#Cosmos Quick Start Guide Content:
##Introduction This Quick Start Guide overviews the steps a newbie programmer will have to perform in order to get familiar with Cosmos and its functionality. For a more detailed information, please refer to the official documentation and the Cosmos entry in the FI-WARE Catalogue.
##Assumptions This Quick Start Guide assumes you are going to use the already deployed Global Instance of Cosmos in FIWARE Lab. This is the recommended usage of Cosmos. This global instance runs in a cluster of machines, providing distributed storage (based on Hadoop Distributed File System - HDFS) and distributed computing capabilities (based on Hadoop MapReduce engine and some querying tools such as Hive).
In fact, the Global Instance of Cosmos in FIWARE Lab is not really a single Hadoop cluster, but one cluster in charge of storage governed by the Storage Endpoint (storage.cosmos.lab.fiware.org) and another one in charge of computing governed by the Computing Endpoint (computing.cosmos.lab.fiware.org).
##Step by step guide
###Step 1: Get an OAuth2 token
All APIs in FIWARE Lab are protected by means of OAuth2 tokens. Cosmos is not an exception, so you will need to request to the Computing Endpoint a valid token for your FIWARE Lab user. curl tool can be used for that purpose:
$ curl -k -X POST "https://computing.cosmos.lab.fiware.org:13000/cosmos-auth/v1/token" -H "Content-Type: application/x-www-form-urlencoded" -d "grant_type=password&username=<YOUR_USER_EMAIL>&password=<YOUR_PASSWORD>”
Where username and password are the email and password you used when you registered in FIWARE Lab. You should get something like:
{"access_token": "3azH09G1PdaGmgBNODLOtxy52f5a00", "token_type": "Bearer", "expires_in": 3600, "refresh_token": "V2Wlk7aFCnElKlW9BOmRzGhBtqgR2z"}
The access_token field is the OAuth2 token.
###Step 2: Create a Cosmos account At the moment of writing, deploying a Cosmos Portal for FIWARE Lab is in the roadmap, but not yet done.
Thus, in order to create an account you will have to send an email to [email protected] specifying your FIWARE Lab ID.
Such an ID can be obtained by querying FIWARE Lab's Identity Manager:
$ curl -X GET "https://account.lab.fiware.org/user?access_token=<YOUR_OAUTH2_TOKEN>"
The result of such a query for the user frb is:
{"organizations": [], "displayName": "frb", "roles": [{"name": "provider", "id": "106"}], "app_id": “9556cc76154361b3b43d7b31f0600982", "email": "[email protected]", "id": "frb”}
The interesting part is the "id" field, in the above example frb.
###Step 3: Upload some data to HDFS You can upload your own data to your HDFS space using the WebHDFS RESTful API listening on TCP/14000 port of the Storage Endpoint.
Let's start by creating a new directory (testdir) in our HDFS user space (in this example, hdfs:///user/frb). curl has been used as REST client:
$ curl -X PUT "http://storage.cosmos.lab.fiware.org:14000/webhdfs/v1/user/frb/testdir?op=MKDIRS&user.name=frb" -H "X-Auth-token: 3azH09G1PdaGmgBNODLOtxy52f5a00" | python -m json.tool
{"boolean": true}
Now, it is time to upload some local file (testdata.txt) to the fresh new directory we have created (please observe the verbose option -v has been used):
$ cat testdata.txt
luke,tatooine,jedi,25
leia,alderaan,politician,25
solo,corellia,pilot,32
yoda,dagobah,jedi,275
vader,tatooine,sith,50
$ curl -v -X PUT -T testdata.txt "http://storage.cosmos.lab.fiware.org:14000/webhdfs/v1/user/frb/testdir/testdata.txt?op=CREATE&user.name=frb" -H "Content-Type: application/octet-stream" -H "X-Auth-token: 3azH09G1PdaGmgBNODLOtxy52f5a00"
* Trying 195.235.93.174...
* Connected to storage.cosmos.lab.fiware.org (195.235.93.174) port 14000 (#0)
> PUT /webhdfs/v1/user/frb/testdir/testdata.txt?op=CREATE&user.name=frb HTTP/1.1
> Host: storage.cosmos.lab.fiware.org:14000
> User-Agent: curl/7.43.0
> Accept: */*
> Content-Type: application/octet-stream
> X-Auth-token: 3azH09G1PdaGmgBNODLOtxy52f5a00
> Content-Length: 118
> Expect: 100-continue
>
< HTTP/1.1 100 Continue
* We are completely uploaded and fine
< HTTP/1.1 307 Temporary Redirect
< X-Powered-By: Express
< Access-Control-Allow-Origin: *
< Access-Control-Allow-Methods: HEAD, POST, GET, OPTIONS, DELETE
< Access-Control-Allow-Headers: origin, content-type, X-Auth-Token, Tenant-ID, Authorization
< server: Apache-Coyote/1.1
< set-cookie: hadoop.auth="u=frb&p=frb&t=simple&e=1460661599535&s=Uzn+QdUaqGpZqXsoyNb9cCUuJtU="; Version=1; Path=/; Expires=Thu, 14-Apr-2016 19:19:59 GMT; HttpOnly
< location: http://dev-fiwr-svc-01.tid.es:14000/webhdfs/v1/user/frb/testdir/testdata.txt?op=CREATE&user.name=frb&data=true
< Content-Type: application/json; charset=utf-8
< content-length: 0
< date: Thu, 14 Apr 2016 09:19:59 GMT
< connection: close
<
* Closing connection 0
The above command just has started the uploading operation. As can be seen, the WebHDFS service redirects us to the following location:
location: http://dev-fiwr-svc-01.tid.es:14000/webhdfs/v1/user/frb/testdir/testdata.txt?op=CREATE&user.name=frb&data=true
That's because the first operation only created the new hdfs:///user/testdir/testdata.txt HDFS file in the Namenode; not it is time to upload the data bytes to the Datanodes, and that's achieved by PUTting again the local testdata.txt file in the redirection URL:
$ curl -v -X PUT -T testdata.txt "http://dev-fiwr-svc-01.tid.es:14000/webhdfs/v1/user/frb/testdir/testdata.txt?op=CREATE&user.name=frb&data=true" -H "Content-Type: application/octet-stream" -H "X-Auth-token: 3azH09G1PdaGmgBNODLOtxy52f5a00"
* Trying 195.235.93.174...
* Connected to storage.cosmos.lab.fiware.org (195.235.93.174) port 14000 (#0)
> PUT /webhdfs/v1/user/frb/testdir/testdata.txt?op=CREATE&user.name=frb&data=true HTTP/1.1
> Host: storage.cosmos.lab.fiware.org:14000
> User-Agent: curl/7.43.0
> Accept: */*
> Content-Type: application/octet-stream
> X-Auth-token: 3azH09G1PdaGmgBNODLOtxy52f5a00
> Content-Length: 118
> Expect: 100-continue
>
< HTTP/1.1 100 Continue
* We are completely uploaded and fine
< HTTP/1.1 201 Created
< X-Powered-By: Express
< Access-Control-Allow-Origin: *
< Access-Control-Allow-Methods: HEAD, POST, GET, OPTIONS, DELETE
< Access-Control-Allow-Headers: origin, content-type, X-Auth-Token, Tenant-ID, Authorization
< server: Apache-Coyote/1.1
< set-cookie: hadoop.auth="u=frb&p=frb&t=simple&e=1460661759278&s=w59VlQYJNAoJ1iECqXrWOIXN9hQ="; Version=1; Path=/; Expires=Thu, 14-Apr-2016 19:22:39 GMT; HttpOnly
< Content-Type: application/json; charset=utf-8
< content-length: 0
< date: Thu, 14 Apr 2016 09:22:39 GMT
< connection: close
<
* Closing connection 0
We can check the data has been successfully uploaded:
$ curl -X GET "http://storage.cosmos.lab.fiware.org:14000/webhdfs/v1/user/frb/testdir/testdata.txt?op=OPEN&user.name=frb" -H "X-Auth-token: 3azH09G1PdaGmgBNODLOtxy52f5a00"
luke,tatooine,jedi,25
leia,alderaan,politician,25
solo,corellia,pilot,32
yoda,dagobah,jedi,275
vader,tatooine,sith,50
NOTES:
dev-fiwr-svc-01.tid.esis just an alias ofstorage.cosmos.lab.fiware.org.- You can get more details on the 2-step uploading operation in the WebHDFS specification.
- The Global Instance of Cosmos in FIWARE Lab runs the HttpFS gateway. That's why the REST operations are done against the TCP/14000 port and not the against the TCP/50070 port used by WebHDFS (which is not exposed). That's also the reason the redirection locations point to the HttpFS server itself instead of to the real Datanode.
###Step 4: Query your data Coming soon.
###Step 5: Run your first MapReduce job
Several already developed MapReduce examples can be found in every Hadoop distribution, typically in a Java .jar file called hadoop-mapreduce-examples.jar. This file is copied to the HDFS space a user owns in FIWARE Lab, specifically under the jars/ folder, so the frb user should have it copied to:
hdfs:///user/frb/jars/hadoop-mapreduce-examples.jar
Thus, you can run the Word Count example (this is also know as the "hello world" of Hadoop) by typing:
$ curl -X POST "http://computing.cosmos.lab.fiware.org:12000/tidoop/v1/user/frb/jobs" -d '{"jar":"jars/hadoop-mapreduce-examples.jar","class_name":"wordcount","args":["hdfs://storage.cosmos.lab.fiware.org/user/frb/testdir","hdfs://storage.cosmos.lab.fiware.org/user/frb/testoutput"]}' -H "Content-Type: application/json" -H "X-Auth-Token: 3azH09G1PdaGmgBNODLOtxy52f5a00"
{"success":"true","job_id": "job_1460639183882_0001"}
As you can see, another REST API has been used, in this case the Tidoop REST API in the Computing Endpoint. The API allows you checking the status of the job as well:
$ curl -X GET "http://computing.cosmos.lab.fiware.org:12000/tidoop/v1/user/frb/jobs/job_1460639183882_0001" -H "X-Auth-Token: 3azH09G1PdaGmgBNODLOtxy52f5a00"
{"success":"true","job":{"job_id":"job_1460639183882_0001","state":"SUCCEEDED","start_time":"1461060258427","user_id":"frb","stderr":"...","stdout":"..."}}
###Step 6: Download some data Finally, the result of the MapReduce execution can be seen at the output HDFS folder (which is automatically created) by using the WebHDFS REST API in the Storage Endpoint:
$ curl -X GET "http://storage.cosmos.lab.fiware.org:14000/webhdfs/v1/user/frb/testoutput?op=liststatus&user.name=frb" -H "X-Auth-Token: 3azH09G1PdaGmgBNODLOtxy52f5a00"
{"FileStatuses":{"FileStatus":[{"pathSuffix":"_SUCCESS","type":"FILE","length":0,"owner":"frb","group":"frb","permission":"644","accessTime":1461060272601,"modificationTime":1461060272616,"blockSize":134217728,"replication":3},{"pathSuffix":"part-r-00000","type":"FILE","length":47,"owner":"frb","group":"frb","permission":"644","accessTime":1461060272228,"modificationTime":1461060272409,"blockSize":134217728,"replication":3}]}}
$ curl -X GET "http://storage.cosmos.lab.fiware.org:14000/webhdfs/v1/user/frb/testoutput/part-r-00000?op=open&user.name=frb" -o output.txt -H "X-Auth-Token: 3azH09G1PdaGmgBNODLOtxy52f5a00"
$ cat output.txt
leia,alderaan,politician,25 1
luke,tatooine,jedi,25 1
solo,corellia,pilot,32 1
vader,tatooine,sith,50 1
yoda,dagobah,jedi,275 1
##Reporting issues and contact information There are several channels suited for reporting issues and asking for doubts in general. Each one depends on the nature of the question:
- Use stackoverflow.com for specific questions about this software. Typically, these will be related to installation problems, errors and bugs. Development questions when forking the code are welcome as well. Use the
fiware-cygnustag. - Use ask.fiware.org for general questions about FIWARE, e.g. how many cities are using FIWARE, how can I join the accelerator program, etc. Even for general questions about this software, for instance, use cases or architectures you want to discuss.
- Personal email:
- [email protected] [Main contributor]
- [email protected] [Contributor]
NOTE: Please try to avoid personally emailing the contributors unless they ask for it. In fact, if you send a private email you will probably receive an automatic response enforcing you to use stackoverflow.com or ask.fiware.org. This is because using the mentioned methods will create a public database of knowledge that can be useful for future users; private email is just private and cannot be shared.