
DOCS . JAX . DEV {
}
Title:
Working with pytrees β JAX documentation
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Website Age:
4 years and 8 months (reg. 2020-11-01).
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Keywords {π}
pytree, jax, pytrees, key, leaf, leaves, function, jaxtreemap, tree, array, object, nodes, common, def, structure, type, class, lists, argument, path, parameters, node, functions, return, types, children, custom, params, input, dicts, import, values, sequencekeyidx, jaxtreemaplambda, arguments, special, flattened, considered, container, jaxtreeutil, keys, define, data, paths, treek, mytree, working, arrays, section, python,
Topics {βοΈ}
user-defined pytree objects reader-friendly string expression simple multi-layer perceptron explicit key paths mistaking pytree nodes stochastic gradient descent ml model parameters common pytree gotchas reader-friendly expression initial model parameters broadly applicable options takes key paths express key paths custom pytree nodes typing import namedtuple pytree comprising nodes considered internal nodes returns key paths custom pytree classes jax function transformations n-ary function custom tree_unflatten function common βgotchasβ jit-wrapped function jit-ed functions unsupported operand type tree_unflatten function stays main input pytree general key path unlike namedtuple subclasses parameter update function common patterns metadata/auxiliary data jit def update default key types pytree node types pytree node type avoids calling __init__ pytree node instance jit compilation current tree definition opaque auxiliary data custom nodes pytree container registry default includes lists key paths tree_util custom pytrees f'key path primitives jax internals transposing pytrees
Questions {β}
- What is a pytree?
- Why would you need this?
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