diff --git a/jedi/api/__init__.py b/jedi/api/__init__.py
index 34c968d8..b9070493 100644
--- a/jedi/api/__init__.py
+++ b/jedi/api/__init__.py
@@ -100,9 +100,11 @@ class Script(object):
             encoding = source_encoding
 
         self._orig_path = path
-        self.path = None if path is None else os.path.abspath(path)
+        # An empty path (also empty string) should always result in no path.
+        self.path = os.path.abspath(path) if path else None
 
         if source is None:
+            # TODO add a better warning than the traceback!
             with open(path) as f:
                 source = f.read()
 
@@ -131,8 +133,8 @@ class Script(object):
 
     def _get_module(self):
         cache.invalidate_star_import_cache(self._path)
-        parser = FastParser(self._grammar, self._source, self._path)
-        save_parser(self._path, parser, pickling=False)
+        parser = FastParser(self._grammar, self._source, self.path)
+        save_parser(self.path, parser, pickling=False)
 
         module = self._evaluator.wrap(parser.module)
         imports.add_module(self._evaluator, unicode(module.name), module)
diff --git a/jedi/evaluate/imports.py b/jedi/evaluate/imports.py
index 1cbdaf92..77e13500 100644
--- a/jedi/evaluate/imports.py
+++ b/jedi/evaluate/imports.py
@@ -201,20 +201,21 @@ class Importer(object):
                 base = []
             if level > len(base):
                 path = module.py__file__()
-                import_path = list(import_path)
-                for i in range(level):
-                    path = os.path.dirname(path)
-                dir_name = os.path.basename(path)
-                # This is not the proper way to do relative imports. However, since
-                # Jedi cannot be sure about the entry point, we just calculate an
-                # absolute path here.
-                if dir_name:
-                    import_path.insert(0, dir_name)
-                else:
-                    _add_error(self._evaluator, import_path[-1])
-                    import_path = []
-                    # TODO add import error.
-                    debug.warning('Attempted relative import beyond top-level package.')
+                if path is not None:
+                    import_path = list(import_path)
+                    for i in range(level):
+                        path = os.path.dirname(path)
+                    dir_name = os.path.basename(path)
+                    # This is not the proper way to do relative imports. However, since
+                    # Jedi cannot be sure about the entry point, we just calculate an
+                    # absolute path here.
+                    if dir_name:
+                        import_path.insert(0, dir_name)
+                    else:
+                        _add_error(self._evaluator, import_path[-1])
+                        import_path = []
+                        # TODO add import error.
+                        debug.warning('Attempted relative import beyond top-level package.')
             else:
                 # Here we basically rewrite the level to 0.
                 import_path = tuple(base) + import_path
diff --git a/jedi/evaluate/representation.py b/jedi/evaluate/representation.py
index ad04ff41..cd572ede 100644
--- a/jedi/evaluate/representation.py
+++ b/jedi/evaluate/representation.py
@@ -852,7 +852,8 @@ class ModuleWrapper(use_metaclass(CachedMetaClass, tree.Module, Wrapper)):
     def _get_init_directory(self):
         for suffix, _, _ in imp.get_suffixes():
             ending = '__init__' + suffix
-            if self.py__file__().endswith(ending):
+            py__file__ = self.py__file__()
+            if py__file__ is not None and py__file__.endswith(ending):
                 # Remove the ending, including the separator.
                 return self.py__file__()[:-len(ending) - 1]
         return None
diff --git a/test/test_integration_import.py b/test/test_integration_import.py
index 6b5ad73a..d961666c 100644
--- a/test/test_integration_import.py
+++ b/test/test_integration_import.py
@@ -18,17 +18,17 @@ def test_goto_definition_on_import():
 def test_complete_on_empty_import():
     assert Script("from datetime import").completions()[0].name == 'import'
     # should just list the files in the directory
-    assert 10 < len(Script("from .", path='').completions()) < 30
+    assert 10 < len(Script("from .", path='whatever.py').completions()) < 30
 
     # Global import
-    assert len(Script("from . import", 1, 5, '').completions()) > 30
+    assert len(Script("from . import", 1, 5, 'whatever.py').completions()) > 30
     # relative import
-    assert 10 < len(Script("from . import", 1, 6, '').completions()) < 30
+    assert 10 < len(Script("from . import", 1, 6, 'whatever.py').completions()) < 30
 
     # Global import
-    assert len(Script("from . import classes", 1, 5, '').completions()) > 30
+    assert len(Script("from . import classes", 1, 5, 'whatever.py').completions()) > 30
     # relative import
-    assert 10 < len(Script("from . import classes", 1, 6, '').completions()) < 30
+    assert 10 < len(Script("from . import classes", 1, 6, 'whatever.py').completions()) < 30
 
     wanted = set(['ImportError', 'import', 'ImportWarning'])
     assert set([c.name for c in Script("import").completions()]) == wanted