build: bump to tflite 2.10.0

build-docker.sh

@@ -4,8 +4,8 @@ IMAGE_NAME=robocar-steering-tflite-edgetpu
 TAG=$(git describe)
 FULL_IMAGE_NAME=docker.io/cyrilix/${IMAGE_NAME}:${TAG}
 BINARY=rc-steering
-TFLITE_VERSION=2.6.0
+TFLITE_VERSION=2.10.0
-GOLANG_VERSION=1.18
+GOLANG_VERSION=1.19
 
 GOTAGS="-tags netgo"
 BUILDER_CONTAINER="${IMAGE_NAME}-builder"
@@ -35,6 +35,20 @@ image_build_binaries(){
   buildah run $containerName ln -s /usr/lib/aarch64-linux-gnu/libedgetpu.so.1 /usr/lib/aarch64-linux-gnu/libedgetpu.so
 
   printf "Compile for linux/amd64\n"
+  LIB_ARCH=x86_64-linux-gnu
+  LIB_FLAGS="-L /usr/local/lib/${LIB_ARCH} \
+              -L/usr/local/lib/${LIB_ARCH}/absl/base -labsl_base -labsl_throw_delegate -labsl_raw_logging_internal -labsl_spinlock_wait -labsl_malloc_internal -labsl_log_severity -labsl_strerror \
+              -L/usr/local/lib/${LIB_ARCH}/absl/status -labsl_status \
+              -L/usr/local/lib/${LIB_ARCH}/absl/hash -labsl_hash -labsl_city -labsl_low_level_hash \
+              -L/usr/local/lib/${LIB_ARCH}/absl/flags -labsl_flags -labsl_flags_internal -labsl_flags_marshalling -labsl_flags_reflection -labsl_flags_config -labsl_flags_program_name -labsl_flags_private_handle_accessor -labsl_flags_commandlineflag -labsl_flags_commandlineflag_internal\
+              -L/usr/local/lib/${LIB_ARCH}/absl/types -labsl_bad_variant_access -labsl_bad_optional_access -labsl_bad_any_cast_impl \
+              -L/usr/local/lib/${LIB_ARCH}/absl/strings -labsl_strings -labsl_str_format_internal -labsl_cord -labsl_cordz_info -labsl_cord_internal -labsl_cordz_functions -labsl_cordz_handle -labsl_strings_internal \
+              -L/usr/local/lib/${LIB_ARCH}/absl/time -labsl_time -labsl_time_zone -labsl_civil_time \
+              -L/usr/local/lib/${LIB_ARCH}/absl/numeric -labsl_int128 \
+              -L/usr/local/lib/${LIB_ARCH}/absl/synchronization -labsl_synchronization -labsl_graphcycles_internal\
+              -L/usr/local/lib/${LIB_ARCH}/absl/debugging -labsl_stacktrace -labsl_symbolize -labsl_debugging_internal -labsl_demangle_internal \
+              -L/usr/local/lib/${LIB_ARCH}/absl/profiling -labsl_exponential_biased \
+              -L/usr/local/lib/${LIB_ARCH}/absl/container -labsl_raw_hash_set -labsl_hashtablez_sampler"
   buildah run \
       --env CGO_ENABLED=1 \
       --env CC=gcc \
@@ -43,25 +57,27 @@ image_build_binaries(){
       --env GOARCH=amd64 \
       --env GOARM=${GOARM} \
       --env CGO_CPPFLAGS="-I/usr/local/include" \
-      --env CGO_LDFLAGS="-L /usr/local/lib/x86_64-linux-gnu -L /usr/lib/x86_64-linux-gnu" \
+      --env CGO_LDFLAGS="${LIB_FLAGS}" \
       $containerName \
     go build -a -o rc-steering.amd64 ./cmd/rc-steering
       #--env CGO_CXXFLAGS="--std=c++1z" \
 
-  printf "Compile for linux/arm/v7\n"
-  buildah run \
-      --env CGO_ENABLED=1 \
-      --env CC=arm-linux-gnueabihf-gcc \
-      --env CXX=arm-linux-gnueabihf-g++ \
-      --env GOOS=linux \
-      --env GOARCH=arm \
-      --env GOARM=7 \
-      --env CGO_CPPFLAGS="-I/usr/local/include" \
-      --env CGO_LDFLAGS="-L /usr/lib/arm-linux-gnueabihf -L /usr/local/lib/arm-linux-gnueabihf" \
-      $containerName \
-    go build -a -o rc-steering.armhf ./cmd/rc-steering
 
   printf "Compile for linux/arm64\n"
+  LIB_ARCH=aarch64-linux-gnu
+  LIB_FLAGS="-L /usr/local/lib/${LIB_ARCH} \
+              -L/usr/local/lib/${LIB_ARCH}/absl/base -labsl_base -labsl_throw_delegate -labsl_raw_logging_internal -labsl_spinlock_wait -labsl_malloc_internal -labsl_log_severity -labsl_strerror\
+              -L/usr/local/lib/${LIB_ARCH}/absl/status -labsl_status \
+              -L/usr/local/lib/${LIB_ARCH}/absl/hash -labsl_hash -labsl_city -labsl_low_level_hash \
+              -L/usr/local/lib/${LIB_ARCH}/absl/flags -labsl_flags -labsl_flags_internal -labsl_flags_marshalling -labsl_flags_reflection -labsl_flags_config -labsl_flags_program_name -labsl_flags_private_handle_accessor -labsl_flags_commandlineflag -labsl_flags_commandlineflag_internal\
+              -L/usr/local/lib/${LIB_ARCH}/absl/types -labsl_bad_variant_access -labsl_bad_optional_access -labsl_bad_any_cast_impl \
+              -L/usr/local/lib/${LIB_ARCH}/absl/strings -labsl_strings -labsl_str_format_internal -labsl_cord -labsl_cordz_info -labsl_cord_internal -labsl_cordz_functions -labsl_cordz_handle -labsl_strings_internal \
+              -L/usr/local/lib/${LIB_ARCH}/absl/time -labsl_time -labsl_time_zone -labsl_civil_time \
+              -L/usr/local/lib/${LIB_ARCH}/absl/numeric -labsl_int128 \
+              -L/usr/local/lib/${LIB_ARCH}/absl/synchronization -labsl_synchronization -labsl_graphcycles_internal\
+              -L/usr/local/lib/${LIB_ARCH}/absl/debugging -labsl_stacktrace -labsl_symbolize -labsl_debugging_internal -labsl_demangle_internal \
+              -L/usr/local/lib/${LIB_ARCH}/absl/profiling -labsl_exponential_biased \
+              -L/usr/local/lib/${LIB_ARCH}/absl/container -labsl_raw_hash_set -labsl_hashtablez_sampler"
   buildah run \
       --env CGO_ENABLED=1 \
       --env CC=aarch64-linux-gnu-gcc \
@@ -69,7 +85,7 @@ image_build_binaries(){
       --env GOOS=linux \
       --env GOARCH=arm64 \
       --env CGO_CPPFLAGS="-I/usr/local/include" \
-      --env CGO_LDFLAGS="-L /usr/lib/aarch64-linux-gnu -L /usr/local/lib/aarch64-linux-gnu" \
+      --env CGO_LDFLAGS="${LIB_FLAGS}" \
       $containerName \
     go build -a -o rc-steering.arm64 ./cmd/rc-steering
 }
@@ -110,7 +126,6 @@ image_build_binaries
 
 image_build linux/amd64
 image_build linux/arm64
-image_build linux/arm/v7
 
 
 # push image

cmd/rc-steering/rc-steering.go

@@ -3,18 +3,26 @@ package main
 import (
 	"context"
 	"flag"
+	"fmt"
 	"github.com/cyrilix/robocar-base/cli"
 	"github.com/cyrilix/robocar-steering-tflite-edgetpu/pkg/metrics"
 	"github.com/cyrilix/robocar-steering-tflite-edgetpu/pkg/steering"
+	"github.com/cyrilix/robocar-steering-tflite-edgetpu/pkg/tools"
 	"go.uber.org/zap"
 	"log"
 	"os"
+	"regexp"
+	"strconv"
 )
 
 const (
 	DefaultClientId = "robocar-steering-tflite-edgetpu"
 )
 
+var (
+	modelNameRegex = regexp.MustCompile(".*model_(?P<type>(categorical)|(linear))_(?P<imgWidth>\\d+)x(?P<imgHeight>\\d+)h(?P<horizon>\\d+)_edgetpu.tflite$")
+)
+
 func main() {
 	var mqttBroker, username, password, clientId string
 	var cameraTopic, steeringTopic string
@@ -31,8 +39,8 @@ func main() {
 	flag.StringVar(&steeringTopic, "mqtt-topic-road", os.Getenv("MQTT_TOPIC_STEERING"), "Mqtt topic to publish road detection result, use MQTT_TOPIC_STEERING if args not set")
 	flag.StringVar(&cameraTopic, "mqtt-topic-camera", os.Getenv("MQTT_TOPIC_CAMERA"), "Mqtt topic that contains camera frame values, use MQTT_TOPIC_CAMERA if args not set")
 	flag.IntVar(&edgeVerbosity, "edge-verbosity", 0, "Edge TPU Verbosity")
-	flag.IntVar(&imgWidth, "img-width", 0, "image width expected by model (mandatory)")
+	flag.IntVar(&imgWidth, "img-width", 0, "image width expected by model")
-	flag.IntVar(&imgHeight, "img-height", 0, "image height expected by model (mandatory)")
+	flag.IntVar(&imgHeight, "img-height", 0, "image height expected by model")
 	flag.IntVar(&horizon, "horizon", 0, "upper zone to crop from image. Models expect size 'imgHeight - horizon'")
 	logLevel := zap.LevelFlag("log", zap.InfoLevel, "log level")
 	flag.Parse()
@@ -63,19 +71,37 @@ func main() {
 		flag.PrintDefaults()
 		os.Exit(1)
 	}
+	modelType, width, height, horizonFromName, err := parseModelName(modelPath)
+	if err != nil {
+		zap.S().Panicf("bad model name '%v', unable to detect configuration from name pattern: %v", modelPath, err)
+	}
+	if imgWidth == 0 {
+		imgWidth = width
+	}
+	if imgHeight == 0 {
+		imgHeight = height
+	}
+	if horizonFromName == 0 {
+		horizon = horizonFromName
+	}
 	if imgWidth <= 0 || imgHeight <= 0 {
 		zap.L().Error("img-width and img-height are mandatory")
 		flag.PrintDefaults()
 		os.Exit(1)
 	}
 
+	zap.S().Infof("model type            : %v", modelType)
+	zap.S().Infof("model for image width : %v", imgWidth)
+	zap.S().Infof("model for image height: %v", imgHeight)
+	zap.S().Infof("model with horizon    : %v", horizon)
+
 	client, err := cli.Connect(mqttBroker, username, password, clientId)
 	if err != nil {
 		zap.L().Fatal("unable to connect to mqtt bus", zap.Error(err))
 	}
 	defer client.Disconnect(50)
 
-	p := steering.NewPart(client, modelPath, steeringTopic, cameraTopic, edgeVerbosity, imgWidth, imgHeight, horizon)
+	p := steering.NewPart(client, modelType, modelPath, steeringTopic, cameraTopic, edgeVerbosity, imgWidth, imgHeight, horizon)
 	defer p.Stop()
 
 	cli.HandleExit(p)
@@ -85,3 +111,33 @@ func main() {
 		zap.L().Fatal("unable to start service", zap.Error(err))
 	}
 }
+
+func parseModelName(modelPath string) (modelType tools.ModelType, imgWidth, imgHeight int, horizon int, err error) {
+	match := modelNameRegex.FindStringSubmatch(modelPath)
+
+	results := map[string]string{}
+	for i, name := range match {
+		results[modelNameRegex.SubexpNames()[i]] = name
+	}
+	modelType = tools.ParseModelType(results["type"])
+	if modelType == tools.ModelTypeUnknown {
+		err = fmt.Errorf("unknown model type '%v'", results["type"])
+		return
+	}
+	imgWidth, err = strconv.Atoi(results["imgWidth"])
+	if err != nil {
+		err = fmt.Errorf("unable to convert image width '%v' to integer: %v", results["imgWidth"], err)
+		return
+	}
+	imgHeight, err = strconv.Atoi(results["imgHeight"])
+	if err != nil {
+		err = fmt.Errorf("unable to convert image height '%v' to integer: %v", results["imgHeight"], err)
+		return
+	}
+	horizon, err = strconv.Atoi(results["horizon"])
+	if err != nil {
+		err = fmt.Errorf("unable to convert horizon '%v' to integer: %v", results["horizon"], err)
+		return
+	}
+	return
+}

cmd/rc-steering/rc-steering_test.go

@@ -0,0 +1,97 @@
+package main
+
+import (
+	"github.com/cyrilix/robocar-steering-tflite-edgetpu/pkg/tools"
+	"testing"
+)
+
+func Test_parseModelName(t *testing.T) {
+	type args struct {
+		modelPath string
+	}
+	tests := []struct {
+		name          string
+		args          args
+		wantModelType tools.ModelType
+		wantImgWidth  int
+		wantImgHeight int
+		wantHorizon   int
+		wantErr       bool
+	}{
+		{
+			name:          "categorical",
+			args:          args{modelPath: "/tmp/model_categorical_120x160h10.tflite"},
+			wantModelType: tools.ModelTypeCategorical,
+			wantImgWidth:  120,
+			wantImgHeight: 160,
+			wantHorizon:   10,
+			wantErr:       false,
+		},
+		{
+			name:          "linear",
+			args:          args{modelPath: "/tmp/model_linear_120x160h10.tflite"},
+			wantModelType: tools.ModelTypeLinear,
+			wantImgWidth:  120,
+			wantImgHeight: 160,
+			wantHorizon:   10,
+			wantErr:       false,
+		},
+		{
+			name:          "bad-model",
+			args:          args{modelPath: "/tmp/model_123_120x160h10.tflite"},
+			wantModelType: tools.ModelTypeUnknown,
+			wantImgWidth:  0,
+			wantImgHeight: 0,
+			wantHorizon:   0,
+			wantErr:       true,
+		},
+		{
+			name:          "bad-width",
+			args:          args{modelPath: "/tmp/model_categorical_ax160h10.tflite"},
+			wantModelType: tools.ModelTypeUnknown,
+			wantImgWidth:  0,
+			wantImgHeight: 0,
+			wantHorizon:   0,
+			wantErr:       true,
+		},
+		{
+			name:          "bad-height",
+			args:          args{modelPath: "/tmp/model_categorical_120xh10.tflite"},
+			wantModelType: tools.ModelTypeUnknown,
+			wantImgWidth:  0,
+			wantImgHeight: 0,
+			wantHorizon:   0,
+			wantErr:       true,
+		},
+		{
+			name:          "bad-horizon",
+			args:          args{modelPath: "/tmp/model_categorical_120x160h.tflite"},
+			wantModelType: tools.ModelTypeUnknown,
+			wantImgWidth:  0,
+			wantImgHeight: 0,
+			wantHorizon:   0,
+			wantErr:       true,
+		},
+	}
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			gotModelType, gotImgWidth, gotImgHeight, gotHorizon, err := parseModelName(tt.args.modelPath)
+			if (err != nil) != tt.wantErr {
+				t.Errorf("parseModelName() error = %v, wantErr %v", err, tt.wantErr)
+				return
+			}
+			if gotModelType != tt.wantModelType {
+				t.Errorf("parseModelName() gotModelType = %v, want %v", gotModelType, tt.wantModelType)
+			}
+			if gotImgWidth != tt.wantImgWidth {
+				t.Errorf("parseModelName() gotImgWidth = %v, want %v", gotImgWidth, tt.wantImgWidth)
+			}
+			if gotImgHeight != tt.wantImgHeight {
+				t.Errorf("parseModelName() gotImgHeight = %v, want %v", gotImgHeight, tt.wantImgHeight)
+			}
+			if gotHorizon != tt.wantHorizon {
+				t.Errorf("parseModelName() gotHorizon = %v, want %v", gotHorizon, tt.wantHorizon)
+			}
+		})
+	}
+}

go.mod

@@ -1,13 +1,13 @@
 module github.com/cyrilix/robocar-steering-tflite-edgetpu
 
-go 1.18
+go 1.19
 
 require (
 	github.com/cyrilix/robocar-base v0.1.7
 	github.com/cyrilix/robocar-protobuf/go v1.0.5
 	github.com/disintegration/imaging v1.6.2
 	github.com/eclipse/paho.mqtt.golang v1.4.1
-	github.com/mattn/go-tflite v1.0.2
+	github.com/mattn/go-tflite v1.0.4
 	go.opentelemetry.io/otel/exporters/stdout/stdoutmetric v0.30.0
 	go.opentelemetry.io/otel/metric v0.30.0
 	go.opentelemetry.io/otel/sdk/metric v0.30.0

go.sum

@@ -1,7 +1,6 @@
 github.com/benbjohnson/clock v1.1.0/go.mod h1:J11/hYXuz8f4ySSvYwY0FKfm+ezbsZBKZxNJlLklBHA=
 github.com/benbjohnson/clock v1.3.0 h1:ip6w0uFQkncKQ979AypyG0ER7mqUSBdKLOgAle/AT8A=
 github.com/benbjohnson/clock v1.3.0/go.mod h1:J11/hYXuz8f4ySSvYwY0FKfm+ezbsZBKZxNJlLklBHA=
-github.com/coreos/pkg v0.0.0-20180928190104-399ea9e2e55f/go.mod h1:E3G3o1h8I7cfcXa63jLwjI0eiQQMgzzUDFVpN/nH/eA=
 github.com/cyrilix/robocar-base v0.1.7 h1:EVzZ0KjigSFpke5f3A/PybEH3WFUEIrYSc3z/dhOZ48=
 github.com/cyrilix/robocar-base v0.1.7/go.mod h1:4E11HQSNy2NT8e7MW188y6ST9C0RzarKyn7sK/3V/Lk=
 github.com/cyrilix/robocar-protobuf/go v1.0.5 h1:PX1At+pf6G7gJwT4LzJLQu3/LPFTTNNlZmZSYtnSELY=
@@ -31,8 +30,8 @@ github.com/kr/pty v1.1.1/go.mod h1:pFQYn66WHrOpPYNljwOMqo10TkYh1fy3cYio2l3bCsQ=
 github.com/kr/text v0.1.0/go.mod h1:4Jbv+DJW3UT/LiOwJeYQe1efqtUx/iVham/4vfdArNI=
 github.com/mattn/go-pointer v0.0.1 h1:n+XhsuGeVO6MEAp7xyEukFINEa+Quek5psIR/ylA6o0=
 github.com/mattn/go-pointer v0.0.1/go.mod h1:2zXcozF6qYGgmsG+SeTZz3oAbFLdD3OWqnUbNvJZAlc=
-github.com/mattn/go-tflite v1.0.2 h1:P9CKqjyRSRM31SfL65WklD8U5B/iPD4CJQiRkB8K02g=
+github.com/mattn/go-tflite v1.0.4 h1:wpfNKjMr3IJz4xI+oUeHE70RU6Q5dZc0FK/X8vCWLAo=
-github.com/mattn/go-tflite v1.0.2/go.mod h1:2NwhEYXoP8vxRIpu95DElqMkZoV39ABRPF3AETN7N1w=
+github.com/mattn/go-tflite v1.0.4/go.mod h1:j7bVlVHgKURK0p7AQOw3OqlGE2SVXqck7JsJo4wI+bc=
 github.com/pkg/errors v0.8.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
 github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4=
 github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=

pkg/steering/steering.go

@@ -19,9 +19,10 @@ import (
 	"time"
 )
 
-func NewPart(client mqtt.Client, modelPath, steeringTopic, cameraTopic string, edgeVerbosity int, imgWidth, imgHeight, horizon int) *Part {
+func NewPart(client mqtt.Client, modelType tools.ModelType, modelPath, steeringTopic, cameraTopic string, edgeVerbosity int, imgWidth, imgHeight, horizon int) *Part {
 	return &Part{
 		client:        client,
+		modelType:     modelType,
 		modelPath:     modelPath,
 		steeringTopic: steeringTopic,
 		cameraTopic:   cameraTopic,
@@ -42,6 +43,7 @@ type Part struct {
 
 	options      *tflite.InterpreterOptions
 	interpreter  *tflite.Interpreter
+	modelType    tools.ModelType
 	modelPath    string
 	model        *tflite.Model
 	edgeVebosity int
@@ -214,7 +216,14 @@ func (p *Part) Value(img image.Image) (float32, float32, error) {
 	output := p.interpreter.GetOutputTensor(0).UInt8s()
 	zap.L().Debug("raw steering", zap.Uint8s("result", output))
 
-	steering, score := tools.LinearBin(output, 15, -1, 2.0)
+	var steering, score float64
+	switch p.modelType {
+	case tools.ModelTypeCategorical:
+		steering, score = tools.LinearBin(output, 15, -1, 2.0)
+	case tools.ModelTypeLinear:
+		steering = 2*(float64(output[0])/255.) - 1.
+		score = 0.6
+	}
 	zap.L().Debug("found steering",
 		zap.Float64("steering", steering),
 		zap.Float64("score", score),

pkg/tools/tools.go

@@ -1,9 +1,39 @@
 package tools
 
 import (
-	"fmt"
 	"go.uber.org/zap"
 	"sort"
+	"strings"
+)
+
+type ModelType int
+
+func ParseModelType(s string) ModelType {
+	switch strings.ToLower(s) {
+	case "categorical":
+		return ModelTypeCategorical
+	case "linear":
+		return ModelTypeLinear
+	default:
+		return ModelTypeUnknown
+	}
+}
+
+func (m ModelType) String() string {
+	switch m {
+	case ModelTypeCategorical:
+		return "categorical"
+	case ModelTypeLinear:
+		return "linear"
+	default:
+		return "unknown"
+	}
+}
+
+const (
+	ModelTypeUnknown ModelType = iota
+	ModelTypeCategorical
+	ModelTypeLinear
 )
 
 // LinearBin  perform inverse linear_bin, taking
@@ -15,19 +45,11 @@ func LinearBin(arr []uint8, n int, offset int, r float64) (float64, float64) {
 	}
 
 	var results []result
-	minScore := 0.2
 	for i := 0; i < outputSize; i++ {
 		score := float64(int(arr[i])) / 255.0
-		if score < minScore {
-			continue
-		}
 		results = append(results, result{score: score, index: i})
 	}
 
-	if len(results) == 0 {
-		zap.L().Warn(fmt.Sprintf("none steering with score > %0.2f found", minScore))
-		return 0., 0.
-	}
 	zap.S().Debugf("raw result: %v", results)
 
 	sort.Slice(results, func(i, j int) bool {

pkg/tools/tools_test.go

@@ -75,3 +75,28 @@ func Test_LinearBin(t *testing.T) {
 		})
 	}
 }
+
+func TestParseModelType(t *testing.T) {
+	type args struct {
+		s string
+	}
+	tests := []struct {
+		name string
+		args args
+		want ModelType
+	}{
+		{name: "categorical", args: args{s: "categorical"}, want: ModelTypeCategorical},
+		{name: "categorical-upper", args: args{s: "caTeGorical"}, want: ModelTypeCategorical},
+		{name: "linear", args: args{s: "linear"}, want: ModelTypeLinear},
+		{name: "linear-upper", args: args{s: "LineAr"}, want: ModelTypeLinear},
+		{name: "unknown", args: args{s: "1234"}, want: ModelTypeUnknown},
+		{name: "empty", args: args{s: ""}, want: ModelTypeUnknown},
+	}
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			if got := ParseModelType(tt.args.s); got != tt.want {
+				t.Errorf("ParseModelType() = %v, want %v", got, tt.want)
+			}
+		})
+	}
+}

vendor/github.com/mattn/go-tflite/README.md

@@ -92,5 +92,5 @@ rm -Rf edgetpu
 MIT
 
 ## Author
-Yasuhrio Matsumoto (a.k.a. mattn)
+Yasuhiro Matsumoto (a.k.a. mattn)
 

vendor/github.com/mattn/go-tflite/tflite_experimental.go

@@ -32,7 +32,6 @@ _make_registration(void* o_init, void* o_free, void* o_prepare, void* o_invoke,
 }
 
 static void look_context(TfLiteContext *context) {
-  context->tensors;
   TfLiteIntArray *plan = NULL;
   context->GetExecutionPlan(context, &plan);
   if (plan == NULL) return;

vendor/modules.txt

@@ -28,7 +28,7 @@ github.com/gorilla/websocket
 # github.com/mattn/go-pointer v0.0.1
 ## explicit
 github.com/mattn/go-pointer
-# github.com/mattn/go-tflite v1.0.2
+# github.com/mattn/go-tflite v1.0.4
 ## explicit; go 1.13
 github.com/mattn/go-tflite
 github.com/mattn/go-tflite/delegates