Commit ba937310 authored by Andreas Schmidt's avatar Andreas Schmidt
Browse files

Add xlap timestamping code and evaluation suite.

parent ba753077

.gitignore

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build/

dist/

xlap.egg-info/

.ipynb_checkpoints/
 
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README.md

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# X-Lap: A Systems Approach for Cross-Layer Profiling and Latency Analysis for Cyber-Physical Networks



## How to install X-Lap?



Enter the project directory and type `python setup.py install` to install `xlap` on your system.



## How to use X-lap?



### Step 0: Define your relevant timestamps across a packet trace.

Define time- and cyclestamps:



* Where data enters the sender app.

* Where data leaves the sender app.

* Where data enters the receiver app.

* Where data leaves the receiver app.

* Define additional cyclestamps wherever appropriate.

* Define interesting durations inside xlap.yml.



### Step 1: Instrument your code and generate traces

* Define a Sender and Receiver Application (send arbitrary data around).

* Initialize the xlap facility.

* Add stamping code where-ever appropriate.

* There are different mechanisms for adding timestamps.





### Step 2: Use the provided xlap analysis tools

* Write your `xlap.yml` file as follows:



```yml

data_files:

    sender: sender.csv

    receiver: receiver.csv

cycle_reference:

    sender: StampA

    receiver: SampB

time_reference:

    sender: StampC

    receiver: StampE

stamps:

    StampA:

        Source: receiver

        Type: time

    StampB:

        Source: receiver

        Type: time

    StampC:

        Source: receiver

        Type: time

    StampD:

        Source: receiver

        Type: cycle

    StampE:

        Source: receiver

        Type: time

durations:

    DurationA:

        Start: StampA

        Stop: StampB

        Source: sender

    DurationB:

        Start: StampC

        Stop: StampD

        Source: receiver

packet_types:

    Data: 0

    Ack: 1

```



* You can run a jitter analysis via `xlap jitter`. The parameter `-e` exports the diagrams as `pdf`.



* The best way to interact with `xlap` is through a [Jupyter Python 3 Notebook](http://jupyter.org/). An example can be found in `notebook.ipynb`.



* `xlap.analyse.trace.traces()` can be used to investigate individual packet traces.





## Conventions



* Suffixes (indicate type):



  * `_T`: Timestamp (us precision)

  * `_C`: Clockstamp

  * `_D`: Duration (us precision)





* Reserved Names (including suffixes as mentioned before):



    * `Channel`

    * `Sender`

    * `SenderCycle`

    * `Receiver`

    * `ReceiverCycle`

    * `EndToEnd`





* Note that expressions with other suffixes such as `SenderQueueing_T` would be allowed.

notebook.ipynb

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pp.h

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/*

 *  pp.h

 *

 *  This file contains some useful preprocessor macros.

 *

 *  Warning: This file is auto-generated. Do not edit.

 */

#ifndef __PP_H__

#define __PP_H__ 1



/*

 * PP__cmn_* macros

 *

 * PP common macros

 */

#define PP__cmn_id(...) __VA_ARGS__

#define PP__cmn_call(m,...) m(__VA_ARGS__)





/*

 * PP__arg_* macros

 *

 * PP macros that operate on argument lists.

 */

#define PP_arg_count(...)    PP__arg_cnt(__VA_ARGS__)

#define PP__arg_cnt(...) PP__arg_cnt_2(__VA_ARGS__,128,127,126,125,124,123,122,121,120,119,118,117,116,115,114,113,112,111,110,109,108,107,106,105,104,103,102,101,100,99,98,97,96,95,94,93,92,91,90,89,88,87,86,85,84,83,82,81,80,79,78,77,76,75,74,73,72,71,70,69,68,67,66,65,64,63,62,61,60,59,58,57,56,55,54,53,52,51,50,49,48,47,46,45,44,43,42,41,40,39,38,37,36,35,34,33,32,31,30,29,28,27,26,25,24,23,22,21,20,19,18,17,16,15,14,13,12,11,10,9,8,7,6,5,4,3,2,1,0)

#define PP__arg_cnt_2(_a1,_a2,_a3,_a4,_a5,_a6,_a7,_a8,_a9,_a10,_a11,_a12,_a13,_a14,_a15,_a16,_a17,_a18,_a19,_a20,_a21,_a22,_a23,_a24,_a25,_a26,_a27,_a28,_a29,_a30,_a31,_a32,_a33,_a34,_a35,_a36,_a37,_a38,_a39,_a40,_a41,_a42,_a43,_a44,_a45,_a46,_a47,_a48,_a49,_a50,_a51,_a52,_a53,_a54,_a55,_a56,_a57,_a58,_a59,_a60,_a61,_a62,_a63,_a64,_a65,_a66,_a67,_a68,_a69,_a70,_a71,_a72,_a73,_a74,_a75,_a76,_a77,_a78,_a79,_a80,_a81,_a82,_a83,_a84,_a85,_a86,_a87,_a88,_a89,_a90,_a91,_a92,_a93,_a94,_a95,_a96,_a97,_a98,_a99,_a100,_a101,_a102,_a103,_a104,_a105,_a106,_a107,_a108,_a109,_a110,_a111,_a112,_a113,_a114,_a115,_a116,_a117,_a118,_a119,_a120,_a121,_a122,_a123,_a124,_a125,_a126,_a127,_a128,_x,...) _x





/*

 * argument list map-reduce macros

 */

#define PP__mapreduce_1(reduce,eol,map,a) eol(map(a))

#define PP__mapreduce_2(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_1(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_3(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_2(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_4(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_3(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_5(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_4(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_6(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_5(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_7(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_6(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_8(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_7(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_9(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_8(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_10(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_9(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_11(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_10(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_12(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_11(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_13(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_12(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_14(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_13(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_15(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_14(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_16(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_15(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_17(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_16(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_18(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_17(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_19(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_18(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_20(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_19(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_21(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_20(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_22(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_21(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_23(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_22(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_24(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_23(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_25(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_24(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_26(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_25(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_27(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_26(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_28(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_27(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_29(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_28(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_30(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_29(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_31(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_30(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_32(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_31(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_33(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_32(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_34(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_33(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_35(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_34(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_36(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_35(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_37(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_36(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_38(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_37(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_39(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_38(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_40(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_39(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_41(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_40(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_42(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_41(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_43(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_42(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_44(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_43(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_45(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_44(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_46(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_45(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_47(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_46(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_48(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_47(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_49(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_48(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_50(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_49(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_51(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_50(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_52(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_51(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_53(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_52(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_54(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_53(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_55(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_54(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_56(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_55(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_57(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_56(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_58(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_57(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_59(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_58(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_60(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_59(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_61(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_60(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_62(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_61(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_63(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_62(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_64(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_63(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_65(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_64(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_66(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_65(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_67(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_66(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_68(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_67(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_69(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_68(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_70(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_69(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_71(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_70(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_72(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_71(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_73(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_72(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_74(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_73(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_75(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_74(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_76(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_75(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_77(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_76(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_78(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_77(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_79(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_78(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_80(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_79(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_81(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_80(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_82(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_81(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_83(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_82(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_84(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_83(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_85(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_84(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_86(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_85(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_87(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_86(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_88(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_87(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_89(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_88(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_90(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_89(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_91(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_90(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_92(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_91(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_93(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_92(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_94(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_93(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_95(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_94(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_96(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_95(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_97(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_96(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_98(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_97(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_99(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_98(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_100(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_99(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_101(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_100(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_102(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_101(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_103(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_102(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_104(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_103(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_105(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_104(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_106(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_105(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_107(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_106(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_108(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_107(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_109(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_108(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_110(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_109(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_111(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_110(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_112(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_111(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_113(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_112(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_114(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_113(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_115(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_114(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_116(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_115(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_117(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_116(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_118(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_117(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_119(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_118(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_120(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_119(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_121(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_120(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_122(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_121(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_123(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_122(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_124(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_123(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_125(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_124(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_126(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_125(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_127(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_126(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce_128(reduce,eol,map,head,...) reduce(map(head),PP__mapreduce_127(reduce,eol,map,__VA_ARGS__))

#define PP__mapreduce(reduce,eol,map,...)        PP__mapreduce__i(PP__arg_cnt(__VA_ARGS__),reduce,eol,map,__VA_ARGS__)

#define PP__mapreduce__i(n,reduce,eol,map,...)   PP__mapreduce__ii(n,reduce,eol,map,__VA_ARGS__)

#define PP__mapreduce__ii(n,reduce,eol,map,...)  PP__mapreduce_##n(reduce,eol,map,__VA_ARGS__)



/*

 * foreach loop

 */

#define PP_foreach(join,map,...)         PP__mapreduce(join,PP__cmn_id,map,__VA_ARGS__)





/*

 * common join and map operations

 */

#define PP_join_space(a,b) a b

#define PP_join_comma(a,b) a,b

#define PP_join_plus(a,b)  a+b

#define PP_join_minus(a,b) a-b

#define PP_join_mul(a,b)   a*b

#define PP_join_or(a,b)    a|b

#define PP_join_and(a,b)   a&b

#define PP_join_lor(a,b)   a||b

#define PP_join_land(a,b)  a&&b

#define PP_join_xor(a,b)   a^b

#define PP_join_glue(a,b)  PP__join_glue(a,b)

#define PP__join_glue(a,b) a##b

#define PP_id(...)         __VA_ARGS__

#define PP_stringify(x)    PP__stringify(x)

#define PP__stringify(x)   #x



#endif /* __PP_H__ */

requirements.txt

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numpy==1.12.1

scipy==0.19.0

pandas==0.20.1

matplotlib==2.0.1

sklearn==0.0

ruamel.yaml==3.12