Verify shared object version at load. (#7928) (#8168)

python-package/xgboost/__init__.py

@@ -1,12 +1,16 @@
-# coding: utf-8
 """XGBoost: eXtreme Gradient Boosting library.
 
 Contributors: https://github.com/dmlc/xgboost/blob/master/CONTRIBUTORS.md
 """
 
-import os
-
-from .core import DMatrix, DeviceQuantileDMatrix, Booster, DataIter, build_info
+from .core import (
+    DMatrix,
+    DeviceQuantileDMatrix,
+    Booster,
+    DataIter,
+    build_info,
+    _py_version,
+)
 from .training import train, cv
 from . import rabit  # noqa
 from . import tracker  # noqa
@@ -21,9 +25,9 @@ try:
 except ImportError:
     pass
 
-VERSION_FILE = os.path.join(os.path.dirname(__file__), "VERSION")
-with open(VERSION_FILE, encoding="ascii") as f:
-    __version__ = f.read().strip()
+
+__version__ = _py_version()
+
 
 __all__ = [
     # core

python-package/xgboost/core.py

@@ -137,6 +137,22 @@ def _get_log_callback_func() -> Callable:
     return c_callback(_log_callback)
 
 
+def _lib_version(lib: ctypes.CDLL) -> Tuple[int, int, int]:
+    """Get the XGBoost version from native shared object."""
+    major = ctypes.c_int()
+    minor = ctypes.c_int()
+    patch = ctypes.c_int()
+    lib.XGBoostVersion(ctypes.byref(major), ctypes.byref(minor), ctypes.byref(patch))
+    return major.value, minor.value, patch.value
+
+
+def _py_version() -> str:
+    """Get the XGBoost version from Python version file."""
+    VERSION_FILE = os.path.join(os.path.dirname(__file__), "VERSION")
+    with open(VERSION_FILE, encoding="ascii") as f:
+        return f.read().strip()
+
+
 def _load_lib() -> ctypes.CDLL:
     """Load xgboost Library."""
     lib_paths = find_lib_path()
@@ -144,7 +160,7 @@ def _load_lib() -> ctypes.CDLL:
         # This happens only when building document.
         return None  # type: ignore
     try:
-        pathBackup = os.environ['PATH'].split(os.pathsep)
+        pathBackup = os.environ["PATH"].split(os.pathsep)
     except KeyError:
         pathBackup = []
     lib_success = False
@@ -153,15 +169,16 @@ def _load_lib() -> ctypes.CDLL:
         try:
             # needed when the lib is linked with non-system-available
             # dependencies
-            os.environ['PATH'] = os.pathsep.join(
-                pathBackup + [os.path.dirname(lib_path)])
+            os.environ["PATH"] = os.pathsep.join(
+                pathBackup + [os.path.dirname(lib_path)]
+            )
             lib = ctypes.cdll.LoadLibrary(lib_path)
             lib_success = True
         except OSError as e:
             os_error_list.append(str(e))
             continue
         finally:
-            os.environ['PATH'] = os.pathsep.join(pathBackup)
+            os.environ["PATH"] = os.pathsep.join(pathBackup)
     if not lib_success:
         libname = os.path.basename(lib_paths[0])
         raise XGBoostError(
@@ -177,11 +194,36 @@ Likely causes:
   * You are running 32-bit Python on a 64-bit OS
 
 Error message(s): {os_error_list}
-""")
+"""
+        )
     lib.XGBGetLastError.restype = ctypes.c_char_p
     lib.callback = _get_log_callback_func()  # type: ignore
     if lib.XGBRegisterLogCallback(lib.callback) != 0:
         raise XGBoostError(lib.XGBGetLastError())
+
+    def parse(ver: str) -> Tuple[int, int, int]:
+        """Avoid dependency on packaging (PEP 440)."""
+        # 2.0.0-dev or 2.0.0
+        major, minor, patch = ver.split("-")[0].split(".")
+        return int(major), int(minor), int(patch)
+
+    libver = _lib_version(lib)
+    pyver = parse(_py_version())
+
+    # verify that we are loading the correct binary.
+    if pyver != libver:
+        pyver_str = ".".join((str(v) for v in pyver))
+        libver_str = ".".join((str(v) for v in libver))
+        msg = (
+            "Mismatched version between the Python package and the native shared "
+            f"""object.  Python package version: {pyver_str}. Shared object """
+            f"""version: {libver_str}. Shared object is loaded from: {lib.path}.
+Likely cause:
+  * XGBoost is first installed with anaconda then upgraded with pip. To fix it """
+            "please remove one of the installations."
+        )
+        raise ValueError(msg)
+
     return lib