Make jaxtyping an IPython extension

This commit is contained in:
Roma Knyaz
2023-09-20 10:34:32 -07:00
committed by Patrick Kidger
parent d2785baced
commit f454cb797c
4 changed files with 188 additions and 0 deletions
+1
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@@ -30,6 +30,7 @@ from ._array_types import (
)
from ._decorator import jaxtyped as jaxtyped
from ._import_hook import install_import_hook as install_import_hook
from ._ipython_extension import load_ipython_extension as load_ipython_extension
# Now import Array and ArrayLike
+35
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@@ -0,0 +1,35 @@
from ._import_hook import _JaxtypingTransformer
try:
from IPython.core.magic import line_magic, Magics, magics_class
@magics_class
class ChooseTypecheckerMagics(Magics):
@line_magic("jaxtyping.typechecker")
def typechecker(self, typechecker):
# remove old _JaxtypingTransformer, if present
self.shell.ast_transformers = list(
filter(
lambda x: not isinstance(x, _JaxtypingTransformer),
self.shell.ast_transformers,
)
)
# add new one
self.shell.ast_transformers.append(
_JaxtypingTransformer(typechecker=typechecker)
)
except ImportError:
pass
def load_ipython_extension(ipython):
try:
ipython.register_magics(ChooseTypecheckerMagics)
except NameError:
raise NameError(
"ChooseTypecheckerMagics is not defined.\n\n"
+ "You may be trying to use IPython extension without IPython installed."
)
+1
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@@ -4,3 +4,4 @@ equinox
jaxlib
pytest
typeguard<3
IPython
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@@ -0,0 +1,151 @@
import pytest
from IPython.testing.globalipapp import start_ipython
from .helpers import ParamError
@pytest.fixture(scope="session")
def session_ip():
yield start_ipython()
@pytest.fixture(scope="function")
def ip(session_ip):
session_ip.run_cell(raw_cell="import jaxtyping")
session_ip.run_line_magic(magic_name="load_ext", line="jaxtyping")
session_ip.run_line_magic(
magic_name="jaxtyping.typechecker", line="beartype.beartype"
)
yield session_ip
def test_that_ipython_works(ip):
ip.run_cell(raw_cell="x = 1").raise_error()
assert ip.user_global_ns["x"] == 1
def test_function_beartype(ip):
ip.run_cell(
raw_cell="""
def f(x: int):
pass
"""
).raise_error()
ip.run_cell(raw_cell="f(1)").raise_error()
with pytest.raises(ParamError):
ip.run_cell(raw_cell='f("x")').raise_error()
def test_function_none(ip):
ip.run_cell(
raw_cell="""
def f(a,b,c):
pass
"""
).raise_error()
ip.run_cell(raw_cell='f(1,2,"k")').raise_error()
def test_function_jaxtyped(ip):
ip.run_cell(
raw_cell="""
from jaxtyping import Float, Array, Int
import jax
def g(x: Float[Array, "1"]):
return x + 1
"""
).raise_error()
ip.run_cell(raw_cell="g(jax.numpy.array([1.0]))").raise_error()
with pytest.raises(ParamError):
ip.run_cell(raw_cell="g(jax.numpy.array(1.0))").raise_error()
with pytest.raises(ParamError):
ip.run_cell(raw_cell="g(jax.numpy.array([1]))").raise_error()
with pytest.raises(ParamError):
ip.run_cell(raw_cell="g(jax.numpy.array([2, 3]))").raise_error()
with pytest.raises(ParamError):
ip.run_cell(raw_cell='g("string")').raise_error()
def test_function_jaxtyped_and_jitted(ip):
ip.run_cell(
raw_cell="""
from jaxtyping import Float, Array, Int
import jax
@jax.jit
def g(x: Float[Array, "1"]):
return x + 1
"""
).raise_error()
ip.run_cell(raw_cell="g(jax.numpy.array([1.0]))").raise_error()
with pytest.raises(ParamError):
ip.run_cell(raw_cell="g(jax.numpy.array(1.0))").raise_error()
with pytest.raises(ParamError):
ip.run_cell(raw_cell="g(jax.numpy.array([1]))").raise_error()
with pytest.raises(ParamError):
ip.run_cell(raw_cell="g(jax.numpy.array([2, 3]))").raise_error()
with pytest.raises(ParamError):
ip.run_cell(raw_cell='g("string")').raise_error()
def test_class_jaxtyped(ip):
ip.run_cell(
raw_cell="""
from jaxtyping import Float, Array, Int
import equinox as eqx
import jax
class A(eqx.Module):
x: Float[Array, "2"]
def do_something(self, y: Int[Array, ""]):
return self.x + y
"""
).raise_error()
ip.run_cell(raw_cell="a = A(jax.numpy.array([1.0, 2.0]))").raise_error()
ip.run_cell(raw_cell="a.do_something(jax.numpy.array(2))").raise_error()
with pytest.raises(ParamError):
ip.run_cell(raw_cell="A(jax.numpy.array([1.0]))").raise_error()
with pytest.raises(ParamError):
ip.run_cell(
raw_cell="a.do_something(jax.numpy.array([2.0, 3.0]))"
).raise_error()
def test_class_not_dataclass(ip):
ip.run_cell(
raw_cell="""
from jaxtyping import Float, Array, Int
import equinox as eqx
import jax
class A:
def __init__(self, x):
self.x = x
def do_something(self, y):
return x + y
"""
).raise_error()
ip.run_cell(raw_cell="a = A(jax.numpy.array([1.0, 2.0]))").raise_error()
ip.run_cell(raw_cell="a.do_something(jax.numpy.array(2))").raise_error()
ip.run_cell(raw_cell="A(jax.numpy.array([1.0]))").raise_error()
ip.run_cell(raw_cell="a.do_something(jax.numpy.array([2.0, 3.0]))").raise_error()