[TFLite] Model importer to be compatible with tflite 2.1.0 (#5497)

golang/sample/gen_mobilenet_lib.py

@@ -18,7 +18,6 @@
 import os
 from tvm import relay
 from tvm.contrib.download import download_testdata
-import tflite.Model
 
 
 ################################################
@@ -49,7 +48,12 @@ def extract(path):
 
 # get TFLite model from buffer
 tflite_model_buf = open(model_file, "rb").read()
-tflite_model = tflite.Model.Model.GetRootAsModel(tflite_model_buf, 0)
+try:
+    import tflite
+    tflite_model = tflite.Model.GetRootAsModel(tflite_model_buf, 0)
+except AttributeError:
+    import tflite.Model
+    tflite_model = tflite.Model.Model.GetRootAsModel(tflite_model_buf, 0)
 
 
 ##############################

python/tvm/relay/frontend/tflite.py

@@ -2524,7 +2524,7 @@ def from_tflite(model, shape_dict, dtype_dict):
     Parameters
     ----------
     model:
-        tflite.Model.Model
+        tflite.Model or tflite.Model.Model (depending on tflite version)
 
     shape_dict : dict of str to int list/tuple
         Input shapes of the model.
@@ -2541,12 +2541,18 @@ def from_tflite(model, shape_dict, dtype_dict):
         The parameter dict to be used by relay
     """
     try:
-        import tflite.Model
         import tflite.SubGraph
         import tflite.BuiltinOperator
     except ImportError:
         raise ImportError("The tflite package must be installed")
-    assert isinstance(model, tflite.Model.Model)
+
+    # TFLite.Model.Model has changed to TFLite.Model from 1.14 to 2.1
+    try:
+        import tflite
+        assert isinstance(model, tflite.Model)
+    except TypeError:
+        import tflite.Model
+        assert isinstance(model, tflite.Model.Model)
 
     # keep the same as tflite
     assert model.SubgraphsLength() == 1, "only support one subgraph (main subgraph)"

tests/python/frontend/tflite/test_forward.py

@@ -76,14 +76,16 @@ def get_real_image(im_height, im_width):
 def run_tvm_graph(tflite_model_buf, input_data, input_node, num_output=1, target='llvm',
                   out_names=None):
     """ Generic function to compile on relay and execute on tvm """
+    # TFLite.Model.Model has changed to TFLite.Model from 1.14 to 2.1
     try:
         import tflite.Model
+        tflite_model = tflite.Model.Model.GetRootAsModel(tflite_model_buf, 0)
+    except AttributeError:
+        import tflite
+        tflite_model = tflite.Model.GetRootAsModel(tflite_model_buf, 0)
     except ImportError:
         raise ImportError("The tflite package must be installed")
 
-    # get TFLite model from buffer
-    tflite_model = tflite.Model.Model.GetRootAsModel(tflite_model_buf, 0)
-
     input_data = convert_to_list(input_data)
     input_node = convert_to_list(input_node)
 

tutorials/frontend/from_tflite.py

@@ -21,25 +21,12 @@
 
 This article is an introductory tutorial to deploy TFLite models with Relay.
 
-To get started, Flatbuffers and TFLite package needs to be installed as prerequisites.
-A quick solution is to install Flatbuffers via pip
+To get started, TFLite package needs to be installed as prerequisite.
 
 .. code-block:: bash
 
-    pip install flatbuffers --user
-
-
-To install TFlite packages, you could use our prebuilt wheel:
-
-.. code-block:: bash
-
-    # For python3:
-    wget https://github.com/FrozenGene/tflite/releases/download/v1.13.1/tflite-1.13.1-py3-none-any.whl
-    pip3 install -U tflite-1.13.1-py3-none-any.whl --user
-
-    # For python2:
-    wget https://github.com/FrozenGene/tflite/releases/download/v1.13.1/tflite-1.13.1-py2-none-any.whl
-    pip install -U tflite-1.13.1-py2-none-any.whl --user
+    # install tflite
+    pip install tflite=2.1.0 --user
 
 
 or you could generate TFLite package yourself. The steps are the following: