0.5.4

New Features

• SQL over IPC: Send SQL queries to remote Rayforce servers via TCP or WebSocket using the new SQLQuery class. Documentation

2026-01-17 | 🔗 PyPI | 🔗 GitHub

0.5.3

New Features

• SQL Query Support: Query tables using familiar SQL syntax with the new Table.sql() method. Supports SELECT, UPDATE, INSERT, and UPSERT (via ON CONFLICT) statements. Requires optional sqlglot dependency. See SQL documentation for details.

• Vector type inference: Vector now automatically infers the element type from the first item when ray_type is not specified.

2026-01-17 | 🔗 PyPI | 🔗 GitHub

0.5.2

New Features

• Vector operations: Added operations for Vector types including arithmetic (+, -, *, /), comparison (<, <=, >, >=, eq, ne), logical (and_, or_, not_), aggregation (sum, min, max, average), element access (first, last, take, at), set operations (union, sect, except_), search (find, within, filter), sort (asc, desc, iasc, rank, reverse, negate), and functional (map).

• Dict operations: Added key/value access (key, value) and sort operations (asc, desc) for Dict types.

• Scalar operations: Added arithmetic, comparison, and math operations (ceil, floor, round) for numeric scalar types (I16, I32, I64, F64).

2026-01-16 | 🔗 PyPI | 🔗 GitHub

0.5.1

New Features

• pivot() method: Reshape data from long to wide format. Supports multiple index columns and aggregation functions (sum, count, avg, min, max, first, last). See Pivot documentation for details.

2026-01-16 | 🔗 PyPI | 🔗 GitHub

0.5.0

Breaking Changes

• slice() renamed to take(): The slice(start_idx, tail) method has been renamed to take(n, offset=0) with a cleaner signature.

• match_by_first renamed to key_columns: In upsert(), the parameter match_by_first has been renamed to key_columns for clarity.

• Table.from_parted now accepts name instead of symfile argument.

• Sorting API changed: xasc() and xdesc() methods have been replaced with order_by(*cols, desc=False) which returns a query that must be executed. This allows chaining with other query operations. See Order By documentation.

New Features

• Bracket notation access: Access columns using table["col"] for a single column or table[["col1", "col2"]] for multiple columns.

• shape(): method returns (rows, cols) to see table shape

• len() support: Get row count with len(table).

• head() and tail() methods: Get first/last n rows with table.head(5) or table.tail(5).

• describe() method: Get summary statistics (count, mean, min, max) for numeric columns.

• dtypes property: Get column types as a dictionary with table.dtypes.

• drop() method: Remove columns with table.drop("col1", "col2"). See Transform documentation.

• rename() method: Rename columns with table.rename({"old": "new"}). See Transform documentation.

• cast() method: Change column types with table.cast("col", I64). See Transform documentation.

• Chainable order_by(): Sort results as part of query chain: table.select(...).where(...).order_by("col").execute().

Bug fixes

• Fix issue when applying a boolean vector filter for a table.

2026-01-15 | 🔗 PyPI | 🔗 GitHub

0.4.3

Internal improvements

0.4.2

Bug fixes

• Fix CI/CD Makefile patch for manylinux container CPU flags

2026-01-14 | 🔗 PyPI | 🔗 GitHub

0.4.0

Breaking Changes

• Network module restructuring: IPC classes (IPCClient, IPCConnection, IPCServer) have been removed from the main package exports and replaced with TCP classes (TCPClient, TCPServer). The IPC functionality has been reorganized into the rayforce.network module.

• Error class renamed: RayforceIPCError has been removed and replaced with RayforceTCPError for network-related errors.

• Table initialization API changed: Table.from_dict() and Table.from_name() methods are removed. Use Table(dict/str) constructor directly instead.

New Features

• Added WebSocket support: New WSClient and WSServer classes in rayforce.network.websocket module for WebSocket-based communication. See WebSocket documentation for details.
• Added TCP client/server: New TCPClient and TCPServer classes in rayforce.network.tcp module exported from the main package.
• Added asof_join() method to Table class for as-of joins (time-based joins). See Joins documentation for details.
• Added ipcsave() method to Table and query objects (SelectQuery, UpdateQuery, InsertQuery, UpsertQuery, LeftJoin, InnerJoin, AsofJoin, WindowJoin) for saving query results in IPC connections.

2026-01-08 | 🔗 PyPI | 🔗 GitHub

0.3.1

• Improve client-side IPC by allowing sending pythonic queries into the IPC connection
  https://py.rayforcedb.com/content/documentation/IPC.html#sending-query-objects

2026-01-04 | 🔗 PyPI | 🔗 GitHub

0.3.0

• Add server-side IPC - initializing a Rayforce server via Python runtime
• Improve IPC Client-side interface

2026-01-03 | 🔗 PyPI | 🔗 GitHub