From a15a098f3fb07001144bf9963a097ce6d5df98db Mon Sep 17 00:00:00 2001 From: Kedar Bellare Date: Fri, 21 Dec 2018 16:03:59 -0800 Subject: [PATCH] Address comments and add unit tests --- .../examples/infer/imageclassifier/README.md | 4 + .../scripts/get_resnet_18_data.sh | 15 ++-- .../src/infer/imageclassifier_example.clj | 4 +- .../examples/infer/objectdetector/README.md | 6 +- .../src/infer/objectdetector_example.clj | 4 +- .../examples/infer/predictor/README.md | 4 + .../predictor/scripts/get_resnet_18_data.sh | 2 +- .../predictor/src/infer/predictor_example.clj | 16 ++-- .../test/infer/predictor_example_test.clj | 4 +- contrib/clojure-package/integration-tests.sh | 6 +- .../scripts/infer/get_resnet_18_data.sh | 38 ++++++++++ .../scripts/infer/get_ssd_data.sh | 39 ++++++++++ .../infer/imageclassifier_test.clj | 69 ++++++++++++++++++ .../infer/objectdetector_test.clj | 64 ++++++++++++++++ .../clojure_mxnet/infer/predictor_test.clj | 56 ++++++++++++++ .../test/test-images/Pug-Cookie.jpg | Bin 0 -> 104323 bytes .../test/test-images/kitten.jpg | Bin 0 -> 110969 bytes 17 files changed, 306 insertions(+), 25 deletions(-) create mode 100755 contrib/clojure-package/scripts/infer/get_resnet_18_data.sh create mode 100755 contrib/clojure-package/scripts/infer/get_ssd_data.sh create mode 100644 contrib/clojure-package/test/org/apache/clojure_mxnet/infer/imageclassifier_test.clj create mode 100644 contrib/clojure-package/test/org/apache/clojure_mxnet/infer/objectdetector_test.clj create mode 100644 contrib/clojure-package/test/org/apache/clojure_mxnet/infer/predictor_test.clj create mode 100644 contrib/clojure-package/test/test-images/Pug-Cookie.jpg create mode 100644 contrib/clojure-package/test/test-images/kitten.jpg diff --git a/contrib/clojure-package/examples/infer/imageclassifier/README.md b/contrib/clojure-package/examples/infer/imageclassifier/README.md index 1f2f4fd8befe..2ba8384e7518 100644 --- a/contrib/clojure-package/examples/infer/imageclassifier/README.md +++ b/contrib/clojure-package/examples/infer/imageclassifier/README.md @@ -11,6 +11,10 @@ Run image classification using clojure infer package. ``` $ chmod +x scripts/get_resnet_18_data.sh $ ./scripts/get_resnet_18_data.sh +$ +$ lein run -- --help +$ lein run -- -m models/resnet-18/resnet-18 -i images/kitten.jpg -d images/ +$ $ lein uberjar $ java -jar target/imageclassifier-0.1.0-SNAPSHOT-standalone.jar --help $ java -jar target/imageclassifier-0.1.0-SNAPSHOT-standalone.jar \ diff --git a/contrib/clojure-package/examples/infer/imageclassifier/scripts/get_resnet_18_data.sh b/contrib/clojure-package/examples/infer/imageclassifier/scripts/get_resnet_18_data.sh index 586652537fae..1a142e8edbfd 100755 --- a/contrib/clojure-package/examples/infer/imageclassifier/scripts/get_resnet_18_data.sh +++ b/contrib/clojure-package/examples/infer/imageclassifier/scripts/get_resnet_18_data.sh @@ -17,7 +17,7 @@ # specific language governing permissions and limitations # under the License. -set -e +set -evx MXNET_ROOT=$(cd "$(dirname $0)/.."; pwd) @@ -26,19 +26,20 @@ data_path=$MXNET_ROOT/models/resnet-18/ image_path=$MXNET_ROOT/images/ if [ ! -d "$data_path" ]; then - mkdir -p "$data_path" + mkdir -p "$data_path" fi if [ ! -d "$image_path" ]; then - mkdir -p "$image_path" + mkdir -p "$image_path" fi if [ ! -f "$data_path/resnet-18-0000.params" ]; then - wget https://s3.us-east-2.amazonaws.com/scala-infer-models/resnet-18/resnet-18-symbol.json -P $data_path - wget https://s3.us-east-2.amazonaws.com/scala-infer-models/resnet-18/resnet-18-0000.params -P $data_path - wget https://s3.us-east-2.amazonaws.com/scala-infer-models/resnet-18/synset.txt -P $data_path + wget https://s3.us-east-2.amazonaws.com/scala-infer-models/resnet-18/resnet-18-symbol.json -P $data_path + wget https://s3.us-east-2.amazonaws.com/scala-infer-models/resnet-18/resnet-18-0000.params -P $data_path + wget https://s3.us-east-2.amazonaws.com/scala-infer-models/resnet-18/synset.txt -P $data_path fi if [ ! -f "$image_path/kitten.jpg" ]; then - wget https://s3.us-east-2.amazonaws.com/mxnet-scala/scala-example-ci/resnet152/kitten.jpg -P $image_path + wget https://s3.us-east-2.amazonaws.com/mxnet-scala/scala-example-ci/resnet152/kitten.jpg -P $image_path + wget https://s3.amazonaws.com/model-server/inputs/Pug-Cookie.jpg -P $image_path fi diff --git a/contrib/clojure-package/examples/infer/imageclassifier/src/infer/imageclassifier_example.clj b/contrib/clojure-package/examples/infer/imageclassifier/src/infer/imageclassifier_example.clj index f27903194d39..af16f7cac382 100644 --- a/contrib/clojure-package/examples/infer/imageclassifier/src/infer/imageclassifier_example.clj +++ b/contrib/clojure-package/examples/infer/imageclassifier/src/infer/imageclassifier_example.clj @@ -24,7 +24,7 @@ (def cli-options [["-m" "--model-path-prefix PREFIX" "Model path prefix" - :default "models/resnet-152/resnet-152" + :default "models/resnet-18/resnet-18" :validate [#(check-valid-file (str % "-symbol.json")) "Model path prefix is invalid"]] ["-i" "--input-image IMAGE" "Input image" @@ -80,7 +80,9 @@ factory (infer/model-factory model-path-prefix descriptors) classifier (infer/create-image-classifier factory {:contexts [(context/default-context)]})] + (println "Classifying a single image") (print-predictions (classify-single-image classifier input-image)) + (println "Classifying images in a directory") (doseq [predictions (classify-images-in-dir classifier input-dir)] (print-predictions predictions)))) diff --git a/contrib/clojure-package/examples/infer/objectdetector/README.md b/contrib/clojure-package/examples/infer/objectdetector/README.md index bac422d11e3f..e9be6c965baf 100644 --- a/contrib/clojure-package/examples/infer/objectdetector/README.md +++ b/contrib/clojure-package/examples/infer/objectdetector/README.md @@ -11,8 +11,12 @@ Run object detection on images using clojure infer package. ``` $ chmod +x scripts/get_ssd_data.sh $ ./scripts/get_ssd_data.sh +$ +$ lein run -- --help +$ lein run -- -m models/resnet50_ssd/resnet50_ssd_model -i images/dog.jpg -d images/ +$ $ lein uberjar $ java -jar target/objectdetector-0.1.0-SNAPSHOT-standalone.jar --help $ java -jar target/objectdetector-0.1.0-SNAPSHOT-standalone.jar \ - -m models/resnet50_ssd/resnet50_ssd_model -i images/kitten.jpg -d images/ + -m models/resnet50_ssd/resnet50_ssd_model -i images/dog.jpg -d images/ ``` diff --git a/contrib/clojure-package/examples/infer/objectdetector/src/infer/objectdetector_example.clj b/contrib/clojure-package/examples/infer/objectdetector/src/infer/objectdetector_example.clj index 88fdc7b0e703..721d755ecbf8 100644 --- a/contrib/clojure-package/examples/infer/objectdetector/src/infer/objectdetector_example.clj +++ b/contrib/clojure-package/examples/infer/objectdetector/src/infer/objectdetector_example.clj @@ -44,7 +44,7 @@ :validate [#(check-valid-file (str % "-symbol.json")) "Model path prefix is invalid"]] ["-i" "--input-image IMAGE" "Input image" - :default "images/kitten.jpg" + :default "images/dog.jpg" :validate [check-valid-file "Input file not found"]] ["-d" "--input-dir IMAGE_DIR" "Input directory" :default "images/" @@ -106,7 +106,9 @@ detector (infer/create-object-detector factory {:contexts [(context/default-context)]})] + (println "Object detection on a single image") (print-predictions (detect-single-image detector input-image) width height) + (println "Object detection on images in a directory") (doseq [predictions (detect-images-in-dir detector input-dir)] (print-predictions predictions width height)))) diff --git a/contrib/clojure-package/examples/infer/predictor/README.md b/contrib/clojure-package/examples/infer/predictor/README.md index 453e8583711d..98d0861e6794 100644 --- a/contrib/clojure-package/examples/infer/predictor/README.md +++ b/contrib/clojure-package/examples/infer/predictor/README.md @@ -11,6 +11,10 @@ Run model prediction using clojure infer package. ``` $ chmod +x scripts/get_resnet_18_data.sh $ ./scripts/get_resnet_18_data.sh +$ +$ lein run -- --help +$ lein run -- -m models/resnet-18/resnet-18 -i images/kitten.jpg +$ $ lein uberjar $ java -jar target/predictor-0.1.0-SNAPSHOT-standalone.jar --help $ java -jar target/predictor-0.1.0-SNAPSHOT-standalone.jar \ diff --git a/contrib/clojure-package/examples/infer/predictor/scripts/get_resnet_18_data.sh b/contrib/clojure-package/examples/infer/predictor/scripts/get_resnet_18_data.sh index 586652537fae..cf85355fae2d 100755 --- a/contrib/clojure-package/examples/infer/predictor/scripts/get_resnet_18_data.sh +++ b/contrib/clojure-package/examples/infer/predictor/scripts/get_resnet_18_data.sh @@ -17,7 +17,7 @@ # specific language governing permissions and limitations # under the License. -set -e +set -evx MXNET_ROOT=$(cd "$(dirname $0)/.."; pwd) diff --git a/contrib/clojure-package/examples/infer/predictor/src/infer/predictor_example.clj b/contrib/clojure-package/examples/infer/predictor/src/infer/predictor_example.clj index 980fa0ce772c..aa26ad58c71d 100644 --- a/contrib/clojure-package/examples/infer/predictor/src/infer/predictor_example.clj +++ b/contrib/clojure-package/examples/infer/predictor/src/infer/predictor_example.clj @@ -35,7 +35,7 @@ (def cli-options [["-m" "--model-path-prefix PREFIX" "Model path prefix" - :default "models/resnet-152/resnet-152" + :default "models/resnet-18/resnet-18" :validate [#(check-valid-file (str % "-symbol.json")) "Model path prefix is invalid"]] ["-i" "--input-image IMAGE" "Image path" @@ -53,12 +53,10 @@ "Preprocesses image to make it ready for prediction" [image-path width height] (-> image-path - image/read-image - (image/resize-image width height) - ; HWC -> CHW - (ndarray/transpose (shape/->shape [2 0 1])) - (ndarray/expand-dims 0) - (ndarray/as-type dtype/FLOAT32))) + infer/load-image-from-file + (infer/reshape-image width height) + (infer/buffered-image-to-pixels (shape/->shape [3 width height])) + (ndarray/expand-dims 0))) (defn do-inference "Run inference using given predictor" @@ -90,8 +88,8 @@ predictor (infer/create-predictor factory {:contexts [(context/default-context)]}) - image (preprocess input-image width height) - predictions (do-inference predictor image) + image-ndarray (preprocess input-image width height) + predictions (do-inference predictor image-ndarray) best-prediction (postprocess model-path-prefix predictions)] (print-prediction best-prediction))) diff --git a/contrib/clojure-package/examples/infer/predictor/test/infer/predictor_example_test.clj b/contrib/clojure-package/examples/infer/predictor/test/infer/predictor_example_test.clj index d458bee1702d..40d62456d066 100644 --- a/contrib/clojure-package/examples/infer/predictor/test/infer/predictor_example_test.clj +++ b/contrib/clojure-package/examples/infer/predictor/test/infer/predictor_example_test.clj @@ -46,7 +46,7 @@ (deftest predictor-test (let [predictor (create-predictor) - image (preprocess image-file width height) - predictions (do-inference predictor image) + image-ndarray (preprocess image-file width height) + predictions (do-inference predictor image-ndarray) best-prediction (postprocess model-path-prefix predictions)] (is (= "n02123159 tiger cat" best-prediction)))) diff --git a/contrib/clojure-package/integration-tests.sh b/contrib/clojure-package/integration-tests.sh index 3297fdc2c329..6e5868712026 100755 --- a/contrib/clojure-package/integration-tests.sh +++ b/contrib/clojure-package/integration-tests.sh @@ -18,11 +18,11 @@ set -evx -MXNET_HOME=${PWD} +MXNET_HOME=$(cd "$(dirname $0)/../.."; pwd) EXAMPLES_HOME=${MXNET_HOME}/contrib/clojure-package/examples #cd ${MXNET_HOME}/contrib/clojure-package #lein test #lein cloverage --codecov -for i in `find ${EXAMPLES_HOME} -name test` ; do -cd ${i} && lein test +for test_dir in `find ${EXAMPLES_HOME} -name test` ; do + cd ${test_dir} && lein test done diff --git a/contrib/clojure-package/scripts/infer/get_resnet_18_data.sh b/contrib/clojure-package/scripts/infer/get_resnet_18_data.sh new file mode 100755 index 000000000000..601f362c4159 --- /dev/null +++ b/contrib/clojure-package/scripts/infer/get_resnet_18_data.sh @@ -0,0 +1,38 @@ +#!/bin/bash + +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. + +set -evx + +if [ ! -z "$MXNET_HOME" ]; then + data_path="$MXNET_HOME/data" +else + MXNET_ROOT=$(cd "$(dirname $0)/../.."; pwd) + data_path="$MXNET_ROOT/data" +fi + +if [ ! -d "$data_path" ]; then + mkdir -p "$data_path" +fi + +resnet_18_data_path="$data_path/resnet-18" +if [ ! -f "$resnet_18_data_path/resnet-18-0000.params" ]; then + wget https://s3.us-east-2.amazonaws.com/scala-infer-models/resnet-18/resnet-18-symbol.json -P $resnet_18_data_path + wget https://s3.us-east-2.amazonaws.com/scala-infer-models/resnet-18/resnet-18-0000.params -P $resnet_18_data_path + wget https://s3.us-east-2.amazonaws.com/scala-infer-models/resnet-18/synset.txt -P $resnet_18_data_path +fi diff --git a/contrib/clojure-package/scripts/infer/get_ssd_data.sh b/contrib/clojure-package/scripts/infer/get_ssd_data.sh new file mode 100755 index 000000000000..96e27a12d280 --- /dev/null +++ b/contrib/clojure-package/scripts/infer/get_ssd_data.sh @@ -0,0 +1,39 @@ +#!/bin/bash + +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. + + +set -evx + +if [ ! -z "$MXNET_HOME" ]; then + data_path="$MXNET_HOME/data" +else + MXNET_ROOT=$(cd "$(dirname $0)/../.."; pwd) + data_path="$MXNET_ROOT/data" +fi + +if [ ! -d "$data_path" ]; then + mkdir -p "$data_path" +fi + +resnet50_ssd_data_path="$data_path/resnet50_ssd" +if [ ! -f "$resnet50_ssd_data_path/resnet50_ssd_model-0000.params" ]; then + wget https://s3.amazonaws.com/model-server/models/resnet50_ssd/resnet50_ssd_model-symbol.json -P $resnet50_ssd_data_path + wget https://s3.amazonaws.com/model-server/models/resnet50_ssd/resnet50_ssd_model-0000.params -P $resnet50_ssd_data_path + wget https://s3.amazonaws.com/model-server/models/resnet50_ssd/synset.txt -P $resnet50_ssd_data_path +fi diff --git a/contrib/clojure-package/test/org/apache/clojure_mxnet/infer/imageclassifier_test.clj b/contrib/clojure-package/test/org/apache/clojure_mxnet/infer/imageclassifier_test.clj new file mode 100644 index 000000000000..bb998c16d149 --- /dev/null +++ b/contrib/clojure-package/test/org/apache/clojure_mxnet/infer/imageclassifier_test.clj @@ -0,0 +1,69 @@ +;; Licensed to the Apache Software Foundation (ASF) under one or more +;; contributor license agreements. See the NOTICE file distributed with +;; this work for additional information regarding copyright ownership. +;; The ASF licenses this file to You under the Apache License, Version 2.0 +;; (the "License"); you may not use this file except in compliance with +;; the License. You may obtain a copy of the License at +;; +;; http://www.apache.org/licenses/LICENSE-2.0 +;; +;; Unless required by applicable law or agreed to in writing, software +;; distributed under the License is distributed on an "AS IS" BASIS, +;; WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +;; See the License for the specific language governing permissions and +;; limitations under the License. +;; + +(ns org.apache.clojure-mxnet.infer.imageclassifier-test + (:require [org.apache.clojure-mxnet.context :as context] + [org.apache.clojure-mxnet.dtype :as dtype] + [org.apache.clojure-mxnet.infer :as infer] + [org.apache.clojure-mxnet.io :as mx-io] + [org.apache.clojure-mxnet.layout :as layout] + [clojure.java.io :as io] + [clojure.java.shell :refer [sh]] + [clojure.test :refer :all])) + +(def model-dir "data/") +(def model-path-prefix (str model-dir "resnet-18/resnet-18")) + +(when-not (.exists (io/file (str model-path-prefix "-symbol.json"))) + (sh "./scripts/infer/get_resnet_18_data.sh")) + +(defn create-classifier [] + (let [descriptors [(mx-io/data-desc {:name "data" + :shape [1 3 224 224] + :layout layout/NCHW + :dtype dtype/FLOAT32})] + factory (infer/model-factory model-path-prefix descriptors)] + (infer/create-image-classifier factory))) + +(deftest test-single-classification + (let [classifier (create-classifier) + image (infer/load-image-from-file "test/test-images/kitten.jpg") + [predictions] (infer/classify-image classifier image 5)] + (is (some? predictions)) + (is (= 5 (count predictions))) + (is (every? #(= 2 (count %)) predictions)) + (is (every? #(string? (first %)) predictions)) + (is (every? #(float? (second %)) predictions)) + (is (every? #(< 0 (second %) 1) predictions)) + (is (= ["n02123159 tiger cat" + "n02124075 Egyptian cat" + "n02123045 tabby, tabby cat" + "n02127052 lynx, catamount" + "n02128757 snow leopard, ounce, Panthera uncia"] + (map first predictions))))) + +(deftest test-batch-classification + (let [classifier (create-classifier) + image-batch (infer/load-image-paths ["test/test-images/kitten.jpg" + "test/test-images/Pug-Cookie.jpg"]) + batch-predictions (infer/classify-image-batch classifier image-batch 5) + predictions (first batch-predictions)] + (is (some? batch-predictions)) + (is (= 5 (count predictions))) + (is (every? #(= 2 (count %)) predictions)) + (is (every? #(string? (first %)) predictions)) + (is (every? #(float? (second %)) predictions)) + (is (every? #(< 0 (second %) 1) predictions)))) diff --git a/contrib/clojure-package/test/org/apache/clojure_mxnet/infer/objectdetector_test.clj b/contrib/clojure-package/test/org/apache/clojure_mxnet/infer/objectdetector_test.clj new file mode 100644 index 000000000000..41b4aad566bd --- /dev/null +++ b/contrib/clojure-package/test/org/apache/clojure_mxnet/infer/objectdetector_test.clj @@ -0,0 +1,64 @@ +;; Licensed to the Apache Software Foundation (ASF) under one or more +;; contributor license agreements. See the NOTICE file distributed with +;; this work for additional information regarding copyright ownership. +;; The ASF licenses this file to You under the Apache License, Version 2.0 +;; (the "License"); you may not use this file except in compliance with +;; the License. You may obtain a copy of the License at +;; +;; http://www.apache.org/licenses/LICENSE-2.0 +;; +;; Unless required by applicable law or agreed to in writing, software +;; distributed under the License is distributed on an "AS IS" BASIS, +;; WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +;; See the License for the specific language governing permissions and +;; limitations under the License. +;; + +(ns org.apache.clojure-mxnet.infer.objectdetector-test + (:require [org.apache.clojure-mxnet.context :as context] + [org.apache.clojure-mxnet.dtype :as dtype] + [org.apache.clojure-mxnet.infer :as infer] + [org.apache.clojure-mxnet.io :as mx-io] + [org.apache.clojure-mxnet.layout :as layout] + [clojure.java.io :as io] + [clojure.java.shell :refer [sh]] + [clojure.test :refer :all])) + +(def model-dir "data/") +(def model-path-prefix (str model-dir "resnet50_ssd/resnet50_ssd_model")) + +(when-not (.exists (io/file (str model-path-prefix "-symbol.json"))) + (sh "./scripts/infer/get_ssd_data.sh")) + +(defn create-detector [] + (let [descriptors [(mx-io/data-desc {:name "data" + :shape [1 3 512 512] + :layout layout/NCHW + :dtype dtype/FLOAT32})] + factory (infer/model-factory model-path-prefix descriptors)] + (infer/create-object-detector factory))) + +(deftest test-single-detection + (let [detector (create-detector) + image (infer/load-image-from-file "test/test-images/kitten.jpg") + [predictions] (infer/detect-objects detector image 5)] + (is (some? predictions)) + (is (= 5 (count predictions))) + (is (every? #(= 2 (count %)) predictions)) + (is (every? #(string? (first %)) predictions)) + (is (every? #(= 5 (count (second %))) predictions)) + (is (every? #(< 0 (first (second %)) 1) predictions)) + (is (= "cat" (first (first predictions)))))) + +(deftest test-batch-detection + (let [detector (create-detector) + image-batch (infer/load-image-paths ["test/test-images/kitten.jpg" + "test/test-images/Pug-Cookie.jpg"]) + batch-predictions (infer/detect-objects-batch detector image-batch 5) + predictions (first batch-predictions)] + (is (some? batch-predictions)) + (is (= 5 (count predictions))) + (is (every? #(= 2 (count %)) predictions)) + (is (every? #(string? (first %)) predictions)) + (is (every? #(= 5 (count (second %))) predictions)) + (is (every? #(< 0 (first (second %)) 1) predictions)))) diff --git a/contrib/clojure-package/test/org/apache/clojure_mxnet/infer/predictor_test.clj b/contrib/clojure-package/test/org/apache/clojure_mxnet/infer/predictor_test.clj new file mode 100644 index 000000000000..a0bbd659307d --- /dev/null +++ b/contrib/clojure-package/test/org/apache/clojure_mxnet/infer/predictor_test.clj @@ -0,0 +1,56 @@ +;; Licensed to the Apache Software Foundation (ASF) under one or more +;; contributor license agreements. See the NOTICE file distributed with +;; this work for additional information regarding copyright ownership. +;; The ASF licenses this file to You under the Apache License, Version 2.0 +;; (the "License"); you may not use this file except in compliance with +;; the License. You may obtain a copy of the License at +;; +;; http://www.apache.org/licenses/LICENSE-2.0 +;; +;; Unless required by applicable law or agreed to in writing, software +;; distributed under the License is distributed on an "AS IS" BASIS, +;; WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +;; See the License for the specific language governing permissions and +;; limitations under the License. +;; + +(ns org.apache.clojure-mxnet.infer.predictor-test + (:require [org.apache.clojure-mxnet.context :as context] + [org.apache.clojure-mxnet.dtype :as dtype] + [org.apache.clojure-mxnet.infer :as infer] + [org.apache.clojure-mxnet.io :as mx-io] + [org.apache.clojure-mxnet.layout :as layout] + [org.apache.clojure-mxnet.ndarray :as ndarray] + [org.apache.clojure-mxnet.shape :as shape] + [clojure.java.io :as io] + [clojure.java.shell :refer [sh]] + [clojure.test :refer :all])) + +(def model-dir "data/") +(def model-path-prefix (str model-dir "resnet-18/resnet-18")) +(def width 224) +(def height 224) + +(when-not (.exists (io/file (str model-path-prefix "-symbol.json"))) + (sh "./scripts/infer/get_resnet_18_data.sh")) + +(defn create-predictor [] + (let [descriptors [(mx-io/data-desc {:name "data" + :shape [1 3 height width] + :layout layout/NCHW + :dtype dtype/FLOAT32})] + factory (infer/model-factory model-path-prefix descriptors)] + (infer/create-predictor factory))) + +(deftest predictor-test + (let [predictor (create-predictor) + image-ndarray (-> "test/test-images/kitten.jpg" + infer/load-image-from-file + (infer/reshape-image width height) + (infer/buffered-image-to-pixels + (shape/->shape [3 width height])) + (ndarray/expand-dims 0)) + [predictions] (infer/predict-with-ndarray predictor [image-ndarray]) + [best-index] (ndarray/->int-vec (ndarray/argmax predictions 1))] + ; Should match the tiger cat index in synset file + (is (= 282 best-index)))) diff --git a/contrib/clojure-package/test/test-images/Pug-Cookie.jpg 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