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81923e5c BA |
1 | #include "Util/types.h" |
2 | #include "Util/utils.h" | |
3 | #include "TimeSeries/deserialize.h" | |
4 | #include "Algorithm/compute_coefficients.h" | |
5 | #include "Algorithm/get_dissimilarities.h" | |
6 | #include "Algorithm/pam.h" | |
7 | #include <mpi.h> | |
8 | #include <stdio.h> | |
9 | #include <math.h> | |
10 | #include <stdlib.h> | |
11 | #include <unistd.h> | |
12 | #include "MPI_Communication/unpack.h" | |
13 | #include "MPI_Communication/pack.h" | |
14 | ||
15 | // main job done by a slave: | |
16 | static Result_t* do_work(Work_t* work) | |
17 | { | |
18 | // *** Step 1 *** | |
19 | // Obtain reduced coordinates matrix from time-series. | |
20 | ||
21 | uint32_t nbSeries = work->nbSeries; | |
22 | uint32_t tsLength = get_tsLength(work->inputFileName); | |
23 | uint32_t nbValues = (tsLength - 4) / 3; | |
24 | ||
25 | // nbReducedCoordinates = smallest power of 2 which is above nbValues | |
26 | uint32_t nbReducedCoordinates = (uint32_t)ceil(log2(nbValues)); | |
27 | Real* reducedCoordinates = (Real*) malloc(nbSeries * nbReducedCoordinates * sizeof(Real)); | |
28 | ||
29 | // call preprocessing with the rows of raw power values matrix. | |
30 | // Keep the IDs in memory for further processing. | |
31 | uint32_t* IDs = (uint32_t*)malloc(nbSeries*sizeof(uint32_t)); | |
32 | for (uint32_t i = 0; i < nbSeries; i+=CURVES_PER_REQUEST) | |
33 | { | |
34 | uint32_t nbCurvesRetrieved = CURVES_PER_REQUEST; | |
35 | if (i + nbCurvesRetrieved > nbSeries) | |
36 | nbCurvesRetrieved -= (i + nbCurvesRetrieved - nbSeries); | |
37 | PowerCurve* powerCurves = | |
38 | deserialize(work->inputFileName, NULL, work->ranks + i, nbCurvesRetrieved); | |
39 | compute_coefficients(powerCurves, nbCurvesRetrieved, nbValues, | |
40 | reducedCoordinates, i, nbReducedCoordinates); | |
41 | for (uint32_t ii=i; ii<i+nbCurvesRetrieved; ii++) | |
42 | { | |
43 | IDs[ii] = powerCurves[ii-i].ID; | |
44 | free(powerCurves[ii-i].values); | |
45 | } | |
46 | free(powerCurves); | |
47 | } | |
48 | ||
49 | // *** Step 2 *** | |
50 | // Run PAM algorithm on the dissimilarity matrix computed from 'reducedCoordinates'. | |
51 | ||
52 | Real* dissimilarities = get_dissimilarities_intra( | |
53 | reducedCoordinates, nbSeries, nbReducedCoordinates, work->p_for_dissims); | |
54 | free(reducedCoordinates); | |
55 | ||
56 | uint32_t nbClusters = work->nbClusters; | |
57 | Result_t* result = (Result_t*) malloc(sizeof(Result_t)); | |
58 | result->medoids_ID = (uint32_t*) malloc(nbClusters * sizeof(uint32_t)); | |
59 | result->medoids_ranks = (uint32_t*) malloc(nbClusters * sizeof(uint32_t)); | |
60 | result->nbClusters = nbClusters; | |
61 | ||
62 | // Run PAM algorithm to fill result->medoids_ranks | |
63 | pam(dissimilarities, nbSeries, nbClusters, work->clustOnMedoids, NSTART, MAXITER, result); | |
64 | free(dissimilarities); | |
65 | ||
66 | // Deduce medoids_IDs from indices | |
67 | for (uint32_t i = 0; i < nbClusters; i++) | |
68 | result->medoids_ID[i] = IDs[result->medoids_ranks[i]]; | |
69 | free(IDs); | |
70 | ||
71 | // return medoids IDs, indices and items labels (to be post-processed) | |
72 | return result; | |
73 | } | |
74 | ||
75 | // code executed by slave process | |
76 | void slave_run(int myrank, uint32_t nbSeriesInChunk, uint32_t nbClusters) | |
77 | { | |
78 | Work_t* work; | |
79 | Result_t* result; | |
80 | MPI_Status status; | |
81 | ||
82 | // Expected size of a Work message in bytes: | |
83 | uint32_t work_message_length = get_packedWork_length(nbSeriesInChunk); | |
84 | Byte packedWork[work_message_length]; | |
85 | ||
86 | // Expected size of a Result message in bytes: (uint32_t is on 4 bytes) | |
87 | uint32_t result_message_length = get_packedResult_length(nbClusters); | |
88 | Byte packedResult[result_message_length]; | |
89 | ||
90 | while (1) | |
91 | { | |
92 | // Receive a message from the master | |
93 | MPI_Recv(packedWork, work_message_length, MPI_BYTE, 0, | |
94 | MPI_ANY_TAG, MPI_COMM_WORLD, &status); | |
95 | ||
96 | // Check the tag of the received message. | |
97 | if (status.MPI_TAG == DIETAG) | |
98 | return; | |
99 | ||
100 | // Do the work | |
101 | work = unpack_work(packedWork, nbSeriesInChunk); | |
102 | fprintf(stdout, "%u / Slave pid=%u work on %s\n",myrank,getpid(),work->inputFileName); | |
103 | result = do_work(work); | |
104 | free_work(work); | |
105 | ||
106 | // Send the result back | |
107 | pack_result(result, packedResult); | |
108 | free_result(result); | |
109 | MPI_Send(packedResult, result_message_length, MPI_BYTE, 0, WORKTAG, MPI_COMM_WORLD); | |
110 | } | |
111 | } |