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ArvinSKushwaha committed Jul 26, 2024
1 parent ea632d8 commit d990d42
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Showing 3 changed files with 28 additions and 21 deletions.
17 changes: 10 additions & 7 deletions pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -3,13 +3,13 @@ name = "jaximal"
version = "0.1.1"
description = "A JAX-based PyTree manipulation library "
authors = [
{ name = "Arvin Kushwaha", email = "[email protected]" },
{ name = "Arvin Kushwaha", email = "[email protected]" },
]
dependencies = [
"safetensors>=0.4.3",
"jaxtyping>=0.2.29",
"jax>=0.4.28",
"jaxlib>=0.4.28",
"safetensors>=0.4.3",
"jaxtyping>=0.2.29",
"jax>=0.4.28",
"jaxlib>=0.4.28",
]
readme = "README.md"
requires-python = ">= 3.12"
Expand All @@ -25,8 +25,11 @@ dev-dependencies = ["pytest>=8.2.1", "basedpyright>=1.12.4", "optax>=0.2.2"]
excluded-dependencies = []

[tool.rye.scripts]
ci = { chain = ["ci:verifytypes", "ci:basedpyright"] }
"ci:verifytypes" = "rye run basedpyright --verifytypes jaximal"
ci = { chain = [
# "ci:verifytypes",
"ci:basedpyright",
] }
# "ci:verifytypes" = "rye run basedpyright --verifytypes jaximal"
"ci:basedpyright" = "rye run basedpyright -p . ."

[tool.hatch.metadata]
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20 changes: 12 additions & 8 deletions src/jaximal/nn.py
Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,7 @@
import jax

from jax import numpy as np
from jaxtyping import Array, Float, PRNGKeyArray, PyTree
from jaxtyping import Array, Float, PRNGKeyArray

from jaximal.core import Jaximal, Static

Expand All @@ -19,6 +19,9 @@ class WeightInitialization(Enum):
HeUniform = auto()
HeNormal = auto()

XavierUniform = GlorotUniform
XavierNormal = GlorotNormal

def init(
self,
key: PRNGKeyArray,
Expand Down Expand Up @@ -66,15 +69,15 @@ def init(
return jax.random.normal(key, shape, dtype=dtype) * scaling


class JaximalModule(Jaximal, ABC):
class JaximalModule(ABC, Jaximal):
@classmethod
@abstractmethod
def init_state(
cls, *args: Any, **kwargs: Any
) -> Callable[[PRNGKeyArray], Self]: ...

@abstractmethod
def __call__(self, data: PyTree) -> PyTree: ...
def __call__(self, data: Any) -> Any: ...


class Activation(JaximalModule):
Expand All @@ -86,7 +89,7 @@ def init_state(
) -> Callable[[PRNGKeyArray], Self]:
return lambda key: cls(func)

def __call__(self, data: PyTree) -> PyTree:
def __call__(self, data: Any) -> Any:
return jax.tree.map(self.func, data)


Expand All @@ -107,6 +110,7 @@ def init_state(
) -> Callable[[PRNGKeyArray], Self]:
def init(key: PRNGKeyArray) -> Self:
w_key, b_key = jax.random.split(key)

weights = weight_initialization.init(
w_key, (in_dim, out_dim), in_dim, out_dim
)
Expand All @@ -116,7 +120,7 @@ def init(key: PRNGKeyArray) -> Self:

return init

def __call__(self, data: PyTree) -> PyTree:
def __call__(self, data: Any) -> Any:
return data @ self.weights + self.biases


Expand All @@ -135,7 +139,7 @@ def init(key: PRNGKeyArray) -> Self:

return init

def __call__(self, data: PyTree, *args: dict[str, Any]) -> PyTree:
def __call__(self, data: Any, *args: dict[str, Any]) -> Any:
assert len(args) == len(self.modules), (
'Expected `self.modules` and `args` to have the same length '
f'but got {len(self.modules)} and {len(args)}, respectively.'
Expand All @@ -147,9 +151,9 @@ def __call__(self, data: PyTree, *args: dict[str, Any]) -> PyTree:


__all__ = [
'JaximalModule',
'WeightInitialization',
'JaximalModule',
'Activation',
'Linear',
'Sequential',
'Activation',
]
12 changes: 6 additions & 6 deletions src/jaximal/serialization.py
Original file line number Diff line number Diff line change
Expand Up @@ -22,10 +22,10 @@


class FnRegistry:
functions = {}
inv_functions = {}
functions: dict[Callable[..., Any], str] = {}
inv_functions: dict[str, Callable[..., Any]] = {}

def add(self, function: Callable[..., Any], name: str):
def add(self, function: Callable[..., Any], name: str) -> None:
if function in self.functions or name in self.inv_functions:
raise ValueError(
f'Function {function} with name {name} already in registry.'
Expand All @@ -41,7 +41,7 @@ def lookup_function(self, function: Callable[..., Any]) -> str | None:
return self.functions.get(function)


global_fn_registry = FnRegistry()
global_fn_registry: FnRegistry = FnRegistry()


global_fn_registry.add(jax.numpy.sin, 'jax.numpy.sin')
Expand All @@ -53,7 +53,7 @@ def lookup_function(self, function: Callable[..., Any]) -> str | None:


class JSONEncoder(json.JSONEncoder):
def default(self, o: Any):
def default(self, o: Any) -> dict[str, Any] | None:
if isinstance(o, Callable):
if o_str := global_fn_registry.lookup_function(o):
return {
Expand All @@ -68,7 +68,7 @@ def default(self, o: Any):
}


def json_object_hook(dct: Any):
def json_object_hook(dct: Any) -> Any:
if 'callable' in dct:
if 'jax_map' in dct:
return global_fn_registry.lookup_name(dct['jax_map'])
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