[nnkit] Update README.md with nnkit-run (#2581)

This commit replaces all the reference of deprecated "nni" in README.md
with "nnkit-run".

Signed-off-by: Jonghyun Park <jh1302.park@samsung.com>

diff --git a/contrib/nnkit/README.md b/contrib/nnkit/README.md
index 4746cb2..d4d2fba 100644 (file)
--- a/contrib/nnkit/README.md
+++ b/contrib/nnkit/README.md
@@ -2,21 +2,21 @@
 
 `nnkit` is collection of neural networks tools for our _nncc_ project.
 
-## nni
+## nnkit-run
 
-`nni` is a command line interface to interact with existing inference engines
+`nnkit-run` is a command line interface to interact with existing inference engines
 or compiled artifacts.
 
-## How nni works
+## How nnkit-run works
 
-`nni` first dynamically loads `backend` and multiple pre/post `action`
-specified by command-line. After loading  backend and actions, `nni` requests
+`nnkit-run` first dynamically loads `backend` and multiple pre/post `action`
+specified by command-line. After loading  backend and actions, `nnkit-run` requests
 `backend` to prepare itself. When backend is prepared, `backend` exposes its
-internal state to `nni` (as `nnkit::TensorContext`).
-`nni` takes this state, and passes it to registered pre `action`(s).
+internal state to `nnkit-run` (as `nnkit::TensorContext`).
+`nnkit-run` takes this state, and passes it to registered pre `action`(s).
 Each action may read tensor(s) (e.g. dump the content into a file),
 or manipuate their value (e.g. fill random values).
-`nni` then invokes `backend` through `run()` method.
+`nnkit-run` then invokes `backend` through `run()` method.
 After successful running the `backend`, post `action`(s) are called same like
 pre `action`(s) as a teardown step.
 
@@ -27,9 +27,9 @@ Currently there are two backends as of writing this document
 - Caffe as `libnnkit_caffe_backend.so`
 - Tensorflow Lite as `libnnkit_tflite_backend.so`
 
-# How to run inference with nni
+# How to run inference with nnkit-run
 
-To run `nni`, we need to provide a backend module and argument(s) if required
+To run `nnkit-run`, we need to provide a backend module and argument(s) if required
 and optional `pre-` or `post-` action module(s)
 
 ## Building backends
@@ -61,7 +61,7 @@ Syntax is `--argument` with `value` form. Existing arguments are as follows.
 
 For example,
 ```
-nni \
+nnkit-run \
 --backend ./path/to/backend --backend-arg arg1 --backend-arg arg2 \
 --pre ./path/to/preA --pre-arg arg1preA --pre-arg arg2preA \
 --pre ./path/to/preB --pre-arg arg1preB --pre-arg arg2preB \
@@ -79,7 +79,7 @@ This will run
 ```
 cd build
 
-contrib/nnkit/tools/nni/nni \
+contrib/nnkit/tools/run/nnkit-run \
 --backend ./contrib/nnkit/backends/tflite/libnnkit_tflite_backend.so \
 --backend-arg inceptionv3_non_slim_2015.tflite
 ```
@@ -94,7 +94,7 @@ Running with caffe backend is similar to running with tflite, except that you ne
 ```
 cd build
 
-contrib/nnkit/tools/nni/nni \
+contrib/nnkit/tools/run/nnkit-run \
 --backend ./contrib/nnkit/backends/caffe/libnnkit_caffe_backend.so
 --backend-arg inception_v3.prototxt
 ```
@@ -105,7 +105,7 @@ The above command shows nothing except `nnapi error: unable to open library libn
 ```
 cd build
 
-contrib/nnkit/tools/nni/nni \
+contrib/nnkit/tools/run/nnkit-run \
 --backend ./contrib/nnkit/backends/tflite/libnnkit_tflite_backend.so \
 --backend-arg inceptionv3_non_slim_2015.tflite \
 --post ./contrib/nnkit/actions/builtin/libnnkit_show_action.so
@@ -113,7 +113,7 @@ contrib/nnkit/tools/nni/nni \
 
 The following command initializes input tensors with random values generated by `RandomizeAction` pre-action.
 ```
-contrib/nnkit/tools/nni/nni \
+contrib/nnkit/tools/run/nnkit-run \
 --backend ./contrib/nnkit/backends/tflite/libnnkit_tflite_backend.so \
 --backend-arg inceptionv3_non_slim_2015.tflite \
 --pre ./contrib/nnkit/actions/builtin/libnnkit_randomize_action.so \
@@ -127,7 +127,7 @@ You can drop a HDF5 file of inputs and outputs with `HDF5_export_action` action
 ```
 cd build
 
-contrib/nnkit/tools/nni/nni \
+contrib/nnkit/tools/run/nnkit-run \
 --backend ./contrib/nnkit/backends/tflite/libnnkit_tflite_backend.so \
 --backend-arg inceptionv3_non_slim_2015.tflite \
 --pre ./contrib/nnkit/actions/HDF5/libnnkit_HDF5_export_action.so \