suggestion in the Postgres protocol docs. There’s not much of a difference in speed, but the code is a bit simpler, and it should make things more robust.
Re-arrange the code as a state machine to give > 30% speedup.
Using pre-compiled struct objects. Pre-compiled struct objects are a bit faster than using the struct functions directly. It also hopefully adds to the readability of the code.
Speeded up _send. Before calling the socket 'write' method, we were checking that the 'data' type implements the 'buffer' interface (bytes or bytearray), but the check isn’t needed because 'write' raises an exception if data is of the wrong type.
Add facility for turning auto-commit on. This follows the suggestion of funkybob to fix the problem of not be able to execute a command such as 'create database' that must be executed outside a transaction. Now you can do conn.autocommit = True and then execute 'create database'.
Add support for the PostgreSQL uid type. Thanks to Rad Cirskis.
Add support for the PostgreSQL XML type.
Add support for the PostgreSQL enum user defined types.
Fix a socket leak, where a problem opening a connection could leave a socket open.
Fix empty array issue. mfenniak/pg8000#10
Fix scale on numeric types. mfenniak/pg8000#13
Fix numeric_send. Thanks to Christian Hofstaedtler.

Version 1.08, 2010-06-08

Removed usage of deprecated :mod:`md5` module, replaced with :mod:`hashlib`. Thanks to Gavin Sherry for the patch.
Start transactions on execute or executemany, rather than immediately at the end of previous transaction. Thanks to Ben Moran for the patch.
Add encoding lookups where needed, to address usage of SQL_ASCII encoding. Thanks to Benjamin Schweizer for the patch.
Remove record type cache SQL query on every new pg8000 connection.
Fix and test SSL connections.
Handle out-of-band messages during authentication.

Version 1.07, 2009-01-06

Added support for :meth:`~pg8000.dbapi.CursorWrapper.copy_to` and :meth:`~pg8000.dbapi.CursorWrapper.copy_from` methods on cursor objects, to allow the usage of the PostgreSQL COPY queries. Thanks to Bob Ippolito for the original patch.
Added the :attr:`~pg8000.dbapi.ConnectionWrapper.notifies` and :attr:`~pg8000.dbapi.ConnectionWrapper.notifies_lock` attributes to DBAPI connection objects to provide access to server-side event notifications. Thanks again to Bob Ippolito for the original patch.
Improved performance using buffered socket I/O.
Added valid range checks for :class:`~pg8000.types.Interval` attributes.
Added binary transmission of :class:`~decimal.Decimal` values. This permits full support for NUMERIC[] types, both send and receive.
New `Sphinx http://sphinx.pocoo.org/`_-based website and documentation.

Version 1.06, 2008-12-09

pg8000-py3: a branch of pg8000 fully supporting Python 3.0.
New Sphinx-based documentation.
Support for PostgreSQL array types — INT2[], INT4[], INT8[], FLOAT[], DOUBLE[], BOOL[], and TEXT[]. New support permits both sending and receiving these values.
Limited support for receiving RECORD types. If a record type is received, it will be translated into a Python dict object.
Fixed potential threading bug where the socket lock could be lost during error handling.

Version 1.05, 2008-09-03

Proper support for timestamptz field type:
Reading a timestamptz field results in a datetime.datetime instance that has a valid tzinfo property. tzinfo is always UTC.
Sending a datetime.datetime instance with a tzinfo value will be sent as a timestamptz type, with the appropriate tz conversions done.
Map postgres < — > python text encodings correctly.
Fix bug where underscores were not permitted in pyformat names.
Support "%s" in a pyformat strin.
Add cursor.connection DB-API extension.
Add cursor.next and cursor.iter DB-API extensions.
DBAPI documentation improvements.
Don’t attempt rollback in cursor.execute if a ConnectionClosedError occurs.
Add warning for accessing exceptions as attributes on the connection object, as per DB-API spec.
Fix up open connection when an unexpected connection occurs, rather than leaving the connection in an unusable state.
Use setuptools/egg package format.

Version 1.04, 2008-05-12

DBAPI 2.0 compatibility:
rowcount returns rows affected when appropriate (eg. UPDATE, DELETE)
Fix CursorWrapper.description to return a 7 element tuple, as per spec.
Fix CursorWrapper.rowcount when using executemany.
Fix CursorWrapper.fetchmany to return an empty sequence when no more results are available.
Add access to DBAPI exceptions through connection properties.
Raise exception on closing a closed connection.
Change DBAPI.STRING to varchar type.
rowcount returns -1 when appropriate.
DBAPI implementation now passes Stuart Bishop’s Python DB API 2.0 Anal Compliance Unit Test.
Make interface.Cursor class use unnamed prepared statement that binds to parameter value types. This change increases the accuracy of PG’s query plans by including parameter information, hence increasing performance in some scenarios.
Raise exception when reading from a cursor without a result set.
Fix bug where a parse error may have rendered a connection unusable.

Version 1.03, 2008-05-09

Separate pg8000.py into multiple python modules within the pg8000 package. There should be no need for a client to change how pg8000 is imported.
Fix bug in row_description property when query has not been completed.
Fix bug in fetchmany dbapi method that did not properly deal with the end of result sets.
Add close methods to DB connections.
Add callback event handlers for server notices, notifications, and runtime configuration changes.
Add boolean type output.
Add date, time, and timestamp types in/out.
Add recognition of "SQL_ASCII" client encoding, which maps to Python’s "ascii" encoding.
Add types.Interval class to represent PostgreSQL’s interval data type, and appropriate wire send/receive methods.
Remove unused type conversion methods.

Version 1.02, 2007-03-13

Add complete DB-API 2.0 interface.
Add basic SSL support via ssl connect bool.
Rewrite pg8000_test.py to use Python’s unittest library.
Add bytea type support.
Add support for parameter output types: NULL value, timestamp value, python long value.
Add support for input parameter type oid.

Version 1.01, 2007-03-09

Add support for writing floats and decimal objs up to PG backend.
Add new error handling code and tests to make sure connection can recover from a database error.
Fixed bug where timestamp types were not always returned in the same binary format from the PG backend. Text format is now being used to send timestamps.
Fixed bug where large packets from the server were not being read fully, due to socket.read not always returning full read size requested. It was a lazy-coding bug.
Added locks to make most of the library thread-safe.
Added UNIX socket support.

Version 1.00, 2007-03-08

First public release. Although fully functional, this release is mostly lacking in production testing and in type support.

Name		Name	Last commit message	Last commit date
Latest commit History 678 Commits
pg8000		pg8000
tests		tests
.gitattributes		.gitattributes
.gitignore		.gitignore
.travis.yml		.travis.yml
LICENSE		LICENSE
MANIFEST.in		MANIFEST.in
README.adoc		README.adoc
multi		multi
setup.cfg		setup.cfg
setup.py		setup.py
tox.ini		tox.ini
versioneer.py		versioneer.py

License

kingcdavid/pg8000

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pg8000

Installation

Interactive Example

Type Mapping

Theory Of Operation

API Docs

Properties

pg8000.apilevel

pg8000.threadsafety

pg8000.paramstyle

pg8000.STRING

pg8000.BINARY

pg8000.NUMBER

pg8000.DATETIME

pg8000.ROWID

Functions

pg8000.connect(user, host='localhost', unix_sock=None, port=5432, database=None, password=None, ssl=None, timeout=None, application_name=None, tcp_keepalive=True)

pg8000.Date(year, month, day)

pg8000.Time(hour, minute, second)

pg8000.Timestamp(year, month, day, hour, minute, second)

pg8000.DateFromTicks(ticks)

pg8000.TimeFromTicks(ticks)

pg8000.TimestampFromTicks(ticks)

pg8000.Binary(value)

Generic Exceptions

pg8000.Warning

pg8000.Error

pg8000.InterfaceError

pg8000.DatabaseError

pg8000.DataError

pg8000.OperationalError

pg8000.IntegrityError

pg8000.InternalError

pg8000.ProgrammingError

pg8000.NotSupportedError

Specific Exceptions

pg8000.ArrayContentNotSupportedError

pg8000.ArrayContentNotHomogenousError

pg8000.ArrayDimensionsNotConsistentError

Classes

pg8000.Connection

pg8000.Connection.notifications

pg8000.Connection.notices

pg8000.Connection.parameter_statuses

pg8000.Connection.autocommit

pg8000.Connection.max_prepared_statements

pg8000.Connection.close()

pg8000.Connection.cursor()

pg8000.Connection.rollback()

pg8000.Connection.tpc_begin(xid)

pg8000.Connection.tpc_commit(xid=None)

pg8000.Connection.tpc_prepare()

pg8000.Connection.tpc_recover()

pg8000.Connection.tpc_rollback(xid=None)

pg8000.Connection.xid(format_id, global_transaction_id, branch_qualifier)

pg8000.Cursor

pg8000.Cursor.arraysize

pg8000.Cursor.connection

pg8000.Cursor.rowcount

pg8000.Cursor.description">

pg8000.Cursor.close()

pg8000.Cursor.execute(operation, args=None, stream=None)

pg8000.Cursor.executemany(operation, param_sets)

pg8000.Cursor.fetchall()

pg8000.Cursor.fetchmany(size=None)

pg8000.Cursor.fetchone()

pg8000.Cursor.setinputsizes

pg8000.Cursor.setoutputsize(size, column=None)

pg8000.Interval

pg8000.Interval.microseconds

pg8000.Interval.days

pg8000.Interval.months

Regression Tests

Performance Tests

Packages