tfp.experimental.auto_batching.xla.compile_nested_output
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Wraps f with a tpu.rewrite or xla.compile, propagates output structure.
tfp.experimental.auto_batching.xla.compile_nested_output(
f, compile_fn=None
)
xla.compile insists f output a flat list of Tensors or Ops, but
tolerates nested input arguments. Here, we capture the output structure in
order to propagate it.
Args |
|---|
f
|
Callable to compile, may accept/return nested inputs/outputs.
|
compile_fn
|
The function to use to compile, i.e. xla.compile or
tpu.rewrite. Accepts two args, f and inputs.
|
Returns |
|---|
g
|
Callable wrapping f which returns XLA-compiled, nested outputs.
|
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Last updated 2023-11-21 UTC.
[null,null,["Last updated 2023-11-21 UTC."],[],[],null,["# tfp.experimental.auto_batching.xla.compile_nested_output\n\n\u003cbr /\u003e\n\n|---------------------------------------------------------------------------------------------------------------------------------------------------------|\n| [View source on GitHub](https://github.com/tensorflow/probability/blob/v0.23.0/tensorflow_probability/python/experimental/auto_batching/xla.py#L22-L51) |\n\nWraps f with a `tpu.rewrite` or `xla.compile`, propagates output structure. \n\n tfp.experimental.auto_batching.xla.compile_nested_output(\n f, compile_fn=None\n )\n\n`xla.compile` insists `f` output a flat list of `Tensor`s or `Op`s, but\ntolerates nested input arguments. Here, we capture the output structure in\norder to propagate it.\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Args ---- ||\n|--------------|----------------------------------------------------------------------------------------------------------|\n| `f` | Callable to compile, may accept/return nested inputs/outputs. |\n| `compile_fn` | The function to use to compile, i.e. `xla.compile` or `tpu.rewrite`. Accepts two args, `f` and `inputs`. |\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Returns ------- ||\n|-----|-------------------------------------------------------------------|\n| `g` | Callable wrapping `f` which returns XLA-compiled, nested outputs. |\n\n\u003cbr /\u003e"]]
View source on GitHub