Add scalar event logging function #26853
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Currently there are three
jax.monitoring
methods for recording events:record_event(event: str, **kwargs: str | int)
record_event_duration_secs(event: str, duration: float, **kwargs: str | int)
record_event_time_span(event: str, start_time: float, end_time: float, **kwargs: str | int)
This PR adds a more general method,
record_scalar
:record_scalar(event: str, value: float | int, **kwargs: str | int)
which enables JAX core and its ecosystem libraries to emit a wider more flexible set of metrics, for example FLOPS usage, gradient norm/clipping stats, quantization ranges, and more. We (@jshin1394 and I) are also working on a plugin that will make it easy to send
jax.monitoring
metrics to TensorBoard and other tools.