diff --git a/mlir/lib/Bindings/Python/IRModules.cpp b/mlir/lib/Bindings/Python/IRModules.cpp
--- a/mlir/lib/Bindings/Python/IRModules.cpp
+++ b/mlir/lib/Bindings/Python/IRModules.cpp
@@ -1962,6 +1962,63 @@
   }
 };
 
+class PyDictAttribute : public PyConcreteAttribute<PyDictAttribute> {
+public:
+  static constexpr IsAFunctionTy isaFunction = mlirAttributeIsADictionary;
+  static constexpr const char *pyClassName = "DictAttr";
+  using PyConcreteAttribute::PyConcreteAttribute;
+
+  intptr_t dunderLen() { return mlirDictionaryAttrGetNumElements(*this); }
+
+  static void bindDerived(ClassTy &c) {
+    c.def("__len__", &PyDictAttribute::dunderLen);
+    c.def_static(
+        "get",
+        [](py::dict attributes, DefaultingPyMlirContext context) {
+          SmallVector<std::pair<std::string, MlirAttribute>> mlirAttributes;
+          MlirAttribute attr;
+          mlirAttributes.reserve(attributes.size());
+          for (auto &it : attributes) {
+            auto &mlir_attr = it.second.cast<PyAttribute &>();
+            auto name = it.first.cast<std::string>();
+            mlirAttributes.emplace_back(std::move(name), mlir_attr.get());
+          }
+          if (!mlirAttributes.empty()) {
+            SmallVector<MlirNamedAttribute> mlirNamedAttributes;
+            mlirNamedAttributes.reserve(mlirAttributes.size());
+            for (auto &it : mlirAttributes) {
+              mlirNamedAttributes.push_back(
+                  mlirNamedAttributeGet(toMlirStringRef(it.first), it.second));
+            }
+            attr = mlirDictionaryAttrGet(context->get(),
+                                         mlirNamedAttributes.size(),
+                                         mlirNamedAttributes.data());
+          }
+          return PyDictAttribute(context->getRef(), attr);
+        },
+        py::arg("value"), py::arg("context") = py::none(),
+        "Gets an uniqued dict attribute");
+    c.def("__getitem__", [](PyDictAttribute &self, const std::string &name) {
+      MlirAttribute attr =
+          mlirDictionaryAttrGetElementByName(self, toMlirStringRef(name));
+      if (mlirAttributeIsNull(attr)) {
+        throw SetPyError(PyExc_KeyError,
+                         "attempt to access a non-existent attribute");
+      }
+      return PyAttribute(self.getContext(), attr);
+    });
+    c.def("__getitem__", [](PyDictAttribute &self, intptr_t index) {
+      if (index < 0 || index >= self.dunderLen()) {
+        throw SetPyError(PyExc_IndexError,
+                         "attempt to access out of bounds attribute");
+      }
+      MlirNamedAttribute namedAttr = mlirDictionaryAttrGetElement(self, index);
+      return PyNamedAttribute(namedAttr.attribute,
+                              std::string(namedAttr.name.data));
+    });
+  }
+};
+
 /// Refinement of PyDenseElementsAttribute for attributes containing
 /// floating-point values. Supports element access.
 class PyDenseFPElementsAttribute
@@ -3174,6 +3231,7 @@
   PyDenseElementsAttribute::bind(m);
   PyDenseIntElementsAttribute::bind(m);
   PyDenseFPElementsAttribute::bind(m);
+  PyDictAttribute::bind(m);
   PyTypeAttribute::bind(m);
   PyUnitAttribute::bind(m);
 
diff --git a/mlir/test/Bindings/Python/ir_attributes.py b/mlir/test/Bindings/Python/ir_attributes.py
--- a/mlir/test/Bindings/Python/ir_attributes.py
+++ b/mlir/test/Bindings/Python/ir_attributes.py
@@ -257,6 +257,47 @@
 run(testDenseFPAttr)
 
 
+# CHECK-LABEL: TEST: testDictAttr
+def testDictAttr():
+  with Context():
+    dict_attr = {
+      'stringattr':  StringAttr.get('string'),
+      'integerattr' : IntegerAttr.get(
+        IntegerType.get_signless(32), 42)
+    }
+
+    a = DictAttr.get(dict_attr)
+
+    # CHECK attr: {integerattr = 42 : i32, stringattr = "string"}
+    print("attr:", a)
+
+    assert len(a) == 2
+
+    # CHECK: 42 : i32
+    print(a['integerattr'])
+
+    # CHECK: "string"
+    print(a['stringattr'])
+
+    # Check that exceptions are raised as expected.
+    try:
+      _ = a['does_not_exist']
+    except KeyError:
+      pass
+    else:
+      assert False, "Exception not produced"
+
+    try:
+      _ = a[42]
+    except IndexError:
+      pass
+    else:
+      assert False, "expected IndexError on accessing an out-of-bounds attribute"
+
+
+
+run(testDictAttr)
+
 # CHECK-LABEL: TEST: testTypeAttr
 def testTypeAttr():
   with Context():