Merge pull request #78 from opendilab/dev/jax

dev(hansbug): add register support for treevalue

.github/workflows/test.yml

@@ -94,10 +94,6 @@ jobs:
           pip install -r requirements.txt
           pip install -r requirements-build.txt
           pip install -r requirements-test.txt
-      - name: Install extra PyPI dependencies
-        continue-on-error: true
-        shell: bash
-        run: |
           pip install -r requirements-test-extra.txt
       - name: Test the basic environment
         shell: bash

docs/source/api_doc/tree/index.rst

@@ -8,3 +8,4 @@ treevalue.tree
     tree
     func
     general
+    integration

docs/source/api_doc/tree/integration.rst

@@ -0,0 +1,13 @@
+treevalue.tree.integration
+=======================================
+
+.. py:currentmodule:: treevalue.tree.integration
+
+
+.. _apidoc_tree_integration_register_for_jax:
+
+register_for_jax
+------------------------
+
+.. autofunction:: register_for_jax
+

requirements-test-extra.txt

@@ -1 +1,2 @@
-torch>=1.1.0
+jax[cpu]>=0.3.25; platform_system != 'Windows'
+torch>=1.1.0; python_version < '3.11'

test/tree/integration/test_jax.py

@@ -0,0 +1,30 @@
+from unittest import skipUnless
+
+import numpy as np
+import pytest
+
+from treevalue import FastTreeValue
+
+try:
+    import jax
+except (ModuleNotFoundError, ImportError):
+    jax = None
+
+
+@pytest.mark.unittest
+class TestTreeTreeIntegration:
+    @skipUnless(jax, 'Jax required.')
+    def test_jax_double(self):
+        @jax.jit
+        def double(x):
+            return x * 2 + 1.5
+
+        t1 = FastTreeValue({
+            'a': np.random.randint(0, 10, (2, 3)),
+            'b': {
+                'x': np.asarray(233.0),
+                'y': np.random.randn(2, 3)
+            }
+        })
+        assert FastTreeValue.func()(np.isclose)(double(t1), t1 * 2 + 1.5).all() == \
+               FastTreeValue({'a': True, 'b': {'x': True, 'y': True}})

treevalue/tree/__init__.py

@@ -1,4 +1,5 @@
 from .common import raw
 from .func import *
 from .general import *
+from .integration import *
 from .tree import *

treevalue/tree/integration/__init__.py

@@ -0,0 +1 @@
+from .jax import register_for_jax

treevalue/tree/integration/cjax.pxd

@@ -0,0 +1,6 @@
+# distutils:language=c++
+# cython:language_level=3
+
+cdef tuple _c_flatten_for_jax(object tv)
+cdef object _c_unflatten_for_jax(tuple aux, tuple values)
+cpdef void register_for_jax(object cls) except*

treevalue/tree/integration/cjax.pyx

@@ -0,0 +1,47 @@
+# distutils:language=c++
+# cython:language_level=3
+
+import cython
+
+from ..tree.flatten cimport _c_flatten, _c_unflatten
+from ..tree.tree cimport TreeValue
+
+cdef inline tuple _c_flatten_for_jax(object tv):
+    cdef list result = []
+    _c_flatten(tv._detach(), (), result)
+
+    cdef list paths = []
+    cdef list values = []
+    for path, value in result:
+        paths.append(path)
+        values.append(value)
+
+    return values, (type(tv), paths)
+
+cdef inline object _c_unflatten_for_jax(tuple aux, tuple values):
+    cdef object type_
+    cdef list paths
+    type_, paths = aux
+    return type_(_c_unflatten(zip(paths, values)))
+
+@cython.binding(True)
+cpdef void register_for_jax(object cls) except*:
+    """
+    Overview:
+        Register treevalue class for jax.
+    
+    :param cls: TreeValue class.
+    
+    Examples::
+        >>> from treevalue import FastTreeValue, TreeValue, register_for_jax
+        >>> register_for_jax(TreeValue)
+        >>> register_for_jax(FastTreeValue)
+    
+    .. warning::
+        This method will put a warning message and then do nothing when jax is not installed.
+    """
+    if isinstance(cls, type) and issubclass(cls, TreeValue):
+        import jax
+        jax.tree_util.register_pytree_node(cls, _c_flatten_for_jax, _c_unflatten_for_jax)
+    else:
+        raise TypeError(f'Registered class should be a subclass of TreeValue, but {cls!r} found.')

treevalue/tree/integration/jax.py

@@ -0,0 +1,19 @@
+import warnings
+from functools import wraps
+
+try:
+    import jax
+except (ModuleNotFoundError, ImportError):
+    from .cjax import register_for_jax as _original_register_for_jax
+
+
+    @wraps(_original_register_for_jax)
+    def register_for_jax(cls):
+        warnings.warn(f'Jax is not installed, registration of {cls!r} will be ignored.')
+else:
+    from .cjax import register_for_jax
+    from ..tree import TreeValue
+    from ..general import FastTreeValue
+
+    register_for_jax(TreeValue)
+    register_for_jax(FastTreeValue)

treevalue/tree/tree/flatten.pyx

@@ -8,7 +8,7 @@ import cython
 from .tree cimport TreeValue
 from ..common.storage cimport TreeStorage, _c_undelay_data
 
-cdef void _c_flatten(TreeStorage st, tuple path, list res) except *:
+cdef inline void _c_flatten(TreeStorage st, tuple path, list res) except *:
     cdef dict data = st.detach()
     cdef tuple curpath
 
@@ -44,7 +44,7 @@ cpdef list flatten(TreeValue tree):
     _c_flatten(tree._detach(), (), result)
     return result
 
-cdef void _c_flatten_values(TreeStorage st, list res) except *:
+cdef inline void _c_flatten_values(TreeStorage st, list res) except *:
     cdef dict data = st.detach()
 
     cdef str k
@@ -72,7 +72,7 @@ cpdef list flatten_values(TreeValue tree):
     _c_flatten_values(tree._detach(), result)
     return result
 
-cdef void _c_flatten_keys(TreeStorage st, tuple path, list res) except *:
+cdef inline void _c_flatten_keys(TreeStorage st, tuple path, list res) except *:
     cdef dict data = st.detach()
     cdef tuple curpath
 
@@ -102,7 +102,7 @@ cpdef list flatten_keys(TreeValue tree):
     _c_flatten_keys(tree._detach(), (), result)
     return result
 
-cdef TreeStorage _c_unflatten(object pairs):
+cdef inline TreeStorage _c_unflatten(object pairs):
     cdef dict raw_data = {}
     cdef TreeStorage result = TreeStorage(raw_data)
     cdef list stack = []