From 34c81811746055b18bd1029a8aa854e46170a4a3 Mon Sep 17 00:00:00 2001 From: Samuel Thomas Date: Thu, 20 Aug 2020 13:46:22 -0700 Subject: [PATCH] sort graphs by unroll --- analysis/Analysis.ipynb | 1187 ++++++++++++++++++++++++-- analysis/log-norm-lat.pdf | Bin 17419 -> 17398 bytes analysis/log-norm-lut.pdf | Bin 16819 -> 16201 bytes analysis/norm-lat-sen-insen.pdf | Bin 15564 -> 15273 bytes analysis/systolic-lat.pdf | Bin 12530 -> 12516 bytes analysis/systolic-lut.pdf | Bin 12454 -> 12456 bytes analysis/unrolled-lat-sen-cycles.pdf | Bin 14848 -> 14859 bytes analysis/unrolled-lat-sen-lut.pdf | Bin 14375 -> 14403 bytes 8 files changed, 1136 insertions(+), 51 deletions(-) diff --git a/analysis/Analysis.ipynb b/analysis/Analysis.ipynb index d5d6e0b..5b0de58 100644 --- a/analysis/Analysis.ipynb +++ b/analysis/Analysis.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -11,7 +11,7 @@ "RendererRegistry.enable('altair_viewer')" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -49,6 +49,7 @@ " 'fixed-unrolled': ('../results/18_16_38-08_2020/data.csv', '../results/18_16_38-08_2020/sim.csv'),\n", "}\n", "data_lib = {}\n", + "fontsize=16\n", "\n", "for k, v in results.items():\n", " futil_hls_data = pd.read_csv(v[0])\n", @@ -72,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -92,18 +93,41 @@ " combined[f'{norm_key}-norm'] = combined[f'{norm_key}-futil'] / combined[f'{norm_key}-hls']\n", " \n", " merged[key] = combined\n", - " " + " \n", + "order = [\n", + " '2mm', \n", + " '3mm', \n", + " 'atax',\n", + " 'gemm',\n", + " 'gemver',\n", + " 'gesummv',\n", + " 'gramschmidt',\n", + " 'mvt',\n", + " 'syr2k', \n", + " 'syrk',\n", + " 'bicg',\n", + " 'cholesky',\n", + " 'durbin',\n", + " 'lu',\n", + " 'ludcmp',\n", + " 'symm',\n", + " 'trisolv', \n", + " 'trmm'\n", + "]" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "df1 = merged['fixed-static']\n", "df2 = merged['fixed-no-static']\n", "df3 = merged['fixed-unrolled']\n", + "df1['benchmark'] = pd.Categorical(df1['benchmark'], order)\n", + "df2['benchmark'] = pd.Categorical(df2['benchmark'], order)\n", + "df3['benchmark'] = pd.Categorical(df3['benchmark'], order)\n", "df1['type'] = 'Latency Sensitive'\n", "df2['type'] = 'Latency Insensitive'\n", "df3['type'] = 'Unrolled (Latency Sensitive)'\n", @@ -112,12 +136,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 939, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -151,9 +175,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/samthomas/.local/lib/python3.8/site-packages/seaborn/axisgrid.py:921: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " ax.set_yticklabels(curr_labels, **kwargs)\n" + ] + }, + { + "data": { + "text/plain": [ + "2.9976175327228067" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", @@ -179,20 +232,180 @@ ")\n", "\n", "g.despine(left=True)\n", - "g.set_ylabels(\"Normalized Cycle count\", fontsize=14)\n", + "g.set_ylabels(\"Normalized Cycle count\", fontsize=fontsize)\n", "g.set_xlabels(\"\")\n", - "g.set_yticklabels(fontsize=14)\n", - "g.set_xticklabels(rotation=-45, fontsize=14)\n", - "g.axes[0,0].legend(loc='upper center').set_title('')\n", + "g.set_yticklabels(fontsize=fontsize)\n", + "g.set_xticklabels(rotation=-45, fontsize=fontsize)\n", + "g.axes[0,0].legend(loc='upper center', fontsize=fontsize).set_title('')\n", + "g.axes[0,0].axhline(1, color=\"k\")\n", "g.fig.set_size_inches(10,5)\n", - "g.savefig('unrolled-lat-sen-cycles.pdf')" + "g.savefig('unrolled-lat-sen-cycles.pdf')\n", + "\n", + "from scipy import stats\n", + "stats.gmean(data['value'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/samthomas/.local/lib/python3.8/site-packages/seaborn/axisgrid.py:921: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " ax.set_yticklabels(curr_labels, **kwargs)\n", + ":40: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " d['benchmark'] = pd.Categorical(d['benchmark'], order)\n" + ] + }, + { + "data": { + "text/html": [ + "
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benchmarktypevariablevaluename
182mmUnrolledLUT1.961035LUT Unrolled
193mmUnrolledLUT1.830399LUT Unrolled
20ataxUnrolledLUT1.693028LUT Unrolled
21gemmUnrolledLUT1.984103LUT Unrolled
22gemverUnrolledLUT1.496785LUT Unrolled
23gesummvUnrolledLUT1.859620LUT Unrolled
24gramschmidtUnrolledLUT2.112072LUT Unrolled
25mvtUnrolledLUT1.583888LUT Unrolled
26syr2kUnrolledLUT3.627859LUT Unrolled
27syrkUnrolledLUT2.143585LUT Unrolled
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" + ], + "text/plain": [ + " benchmark type variable value name\n", + "18 2mm Unrolled LUT 1.961035 LUT Unrolled\n", + "19 3mm Unrolled LUT 1.830399 LUT Unrolled\n", + "20 atax Unrolled LUT 1.693028 LUT Unrolled\n", + "21 gemm Unrolled LUT 1.984103 LUT Unrolled\n", + "22 gemver Unrolled LUT 1.496785 LUT Unrolled\n", + "23 gesummv Unrolled LUT 1.859620 LUT Unrolled\n", + "24 gramschmidt Unrolled LUT 2.112072 LUT Unrolled\n", + "25 mvt Unrolled LUT 1.583888 LUT Unrolled\n", + "26 syr2k Unrolled LUT 3.627859 LUT Unrolled\n", + "27 syrk Unrolled LUT 2.143585 LUT Unrolled" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", @@ -214,27 +427,55 @@ " data=data,\n", " kind=\"bar\", \n", " palette=\"muted\",\n", - " legend=False,\n", + " legend=False\n", ")\n", "\n", "g.despine(left=True)\n", - "g.set_ylabels(\"Log Normalized LUT\", fontsize=14)\n", + "g.set_ylabels(\"Normalized LUT\", fontsize=fontsize)\n", "g.set_xlabels(\"\")\n", - "g.set_yticklabels(fontsize=14)\n", - "g.set_xticklabels(rotation=-45, fontsize=14)\n", - "g.axes[0,0].legend(loc='upper center').set_title('')\n", + "g.set_yticklabels(fontsize=fontsize)\n", + "g.set_xticklabels(rotation=-45, fontsize=fontsize)\n", + "g.axes[0,0].legend(loc='upper center', fontsize=fontsize).set_title('')\n", + "g.axes[0,0].axhline(1, color=\"k\")\n", "g.fig.set_size_inches(10,5)\n", - "g.savefig('unrolled-lat-sen-lut.pdf')" + "g.savefig('unrolled-lat-sen-lut.pdf')\n", + "\n", + "from scipy import stats\n", + "stats.gmean(data['value'])\n", + "\n", + "d = data.loc[data['name'] == 'LUT Unrolled']\n", + "\n", + "# d['benchmark'] = pd.Categorical(d['benchmark'])\n", + "d['benchmark'] = pd.Categorical(d['benchmark'], order)\n", + "d" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 27, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/samthomas/.local/lib/python3.8/site-packages/seaborn/axisgrid.py:921: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " ax.set_yticklabels(curr_labels, **kwargs)\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -268,11 +509,12 @@ " legend=False,\n", ")\n", "g.despine(left=True)\n", - "g.set_ylabels(\"Speedup (cycle counts)\", fontsize=14)\n", + "g.set_ylabels(\"Normalized Cycle count\", fontsize=fontsize)\n", "g.set_xlabels(\"\")\n", - "g.set_yticklabels(fontsize=14)\n", - "g.set_xticklabels(rotation=-45, fontsize=14)\n", + "g.set_yticklabels(fontsize=fontsize)\n", + "g.set_xticklabels(rotation=-45, fontsize=fontsize)\n", "# g.axes[0,0].legend(loc='lower right').set_title('')\n", + "# g.axes[0,0].axhline(stats.gmean(norm))\n", "g.fig.set_size_inches(10,5)\n", "# g.set(ylim=(1, 1.7))\n", "\n", @@ -281,15 +523,26 @@ "\n", "g.savefig('norm-lat-sen-insen.pdf', dpi=400)\n", "\n", - "# from scipy import stats\n", - "# stats.gmean((1 - data['Latency Sensitive LUTs'].values).clip(0.000001, 10))" + "from scipy import stats\n", + "stats.gmean(norm)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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benchmarklut-hlslatency-hlslut-futillatency-futillut-normlatency-normtype
02mm93937184183164864.4547394.434104Latency Sensitive
13mm7425043583175130.7857143.472734Latency Sensitive
2atax610715115021611.8852463.022378Latency Sensitive
3bicg32721831812030.9724775.518349Latency Sensitive
4cholesky802104961425420.7655862.423260Latency Sensitive
5durbin10703668439220.7878502.519126Latency Sensitive
6gemm6332684262792134.1500793.432563Latency Sensitive
7gemver13381105204440831.5276533.695023Latency Sensitive
8gesummv756532200124852.6468254.671053Latency Sensitive
9gramschmidt166286054511197212.7142002.291807Latency Sensitive
10lu764181752232070.6832461.764997Latency Sensitive
11ludcmp15941603118043450.7402762.710543Latency Sensitive
12mvt657597123718811.8828013.150754Latency Sensitive
13symm5492033655115051.1930785.659124Latency Sensitive
14syr2k72637122773177453.8195594.780442Latency Sensitive
15syrk64126311495118192.3322934.492208Latency Sensitive
16trisolv5703773164600.5543861.220159Latency Sensitive
17trmm319155328052630.8777433.388925Latency Sensitive
182mm93937184039263584.3013847.089295Latency Insensitive
193mm7425043651284570.8773585.642871Latency Insensitive
20atax610715117436011.9245905.036364Latency Insensitive
21bicg32721837719401.1529058.899083Latency Insensitive
22cholesky802104961431380.7655862.991420Latency Insensitive
23durbin107036695813910.8953273.800546Latency Insensitive
24gemm63326842690144854.2496055.396796Latency Insensitive
25gemver13381105214166941.6001496.057919Latency Insensitive
26gesummv756532202040452.6719587.603383Latency Insensitive
27gramschmidt166286054511300812.7142003.495758Latency Insensitive
28lu764181752842510.6910992.339571Latency Insensitive
29ludcmp15941603118056010.7402763.494074Latency Insensitive
30mvt657597123231871.8751905.338358Latency Insensitive
31symm5492033684159691.2459027.854894Latency Insensitive
32syr2k72637122773268893.8195597.243804Latency Insensitive
33syrk64126311495187852.3322937.139871Latency Insensitive
34trisolv5703773226360.5649121.687003Latency Insensitive
35trmm319155328077110.8777434.965229Latency Insensitive
362mm35162686689544461.9610351.655249Unrolled (Latency Sensitive)
373mm46583305852656071.8303991.696520Unrolled (Latency Sensitive)
38atax961531162716811.6930283.165725Unrolled (Latency Sensitive)
39gemm19501656386923771.9841031.435386Unrolled (Latency Sensitive)
40gemver3110789465520631.4967852.614702Unrolled (Latency Sensitive)
41gesummv1788512332518051.8596203.525391Unrolled (Latency Sensitive)
42gramschmidt33553205708687232.1120722.721685Unrolled (Latency Sensitive)
43mvt135342121439691.5838882.301663Unrolled (Latency Sensitive)
44syr2k96223683490106413.6278594.493666Unrolled (Latency Sensitive)
45syrk9821191210549912.1435854.190596Unrolled (Latency Sensitive)
\n", + "
" + ], + "text/plain": [ + " benchmark lut-hls latency-hls lut-futil latency-futil lut-norm \\\n", + "0 2mm 939 3718 4183 16486 4.454739 \n", + "1 3mm 742 5043 583 17513 0.785714 \n", + "2 atax 610 715 1150 2161 1.885246 \n", + "3 bicg 327 218 318 1203 0.972477 \n", + "4 cholesky 802 1049 614 2542 0.765586 \n", + "5 durbin 1070 366 843 922 0.787850 \n", + "6 gemm 633 2684 2627 9213 4.150079 \n", + "7 gemver 1338 1105 2044 4083 1.527653 \n", + "8 gesummv 756 532 2001 2485 2.646825 \n", + "9 gramschmidt 1662 8605 4511 19721 2.714200 \n", + "10 lu 764 1817 522 3207 0.683246 \n", + "11 ludcmp 1594 1603 1180 4345 0.740276 \n", + "12 mvt 657 597 1237 1881 1.882801 \n", + "13 symm 549 2033 655 11505 1.193078 \n", + "14 syr2k 726 3712 2773 17745 3.819559 \n", + "15 syrk 641 2631 1495 11819 2.332293 \n", + "16 trisolv 570 377 316 460 0.554386 \n", + "17 trmm 319 1553 280 5263 0.877743 \n", + "18 2mm 939 3718 4039 26358 4.301384 \n", + "19 3mm 742 5043 651 28457 0.877358 \n", + "20 atax 610 715 1174 3601 1.924590 \n", + "21 bicg 327 218 377 1940 1.152905 \n", + "22 cholesky 802 1049 614 3138 0.765586 \n", + "23 durbin 1070 366 958 1391 0.895327 \n", + "24 gemm 633 2684 2690 14485 4.249605 \n", + "25 gemver 1338 1105 2141 6694 1.600149 \n", + "26 gesummv 756 532 2020 4045 2.671958 \n", + "27 gramschmidt 1662 8605 4511 30081 2.714200 \n", + "28 lu 764 1817 528 4251 0.691099 \n", + "29 ludcmp 1594 1603 1180 5601 0.740276 \n", + "30 mvt 657 597 1232 3187 1.875190 \n", + "31 symm 549 2033 684 15969 1.245902 \n", + "32 syr2k 726 3712 2773 26889 3.819559 \n", + "33 syrk 641 2631 1495 18785 2.332293 \n", + "34 trisolv 570 377 322 636 0.564912 \n", + "35 trmm 319 1553 280 7711 0.877743 \n", + "36 2mm 3516 2686 6895 4446 1.961035 \n", + "37 3mm 4658 3305 8526 5607 1.830399 \n", + "38 atax 961 531 1627 1681 1.693028 \n", + "39 gemm 1950 1656 3869 2377 1.984103 \n", + "40 gemver 3110 789 4655 2063 1.496785 \n", + "41 gesummv 1788 512 3325 1805 1.859620 \n", + "42 gramschmidt 3355 3205 7086 8723 2.112072 \n", + "43 mvt 1353 421 2143 969 1.583888 \n", + "44 syr2k 962 2368 3490 10641 3.627859 \n", + "45 syrk 982 1191 2105 4991 2.143585 \n", + "\n", + " latency-norm type \n", + "0 4.434104 Latency Sensitive \n", + "1 3.472734 Latency Sensitive \n", + "2 3.022378 Latency Sensitive \n", + "3 5.518349 Latency Sensitive \n", + "4 2.423260 Latency Sensitive \n", + "5 2.519126 Latency Sensitive \n", + "6 3.432563 Latency Sensitive \n", + "7 3.695023 Latency Sensitive \n", + "8 4.671053 Latency Sensitive \n", + "9 2.291807 Latency Sensitive \n", + "10 1.764997 Latency Sensitive \n", + "11 2.710543 Latency Sensitive \n", + "12 3.150754 Latency Sensitive \n", + "13 5.659124 Latency Sensitive \n", + "14 4.780442 Latency Sensitive \n", + "15 4.492208 Latency Sensitive \n", + "16 1.220159 Latency Sensitive \n", + "17 3.388925 Latency Sensitive \n", + "18 7.089295 Latency Insensitive \n", + "19 5.642871 Latency Insensitive \n", + "20 5.036364 Latency Insensitive \n", + "21 8.899083 Latency Insensitive \n", + "22 2.991420 Latency Insensitive \n", + "23 3.800546 Latency Insensitive \n", + "24 5.396796 Latency Insensitive \n", + "25 6.057919 Latency Insensitive \n", + "26 7.603383 Latency Insensitive \n", + "27 3.495758 Latency Insensitive \n", + "28 2.339571 Latency Insensitive \n", + "29 3.494074 Latency Insensitive \n", + "30 5.338358 Latency Insensitive \n", + "31 7.854894 Latency Insensitive \n", + "32 7.243804 Latency Insensitive \n", + "33 7.139871 Latency Insensitive \n", + "34 1.687003 Latency Insensitive \n", + "35 4.965229 Latency Insensitive \n", + "36 1.655249 Unrolled (Latency Sensitive) \n", + "37 1.696520 Unrolled (Latency Sensitive) \n", + "38 3.165725 Unrolled (Latency Sensitive) \n", + "39 1.435386 Unrolled (Latency Sensitive) \n", + "40 2.614702 Unrolled (Latency Sensitive) \n", + "41 3.525391 Unrolled (Latency Sensitive) \n", + "42 2.721685 Unrolled (Latency Sensitive) \n", + "43 2.301663 Unrolled (Latency Sensitive) \n", + "44 4.493666 Unrolled (Latency Sensitive) \n", + "45 4.190596 Unrolled (Latency Sensitive) " + ] + }, + "execution_count": 944, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\n", "\n", @@ -400,9 +1298,123 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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benchmarklutdsplatencytype
02 x 2528.012.026Calyx
14 x 42219.048.077Calyx
26 x 67851.0108.0132Calyx
38 x 814827.0192.0191Calyx
42 x 2808.012.062HLS
54 x 42387.048.0322HLS
66 x 64909.0108.0926HLS
78 x 88443.0192.02210HLS
\n", + "
" + ], + "text/plain": [ + " benchmark lut dsp latency type\n", + "0 2 x 2 528.0 12.0 26 Calyx\n", + "1 4 x 4 2219.0 48.0 77 Calyx\n", + "2 6 x 6 7851.0 108.0 132 Calyx\n", + "3 8 x 8 14827.0 192.0 191 Calyx\n", + "4 2 x 2 808.0 12.0 62 HLS\n", + "5 4 x 4 2387.0 48.0 322 HLS\n", + "6 6 x 6 4909.0 108.0 926 HLS\n", + "7 8 x 8 8443.0 192.0 2210 HLS" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "systolic_data = pd.read_csv('../systolic-experiments/scan/data.csv')\n", "systolic_lat = pd.read_csv('../systolic-experiments/scan/systolic.csv')\n", @@ -429,9 +1441,63 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "lat improvement 5.3338999166966845\n", + "lut deprovement 1.1428887878008394\n" + ] + }, + { + "data": { + "text/plain": [ + "6.288066427464333" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# geometric mean improvement lut\n", + "from scipy import stats\n", + "lut_norm = systolic_data[systolic_data['type'] == 'Calyx']['lut'].values / systolic_data[systolic_data['type'] == 'HLS']['lut'].values\n", + "lat_improv = systolic_data[systolic_data['type'] == 'HLS']['latency'].values / systolic_data[systolic_data['type'] == 'Calyx']['latency'].values\n", + "\n", + "print('lat improvement', stats.gmean(lat_improv))\n", + "print('lut deprovement', stats.gmean(lut_norm))\n", + "lat_improv.mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/samthomas/.local/lib/python3.8/site-packages/seaborn/axisgrid.py:921: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " ax.set_yticklabels(curr_labels, **kwargs)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "g = sns.catplot(\n", " x=\"benchmark\", \n", @@ -443,20 +1509,39 @@ " legend=False,\n", ")\n", "g.despine(left=True)\n", - "g.set_ylabels(\"LUT usage\", fontsize=14)\n", - "g.set_xlabels(\"Input size\", fontsize=14)\n", - "g.set_yticklabels(fontsize=14)\n", - "g.set_xticklabels(fontsize=14)\n", - "g.axes[0,0].legend(loc='upper left').set_title('')\n", + "g.set_ylabels(\"LUT usage\", fontsize=fontsize)\n", + "g.set_xlabels(\"Input size\", fontsize=fontsize)\n", + "g.set_yticklabels(fontsize=fontsize)\n", + "g.set_xticklabels(fontsize=fontsize)\n", + "g.axes[0,0].legend(loc='upper left',).set_title('')\n", "g.fig.set_size_inches(10,5)\n", "g.savefig('systolic-lut.pdf')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/samthomas/.local/lib/python3.8/site-packages/seaborn/axisgrid.py:921: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " ax.set_yticklabels(curr_labels, **kwargs)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "g = sns.catplot(\n", " x=\"benchmark\", \n", @@ -468,11 +1553,11 @@ " legend=False,\n", ")\n", "g.despine(left=True)\n", - "g.set_ylabels(\"Cycle count\", fontsize=14)\n", - "g.set_xlabels(\"Input size\", fontsize=14)\n", - "g.set_yticklabels(fontsize=14)\n", - "g.set_xticklabels(fontsize=14)\n", - "g.axes[0,0].legend(loc='upper left').set_title('')\n", + "g.set_ylabels(\"Cycle count\", fontsize=fontsize)\n", + "g.set_xlabels(\"Input size\", fontsize=fontsize)\n", + "g.set_yticklabels(fontsize=fontsize)\n", + "g.set_xticklabels(fontsize=fontsize)\n", + "g.axes[0,0].legend(loc='upper left', fontsize=fontsize).set_title('')\n", "g.fig.set_size_inches(10,5)\n", "g.savefig('systolic-lat.pdf')" ] @@ -549,7 +1634,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.8.2" } }, "nbformat": 4, diff --git a/analysis/log-norm-lat.pdf 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