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Spark streaming tweets using Flambo Clojure library
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(ns flambo-streaming-101.core | |
(:require [flambo.api :as f] | |
[flambo.streaming :as fs] | |
[flambo.conf :as fconf] | |
[flambo.function :refer [pair-function]] | |
[clj-time.format :as tf] | |
[clj-time.core :as tc] | |
[clojure.tools.trace :refer [trace]] | |
[clojure.java.shell :refer [sh]] | |
[clojure.pprint :refer [pprint]] | |
[org.satta.glob :refer [glob]]) | |
(:import [org.apache.spark.streaming.twitter TwitterUtils] | |
[org.apache.log4j Level Logger]) | |
(:gen-class)) | |
(def master "local[*]") | |
(def conf {}) | |
(def env { | |
"spark.executor.memory" "1G", | |
"spark.files.overwrite" "true" | |
}) | |
;; We don't need to see everything ; | |
(.setLevel (Logger/getRootLogger) Level/WARN) | |
(def ^:dynamic *app-consumer-key* "XXX") | |
(def ^:dynamic *app-consumer-secret* "XXX") | |
(def ^:dynamic *user-access-token* "XXX") | |
(def ^:dynamic *user-access-token-secret* "XXX") | |
(System/setProperty "twitter4j.oauth.consumerKey", *app-consumer-key*) | |
(System/setProperty "twitter4j.oauth.consumerSecret", *app-consumer-secret*) | |
(System/setProperty "twitter4j.oauth.accessToken", *user-access-token*) | |
(System/setProperty "twitter4j.oauth.accessTokenSecret", *user-access-token-secret*) | |
(defn new-spark-context [] | |
(let [c (-> (fconf/spark-conf) | |
(fconf/master master) | |
(fconf/app-name "core-nlp-flambo-101") | |
(fconf/set "spark.akka.timeout" "300") | |
(fconf/set conf) | |
(fconf/set-executor-env env))] | |
(fs/streaming-context c 2000) )) | |
(defonce sc (new-spark-context)) | |
(fs/checkpoint sc "/tmp/") | |
(defonce tweet-stream (TwitterUtils/createStream sc)) | |
;; ================== | |
;; Stream processing | |
;; ================== | |
(defonce tweet-stream-text (fs/map tweet-stream (f/fn[t] (.getText t)))) | |
(defn -main [] | |
(fs/print tweet-stream-text) | |
(.start sc) | |
(.awaitTermination sc)) |
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(defproject flambo-streaming-101 "0.1.0-SNAPSHOT" | |
:description "Streaming example using Flambo" | |
:license {:name "Eclipse Public License" | |
:url "http://www.eclipse.org/legal/epl-v10.html"} | |
:dependencies [[org.clojure/clojure "1.6.0"] | |
[yieldbot/flambo "0.4.0-SNAPSHOT"] | |
[org.apache.spark/spark-core_2.10 "1.1.0"] | |
[org.apache.spark/spark-streaming_2.10 "1.1.0"] | |
[org.apache.spark/spark-streaming-twitter_2.10 "1.1.0"] | |
[org.apache.spark/spark-streaming-kafka_2.10 "1.1.0"] | |
[clj-time "0.8.0"] | |
[org.clojure/tools.trace "0.7.8"] | |
[clj-glob "1.0.0"]] | |
:main flambo-streaming-101.core | |
:profiles {:dev | |
{:aot [core-nlp-flambo-101.core]} | |
:uberjar | |
{:aot :all}}) |
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#!/bin/bash | |
JAVA_HOME= spark-submit --deploy-mode cluster --master spark://1.1.1.1:7077 --name flambo-streaming-101 --class flambo-streaming-101.core /path/to/jar/on/cluster/flambo-streaming-101-0.1.0-SNAPSHOT-standalone.jar |
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