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main.go
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package main
import (
"io"
"net/http"
"os"
"strings"
"github.com/gin-contrib/cors"
"github.com/gin-gonic/gin"
"github.com/go-gota/gota/dataframe"
"github.com/minio/minio-go"
)
type RequestJSON struct {
Input string `json:"minio-input"`
}
const (
Valid = 0
Suggested = 1
Invalid = 2
)
func GetEnvVar(key, fallback string) string {
if value, ok := os.LookupEnv(key); ok {
return value
} else {
return fallback
}
}
func GetBucketAndPrefix(path string) (string, string) {
split := strings.Split(path, "/")
bucket := split[0]
prefix := strings.Join(split[1:], "/")
return bucket, prefix
}
func ReadObject(object *minio.Object) (string, error) {
buffer := new(strings.Builder)
_, err := io.Copy(buffer, object)
if err != nil {
return "", err
}
return buffer.String(), nil
}
func GetFromS3(client *minio.Client, path string) []int {
// Get all objects in path
bucket, prefix := GetBucketAndPrefix(path)
objects := client.ListObjects(bucket, prefix, true, nil)
validation := []int{}
for object := range objects {
if object.Err != nil {
println(object.Err)
continue
}
// Get object
reader, err := client.GetObject(bucket, object.Key, minio.GetObjectOptions{})
if err != nil {
println(err)
continue
}
// Read object
data, err := ReadObject(reader)
if err != nil {
println(err)
continue
}
// Build DataFrame and check null values
df := dataframe.ReadCSV(strings.NewReader(data))
for _, colName := range df.Names() {
col := df.Col(colName)
colType := col.Type()
// If column has NaN values, it is invalid
if col.HasNaN() {
validation = append(validation, Invalid)
} else {
if colType == "int" || colType == "float" {
// If column is not a string, it is valid
validation = append(validation, Valid)
} else {
// If column is a string, it is suggested
validation = append(validation, Suggested)
}
}
}
}
return validation
}
func main() {
// Connect to MinIO
host := GetEnvVar("MINIO_HOST", "localhost")
port := GetEnvVar("MINIO_PORT", "9000")
endpoint := host + ":" + port
user := GetEnvVar("MINIO_USER", "minioadmin")
pass := GetEnvVar("MINIO_USER", "minioadmin")
client, err := minio.New(endpoint, user, pass, false)
if err != nil {
panic(err)
}
// Create Gin app and allow CORS
app := gin.Default()
app.Use(cors.Default())
app.POST("", func(c *gin.Context) {
var json RequestJSON
err := c.BindJSON(&json)
if err != nil {
c.String(http.StatusBadRequest, "bad request")
return
}
// Get max from validation array
validation := GetFromS3(client, json.Input)
max := Valid
for _, v := range validation {
if v > max {
max = v
}
}
if max == Suggested {
c.JSON(http.StatusOK, gin.H{
"result": "suggested",
"reason": "some columns across all files are not number based",
})
} else if max == Invalid {
c.JSON(http.StatusOK, gin.H{
"result": "invalid",
"reason": "some columns across all files have NaN values",
})
} else {
c.JSON(http.StatusOK, gin.H{
"result": "valid",
"reason": "all columns across all files are valid",
})
}
})
app.Run("0.0.0.0:5000")
}