v2.2.0

What's Changed

• Improve numerical stability of forward and backward passes.
• Several important bug fixes
• Add optimization algorithms and stabilize the backward pass by @liuanji in #12
• Added cell declaration to imports by @turnmanh in #14

New Contributors

• @turnmanh made their first contribution in #14

Full Changelog: v2.1.0...v2.2.0

v2.1.0

Full Changelog: v2.0.2...v2.1.0

Main change: reinstate query functions

v2.0.2

Full Changelog: v2.0.1...v2.0.2

Improve documentation.

v2.0.1

Full Changelog: v2.0.0...v2.0.1

New features:

• Add zero_param_mask that strengthens juice.blockify
• reuse parameter flows space for tied nodes in different layers

Bug fixes:

• fix nan error when nmars contains -inf
• clean up & fix flow assigning kernel
• sum layer large sparse forward: handle cases with very high grid size
• fix source ns _param_range assignment error
• fix compilation logic for tied nodes when the source does not appear first
• fix bug: set appropriate other values in pflow accumulation kernels
• fix: use_block_sparse_edges does not set to False when only 1 ProdNodes in a ProdLayer

API:

• accept 2d sum params for fully connected nodes
• change from "group" to "block"

PyJuice 2.0.0

New features:

• Speedup sum layers with block-sparse implementation.
• Better backward implementation for PCs with tied parameters (improve parameter flow accumulation strategy).
• Improve APIs
• More input distributions
• Speedup partial evaluation

ToDos:

• Some queries could be broken

PyJuice 1.0.0

PyJuice 1.0.0