bartsia

What's new:

• Streaming IO layer implementations, especially of Convolutional layers, accessed through the config with IOType: io_stream. Scales CNN support to much larger models than previously possible (see arXiv:2101.05108)
• New documentation and API reference
• Further optimizations for QKeras / quantization aware training. A 'shift' operation is now used for po2 quantizers
• Allow redefinition of weights directory for standalone project compilation
• profiling for PyTorch models

Deprecated:

• IOType : io_serial is deprecated, and superceded by new IOType: io_stream

Bugfixes:

• Fix to Initiation Interval and different min/max latency for Strategy: Resource
• Fix warnings in hls4ml command line script flow
• Write yml config from Python API - for mixed API / command line flow