In [10]:

    

from extremefill2D.fextreme import init_sim, restart_sim, iterate_sim
from extremefill2D.fextreme.plot import vega_plot_treants, vega_plot_treant
import vega
from extremefill2D.fextreme.tools import get_by_uuid
from distributed import Client
from distributed import LocalCluster


    

In [ ]:

    

c = LocalCluster(nanny=False)


    

In [ ]:

    

client = Client('127.0.0.1:8786')


    

In [11]:

    

treant = init_sim('../../scripts/params1.json',
                  '../../data',
                  tags=['debug'])


    

In [12]:

    

print(treant.uuid)


    

    




fe37da95-d028-4403-bdaf-733cd0ab741f

In [13]:

    

treant = iterate_sim(treant, 10, 100)


    

In [14]:

    

vega_plot_treant(treant)


    

In [15]:

    

from distributed import Client
client = Client()
client


    

    
Out[15]:





<Client: scheduler="127.0.0.1:8786" processes=12 cores=12>

In [28]:

    

client.shutdown()


    

In [16]:

    

def square(x):
    return x**2

def neg(x):
    return -x


    

In [21]:

    

A = client.map(square, range(10))
B = client.map(neg, A)


    

In [22]:

    

total = client.submit(sum, B)


    

In [23]:

    

total.result()


    

    
Out[23]:





-285

In [29]:

    

from distributed import LocalCluster
c = LocalCluster(nanny=False)


    

In [30]:

    

c


    

    
Out[30]:





LocalCluster("127.0.0.1:8786", workers=1, ncores=12)

In [31]:

    

from distributed import Client
client = Client('127.0.0.1:8786')


    

In [32]:

    

def inc(x):
    return x + 1


    

In [33]:

    

x = client.submit(inc, 10)


    

In [34]:

    

x


    

    
Out[34]:





<Future: status: finished, type: int, key: inc-a19de57aeef3c7ce7c60d19e55580444>

In [35]:

    

L = client.map(inc, range(1000))


    

    




Exception ignored in: <generator object handle_stream at 0x7ff043994678>
RuntimeError: generator ignored GeneratorExit
Exception ignored in: <generator object handle_stream at 0x7ff043f59a40>
RuntimeError: generator ignored GeneratorExit
Exception ignored in: <generator object handle_stream at 0x7ff0439945c8>
RuntimeError: generator ignored GeneratorExit
Exception ignored in: <generator object handle_stream at 0x7ff043f594c0>
RuntimeError: generator ignored GeneratorExit

In [36]:

    

L


    

    
Out[36]:





[<Future: status: finished, type: int, key: inc-2c789bebc1897461635c45ba44185d6c>,
 <Future: status: finished, type: int, key: inc-d9271cf49266ee8d0e2c07661c58fe45>,
 <Future: status: finished, type: int, key: inc-6d1e1c448a4f3576adfd97512146ffaf>,
 <Future: status: finished, type: int, key: inc-3ba5cbf08e8a123996521a6df74d1822>,
 <Future: status: finished, type: int, key: inc-cf620bc8262355f0df9a3bd759bdcc08>,
 <Future: status: finished, type: int, key: inc-96622f079cd78259a740e0d98f3077d8>,
 <Future: status: finished, type: int, key: inc-de3d91b7a919230c843264c600345fa6>,
 <Future: status: finished, type: int, key: inc-7df67b75ae3b35123f25d51c8868cb73>,
 <Future: status: finished, type: int, key: inc-383819e2c9ace27f8bb69e814549ec3a>,
 <Future: status: finished, type: int, key: inc-160f2a1a2aa117dc44bf1c7d8708f4b7>,
 <Future: status: finished, type: int, key: inc-a19de57aeef3c7ce7c60d19e55580444>,
 <Future: status: finished, type: int, key: inc-5eccffe2d816b8ba18d0ce89a589b887>,
 <Future: status: finished, type: int, key: inc-593ef914d14d8ea4cd5ba9e501249aa3>,
 <Future: status: finished, type: int, key: inc-94594de456451169be9d218540dea632>,
 <Future: status: finished, type: int, key: inc-9020a7f730040dccf90081bf963c40a4>,
 <Future: status: finished, type: int, key: inc-9276280138f5878fa25119a4feac2ec2>,
 <Future: status: finished, type: int, key: inc-cf2f59db21766f1fcb6bb288c49c3199>,
 <Future: status: finished, type: int, key: inc-dedfe1163d3fbf551b702186a963eb76>,
 <Future: status: finished, type: int, key: inc-6b110e617b3f00c045c9b2aa86ba163e>,
 <Future: status: finished, type: int, key: inc-0a16cdd05c03eb3d4b7c14bd59ccbc15>,
 <Future: status: finished, type: int, key: inc-fc9c7c4711aa35e16bbc9ff9ea62f1e5>,
 <Future: status: finished, type: int, key: inc-215fad6291507ecae9e969ea5c27228b>,
 <Future: status: finished, type: int, key: inc-7f67a5b0d9adf5975cbd6f7dea3a697e>,
 <Future: status: finished, type: int, key: inc-3b774b42e7cb88a2d52cc0c2d050ae97>,
 <Future: status: finished, type: int, key: inc-ada7b438160f9c8b6ed12c2ab6d7f8f7>,
 <Future: status: finished, type: int, key: inc-3ede32c785d0f93ea17a4fc2a97fa1aa>,
 <Future: status: finished, type: int, key: inc-01107fd955b4ec8baacd23eaf31725b2>,
 <Future: status: finished, type: int, key: inc-2664b4c4d8a8096fa50e4e1457fba96c>,
 <Future: status: finished, type: int, key: inc-c818fa3ac549c1abe8e33d703c2098bf>,
 <Future: status: finished, type: int, key: inc-25f7d8618fe327bd0fa9d2f4fbae5fc8>,
 <Future: status: finished, type: int, key: inc-4c48e693bb4cb9d8d81d2b381b9a2351>,
 <Future: status: finished, type: int, key: inc-4ae4d08b4fe4909cc88c95484493d830>,
 <Future: status: finished, type: int, key: inc-6e2b0e3e2284747a25140ab8ae6e72b8>,
 <Future: status: finished, type: int, key: inc-7df10946102917738a187777226babc3>,
 <Future: status: finished, type: int, key: inc-f847df0ec453d695d896eaa0a3555422>,
 <Future: status: finished, type: int, key: inc-860afdd9e4090af0a677ea5fa7a88d60>,
 <Future: status: finished, type: int, key: inc-b12c3b96526b427953063714e64e1da0>,
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 <Future: status: finished, type: int, key: inc-d270dcc7ed69c01303d5a992fa2b7928>,
 <Future: status: finished, type: int, key: inc-d1bb8be07a6fe46781f3485991ca7f3b>,
 <Future: status: finished, type: int, key: inc-845794c265142776266ef4757a319a1a>,
 <Future: status: finished, type: int, key: inc-51cfb1726b662a93ac9ec50be21ca326>,
 <Future: status: finished, type: int, key: inc-c1a4e5ad69477a0438d3d62ad7acad2e>,
 <Future: status: finished, type: int, key: inc-a27c156e50da47f6cf3c84471000417f>,
 <Future: status: finished, type: int, key: inc-ab18ed1fd7e9f6004fd4665c088287f2>,
 <Future: status: finished, type: int, key: inc-9a79bc70210ec68c627fb3c0553862f2>,
 <Future: status: finished, type: int, key: inc-dc336a0392ad1e7da0f0e0a7d0c9eaef>,
 <Future: status: finished, type: int, key: inc-d4d7b76620b56341f935494e59c04e3a>,
 <Future: status: finished, type: int, key: inc-939fd9d47a2badef6da67a6099f6856e>,
 <Future: status: finished, type: int, key: inc-06f91fc80c42c4edd4554d392a4cd066>,
 <Future: status: finished, type: int, key: inc-e4797b35536959c92215c93fd0f9e5d9>,
 <Future: status: finished, type: int, key: inc-699845c8347e608b18a5af45d5d4ac10>,
 <Future: status: finished, type: int, key: inc-267276c818e218ca4b6e9b2cf1baa9a0>,
 <Future: status: finished, type: int, key: inc-2d067bcd8240f1ff7bb2f15020b723dc>,
 <Future: status: finished, type: int, key: inc-fb0bb24ae9947e51c0753fca107bb671>,
 <Future: status: finished, type: int, key: inc-aa24de0818441e8b8b36fee44fc211f1>,
 <Future: status: finished, type: int, key: inc-3c4b068d196116a26229516d56ed13a1>,
 <Future: status: finished, type: int, key: inc-1aa7c85b39c1dd63e3cfcb3b6d36a9af>,
 <Future: status: finished, type: int, key: inc-28734dd844995efc9f5fcf5b97fe2ec1>,
 <Future: status: finished, type: int, key: inc-30e84ea3414cfef3a5ccbc9fd2b2d0b0>,
 <Future: status: finished, type: int, key: inc-f8e28e72d510ee428afda0c8c49dc2d5>,
 <Future: status: finished, type: int, key: inc-996aa49fe9aa152557b9bb12790f1571>,
 <Future: status: finished, type: int, key: inc-93e4a40f6c7afd040e8d5139d19ce5e1>,
 <Future: status: finished, type: int, key: inc-37dd2d198231450556cd738725e48693>,
 <Future: status: finished, type: int, key: inc-773643298f9d618dcbba067e37a701e6>,
 <Future: status: finished, type: int, key: inc-9ecc26c99533471b6fc47c2c10239f12>,
 <Future: status: finished, type: int, key: inc-d1aaed29bf75c2c4df2a4fbf0c4bd782>,
 <Future: status: finished, type: int, key: inc-610030354fc93cb5ac911d4268999590>,
 <Future: status: finished, type: int, key: inc-7d62e73d9e4634b6c27b605e88423817>,
 <Future: status: finished, type: int, key: inc-9fd4140c339f293d88752b276108fc79>,
 <Future: status: finished, type: int, key: inc-a5a36bf2f69cb97a8988dbc13dc5b87a>,
 <Future: status: finished, type: int, key: inc-a3c7ccf7d78829fa8438915d78199f12>,
 <Future: status: finished, type: int, key: inc-6f13a539a879b02e515a7f5c0a785996>,
 <Future: status: finished, type: int, key: inc-63dee3d680fd51ca9d5dc2d2873c932e>,
 <Future: status: finished, type: int, key: inc-5dda6887a6f9eb62b4b1701449e2e5ed>,
 <Future: status: finished, type: int, key: inc-22511f534abd1a2a64b88fe78d705b5c>,
 <Future: status: finished, type: int, key: inc-89db83d9735b8f248abd481b66699737>,
 <Future: status: finished, type: int, key: inc-4ff617eaf858799eb154843ac1dd2be7>,
 <Future: status: finished, type: int, key: inc-bf1c210c09184557e6a2c3a4f17aec4e>,
 <Future: status: finished, type: int, key: inc-5d69a862d07e860598dcddac30481146>,
 <Future: status: finished, type: int, key: inc-f20b3e26e1336b8640f979dde0799e6e>,
 <Future: status: finished, type: int, key: inc-96041912492357addc9f733ccb769387>,
 <Future: status: finished, type: int, key: inc-3b6b0e5029f1433750257c4cba6b5e0d>,
 <Future: status: finished, type: int, key: inc-7efe43517df671d40c8ead4546f0802f>,
 <Future: status: finished, type: int, key: inc-c791e6bddc492b0aa1e6dcde6a1512aa>,
 <Future: status: finished, type: int, key: inc-fc2f53bccef5366ea168cb99f5739a7e>,
 <Future: status: finished, type: int, key: inc-a9a25b6bea2d6f92dd490b79816faea4>,
 <Future: status: finished, type: int, key: inc-d0d4de80f5992ba67422b76881025d5c>,
 <Future: status: finished, type: int, key: inc-8108aa336c91638bc7ac955884dee195>,
 <Future: status: finished, type: int, key: inc-b0697336a81115f2b242d0731780bc6f>,
 <Future: status: finished, type: int, key: inc-80bc6a94129e7c50ddbb64b913e1892c>,
 <Future: status: finished, type: int, key: inc-8801137e6ed71ea706d27060746b4d11>,
 <Future: status: finished, type: int, key: inc-969b759ad457b673efbb8c3facf9455c>,
 <Future: status: finished, type: int, key: inc-e977413b75fc7ba358978ae1e4818150>,
 <Future: status: finished, type: int, key: inc-3031cad28b6f72db1cb784b6721c1845>,
 <Future: status: finished, type: int, key: inc-babbaac066dbfdb4f951369abd47e11b>,
 <Future: status: finished, type: int, key: inc-6a6078e4ba6486e7b2d7900ca22e5ece>,
 <Future: status: finished, type: int, key: inc-f48cb2e74ae99078151143594e55b810>,
 <Future: status: finished, type: int, key: inc-3f10727a16513275d8a10140c67f13b9>,
 <Future: status: finished, type: int, key: inc-7c64ef5cc4836dc9bbe2bbee1dd594c4>,
 <Future: status: finished, type: int, key: inc-a71580281f813fd2445fc621da8c339c>,
 <Future: status: finished, type: int, key: inc-8d85fa633ea1a116e82faf9b5ede5dbf>,
 <Future: status: finished, type: int, key: inc-82468254265c208947a2b5a999e5a054>,
 <Future: status: finished, type: int, key: inc-cc67868bfa9c36fdcd872cbf462a756a>,
 <Future: status: finished, type: int, key: inc-e4b2f4d8a2b0d55872565dae3d9f7482>,
 <Future: status: finished, type: int, key: inc-9c679b4c4db9fd9b9be11bbdc596052e>,
 <Future: status: finished, type: int, key: inc-c911ac949d5988b3b1dcf861337e7fbf>,
 <Future: status: finished, type: int, key: inc-2aed2c9e53c40770cb15bdc130af5385>,
 <Future: status: finished, type: int, key: inc-4b7bf2e33a549eaac68cf20cb2aa5a5c>,
 <Future: status: finished, type: int, key: inc-952089a7295591cf8215226ac69c73f8>,
 <Future: status: finished, type: int, key: inc-fbec9275269ce09a73674fa25ff6c2c1>,
 <Future: status: finished, type: int, key: inc-2a854eca0d03a023f4014e69f8664cee>,
 <Future: status: finished, type: int, key: inc-b001369d7e32227a58609e33c3d2d0c2>,
 <Future: status: finished, type: int, key: inc-b31c3e6d824e044bec7ae6f3e0e3d928>,
 <Future: status: finished, type: int, key: inc-5d917fc062de03be6fbc11803172006f>,
 <Future: status: finished, type: int, key: inc-4ca084a727808b7c93464cf9717d3a32>,
 <Future: status: finished, type: int, key: inc-37f60c46463ef84e49ed4e048097de17>,
 <Future: status: finished, type: int, key: inc-f3ee485d382469904dfd0d033a2d36b2>,
 <Future: status: finished, type: int, key: inc-780f3ee5c94c8d0f535d6020703422d5>,
 <Future: status: finished, type: int, key: inc-4ecf8c7e3bbaa23a7be7d853a09e76b8>,
 <Future: status: finished, type: int, key: inc-24b2e00a029ce52b9440ef7a93466889>,
 <Future: status: finished, type: int, key: inc-1d8ad74b748d1a914af6fe6e01105199>,
 <Future: status: finished, type: int, key: inc-1a26a2907a29d484306863ccba098e8c>,
 <Future: status: finished, type: int, key: inc-449e97a4703ded047c567eeae5a04052>,
 <Future: status: finished, type: int, key: inc-c55382201bed9dad4e8107817835fbeb>,
 <Future: status: finished, type: int, key: inc-83922fd138ca6b1fcfd50588c5212db3>,
 <Future: status: finished, type: int, key: inc-086ab383caf3bec80fce6ccca10d3c36>,
 <Future: status: finished, type: int, key: inc-0a3131cc6654990c7a9d6e8fd3fb014d>,
 <Future: status: finished, type: int, key: inc-b5a6fd3cfa81e01517aa149e8c80fb04>,
 <Future: status: finished, type: int, key: inc-22092d843cf1bff02b424d0abcaa3b83>,
 <Future: status: finished, type: int, key: inc-4737d7f1b2286aaade26079c879522f0>,
 <Future: status: finished, type: int, key: inc-84f82aaafb5bcd0546e556fc8f634537>,
 <Future: status: finished, type: int, key: inc-c5f92ab2c0efafd3521949f923d6dfa3>,
 <Future: status: finished, type: int, key: inc-3b4b62ff7a9ff8e699ca9abe666e2951>,
 <Future: status: finished, type: int, key: inc-b1181ebd2e7bf05f27b1e1fd30c1027b>,
 <Future: status: finished, type: int, key: inc-709f2366500b77a2da34ba05288a6a20>,
 <Future: status: finished, type: int, key: inc-35d76f4758c768cc03801363c789f360>,
 <Future: status: finished, type: int, key: inc-bb9500a06e00029814e4e2c55852dfdd>,
 <Future: status: finished, type: int, key: inc-76ddd69ff26048b9dcddb738cdb3152f>,
 <Future: status: finished, type: int, key: inc-41a09517c98db3c371f9638567871795>,
 <Future: status: finished, type: int, key: inc-f8480470905c8e62a113fb7197d9ce9f>,
 <Future: status: finished, type: int, key: inc-98fbbab0eb320dec89ad980f9e56c309>,
 <Future: status: finished, type: int, key: inc-6cfe8e3f99713065bd1b7d6d43f8dffb>,
 <Future: status: finished, type: int, key: inc-d696eccc2c31c1fec37c38c8312e948b>,
 <Future: status: finished, type: int, key: inc-2f459f967961a3550513dcc77056f81b>,
 <Future: status: finished, type: int, key: inc-2cbc45cbb7bfe431e95514b6d2ce08e0>,
 <Future: status: finished, type: int, key: inc-ca4d603a45110c169eb18867c765b5b9>,
 <Future: status: finished, type: int, key: inc-5d741ca06f96ec22c7ccd8dcf51947ce>,
 <Future: status: finished, type: int, key: inc-55bfb9f9247412a9a82925f626cb70ce>,
 <Future: status: finished, type: int, key: inc-dd55dd6e44ad30cbf261eb1b56e37106>,
 <Future: status: finished, type: int, key: inc-6b973e1ca74ce24fb939a0a280fda3b8>,
 <Future: status: finished, type: int, key: inc-a7e31d1558a1297573dde97c78558c16>,
 <Future: status: finished, type: int, key: inc-ccb3f49a8f168846c5f52370dee805b4>,
 <Future: status: finished, type: int, key: inc-8602b3666f067b8a1c24ae52c5139ae5>,
 <Future: status: finished, type: int, key: inc-242cf1b543d894753b1c591c4db31827>,
 <Future: status: finished, type: int, key: inc-571ae89e4f342ee50046920df88911f2>,
 <Future: status: finished, type: int, key: inc-5914d33273e8784a746219713be83bc4>,
 <Future: status: finished, type: int, key: inc-b629f889785d5fe4c65fa061e193b438>,
 <Future: status: finished, type: int, key: inc-c4560cea0ff41276fe85795394fcaefd>,
 <Future: status: finished, type: int, key: inc-55f1925cf5e11158ab0c36ff792c9f14>,
 <Future: status: finished, type: int, key: inc-89c0f97793b706cab727f9541f42ea53>,
 <Future: status: finished, type: int, key: inc-abbe1b721fe9a8393b3124227a9f6109>,
 <Future: status: finished, type: int, key: inc-7b3c5e15009422607687484484a8941c>,
 <Future: status: finished, type: int, key: inc-ba663980fa831dba4132a298a168db63>,
 <Future: status: finished, type: int, key: inc-6b371d7cc6b661772076dacc86e0f1d8>,
 <Future: status: finished, type: int, key: inc-79a737ed7b6cbcaa28565d8716241e7e>,
 <Future: status: finished, type: int, key: inc-56905329d960b1ad3dbcc9efd83af604>,
 <Future: status: finished, type: int, key: inc-e406bfdd142d1d2310302d0ac6fad3e1>,
 <Future: status: finished, type: int, key: inc-1a9592057ad2526cf2719144c232f794>,
 <Future: status: finished, type: int, key: inc-41a1cf6a61f443b667da7937417edcfc>,
 <Future: status: finished, type: int, key: inc-099c5235cff0e5a58a71a98f0f73ae76>,
 <Future: status: finished, type: int, key: inc-c534ee5bd9ced8f1787fde0b314eb2b2>,
 <Future: status: finished, type: int, key: inc-14d4509dabb429ec9c1a7edbeb3e0efb>,
 <Future: status: finished, type: int, key: inc-1b1a27d0abfd5ee3b10a3f2e9ae5b1cd>,
 <Future: status: finished, type: int, key: inc-c3939e70e716c276b89185984d1ab2e6>,
 <Future: status: finished, type: int, key: inc-f7ec7e7e17ca4db766061ae088d3fd21>,
 <Future: status: finished, type: int, key: inc-e8f484c566a3994013be3e64a4e3d524>,
 <Future: status: finished, type: int, key: inc-785e7e624edfbe701221305d7cd2b19d>,
 <Future: status: finished, type: int, key: inc-be0eccba77cc4aea531c93cf8988fd08>,
 <Future: status: finished, type: int, key: inc-15331952acc265877904cd1081bc32ee>,
 <Future: status: finished, type: int, key: inc-f99b8505e926fb23756f02cea9f97d92>,
 <Future: status: finished, type: int, key: inc-42d2420517e0e9177137ba8519b8d4ad>,
 <Future: status: finished, type: int, key: inc-0b259899a81ff5bf1530ffc539f4df38>,
 <Future: status: finished, type: int, key: inc-e7ed2e2a067b6f97cd3317eb37f59453>,
 <Future: status: finished, type: int, key: inc-0c9346305ff7c90c1526710ec113f9f8>,
 <Future: status: finished, type: int, key: inc-2eb0388f8cbeb778838c7c802f1ea85c>,
 <Future: status: finished, type: int, key: inc-5c1ae7f2e56941f9710cc97ebf6dccf4>,
 <Future: status: finished, type: int, key: inc-7d57a86e934b0f8e71889ab4d67cfd10>,
 <Future: status: finished, type: int, key: inc-af47cd77d548a458804486647630e19d>,
 <Future: status: finished, type: int, key: inc-f9e9d87a71d8b2381f83096b1e2bcdf3>,
 <Future: status: finished, type: int, key: inc-c1cf12cc1bc3eb80dfee5ed3f45bc7cb>,
 <Future: status: finished, type: int, key: inc-9d18b22840edd63bf6a8298523290de6>,
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 <Future: status: finished, type: int, key: inc-32d10bd347bc82db76d17b03f1523d6d>,
 <Future: status: finished, type: int, key: inc-4e4870c3e729e3421590cb607b41c609>,
 <Future: status: finished, type: int, key: inc-72e76cbfe1c82ed6dc2dffe071b73ed9>,
 <Future: status: finished, type: int, key: inc-7ce9710b93368f0c252cc7513e5e249c>,
 <Future: status: finished, type: int, key: inc-04ebab48c001d993874ae1f582269f22>,
 <Future: status: finished, type: int, key: inc-5f21f70a81c57551eeae8c7b30e1f4ee>,
 <Future: status: finished, type: int, key: inc-567ed52f4a318ca9b99bb79d9b46c8c4>,
 <Future: status: finished, type: int, key: inc-0cf2a303d7d801c189401224c0e695e6>,
 <Future: status: finished, type: int, key: inc-f5b1f74e5dc4f6d106495ba054475e48>,
 <Future: status: finished, type: int, key: inc-49d4ab1e6ac9d9b3b8793bdab0532e70>,
 <Future: status: finished, type: int, key: inc-4696225fa99991688571b5e8b457c3c6>,
 <Future: status: finished, type: int, key: inc-7bd86f6d8ec12cc63335848bf9976214>,
 <Future: status: finished, type: int, key: inc-316e86144ad4bb3ae1aa3103cfe0f520>,
 <Future: status: finished, type: int, key: inc-60b63e317c0aa6c487ba47754d36f493>,
 <Future: status: finished, type: int, key: inc-657faeac2c4177982547b266bede96ec>,
 <Future: status: finished, type: int, key: inc-7348c72b0ab9755bbc511f8336473c09>,
 <Future: status: finished, type: int, key: inc-d9e4ebafaf6c787999f63c6323b0a2e4>,
 <Future: status: finished, type: int, key: inc-108e63ae8e0fbc51b48e2936c68dd7f7>,
 <Future: status: finished, type: int, key: inc-b7a1ffac842be64672f2f8749c0a4da4>,
 <Future: status: finished, type: int, key: inc-1680473b86fb183fb3e0c624a0ec45d9>,
 <Future: status: finished, type: int, key: inc-2e60d81ceb42c5bc030986408d33ac4a>,
 <Future: status: finished, type: int, key: inc-4b1f596b4e3846a655fb456b518c8e61>,
 <Future: status: finished, type: int, key: inc-934b3e1d2d130cbeff23e97b11cd6bea>,
 <Future: status: finished, type: int, key: inc-aee24bf122019d7a3ea16bf254198227>,
 <Future: status: finished, type: int, key: inc-a4a561e01bbb572f060fef55b0dc5bf0>,
 <Future: status: finished, type: int, key: inc-5c998f3f7ed93aae424e06f1e54d9095>,
 <Future: status: finished, type: int, key: inc-69f33e7b8723c86263a8e1bdc4fed039>,
 <Future: status: finished, type: int, key: inc-cb39ccf7a8b188b229f49db4fcc82a91>,
 <Future: status: finished, type: int, key: inc-ac95c2bcb4b2ab0940e9411782d815a3>,
 <Future: status: finished, type: int, key: inc-503ffdf25ff301711227c95aa765917b>,
 <Future: status: finished, type: int, key: inc-fdfee088351fd2750188b31731230407>,
 <Future: status: finished, type: int, key: inc-816e41fac6a353149cace1432406d756>,
 <Future: status: finished, type: int, key: inc-f1d865b71a71cc0f255b283002de1b8f>,
 <Future: status: finished, type: int, key: inc-d719f5f20e20ee24dd13f0f31b3a625c>,
 <Future: status: finished, type: int, key: inc-30bb502394ec6ff225bdfbff807019b0>,
 <Future: status: finished, type: int, key: inc-68bf3d8eed2ead6391917285e7eb41b3>,
 <Future: status: finished, type: int, key: inc-735a87fec72d221fcaf3f171c0a9901d>,
 <Future: status: finished, type: int, key: inc-c7c4f3a0d03b0013dec15fdb3070a44c>,
 <Future: status: finished, type: int, key: inc-acc08a1dd7c702fa4199f72994f93636>,
 <Future: status: finished, type: int, key: inc-3d589afd45579cdb824ff101f5f4ba0e>,
 <Future: status: finished, type: int, key: inc-6fa36f3a4bf5d9c6b06273961f7c0957>,
 <Future: status: finished, type: int, key: inc-794c077915f816a059c42dac9b6b7135>,
 <Future: status: finished, type: int, key: inc-0c0f01923dcfbdc1be6ed08871fc6435>,
 <Future: status: finished, type: int, key: inc-dece330362375cb8258e4d775ccd1763>,
 <Future: status: finished, type: int, key: inc-7879ab51d7d727323971ab8851036ccc>,
 <Future: status: finished, type: int, key: inc-71f81534ca82510dd6598d53718d1d33>,
 <Future: status: finished, type: int, key: inc-d7cf137a751c1a12e129bfd184321d90>,
 <Future: status: finished, type: int, key: inc-aa6cf8cc3f028d726837b5cf83dde779>,
 <Future: status: finished, type: int, key: inc-a67c1b9754a9635c1315e3269f727233>,
 <Future: status: finished, type: int, key: inc-2a7246d4d3b6625d383dd4fb04e9dc32>,
 <Future: status: finished, type: int, key: inc-2051b1781a5352d7989322de8bae8211>,
 <Future: status: finished, type: int, key: inc-d4497cea325b1998e726b5a2b048d798>,
 <Future: status: finished, type: int, key: inc-2e1c96b7bf8404eed58fc8bda878734b>,
 <Future: status: finished, type: int, key: inc-57d800b7466161ef889a08c2aaca1e37>,
 <Future: status: finished, type: int, key: inc-650481666ab7b3a7a0b72fcfd74bdd32>,
 <Future: status: finished, type: int, key: inc-5c178364f56f5217e2b184febba17f2a>,
 <Future: status: finished, type: int, key: inc-7a0a876aeaf60cd914c4f46afd5df3ef>,
 <Future: status: finished, type: int, key: inc-abb25cb1a29f2024b15475c418720043>,
 <Future: status: finished, type: int, key: inc-65475d4ae577bd1c9cc9411098f8dbac>,
 <Future: status: finished, type: int, key: inc-8e17e40afb945a262030ee45f655448b>,
 <Future: status: finished, type: int, key: inc-c42c528f30d64086a6b9a88ae5c3c6f4>,
 <Future: status: finished, type: int, key: inc-955f0bf5e23a5b5995c05da8bf1f6228>,
 <Future: status: finished, type: int, key: inc-6e3d49e3aa80f98596e0a333028482ea>,
 <Future: status: finished, type: int, key: inc-824d8ba831f078cd063a42d5f48d3c1a>,
 <Future: status: finished, type: int, key: inc-bf8fa280958a6c4dd6e93bfe390e79d1>,
 <Future: status: finished, type: int, key: inc-d15d8157f46db029caa4ff01e56090b4>,
 <Future: status: finished, type: int, key: inc-596095a30eae6b77bcd03a9f8b247626>,
 <Future: status: finished, type: int, key: inc-d0efef6c229b3b69d74527512f6b3149>,
 <Future: status: finished, type: int, key: inc-ed60d087654c8fdc01e24ec3a3833a6e>,
 <Future: status: finished, type: int, key: inc-e27aa41af1ba9a9d321e88ac295eb540>,
 <Future: status: finished, type: int, key: inc-dea7be2224d79f7fc7b3b10fc4fd2cf4>,
 <Future: status: finished, type: int, key: inc-7c0401dbc975bb906f68a3bcf8241ee5>,
 <Future: status: finished, type: int, key: inc-190ec21be10c2c003800beb84e652cbc>,
 <Future: status: finished, type: int, key: inc-e5947fc92d89b16368a761e44c4db251>,
 <Future: status: finished, type: int, key: inc-f801aa7545d0046cbfa44063e899835c>,
 <Future: status: finished, type: int, key: inc-caa8673ce33bdd077523143861d30d10>,
 <Future: status: finished, type: int, key: inc-73402ac37ab12055948fb82b99274a93>,
 <Future: status: finished, type: int, key: inc-15a2f3d953f0fc87d8f5b7d7d51d67d6>,
 <Future: status: finished, type: int, key: inc-11b43e9a12763fb325795ca914c9bdc8>,
 <Future: status: finished, type: int, key: inc-0fcbe8934652c657b96eb1754eb2a006>,
 <Future: status: finished, type: int, key: inc-f838dff5247d349842d61ee4ed717645>,
 <Future: status: finished, type: int, key: inc-c08028c44143bc3cb9a2db3d9f1ec161>,
 <Future: status: finished, type: int, key: inc-94c4d901d8a2b75346ddd9b41091a9ec>,
 <Future: status: finished, type: int, key: inc-b5622e4a5dca078be420d7dd00ec23ea>,
 <Future: status: finished, type: int, key: inc-c6553a6ec15a074ca7d11b3ef8261a95>,
 <Future: status: finished, type: int, key: inc-797a2830ccf4da79cf8a9885c4354023>,
 <Future: status: finished, type: int, key: inc-bc97ad5098f32b755440e09693526ebe>,
 <Future: status: finished, type: int, key: inc-f5d9de66d1262cc63bbe577172b0305c>,
 <Future: status: finished, type: int, key: inc-699fa7351fdfaf9550a63ccd946ffd76>,
 <Future: status: finished, type: int, key: inc-f07575d8b071abcddc9648b3692b810b>,
 <Future: status: finished, type: int, key: inc-951d21fbdc59cc73b56b916141f02645>,
 <Future: status: finished, type: int, key: inc-7b93df6af99b393faa688924611b15a4>,
 <Future: status: finished, type: int, key: inc-abb947390686bcf4eb8afe01b1fc8aa0>,
 <Future: status: finished, type: int, key: inc-96685543173296e6c582308aefed24a9>,
 <Future: status: finished, type: int, key: inc-2704be93bf34dde033839bf8b8fa679b>,
 <Future: status: finished, type: int, key: inc-18bf404679afedec4f3812d5802a16dc>,
 <Future: status: finished, type: int, key: inc-19566b275d74d3b6f47fe19008634668>,
 <Future: status: finished, type: int, key: inc-28619528f83bbc8a3640e54190d4fc6e>,
 <Future: status: finished, type: int, key: inc-135eda655deb3e75ba3faad43e94ade4>,
 <Future: status: finished, type: int, key: inc-292d7d4ef460576e2743685c01518acd>,
 <Future: status: finished, type: int, key: inc-e3277bc6a2c439d9acc6923b004b7dc8>,
 <Future: status: finished, type: int, key: inc-e1e3ac7dc4ee133df39f4cbfa2814206>,
 <Future: status: finished, type: int, key: inc-95ec334f8ed927017e75fc89638feac6>,
 <Future: status: finished, type: int, key: inc-735ccc03de14734e16f104cfebd10283>,
 <Future: status: finished, type: int, key: inc-57b100e1bffe59d28c2c5a30f4cfc3fe>,
 <Future: status: finished, type: int, key: inc-6bb9e9934dbbe9e8a9316fd3921072cf>,
 <Future: status: finished, type: int, key: inc-c0e5ff2331acb4a5c545828237d2d981>,
 <Future: status: finished, type: int, key: inc-0abe0ad8d259c6ff52c65d106b5ba204>,
 <Future: status: finished, type: int, key: inc-40a82f40cec3fd96d78dfc836e0079a3>,
 <Future: status: finished, type: int, key: inc-6d9681f636285f2af67fcdb8701e074c>,
 <Future: status: finished, type: int, key: inc-b64c13aa25a7e959fc1c8e80bb2ad594>,
 <Future: status: finished, type: int, key: inc-b97356a155fcfc258998d7a9f20005fe>,
 <Future: status: finished, type: int, key: inc-be2b3830ea8ea56d514854d97dff86ee>,
 <Future: status: finished, type: int, key: inc-b0ca1bdaa55414f12e068d401cd0fe8d>,
 <Future: status: finished, type: int, key: inc-55ffd6aab9b0212886e42826530ee9ba>,
 <Future: status: finished, type: int, key: inc-cf72be4431cb821ddfda11ccaa15037b>,
 <Future: status: finished, type: int, key: inc-4f4de813aa877d2ef1ecb05efe2fd599>,
 <Future: status: finished, type: int, key: inc-5ee373b4dde9ca44be7f1c74e4ca228e>,
 <Future: status: finished, type: int, key: inc-0f08792359d7bf57899cd7fade443a37>,
 <Future: status: finished, type: int, key: inc-0f1c7000437534adf9d7c478951d5d90>,
 <Future: status: finished, type: int, key: inc-ae2089396d9fa8159e651e9f71ef55f4>,
 <Future: status: finished, type: int, key: inc-ebdf1a2340e05ad9a43520f7debf43c7>,
 <Future: status: finished, type: int, key: inc-c7adf62223694ad3230f491973d8c92f>,
 <Future: status: finished, type: int, key: inc-3fd9508aa0c32e4a3ceffbdf7cf29013>,
 <Future: status: finished, type: int, key: inc-6836e9f93bd3660c62b91c0500bb37e1>,
 <Future: status: finished, type: int, key: inc-dfca433f2c379a9fd421af4b33b237f7>,
 <Future: status: finished, type: int, key: inc-f78a882a5db9cf284c2f4b2c706433e7>,
 <Future: status: finished, type: int, key: inc-374d89e7dbe0c7a005cbf80850fadcbc>,
 <Future: status: finished, type: int, key: inc-6dbbb71d5ec66c173af3f35ee565ca68>,
 <Future: status: finished, type: int, key: inc-600887becbda041357e2ddfc1dc60a91>,
 <Future: status: finished, type: int, key: inc-3c0be95333ced14c3c561f588bb52a82>,
 <Future: status: finished, type: int, key: inc-d26c61ebbf893f0768bb843bd3c15e0a>,
 <Future: status: finished, type: int, key: inc-5eb68cc4f4d98a3d570ba1ae2278427a>,
 <Future: status: finished, type: int, key: inc-6b30bb85adb9b2fbfc64d9930fd45208>,
 <Future: status: finished, type: int, key: inc-7087d153332279d08b252a8ab4730fe6>,
 <Future: status: finished, type: int, key: inc-d72ab5e38614a6e073228623958fabb4>,
 <Future: status: finished, type: int, key: inc-5404c6419f4f4d6d3f26169747ca327a>,
 <Future: status: finished, type: int, key: inc-2ae1e7e632ba179fef07502fe648f847>,
 <Future: status: finished, type: int, key: inc-6349ee3a63a3262eba928120016665ae>,
 <Future: status: finished, type: int, key: inc-fedfec1ad7f32080637be5abcd6a4a3d>,
 <Future: status: finished, type: int, key: inc-0aaa620078999a2867ea94b261d52f09>,
 <Future: status: finished, type: int, key: inc-972be4bb9659791c4ae4fae92cd2f23d>,
 <Future: status: finished, type: int, key: inc-0a927705676d8504f723b32fe21fbd6b>,
 <Future: status: finished, type: int, key: inc-e732f9e5c84341c84c9d63d5f4ce7553>,
 <Future: status: finished, type: int, key: inc-7392069d03dc9c80d52cff0e094e358d>,
 <Future: status: finished, type: int, key: inc-79d2c53a8857c5da56051781c336a49b>,
 <Future: status: finished, type: int, key: inc-6f0195c33a8c69a4807117289f114309>,
 <Future: status: finished, type: int, key: inc-0e0371d5b1586fa4c55d0ace6cb6b80e>,
 <Future: status: finished, type: int, key: inc-9c3cf4ae313efef51d7e2ef18b349ebd>,
 <Future: status: finished, type: int, key: inc-a1e5777425abb7f7f9b986fe0f7cfa91>,
 <Future: status: finished, type: int, key: inc-6cbb40a2b02dc99a0737e3cbb3b1698c>,
 <Future: status: finished, type: int, key: inc-b76ccda152d6ec1d564c9fd3bb0009f4>,
 <Future: status: finished, type: int, key: inc-fe6ff94eb8ec5137be39d4ed814ed4b9>,
 <Future: status: finished, type: int, key: inc-21f4b4158ffd702c36dff8c49fd11a27>]

In [37]:

    

>>> y = client.submit(inc, x)      # Submit on x, a Future
>>> total = client.submit(sum, L)  # Map on L, a list of Futures


    

In [39]:

    

>>> x.result()
>>> client.gather(L)


    

    
Out[39]:





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In [ ]: