/astore

Avro Data Store based on Akka

Primary LanguageScalaApache License 2.0Apache-2.0

astore

Avro Data Store based on Akka (persistence in progressing)

astore build status

Core Design

  • Each record is an actor (non-blocking)
  • Akka sharding cluster (easy to scale-out)
  • Locate field/value deeply via avpath
  • Scripting triggered by field updating events (JDK 8 JavaScript engine - Nashorn)

Run astore

$ sbt run

Or

$ sbt clean compile dist
$ ls target/universal/
tmp  astore-0.1.3-SNAPSHOT.zip

Then, copy astore-0.1.3-SNAPSHOT.zip to somewhere and unzip it

$ cd astore-0.1.3-SNAPSHOT/bin
$ ./astore

Access astore

Example 1: Simple Record

Schema: PersonInfo.avsc

{
  "type" : "record",
  "name" : "PersonInfo",
  "namespace" : "astore",
  "fields" : [ {
    "name" : "name",
    "type" : "string"
  }, {
    "name" : "age",
    "type" : "int"
  }, {
    "name" : "gender",
    "type" : {
      "type" : "enum",
      "name" : "GenderType",
      "symbols" : [ "Female", "Male", "Unknown" ]
    },
    "default" : "Unknown"
  }, {
    "name" : "emails",
    "type" : {
      "type" : "array",
      "items" : "string"
    }
  } ]
}

Try it:

$ cd src/test/resources/avsc

$ curl --data @PersonInfo.avsc 'http://127.0.0.1:8080/putschema/personinfo'
OK

$ curl 'http://127.0.0.1:8080/personinfo/get/1'
{"name":"","age":0,"gender":"Unknown","emails":[]}

$ curl --data-binary @PersonInfo.update 'http://127.0.0.1:8080/personinfo/update/1'
OK

$ curl 'http://127.0.0.1:8080/personinfo/get/1'
{"name":"James Bond","age":60,"gender":"Unknown","emails":[]}

$ curl 'http://127.0.0.1:8080/personinfo/get/1/name'
"James Bond"

$ ab -c100 -n100000 -k 'http://127.0.0.1:8080/personinfo/get/1?benchmark_only=1024'

Script example: (requires JDK8+)

A piece of JavaScript code that will be executed when field PersionInfo.name was updated: on_name.js:

function onNameUpdated() {
    var age = record.get("age");
    what_is(age);
    what_is(http_get);
    http_get.apply("http://localhost:8080/ping");
    http_post.apply("http://localhost:8080/personinfo/put/2/age", "888");
    for (i = 0; i < fields.length; i++) {
        var field = fields[i];
        what_is(field._1);
        what_is(field._2);
    }
}

function what_is(value) {
    print(id + ": " + value);
}

onNameUpdated();

Try it:

$ curl --data-binary @on_name.js \
 'http://127.0.0.1:8080/personinfo/putscript/name/SCRIPT_NO_1'
OK

$ curl --data '"John"' 'http://127.0.0.1:8080/personinfo/put/1/name'
OK

$ curl 'http://127.0.0.1:8080/personinfo/get/2/age'
888

Example 2: With Embedded Type

Schema: hatInventory.avsc

{
  "type" : "record",
  "name" : "hatInventory",
  "namespace" : "astore",
  "fields" : [ {
    "name" : "sku",
    "type" : "string",
    "default" : ""
  }, {
    "name" : "description",
    "type" : {
      "type" : "record",
      "name" : "hatInfo",
      "fields" : [ {
        "name" : "style",
        "type" : "string",
        "default" : ""
      }, {
        "name" : "size",
        "type" : "string",
        "default" : ""
      }, {
        "name" : "color",
        "type" : "string",
        "default" : ""
      }, {
        "name" : "material",
        "type" : "string",
        "default" : ""
      } ]
    },
    "default" : { }
  } ]
}

Try it:

$ cd src/test/resources/avsc

$ curl --data @hatInventory.avsc 'http://127.0.0.1:8080/putschema/hatinv'
OK

$ curl 'http://127.0.0.1:8080/hatinv/get/1'
{"sku":"","description":{"style":"","size":"","color":"","material":""}}

$ curl --data '{"style":"classic","size":"Large","color":"Red"}' \
 'http://127.0.0.1:8080/hatinv/put/1/description'
OK

$ curl 'http://127.0.0.1:8080/hatinv/get/1'
{"sku":"","description":{"style":"classic","size":"Large","color":"Red","material":""}}

$ curl 'http://127.0.0.1:8080/hatinv/get/1/description'
{"style":"classic","size":"Large","color":"Red","material":""}

$ ab -c100 -n100000 -k 'http://127.0.0.1:8080/hatinv/get/1?benchmark_only=1024'

Simple benchmark for REST-JSON API (too simple too naive)

Environment:

HOST: Dell Inc. PowerEdge R420/0VD50G
CPU: 2 x Intel(R) Xeon(R) CPU E5-2420 v2 @ 2.20GHz (12 #core, 24 #HT)
OS: CentOS Linux release 7.0.1406 (Core)

Simple GET/PET REST-JSON Result:

Simple GET: 169,437 [req#/sec] (mean)
Simple PET: 102,961 [req#/sec] (mean)

Details:

To run:

sbt run
cd src/test/resources/avsc
./bench.sh
./bench-put.sh
Preface

astore stores Avro record, with two groups of APIs:

  • Primitive API (Scala/Java)
  • RESTful API
Primitive API (Scala / Java)

use avpath expression to locate. see avpath

1. Schema
case class PutSchema(entityName: String, schema: String, entityFullName: Option[String], idleTimeout: Duration)
case class RemoveSchema(entityName: String)
2. Basic operations
case class GetRecord(id: String)
case class GetRecordAvro(id: String)
case class GetRecordJson(id: String)
case class PutRecord(id: String, record: Record)
case class PutRecordJson(id: String, record: String)
case class GetField(id: String, field: String)
case class GetFieldAvro(id: String, field: String)
case class GetFieldJson(id: String, field: String)
case class PutField(id: String, field: String, value: Any)
case class PutFieldJson(id: String, field: String, value: String)

case class Select(id: String, path: String)
case class SelectAvro(id: String, path: String)
case class SelectJson(id: String, path: String)
case class Update(id: String, path: String, value: Any)
case class UpdateJson(id: String, path: String, value: String)
3. Operations applicable on Array / Map
case class Insert(id: String, path: String, value: Any)
case class InsertJson(id: String, path: String, value: String)
case class InsertAll(id: String, path: String, values: List[_])
case class InsertAllJson(id: String, path: String, values: String)
case class Delete(id: String, path: String)
case class Clear(id: String, path: String)
4. Script
case class PutScript(entity: String, field: String, id: String, script: String)
case class RemoveScript(entity: String, field: String, id: String)
REST API
Put schema
POST /putschema/$entityName?fullname=entity_full_name&timeout=1000

Host: status.wandoujia.com
Content-Type: application/octet-stream
Content-Length: NNN

BODY:
<SCHEMA_STRING>

parameters:

  • fullname: for schema that contains multiple referenced complex types in union, you should provide the full name of main entry. Optional
  • timeout: idle timeout in milliseconds. Optional
Del schame
GET /delschema/$entityName/

Host: status.wandoujia.com
Get record
GET /$entity/get/$id/

Host: status.wandoujia.com
Get record field
GET /$entity/get/$id/$field

Host: status.wandoujia.com
Put record
POST /$entity/put/$id/

Host: status.wandoujia.com
Content-Type: application/octet-stream
Content-Length: NNN

BODY:
<JSON_STRING>
Put record field
POST /$entity/put/$id/$field

Host: status.wandoujia.com
Content-Type: application/octet-stream
Content-Length: NNN

BODY:
<JSON_STRING>
Select
POST /$entity/select/$id/

Host: status.wandoujia.com
Content-Type: application/octet-stream
Content-Length: NNN

BODY:
$avpath
<JSON_STRING>
Update
POST /$entity/update/$id/

Host: status.wandoujia.com
Content-Type: application/octet-stream
Content-Length: NNN

BODY:
$avpath
<JSON_STRING>

Example (update array field -> record’s number field):

POST /account/update/12345/
BODY:
.chargeRecords[0].time
1234

Example (update map field -> record’s number field):

POST /account/update/12345/
BODY:
.devApps("a"|"b").numBlackApps
1234
Insert (applicable for Array / Map only)
POST /$entity/insert/$id/

Host: status.wandoujia.com
Content-Type: application/octet-stream
Content-Length: NNN

BODY:
$avpath
<JSON_STRING>

Example (insert to array field):

POST /account/insert/12345/
BODY:
.chargeRecords
{"time": 4, "amount": -4.0}

Example (insert to map field):

POST /account/insert/12345/
BODY:
.devApps
{"h" : {"numBlackApps": 10}}
InsertAll (applicable for Array / Map only)
POST /$entity/insertall/$id/

Host: status.wandoujia.com
Content-Type: application/octet-stream
Content-Length: NNN

BODY:
$avpath
<JSON_STRING>

Example (insert to array field):

POST /account/insertall/12345/
BODY:
.chargeRecords
[{"time": -1, "amount": -5.0}, {"time": -2, "amount": -6.0}]

Example (insert to map field):

POST /account/insertall/12345/
BODY:
.devApps
{"g" : {}, "h" : {"numBlackApps": 10}}
Delete (applicable for Array / Map only)
POST /$entity/delete/$id/

Host: status.wandoujia.com
Content-Type: application/octet-stream
Content-Length: NNN

BODY:
$avpath
Clear (applicable for Array / Map only)
POST /$entity/clear/$id/

Host: status.wandoujia.com
Content-Type: application/octet-stream
Content-Length: NNN

BODY:
$avpath
Put Script (apply on all instances of this entity)
POST /$entity/putscript/$field/$scriptid/

Host: status.wandoujia.com
Content-Type: application/octet-stream
Content-Length: NNN

BODY:
<JavaScript>
Del Script (apply on all instances of this entity)
GET /$entity/delscript/$field/$scriptid/

Host: status.wandoujia.com

Note:

  • Replace $entity with the object/table/entity name
  • Replace $id with object id
  • Replace $avpath with actual avpath expression
  • Put the $avpath and JSON format value(s) for update / insert / insertall in POST body, separate $avpath and JSON value(s) with \n, and make sure it’s encoded as binary, set Content-Type: application/octet-stream
Scripting supporting

The bindings that could be accessed in script:

def prepareBindings(onUpdated: OnUpdated) = {
  val bindings = new SimpleBindings
  bindings.put("http_get", http_get)
  bindings.put("http_post", http_post)
  bindings.put("id", onUpdated.id)
  bindings.put("record", onUpdated.recordAfter)
  bindings.put("fields", onUpdated.fieldsBefore)
  bindings
}

Where,

  • http_get: a function could be invoked via http_get.apply(url: String)
  • http_post: a function could be invoked via http_post.apply(url: String, body: String)
  • id: the id of this entity
  • record: the entity record after updated
  • fields: array of tuple (Schema.Field, valueBeforeUpdated) during this updating action
  • fields(i)._1:org.apache.avro.Schema.Field
  • fields(i)._2: value
  • The JavaScript code should do what ever operation via function only. You can define local variables in function, and transfer these local vars between functions to share them instead of defining global vars.

Reference