mulmat-tune-tool: support RoPE dimensions (N/K of 128, N/K=M)

ggerganov · May 29, 2023 · 76897da · 76897da
1 parent 2656ca5
commit 76897da
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Showing 54 changed files with 2,674 additions and 1,498 deletions.
diff --git a/Makefile b/Makefile
@@ -290,14 +290,15 @@ benchmark-matmult: examples/benchmark/benchmark-matmult.cpp build-info.h ggml.o
 vdot: pocs/vdot/vdot.cpp ggml.o $(OBJS)
 	$(CXX) $(CXXFLAGS) $^ -o $@ $(LDFLAGS)
 
-mulmat-tune.o: examples/mulmat-tune/mulmat-tune.c \
-	examples/mulmat-tune/mulmat-tune.h
+mulmat-tune.o: examples/mulmat-tune/mulmat-tune.c
 	$(CC)  $(CFLAGS) -c $< -o $@
 
-mulmat-tune: examples/mulmat-tune/mulmat-tune-tool.c \
-	ggml.o $(OBJS)
+mulmat-tune: examples/mulmat-tune/mulmat-tune-tool.c ggml.o $(OBJS)
 	$(CC)  $(CFLAGS) $^ -o mulmat-tune $(LDFLAGS)
 
+test-mulmat-tune: tests/test-mulmat-tune.c ggml.o $(OBJS)
+	$(CC)  $(CFLAGS) $^ -o tests/test-mulmat-tune $(LDFLAGS)
+
 .PHONY: tests clean
 tests:
 	bash ./tests/run-tests.sh
diff --git a/examples/mulmat-tune/analyze/13b.q4_0.accelerate.txt b/examples/mulmat-tune/analyze/13b.q4_0.accelerate.txt
diff --git a/examples/mulmat-tune/analyze/13b.q4_0.txt b/examples/mulmat-tune/analyze/13b.q4_0.txt
@@ -0,0 +1,143 @@
+N=5120,K=5120
+
+#M,1,2,4,8,16,32,64,128,256,512
+#0_0_CPU_nth=1,   0.001,   0.003,   0.006,   0.011,   0.027,   0.044,   0.092,   0.180,   0.426,   0.901
+#0_1_CPU_nth=1,   1.865,   2.792,   5.318,  10.243,  20.234,  40.552,  82.861, 163.494, 327.287, 656.334
+#0_total_nth=1,   1.866,   2.795,   5.324,  10.254,  20.261,  40.596,  82.953, 163.674, 327.713, 657.235
+#1_1_GPU_nth=1,  25.473,  27.273,  28.110,  27.216,  25.473,  30.464,  28.960,  37.230,  53.190, 104.783
+#1_total_nth=1,  25.473,  27.273,  28.110,  27.216,  25.473,  30.464,  28.960,  37.230,  53.190, 104.783
+#2_0_CPU_nth=1,  17.471,  17.374,  17.341,  16.926,  16.926,  17.043,  16.791,  16.867,  16.885,  16.795
+#2_1_GPU_nth=1,   3.963,   9.189,   7.681,   7.504,   8.406,   8.686,  10.945,  18.892,  36.241,  79.932
+#2_total_nth=1,  21.434,  26.563,  25.022,  24.430,  25.332,  25.729,  27.736,  35.759,  53.126,  96.727
+
+#0_1_CPU_nth=2,   0.932,   1.396,   2.659,   5.121,  10.117,  20.276,  41.430,  81.747, 163.643, 328.167
+#0_total_nth=2,   0.932,   1.399,   2.665,   5.132,  10.144,  20.320,  41.522,  81.927, 164.069, 329.068
+#2_0_CPU_nth=2,   8.735,   8.687,   8.670,   8.463,   8.463,   8.521,   8.395,   8.433,   8.442,   8.397
+#2_total_nth=2,  12.698,  17.876,  16.351,  15.967,  16.869,  17.207,  19.340,  27.325,  44.683,  88.329
+
+#0_1_CPU_nth=4,   0.466,   0.698,   1.329,   2.560,   5.058,  10.138,  20.715,  40.873,  81.821, 164.083
+#0_total_nth=4,   0.466,   0.701,   1.335,   2.571,   5.085,  10.182,  20.807,  41.053,  82.247, 164.984
+#2_0_CPU_nth=4,   4.367,   4.343,   4.335,   4.231,   4.231,   4.260,   4.197,   4.216,   4.221,   4.198
+#2_total_nth=4,   8.330,  13.532,  12.016,  11.735,  12.637,  12.946,  15.142,  23.108,  40.462,  84.130
+
+#0_1_CPU_nth=8,   0.233,   0.349,   0.664,   1.280,   2.529,   5.069,  10.357,  20.436,  40.910,  82.041
+#0_total_nth=8,   0.233,   0.352,   0.670,   1.291,   2.556,   5.113,  10.449,  20.616,  41.336,  82.942
+#2_0_CPU_nth=8,   2.183,   2.171,   2.167,   2.115,   2.115,   2.130,   2.098,   2.108,   2.110,   2.099
+#2_total_nth=8,   6.146,  11.360,   9.848,   9.619,  10.521,  10.816,  13.043,  21.000,  38.351,  82.031
+
+N=5120,K=13824
+
+#M,1,2,4,8,16,32,64,128,256,512
+#0_0_CPU_nth=1,   0.004,   0.008,   0.015,   0.036,   0.062,   0.138,   0.274,   0.656,   1.261,   2.505
+#0_1_CPU_nth=1,   4.134,   8.043,  13.618,  27.683,  54.559, 111.237, 220.435, 441.494, 876.869,2086.429
+#0_total_nth=1,   4.138,   8.051,  13.633,  27.719,  54.621, 111.375, 220.709, 442.150, 878.130,2088.934
+#1_1_GPU_nth=1,  57.853,  60.208,  60.265,  61.098,  62.087,  65.072,  72.668,  83.500, 124.821, 247.048
+#1_total_nth=1,  57.853,  60.208,  60.265,  61.098,  62.087,  65.072,  72.668,  83.500, 124.821, 247.048
+#2_0_CPU_nth=1,  45.824,  46.040,  46.237,  45.706,  46.960,  46.344,  46.489,  45.963,  46.154,  47.247
+#2_1_GPU_nth=1,  10.868,  14.136,  13.913,  14.035,  16.470,  20.092,  25.479,  38.612,  85.573, 200.631
+#2_total_nth=1,  56.692,  60.176,  60.150,  59.741,  63.430,  66.436,  71.968,  84.575, 131.727, 247.878
+
+#0_1_CPU_nth=2,   2.067,   4.021,   6.809,  13.841,  27.279,  55.618, 110.217, 220.747, 438.434,1043.214
+#0_total_nth=2,   2.067,   4.029,   6.824,  13.877,  27.341,  55.756, 110.491, 221.403, 439.695,1045.719
+#2_0_CPU_nth=2,  22.912,  23.020,  23.118,  22.853,  23.480,  23.172,  23.244,  22.981,  23.077,  23.623
+#2_total_nth=2,  33.780,  37.156,  37.031,  36.888,  39.950,  43.264,  48.723,  61.593, 108.650, 224.254
+
+#0_1_CPU_nth=4,   1.033,   2.010,   3.404,   6.920,  13.639,  27.809,  55.108, 110.373, 219.217, 521.607
+#0_total_nth=4,   1.033,   2.018,   3.419,   6.956,  13.701,  27.947,  55.382, 111.029, 220.478, 524.112
+#2_0_CPU_nth=4,  11.456,  11.510,  11.559,  11.426,  11.740,  11.586,  11.622,  11.490,  11.538,  11.811
+#2_total_nth=4,  22.324,  25.646,  25.472,  25.461,  28.210,  31.678,  37.101,  50.102,  97.111, 212.442
+
+#0_1_CPU_nth=8,   0.516,   1.005,   1.702,   3.460,   6.819,  13.904,  27.554,  55.186, 109.608, 260.803
+#0_total_nth=8,   0.516,   1.013,   1.717,   3.496,   6.881,  14.042,  27.828,  55.842, 110.869, 263.308
+#2_0_CPU_nth=8,   5.728,   5.755,   5.779,   5.713,   5.870,   5.793,   5.811,   5.745,   5.769,   5.905
+#2_total_nth=8,  16.596,  19.891,  19.692,  19.748,  22.340,  25.885,  31.290,  44.357,  91.342, 206.536
+
+N=13824,K=5120
+
+#M,1,2,4,8,16,32,64,128,256,512
+#0_0_CPU_nth=1,   0.001,   0.002,   0.006,   0.011,   0.022,   0.044,   0.092,   0.209,   0.517,   0.927
+#0_1_CPU_nth=1,   4.253,   7.677,  13.841,  27.808,  54.106, 107.527, 222.913, 445.720, 879.513,1810.754
+#0_total_nth=1,   4.254,   7.679,  13.847,  27.819,  54.128, 107.571, 223.005, 445.929, 880.030,1811.681
+#1_1_GPU_nth=1,  57.567,  76.545,  74.841,  75.060,  79.525,  81.015,  85.740, 103.517, 141.373, 229.593
+#1_total_nth=1,  57.567,  76.545,  74.841,  75.060,  79.525,  81.015,  85.740, 103.517, 141.373, 229.593
+#2_0_CPU_nth=1,  46.789,  46.680,  46.584,  46.350,  46.347,  45.930,  47.050,  46.310,  45.846,  45.996
+#2_1_GPU_nth=1,  10.666,  30.947,  29.037,  29.520,  30.463,  34.035,  40.673,  59.049,  96.992, 190.396
+#2_total_nth=1,  57.455,  77.627,  75.621,  75.870,  76.810,  79.965,  87.723, 105.359, 142.838, 236.392
+
+#0_1_CPU_nth=2,   2.126,   3.838,   6.920,  13.904,  27.053,  53.763, 111.456, 222.860, 439.756, 905.377
+#0_total_nth=2,   2.126,   3.840,   6.926,  13.915,  27.075,  53.807, 111.548, 223.069, 440.273, 906.304
+#2_0_CPU_nth=2,  23.394,  23.340,  23.292,  23.175,  23.173,  22.965,  23.525,  23.155,  22.923,  22.998
+#2_total_nth=2,  34.060,  54.287,  52.329,  52.695,  53.636,  57.000,  64.198,  82.204, 119.915, 213.394
+
+#0_1_CPU_nth=4,   1.063,   1.919,   3.460,   6.952,  13.526,  26.881,  55.728, 111.430, 219.878, 452.688
+#0_total_nth=4,   1.063,   1.921,   3.466,   6.963,  13.548,  26.925,  55.820, 111.639, 220.395, 453.615
+#2_0_CPU_nth=4,  11.697,  11.670,  11.646,  11.587,  11.586,  11.482,  11.762,  11.577,  11.461,  11.499
+#2_total_nth=4,  22.363,  42.617,  40.683,  41.107,  42.049,  45.517,  52.435,  70.626, 108.453, 201.895
+
+#0_1_CPU_nth=8,   0.531,   0.959,   1.730,   3.476,   6.763,  13.440,  27.864,  55.715, 109.939, 226.344
+#0_total_nth=8,   0.531,   0.961,   1.736,   3.487,   6.785,  13.484,  27.956,  55.924, 110.456, 227.271
+#2_0_CPU_nth=8,   5.848,   5.835,   5.823,   5.793,   5.793,   5.741,   5.881,   5.788,   5.730,   5.749
+#2_total_nth=8,  16.514,  36.782,  34.860,  35.313,  36.256,  39.776,  46.554,  64.837, 102.722, 196.145
+
+N=32000,K=5120
+
+#M,1,2,4,8,16,32,64,128,256,512
+#0_0_CPU_nth=1,   0.001,   0.002,   0.005,   0.013,   0.022,   0.045,   0.092,   0.219,   0.523,   1.070
+#0_1_CPU_nth=1,  11.220,  17.901,  32.707,  63.996, 126.191, 247.205, 519.326,1029.476,2048.717,4178.401
+#0_total_nth=1,  11.221,  17.903,  32.712,  64.009, 126.213, 247.250, 519.418,1029.695,2049.240,4179.471
+#1_1_GPU_nth=1, 133.042, 180.445, 181.255, 180.258, 181.677, 187.155, 203.563, 244.199, 322.144, 516.456
+#1_total_nth=1, 133.042, 180.445, 181.255, 180.258, 181.677, 187.155, 203.563, 244.199, 322.144, 516.456
+#2_0_CPU_nth=1, 105.843, 106.249, 106.652, 107.003, 105.882, 105.918, 106.720, 106.509, 105.890, 106.880
+#2_1_GPU_nth=1,  24.019,  78.692,  78.512,  80.839,  81.402,  86.450, 101.041, 135.251, 215.908, 416.035
+#2_total_nth=1, 129.862, 184.941, 185.164, 187.842, 187.284, 192.368, 207.761, 241.760, 321.798, 522.915
+
+#0_1_CPU_nth=2,   5.610,   8.950,  16.353,  31.998,  63.095, 123.602, 259.663, 514.738,1024.358,2089.200
+#0_total_nth=2,   5.610,   8.952,  16.358,  32.011,  63.117, 123.647, 259.755, 514.957,1024.881,2090.270
+#2_0_CPU_nth=2,  52.921,  53.124,  53.326,  53.501,  52.941,  52.959,  53.360,  53.254,  52.945,  53.440
+#2_total_nth=2,  76.940, 131.816, 131.838, 134.340, 134.343, 139.409, 154.401, 188.505, 268.853, 469.475
+
+#0_1_CPU_nth=4,   2.805,   4.475,   8.176,  15.999,  31.547,  61.801, 129.831, 257.369, 512.179,1044.600
+#0_total_nth=4,   2.805,   4.477,   8.181,  16.012,  31.569,  61.846, 129.923, 257.588, 512.702,1045.670
+#2_0_CPU_nth=4,  26.460,  26.562,  26.663,  26.750,  26.470,  26.479,  26.680,  26.627,  26.472,  26.720
+#2_total_nth=4,  50.479, 105.254, 105.175, 107.589, 107.872, 112.929, 127.721, 161.878, 242.380, 442.755
+
+#0_1_CPU_nth=8,   1.402,   2.237,   4.088,   7.999,  15.773,  30.900,  64.915, 128.684, 256.089, 522.300
+#0_total_nth=8,   1.402,   2.239,   4.093,   8.012,  15.795,  30.945,  65.007, 128.903, 256.612, 523.370
+#2_0_CPU_nth=8,  13.230,  13.281,  13.331,  13.375,  13.235,  13.239,  13.340,  13.313,  13.236,  13.360
+#2_total_nth=8,  37.249,  91.973,  91.843,  94.214,  94.637,  99.689, 114.381, 148.564, 229.144, 429.395
+
+N=128,K=M
+
+#M,1,2,4,8,16,32,64,128,256,512
+#0_0_CPU_nth=1,   0.000,   0.000,   0.000,   0.000,   0.000,   0.000,   0.002,   0.010,   0.040,   0.162
+#0_1_CPU_nth=1,   0.002,   0.002,   0.004,   0.010,   0.028,   0.021,   0.052,   0.201,   0.766,   2.892
+#0_total_nth=1,   0.002,   0.002,   0.004,   0.010,   0.028,   0.021,   0.054,   0.211,   0.806,   3.054
+#1_1_GPU_nth=1,   0.000,   0.000,   0.001,   0.001,   0.003,   0.007,   0.038,   0.112,   0.144,   0.287
+#1_total_nth=1,   0.000,   0.000,   0.001,   0.001,   0.003,   0.007,   0.038,   0.112,   0.144,   0.287
+
+#0_1_CPU_nth=2,   0.001,   0.001,   0.002,   0.005,   0.014,   0.010,   0.026,   0.100,   0.383,   1.446
+#0_total_nth=2,   0.001,   0.001,   0.002,   0.005,   0.014,   0.010,   0.028,   0.110,   0.423,   1.608
+
+#0_1_CPU_nth=4,   0.000,   0.000,   0.001,   0.002,   0.007,   0.005,   0.013,   0.050,   0.191,   0.723
+#0_total_nth=4,   0.000,   0.000,   0.001,   0.002,   0.007,   0.005,   0.015,   0.060,   0.231,   0.885
+
+#0_1_CPU_nth=8,   0.000,   0.000,   0.000,   0.001,   0.003,   0.002,   0.006,   0.025,   0.095,   0.361
+#0_total_nth=8,   0.000,   0.000,   0.000,   0.001,   0.003,   0.002,   0.008,   0.035,   0.135,   0.523
+
+N=M,K=128
+
+#M,1,2,4,8,16,32,64,128,256,512
+#0_0_CPU_nth=1,   0.000,   0.000,   0.000,   0.001,   0.001,   0.002,   0.005,   0.010,   0.017,   0.039
+#0_1_CPU_nth=1,   0.000,   0.000,   0.000,   0.001,   0.003,   0.010,   0.051,   0.163,   0.759,   2.837
+#0_total_nth=1,   0.000,   0.000,   0.000,   0.002,   0.004,   0.012,   0.056,   0.173,   0.776,   2.876
+#1_1_GPU_nth=1,   0.000,   0.000,   0.000,   0.000,   0.002,   0.007,   0.016,   0.094,   0.171,   0.321
+#1_total_nth=1,   0.000,   0.000,   0.000,   0.000,   0.002,   0.007,   0.016,   0.094,   0.171,   0.321
+
+#0_1_CPU_nth=2,   0.000,   0.000,   0.000,   0.000,   0.001,   0.005,   0.025,   0.081,   0.379,   1.418
+#0_total_nth=2,   0.000,   0.000,   0.000,   0.001,   0.002,   0.007,   0.030,   0.091,   0.396,   1.457
+
+#0_1_CPU_nth=4,   0.000,   0.000,   0.000,   0.000,   0.000,   0.002,   0.012,   0.040,   0.189,   0.709
+#0_total_nth=4,   0.000,   0.000,   0.000,   0.001,   0.001,   0.004,   0.017,   0.050,   0.206,   0.748
+
+#0_1_CPU_nth=8,   0.000,   0.000,   0.000,   0.000,   0.000,   0.001,   0.006,   0.020,   0.094,   0.354
+#0_total_nth=8,   0.000,   0.000,   0.000,   0.001,   0.001,   0.003,   0.011,   0.030,   0.111,   0.393