{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The Super Weight in Large Language Models\n", "\n", "This notebook includes all data and plot-making code for figures found in the paper. See the repository root `README.md` for scripts that generate the data found here." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# %pip install matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import os\n", "\n", "os.makedirs(\"outputs/figures\", exist_ok=True)\n", "\n", "def add_global_plot_styles(multiplier=1):\n", " plt.rcParams[\"font.family\"] = \"serif\"\n", " plt.grid(color='#CCCCCC', linestyle='--')\n", " plt.rcParams.update({\n", " 'axes.titlesize': 17 * multiplier,\n", " 'axes.labelsize': 15 * multiplier,\n", " 'xtick.labelsize': 10 * multiplier,\n", " 'ytick.labelsize': 10 * multiplier,\n", " })\n", " plt.tight_layout()\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Figure 3" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "largest_activations_down_proj_input = [3.251953125, -3.791015625, -560.5, 0.8876953125, -19.84375, -1.876953125, 1.2734375, 2.515625, -2.1171875, 3.6484375, -3.41796875, -2.5546875, -3.955078125, -6.828125, -3.21875, 6.51171875, 4.92578125, -9.1015625, -5.10546875, -7.62109375, 5.81640625, -10.640625, 8.421875, -13.78125, 8.609375, -9.46875, -16.40625, -7.05859375, 8.6875, 7.26953125, -73.5, -35.21875]\n", "n_activations = len(largest_activations_down_proj_input)\n", "\n", "# Create the plot\n", "plt.figure(figsize=(5,4))\n", "add_global_plot_styles()\n", "\n", "plt.plot(range(n_activations), largest_activations_down_proj_input, color='blue', marker='o', markersize=5)\n", "\n", "plt.xlabel('Layer Number')\n", "plt.ylabel('Max Activation Value')\n", "plt.title('Llama-7B Max down_proj Input')\n", "\n", "# Show the plot\n", "plt.yticks(rotation=90, va='center')\n", "plt.savefig(\"outputs/figures/in_down_proj.pdf\", bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "largest_activations_down_proj_output = [5.48046875, 8.203125, 1313.0, 1.3076171875, 37.59375, -0.88525390625, -0.77197265625, -1.009765625, -1.73046875, -1.12890625, -1.21875, -1.9169921875, -4.30859375, -2.658203125, -5.1328125, -3.794921875, -5.328125, -6.18359375, -6.140625, -3.451171875, -8.421875, -4.26953125, -3.6875, -3.9140625, -7.46484375, -3.375, -4.4375, -6.8359375, -8.328125, -21.78125, -1474.0, 116.5625]\n", "\n", "n_activations = len(largest_activations_down_proj_output)\n", "\n", "plt.figure(figsize=(5,4))\n", "add_global_plot_styles()\n", "\n", "plt.plot(range(n_activations), largest_activations_down_proj_output, color='blue', marker='o', markersize=5)\n", "\n", "plt.xlabel('Layer Number')\n", "plt.ylabel('Max Activation Value')\n", "plt.title('Llama-7B Max down_proj Output')\n", "\n", "# Show the plot\n", "plt.yticks(rotation=90, va='center')\n", "plt.savefig(\"outputs/figures/out_down_proj.pdf\", bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Figure 4" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Data\n", "layers = list(range(32))\n", "original = [0.18945313, 5.84375, 10.75, 1320, 1320, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1336, 145]\n", "all_outliers_removed = [0.12890625, 3.859375, 7.9375, 108.5, 110.5, 122.5, 130, 133, 139, 147, 157, 164, 172, 178, 177, 174, 168, 160, 157, 148, 140, 129, 119.5, 105.5, 111.5, 107, 106, 104, 103.5, 103.5, 105.5, 98]\n", "all_other_outliers_removed = [0.11425781, 4.21875, 5.28125, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 976, 968, 408]\n", "super_weight_removed = [0.18945313, 5.84375, 10.75, 244, 247, 322, 324, 324, 324, 324, 324, 324, 324, 324, 324, 326, 326, 326, 324, 324, 324, 322, 324, 324, 322, 322, 322, 322, 320, 358, 356, 220]\n", "\n", "# Create the plot\n", "plt.figure(figsize=(5,4))\n", "add_global_plot_styles()\n", "\n", "plt.plot(layers, original, label='Original', color='black', marker='*', markersize=5)\n", "# plt.plot(layers, all_outliers_removed, label='All outliers removed', marker='s')\n", "plt.plot(layers, all_other_outliers_removed, label='Remove Non-SW', color='blue', marker='o', markersize=3)\n", "plt.plot(layers, super_weight_removed, label='Remove SW', color='purple', marker='^', markersize=4)\n", "\n", "plt.xlabel('Layer Number')\n", "plt.ylabel('Max Activation Value')\n", "plt.title('Llama-7B Max Layer Output')\n", "plt.legend(prop={\"size\": 12})\n", "\n", "# Show the plot\n", "plt.yticks(rotation=90, va='center')\n", "plt.tight_layout()\n", "plt.savefig(\"outputs/figures/SA_magnitude_Llama7B.pdf\", bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Figure 5" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.ticker import FuncFormatter\n", "\n", "def percentage_formatter(x, pos):\n", " \"\"\"Format the tick labels as percentages.\"\"\"\n", " return f'{x * 100:.0f}%'\n", "\n", "def plot(model, title_1=\"Original\", title_2=\"No SW\", top=10):\n", " if model == \"Llama-7B\":\n", " top_tokens = ['the', 'her', 'J', 'a', '.', 'my', 'A', 'him', 'Sh', 'I', 'M', 'and', 'D', 'his', '\"', 'Ch', 'L', 'b', ',', 'T', 'Z', 'Am', 'baby', 'He', 'w', 'Helen', 'but', 'menu', 'portal', 'R', 'you', 'Daniel', 'that', 'Mr', 'cl', 'Ron', 'Mar', 'B', 'Maxim', 's', 'Sam', 'one', 'S', 'H', 'K', 'Charles', 'ma', 'okay', 'Chris', 'V', 'of', 'd', 'N', 'to', 'Cole', 'go', 'me', 'Jen', 'Sarah', 'little', 'first', 'in', 'Gabriel', 'E', 'p', 'Car', 'Co', 'C', 'lo', 'Max', 'Leg', 'your', 'ship', 'Zach', 'kiss', 'po', 'Dragon', 'on', 'Carlos', 'Add', 'bra', 'phone', 'city', 'st', 'letter', 'W', 'h', 'emer', 'vain', 'Leo', 'so', 'Council', 'Bul', 'Josh', 'journal', 'Mare', 'Kate', 'rough', 'dream', 'Vo']\n", " top_probs_1 = [0.0349, 0.0144, 0.0124, 0.0112, 0.0110, 0.0096, 0.0077, 0.0074, 0.0065,\n", " 0.0063, 0.0056, 0.0055, 0.0055, 0.0053, 0.0052, 0.0052, 0.0051, 0.0049,\n", " 0.0048, 0.0043, 0.0042, 0.0038, 0.0038, 0.0038, 0.0037, 0.0035, 0.0035,\n", " 0.0035, 0.0035, 0.0033, 0.0033, 0.0031, 0.0031, 0.0030, 0.0030, 0.0030,\n", " 0.0029, 0.0029, 0.0029, 0.0029, 0.0028, 0.0028, 0.0027, 0.0027, 0.0027,\n", " 0.0027, 0.0026, 0.0026, 0.0026, 0.0026, 0.0025, 0.0025, 0.0025, 0.0025,\n", " 0.0025, 0.0024, 0.0023, 0.0023, 0.0023, 0.0023, 0.0023, 0.0023, 0.0022,\n", " 0.0022, 0.0022, 0.0022, 0.0022, 0.0022, 0.0022, 0.0022, 0.0022, 0.0022,\n", " 0.0021, 0.0021, 0.0021, 0.0021, 0.0021, 0.0021, 0.0020, 0.0020, 0.0020,\n", " 0.0020, 0.0020, 0.0020, 0.0020, 0.0020, 0.0020, 0.0020, 0.0020, 0.0020,\n", " 0.0020, 0.0019, 0.0019, 0.0019, 0.0019, 0.0019, 0.0019, 0.0019, 0.0019,\n", " 0.0019]\n", " top_probs_2 = [0.07393327355384827, 0.005796107463538647, 0.0005026604630984366, 0.01978859305381775, 0.05370398238301277, 0.005108043551445007, 0.000989335821941495, 0.0014335322193801403, 0.0006108510424382985, 0.01489196065813303, 0.0007982737151905894, 0.03353939205408096, 0.0006942553445696831, 0.0018650108249858022, 0.0010330749209970236, 0.0009258400532416999, 0.0008142212172970176, 0.002697666874155402, 0.050533510744571686, 0.0009868264896795154, 7.5386771641206e-05, 6.313761696219444e-05, 0.000558457977604121, 0.0003388542972970754, 0.002569432370364666, 5.8283229009248316e-05, 0.005419852212071419, 7.936104339023586e-06, 5.822079401696101e-06, 0.0008412479073740542, 0.007096120156347752, 7.90477315604221e-06, 0.005804805085062981, 0.0001021589050651528, 0.00035695370752364397, 0.000176447065314278, 0.0018587132217362523, 0.0007289925124496222, 5.980596142762806e-07, 0.0009775302605703473, 4.743638419313356e-05, 0.005614736117422581, 0.0009152729180641472, 0.0006226736004464328, 0.0006849359488114715, 9.919107469613664e-06, 8.577967673772946e-05, 0.00023769405379425734, 4.209581311442889e-05, 0.0003213033778592944, 0.007881862111389637, 0.0007605588180013001, 0.000515169114805758, 0.009099193848669529, 2.3108164896257222e-05, 0.0016146801644936204, 0.003832565387710929, 0.000137022027047351, 0.0006076743011362851, 0.0012568377424031496, 0.0022118554916232824, 0.006275583989918232, 1.765838169376366e-05, 0.0005323743680492043, 0.0006236275075934827, 0.00023809399863239378, 4.747822094941512e-05, 0.0012172211427241564, 0.0001553848123876378, 2.4652714273543097e-05, 8.41994824440917e-06, 0.005159015767276287, 0.0005745483213104308, 1.148763476521708e-05, 2.5700399419292808e-05, 0.00032945326529443264, 0.00021474811364896595, 0.0023762097116559744, 8.499881914758589e-06, 1.0520162504690234e-05, 9.823901200434193e-05, 0.00015510992670897394, 0.0007344699697569013, 0.001245444524101913, 0.0004960838123224676, 0.0013477315660566092, 0.001803624676540494, 2.284512265759986e-05, 8.291286212624982e-05, 1.0017764907388482e-05, 0.002730047795921564, 7.409164390992373e-05, 8.970236194727477e-06, 7.964805990923196e-05, 1.1240354069741443e-05, 6.30096019449411e-06, 0.0002542755100876093, 9.737688742461614e-06, 9.071223757928237e-05, 6.36175991530763e-06]\n", "\n", " top_tokens = top_tokens[:top]\n", " top_probs_1 = top_probs_1[:top]\n", " top_probs_2 = top_probs_2[:top]\n", "\n", " if top >= 25:\n", " fig, ax = plt.subplots(figsize=(20,4))\n", " plt.xticks(rotation=45, ha=\"right\")\n", " else:\n", " fig, ax = plt.subplots(figsize=(5,4))\n", " elif model == \"OLMo-7B\":\n", " if top >= 25:\n", " fig, ax = plt.subplots(figsize=(20,4))\n", " plt.xticks(rotation=45, ha=\"right\")\n", " else:\n", " fig, ax = plt.subplots(figsize=(5,4))\n", " top_tokens = [' the', ' her', '.', ' a', ' A', ' my', ' J', ' his', ' him', ' I', ' \"', ',', ' menu', ' M', ' and', '\\n', ' portal', ' that', ' L', ' you', ' me', ' R', ' baby', ' Z', ' Mr', ' Ron', ' Gabriel', ' okay', ' T', ' D', ' but', ' of', ' Maxim', ' d', ' Sam', ' first', ' your', ' one', ' on', ' K', ' Zach', ' Sarah', ' book', ' Daniel', ' Al', ' N', ' go', ' Add', ' Helen', ' Chris', ' Dragon', ' Duke', ' Cole', ' C', ' Charles', ' locker', ' phone', ' so', ' too', ' Amber', ' Luc', ' Miss', ' river', ' Carlos', ' in', ' letter', ' Heights', ' vain', ' it', ' Jake', ' Council', ' ball', ' city', ' Josh', ' Glad', ' Max', ' again', ' them', ' Sav', ' cow', ' Shirley', ' nov', ' ship', ' At', ' bake', ' Vik', ' Hannah', ' j', ' Car', ' brace', ' St', ' chim', ' Diana', ' Bul', ' Mall', ' driving', ' Ethan', ' kiss', ' Y', ' curse']\n", " top_probs_1 = [0.03664327412843704, 0.016014093533158302, 0.01130229514092207, 0.011166413314640522, 0.007860707119107246, 0.007506812456995249, 0.007257354911416769, 0.006318783387541771, 0.005884020123630762, 0.005487130954861641, 0.005391174461692572, 0.005104259587824345, 0.004928735084831715, 0.004596450831741095, 0.004448019899427891, 0.004217979498207569, 0.003589586354792118, 0.003488576738163829, 0.0034182113595306873, 0.0033053236547857523, 0.0033018479589372873, 0.0032313663978129625, 0.003167711431160569, 0.0030984655022621155, 0.0030897478573024273, 0.003055550390854478, 0.0030076035764068365, 0.002884567016735673, 0.0028676893562078476, 0.0028511006385087967, 0.00282941828481853, 0.0026884598191827536, 0.0026577701792120934, 0.0026349504478275776, 0.0025640332605689764, 0.00254319841042161, 0.002540518995374441, 0.002499572467058897, 0.0024394846986979246, 0.002429342595860362, 0.0024281891528517008, 0.0023631255608052015, 0.0022974980529397726, 0.002273860154673457, 0.0022432550322264433, 0.002240025205537677, 0.0022279080003499985, 0.0022138541098684072, 0.0021515609696507454, 0.002148906933143735, 0.0021275195758789778, 0.0021195856388658285, 0.002067997120320797, 0.002066227840259671, 0.0020598568953573704, 0.002054667565971613, 0.002036449033766985, 0.0020281311590224504, 0.0020250838715583086, 0.002021430991590023, 0.0020211231894791126, 0.0020110199693590403, 0.0019991579465568066, 0.001995012629777193, 0.0019830388482660055, 0.001980441389605403, 0.0019778457935899496, 0.001975564518943429, 0.001971743069589138, 0.0019629662856459618, 0.001954992301762104, 0.001945034135133028, 0.0019408822990953922, 0.0019375182455405593, 0.001932069193571806, 0.0019263470312580466, 0.0019221869297325611, 0.0019189987797290087, 0.0019187884172424674, 0.0019154066685587168, 0.0019080862402915955, 0.0019077019533142447, 0.001899699680507183, 0.0018839429831132293, 0.0018767869332805276, 0.0018702464876696467, 0.0018673079321160913, 0.0018665227107703686, 0.0018646459793671966, 0.0018522152677178383, 0.001851129112765193, 0.001849753549322486, 0.0018492640228942037, 0.001838903990574181, 0.001825874438509345, 0.0018196154851466417, 0.0018119479063898325, 0.0018064652103930712, 0.0018064194591715932, 0.0018030498176813126]\n", " top_probs_2 = [0.04227922111749649, 0.00639238441362977, 0.017731452360749245, 0.022554537281394005, 0.0007683814037591219, 0.007320762146264315, 0.0007570540765300393, 0.006794407963752747, 0.0016261052805930376, 0.014468773268163204, 0.005846050567924976, 0.018130797892808914, 2.7525278710527346e-05, 0.0009258313803002238, 0.011758974753320217, 0.007453392259776592, 5.226553184911609e-05, 0.007246240507811308, 0.0014196629635989666, 0.007953730411827564, 0.008608562871813774, 0.0005585301551036537, 0.0006778201786801219, 0.00029415488825179636, 0.0005715279839932919, 0.00043553594150580466, 8.650520612718537e-05, 0.0002763188967946917, 0.0007384505006484687, 0.0005902149132452905, 0.009660729207098484, 0.0027056008111685514, 3.774768629227765e-06, 0.0003627160913310945, 0.00016669800970703363, 0.002677253680303693, 0.002703540027141571, 0.003615772584453225, 0.0034485298674553633, 0.0009913778631016612, 2.6566345695755444e-05, 8.302557398565114e-05, 0.0003020190924871713, 4.6305831347126514e-05, 0.0007792788092046976, 0.0004545865813270211, 0.0010252491338178515, 3.746327638509683e-05, 0.00012579798931255937, 2.611937998153735e-05, 1.5665931641706266e-05, 2.9058031941531226e-05, 8.522201824234799e-05, 0.000464835437014699, 8.532493666280061e-05, 6.145956831460353e-06, 0.0009992507984861732, 0.004136280156672001, 0.001319544855505228, 0.0001290735526708886, 5.103296280140057e-05, 0.00015835388330742717, 0.0008150970679707825, 2.752816908468958e-05, 0.00922393798828125, 0.00015086226630955935, 1.4033591924089706e-06, 9.796907761483453e-06, 0.008482557721436024, 7.576409552711993e-05, 0.0005380434449762106, 8.084613364189863e-05, 0.0012333276681602001, 2.0263765691197477e-05, 0.0001615485525690019, 0.00040425360202789307, 0.0006120405159890652, 0.0011147563345730305, 6.270645826589316e-05, 0.00010242129792459309, 7.077925602061441e-06, 0.00014957389794290066, 0.00020538116223178804, 6.939514423720539e-05, 0.000887800648342818, 0.00034457273432053626, 2.007561852224171e-05, 0.000567879993468523, 9.545521606924012e-05, 2.942695573437959e-05, 0.00033899411209858954, 2.256996594951488e-05, 4.063005690113641e-05, 1.8139908206649125e-05, 7.804695087543223e-06, 6.590315024368465e-05, 1.7635496988077648e-05, 6.193140870891511e-05, 0.00045300243073143065, 9.940049494616687e-05]\n", " top_tokens = top_tokens[:top]\n", " top_probs_1 = top_probs_1[:top]\n", " top_probs_2 = top_probs_2[:top]\n", " elif model == \"Mistral-7B\":\n", " if top >= 25:\n", " fig, ax = plt.subplots(figsize=(20,4))\n", " plt.xticks(rotation=45, ha=\"right\")\n", " else:\n", " fig, ax = plt.subplots(figsize=(5,4))\n", " top_tokens = ['the', 'her', 'a', '.', 'J', 'A', 'my', 'him', 'T', '\"', 'his', 'and', 'Max', 'M', 'I', 'menu', ',', 'R', 'N', 'Z', 'D', 'C', 'Sh', 'Charles', 'L', 'but', 'portal', 'you', 'E', 'd', 'H', 'Sarah', 'Ron', 'that', 'Gabriel', 'Sam', 'Peg', 'b', 'K', 'Helen', 'okay', 'Daniel', 'one', 'Che', 'Carlos', 'your', 'baby', 'B', 'of', 'cl', 's', 'He', 'me', 'Add', 'Ad', 'Cole', 'At', 'first', 'dragon', 'Ch', 'dream', 'Mr', 'm', 'De', 'brace', 'Al', 'book', 'Dragon', 'Mum', 'W', '.\"', 'Alice', 'nov', 'Josh', 'Kate', 'kiss', 'city', 'vain', 'Leg', 'Shir', 'letter', 'nice', 'Car', 'phone', 'ship', 'on', 'lock', 'Council', 'Leo', 'Mar', 'chim', 'G', 'Sav', '’', 'Jake', 'Bul', 'Hannah', 'j', 'fro', 'again']\n", " top_probs_1 = [0.03112000972032547, 0.018006261438131332, 0.010833143256604671, 0.009966968558728695, 0.00979513768106699, 0.009284773841500282, 0.008274626918137074, 0.007504770997911692, 0.0063729360699653625, 0.005631198640912771, 0.0055817486718297005, 0.005292024463415146, 0.005121411290019751, 0.004811211489140987, 0.004807046614587307, 0.004806061275303364, 0.004775824956595898, 0.0041776783764362335, 0.004167317412793636, 0.004148945212364197, 0.003947763238102198, 0.003786938963457942, 0.003612291067838669, 0.0035617798566818237, 0.0035612406209111214, 0.0034201275557279587, 0.003271989058703184, 0.0032711573876440525, 0.00319971377030015, 0.0031638690270483494, 0.0031350681092590094, 0.0030983539763838053, 0.0030460176058113575, 0.0028611416928470135, 0.0028583707753568888, 0.0028446302749216557, 0.0028145627584308386, 0.0027675132732838392, 0.002752758329734206, 0.0027313190512359142, 0.002704640617594123, 0.002690252149477601, 0.0026815899182111025, 0.00266936793923378, 0.002641857136040926, 0.0026253541000187397, 0.0026178613770753145, 0.0026129446923732758, 0.0026112881023436785, 0.002572560915723443, 0.00256224162876606, 0.0025450040120631456, 0.0025272879283875227, 0.0024738458450883627, 0.0024620157200843096, 0.0024214850272983313, 0.0024044965393841267, 0.0023901057429611683, 0.0023893944453448057, 0.002366084838286042, 0.002281970577314496, 0.002271779114380479, 0.002232525497674942, 0.0022180413361638784, 0.0021587908267974854, 0.002151402411982417, 0.002113660331815481, 0.002102496102452278, 0.0020724921487271786, 0.002065878128632903, 0.002062138170003891, 0.002034870907664299, 0.0019991479348391294, 0.001996187726035714, 0.0019905136432498693, 0.0019896766170859337, 0.0019885420333594084, 0.0019878093153238297, 0.001986345276236534, 0.0019761561416089535, 0.0019736008252948523, 0.001966367242857814, 0.0019625115673989058, 0.0019566945265978575, 0.0019521925132721663, 0.0019504630472511053, 0.0019471592968329787, 0.0019441019976511598, 0.0019279051339253783, 0.0019251923076808453, 0.0019232401391491294, 0.0019169965526089072, 0.0019136674236506224, 0.001903016702271998, 0.0018977879080921412, 0.0018917288398370147, 0.0018917227862402797, 0.0018715901533141732, 0.001863130833953619, 0.001856151851825416]\n", " top_probs_2 = [0.0018717391649261117, 0.0002241476031485945, 0.0018944009207189083, 0.015274256467819214, 0.0001727866765577346, 0.0009493003599345684, 0.00022909659310244024, 0.00015926864580251276, 0.0002994631358888, 0.00020815229800064117, 0.00019899495237041265, 0.0059699248522520065, 5.001982572139241e-05, 0.00039735023165121675, 0.0006475523114204407, 2.2282545614871196e-05, 0.014983379282057285, 0.0006215149769559503, 0.0004230569757055491, 0.0009975038701668382, 0.0006066360510885715, 0.0005176226841285825, 0.000147807237226516, 0.00014028848090674728, 0.00044193866779096425, 0.0003875012043863535, 4.940417056786828e-06, 0.0028112984728068113, 0.0002801626978907734, 0.0009111014078371227, 0.001247917884029448, 3.0355091439560056e-05, 5.983316441415809e-05, 0.001693998696282506, 1.4413645658351015e-05, 7.806383655406535e-05, 1.683434129517991e-05, 0.0011211761739104986, 0.00022557415650226176, 3.7504352803807706e-05, 3.337641464895569e-05, 0.00032583859865553677, 0.0018084632465615869, 5.581730147241615e-05, 3.4355285606579855e-05, 0.0005484705325216055, 1.298870483879e-05, 0.000386942207114771, 0.0019865036010742188, 0.00010611596371745691, 0.0002917035308200866, 0.00022364759934134781, 0.00019769508799072355, 3.1557534384774044e-05, 8.204597543226555e-05, 7.731401638011448e-06, 0.00032894263858906925, 9.146503725787625e-05, 1.0698307960410602e-05, 0.0003334242501296103, 9.476050763623789e-05, 9.214742021868005e-05, 0.0003966453077737242, 0.00011024945706594735, 1.134859849116765e-05, 0.0003153983852826059, 3.947280492866412e-05, 1.889710438263137e-05, 1.0212399502051994e-05, 0.001700171735137701, 0.0002498650283087045, 1.6794167095213197e-05, 4.4787309889215976e-05, 1.673908809607383e-05, 1.673906263022218e-05, 4.739739961223677e-05, 7.381398609140888e-05, 1.794679519662168e-05, 6.651267176494002e-05, 3.2663290767231956e-05, 2.1243611627141945e-05, 4.381198959890753e-05, 3.9293692680075765e-05, 8.363233791897073e-05, 3.5660661524161696e-05, 0.0006546033546328545, 6.748863961547613e-05, 2.8200418455526233e-05, 0.00020705889619421214, 4.368987720226869e-05, 1.2174627954664174e-05, 0.00032183597795665264, 3.9665184885961935e-05, 0.0010591684840619564, 3.074591950280592e-05, 5.151050118001876e-06, 2.0336481611593626e-05, 0.0001270686771022156, 1.4244287740439177e-05, 0.00034531150595285]\n", "\n", " multiplier = 1.5 if top >= 25 else 1\n", " add_global_plot_styles(multiplier)\n", " \n", " width = 0.4 # Width of the bars\n", " x = range(len(top_tokens)) # X locations for the groups\n", " \n", " bars1 = ax.bar([i - width/2 for i in x], top_probs_1, width, label=title_1, color='gray', zorder=2)\n", " bars2 = ax.bar([i + width/2 for i in x], top_probs_2, width, label=title_2, color='blue', zorder=2)\n", " \n", " # Adding arrows to indicate increase or decrease\n", " for i in range(len(top_tokens)):\n", " if top_probs_1[i] < top_probs_2[i]:\n", " ax.annotate('↑', xy=(i + width/2, top_probs_2[i] + 0.001), fontsize=15, color='blue', ha='center')\n", " elif top_probs_1[i] > top_probs_2[i]:\n", " ax.annotate('↓', xy=(i + width/2, top_probs_2[i] + 0.001), fontsize=15, color='blue', ha='center')\n", "\n", " # Labeling\n", " ax.set_xlabel('Token Labels')\n", " ax.set_ylabel('Probabilities')\n", " ax.set_title(f\"{model} Top-{top} Tokens\")\n", " ax.set_xticks(x)\n", " ax.set_xticklabels(top_tokens)\n", " ax.legend(prop={\"size\": 12})\n", "\n", " # format y ticks with %\n", " ax.yaxis.set_major_formatter(FuncFormatter(percentage_formatter))\n", " \n", " # add top padding so enough room to show arrow\n", " ax.set_ylim(0, max(max(top_probs_1), max(top_probs_2)) + 0.01) # Add 0.1 or another value for padding\n", "\n", " plt.tight_layout()\n", " plt.savefig(f'outputs/figures/token_probs_top{top}_{model}.pdf', bbox_inches='tight')\n", " plt.show()\n", "\n", "# plot(\"Llama-7B\")\n", "# plot(\"OLMo-7B\")\n", "# plot(\"Mistral-7B\")\n", "# plot(\"Llama-7B\", top=50)\n", "plot(\"OLMo-7B\", top=50)\n", "\n", "# if you see the wrong size font, just plot it again\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Figure 6" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "def plot(model, indices):\n", " if model == \"Llama-7B\":\n", " scaling_factor = [0, 0.1, 0.2, 0.3, 0.4, 0.5, 1, 1.2, 1.5, 2, 3]\n", " AVG = [35.15, 50.24, 64.21, 67.59, 68.86, 69.23, 70.12, 70.38, 70.43, 70.55, 70.26]\n", " OG = 70.12\n", " elif model == \"Llama-13B\":\n", " scaling_factor = [0, 0.1, 0.2, 0.5, 0.8, 1, 1.2, 1.5, 1.8, 3]\n", " AVG = [0.29573, 0.46101, 0.61259, 0.71224, 0.72205, 0.72394, 0.72491, 0.72461, 0.72404, 0.72008]\n", " AVG = [x * 100 for x in AVG]\n", " # OG = 72.85\n", " OG = 72.394\n", " elif model == \"Llama-30B\":\n", " scaling_factor = [0, 0.5, 0.8, 1, 1.1, 1.2, 1.3, 1.5, 2, 3]\n", " AVG = [0.31649, 0.74274, 0.74948, 0.75269, 0.75304, 0.75275, 0.75325, 0.75194, 0.7514, 0.74861]\n", " AVG = [x * 100 for x in AVG]\n", " # OG = 75.35\n", " OG = 75.269\n", " elif model == \"Mistral-7B\":\n", " scaling_factor = [0.1, 0.2, 0.3, 0.4, 0.5, 0.8, 1, 1.2, 1.5, 2]\n", " AVG = [0.31027, 0.38334, 0.48343, 0.68572, 0.72931, 0.7381, 0.74047, 0.74093, 0.74003, 0.73787]\n", " AVG = [x * 100 for x in AVG]\n", " OG = 74.047\n", " \n", " \n", " # Create the plot\n", " plt.figure(figsize=(5,4))\n", " add_global_plot_styles()\n", "\n", " plt.plot(scaling_factor[indices], AVG[indices], marker='o', linestyle='-', color='b')\n", " plt.axhline(y = OG, color = 'purple', linestyle = '-') \n", " \n", " plt.title(f'{model} Super Weight Sensitivity')\n", " plt.xlabel('SW Scaling Factor')\n", " plt.ylabel('Average Zero-Shot Acc.')\n", " \n", " # Show the plot\n", " suffix = '_full' if (indices.stop is None and indices.start is None) else ''\n", " plt.savefig(f'outputs/figures/sw_scaling_{model}{suffix}.pdf', bbox_inches='tight')\n", " plt.show()\n", "\n", "plot(\"Llama-7B\", slice(5, None))\n", "plot(\"Llama-13B\", slice(4, None))\n", "plot(\"Llama-30B\", slice(2, -2))\n", "plot(\"Mistral-7B\", slice(5, None))\n", "# plot(\"Llama-7B\", offset=0)\n", "# plot(\"Llama-13B\", offset=0)\n", "# plot(\"Llama-30B\", offset=0)\n", "# plot(\"Mistral-7B\", offset=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Figure 7" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Data\n", "blocksize = ['128x128', '256x256', '512x512', '1024x1024',]\n", "result_RTN = [66.21, 63.41, 50.51, 27.55]\n", "result_Ours = [66.21, 63.41, 57.85, 45.40]\n", "\n", "# Create the plot\n", "plt.figure(figsize=(6,4))\n", "add_global_plot_styles()\n", "\n", "plt.plot(blocksize, result_RTN, label='RTN', marker='o', color='blue')\n", "plt.plot(blocksize, result_Ours, label='Ours', marker='s', color='purple')\n", "\n", "plt.title('Llama-7B Block Scaling')\n", "plt.xlabel('Block size')\n", "plt.ylabel('Average Zero-shot Accuracy')\n", "plt.legend()\n", "plt.grid(color='#CCCCCC', linestyle='--')\n", "plt.savefig(\"outputs/figures/blocksize_curve_llama7b.pdf\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Data\n", "blocksize = ['128x128', '256x256', '512x512', '1024x1024',]\n", "result_RTN = [70.29, 64.46, 36.88, 28.13]\n", "result_Ours = [72.26, 65.37, 45.28, 33.82]\n", "\n", "# Create the plot\n", "plt.figure(figsize=(6,4))\n", "add_global_plot_styles()\n", "\n", "plt.plot(blocksize, result_RTN, label='RTN', marker='o', color='blue')\n", "plt.plot(blocksize, result_Ours, label='Ours', marker='s', color='purple')\n", "\n", "plt.title('Mistral-7B Block Scaling')\n", "plt.xlabel('Block size')\n", "plt.ylabel('Average Zero-shot Accuracy')\n", "plt.legend()\n", "plt.savefig(\"outputs/figures/blocksize_curve_mistral7b.pdf\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "llama", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 4 }