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Expand README with JAX integration examples and dataclass usage (#28)
Fix pre-commit formatting issues and add comprehensive README tests - Fixed README.md formatting with prettier (proper line wrapping) - Removed trailing whitespace from README.md - Fixed import error in __init__.py for missing _version module - Added comprehensive test suite in tests/test_readme.py that validates: * Basic ImmutableMap examples from README * JAX integration patterns * Immutability and hashability properties * Python code block syntax validation * Demonstrates why mutable defaults fail in dataclasses Signed-off-by: nstarman <nstarman@users.noreply.github.com> Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: nstarman <8949649+nstarman@users.noreply.github.com>
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README.md

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@@ -61,6 +61,66 @@ print(ImmutableMap({"a": 1, "b": 2.0, "c": "3"}))
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# ImmutableMap({'a': 1, 'b': 2.0, 'c': '3'})
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```
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### JAX Integration
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One of the key benefits of `ImmutableMap` is its compatibility with JAX. Since
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it's immutable and hashable, it can be used in places where JAX would normally
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complain about mutable objects like regular dictionaries.
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#### Using ImmutableMap as a Default in JAX Dataclasses
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Here's an example showing how `ImmutableMap` can be used as a default value in a
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dataclass, which is particularly useful with JAX:
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```python
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import functools
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import jax
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import jax.numpy as jnp
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from dataclasses import dataclass
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from xmmutablemap import ImmutableMap
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@functools.partial(
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jax.tree_util.register_dataclass, data_fields=["params"], meta_fields=["batch_size"]
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)
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@dataclass(frozen=True)
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class Config:
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"""Configuration with immutable default parameters."""
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# This works! ImmutableMap is immutable and hashable
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params: ImmutableMap[str, float] = ImmutableMap(
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learning_rate=0.001, momentum=0.9, weight_decay=1e-4
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)
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batch_size: int = 32
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# JAX can safely transform functions using this dataclass
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@jax.jit
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def train_step(config: Config, data: jnp.ndarray) -> jnp.ndarray:
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"""Example training step that uses config parameters."""
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lr = config.params["learning_rate"]
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return data * lr
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# This works perfectly
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config = Config()
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data = jnp.array([1.0, 2.0, 3.0])
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result = train_step(config, data)
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print(f"Result: {result}")
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# Result: [0.001 0.002 0.003]
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```
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#### Key Benefits for JAX
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- **Immutability**: Once created, `ImmutableMap` cannot be modified, preventing
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accidental mutations that could break JAX's functional programming model
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- **Hashability**: JAX can safely cache and memoize functions that use
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`ImmutableMap` instances
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- **PyTree Support**: `ImmutableMap` is registered as a JAX PyTree, so it works
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seamlessly with JAX transformations like `jit`, `grad`, `vmap`, etc.
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- **Safe Defaults**: Can be used as default values in dataclasses without the
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typical pitfalls of mutable defaults
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## Development
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[![Actions Status][actions-badge]][actions-link]

src/xmmutablemap/__init__.py

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__all__ = ["ImmutableMap", "__version__"]
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from ._core import ImmutableMap
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from ._version import version as __version__
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try:
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from ._version import version as __version__
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except ImportError:
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__version__ = "unknown"

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