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fortnight:0.00895623117685318 mile:0.008428811095654964 century:0.00710691511631012 year:0.003857217263430357 hour:0.003518023295328021 -:0.003075071843340993 winter:0.0027943949680775404 full:0.002459754701703787 dozen:0.00242810882627964 :0.13799703121185303 + and:0.03141499683260918 i:0.018070422112941742 ,:0.015047342516481876 and:0.011977308429777622 or:0.010738437063992023 the:0.009963913820683956 a:0.0097543615847826 f:0.009130644612014294 t:0.008966757915914059 he:0.008774292655289173 ,:0.007824227213859558 .:0.007200815714895725 of:0.0071855587884783745 ^:0.007178052328526974 c:0.006689404137432575 s:0.00643485551699996 he:0.006301733665168285 in:0.0060279471799731255 a:0.006024820730090141 of:0.005933405831456184 :0.7993606925010681 diff --git a/run.ipynb b/run.ipynb index e69de29..b05e644 100644 --- a/run.ipynb +++ b/run.ipynb @@ -0,0 +1,117 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import torch \n", + "from transformers import GPT2LMHeadModel, GPT2Tokenizer\n", + "\n", + "import numpy as np\n", + "\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "torch.__version__, device" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tokenizer = GPT2Tokenizer.from_pretrained('gpt2-medium')\n", + "\n", + "model = GPT2LMHeadModel.from_pretrained('gpt2-medium')\n", + "model.to(device)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import lzma \n", + "\n", + "\n", + "def file_iterator(file_path):\n", + " print(file_path, file_path.endswith(\".xz\"))\n", + " if file_path.endswith(\".xz\"):\n", + " with lzma.open(file_path, mode=\"r\") as fp:\n", + " for line in fp.readlines():\n", + " yield line.decode(\"utf-8\")#.split(\"\\t\")[7]\n", + " else:\n", + " with open(file_path, \"r\", encoding=\"utf-8\") as fp:\n", + " for line in fp.readlines():\n", + " yield line\n", + "\n", + "def clear_line(line):\n", + " return line.lower().strip(\"\\n\").replace(\"\\\\n\", \"\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "K = 20\n", + "for file_path in ('dev-0', 'test-A'):\n", + " print('Working on file from folder:', file_path)\n", + " data_iterator = file_iterator(f'{file_path}/in.tsv.xz')\n", + " with open(f'{file_path}/out-tr-dec.tsv', 'w', encoding='utf-8') as fp:\n", + " for line in data_iterator:\n", + " # print([(i, part) for i, part in enumerate(line.split('\\t'))])\n", + " left_context = clear_line(line.split('\\t')[6])\n", + " # print(left_context)\n", + " inputs = tokenizer.encode(left_context, return_tensors='pt').to(device)\n", + " preds = model(inputs)\n", + " # print('\\n', preds)\n", + " z_dist = preds[0][0][-1]\n", + " probability_distances = torch.softmax(preds[0][0][-1], dim=0)\n", + " top_k = probability_distances.topk(K)\n", + " # print(top_k)\n", + " results = [f'{tokenizer.decode([idx])}:{value}' for value, idx in zip(top_k.values, top_k.indices)]\n", + " # print(results)\n", + " line_to_write = ' '.join(results) + f' :{1 - torch.sum(top_k.values)}\\n'\n", + " # print(line_to_write)\n", + " fp.write(line_to_write)\n", + " # break\n", + " # break" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "mj_venv", + "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": "3.10.11" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/run.py b/run.py deleted file mode 100644 index 032372f..0000000 --- a/run.py +++ /dev/null @@ -1,24 +0,0 @@ -#!/usr/bin/python3 -import sys - - -for line in sys.stdin: - _, _, _, _, _, _, left_context, right_context = line.split("\t") - - previous_word = left_context.split()[-1] - next_word = right_context.split()[0] - - if previous_word == "United" and next_word == "of": - print("States:0.9 :0.1") - elif previous_word == "used": - print("to:0.4 it:0.3 as:0.2 :0.1") - elif previous_word.lower() == "in": - print("the:0.7 a:0.1 an:0.1 :0.1") - elif previous_word.lower() == "i": - print("am:0.3 was:0.3 have:0.3 :0.1") - elif previous_word.lower() in ["he", "she", "it"]: - print("is:0.3 was:0.3 has:0.3 :0.1") - elif previous_word.lower() in "bring": - print("something:0.3 it:0.3 them:0.3 :0.1") - else: - print("the:0.5 a:0.2 an:0.2 :0.1") \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv index 2370f73..a748e8b 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7509 @@ -and:-3.854196310043335 Minnesota,:-4.086853981018066 placed:-4.426426887512207 point:-4.679387092590332 was:-4.841377258300781 is:-5.125443458557129 that:-5.1951141357421875 made:-5.319007873535156 held:-5.344463348388672 :-1.0229847431182861 -and:-2.995711326599121 which,:-4.6388840675354 that:-4.914082050323486 is:-4.922385215759277 are:-4.9434685707092285 was:-5.050384998321533 but:-5.115111827850342 interest:-5.149257183074951 them:-5.302748203277588 :-1.0998954772949219 -the:-2.6572513580322266 and:-3.1487479209899902 of:-3.4500088691711426 to:-3.647263526916504 a:-4.01060152053833 be:-4.335491180419922 in:-4.350552558898926 was:-4.73948860168457 is:-4.792908668518066 :-1.547359824180603 -foreclosed:-3.8201844692230225 and:-4.317405700683594 made:-4.437656402587891 followed:-4.580926895141602 accompanied:-4.706239700317383 signed:-4.78079891204834 covered:-4.910158157348633 punished:-4.985428810119629 it:-5.325746536254883 :-0.873159646987915 -the:-2.1723716259002686 of:-2.897625207901001 and:-3.3329665660858154 The:-3.932050943374634 that:-4.172036170959473 to:-4.574713706970215 in:-4.6198015213012695 these:-4.934413909912109 for:-5.039157390594482 :-1.4976460933685303 -hundred:-6.001013278961182 up:-6.021150588989258 Mr.:-6.022103309631348 rights:-6.094388484954834 ;:-6.109084606170654 dollars:-6.1925482749938965 out:-6.327373027801514 due:-6.3983235359191895 principal:-6.41113805770874 :-0.8813619613647461 -the:-0.6948594450950623 The:-3.5295181274414062 tho:-4.030918121337891 of\nthe:-4.218198776245117 of:-4.414137840270996 a:-4.632122993469238 to\nthe:-4.743157386779785 tbe:-4.99281644821167 that\nthe:-4.995800018310547 :-1.655618667602539 -the:-2.480839729309082 of:-2.764702796936035 and:-3.692688465118408 to:-3.8469486236572266 a:-3.9622530937194824 in:-4.052374362945557 be:-4.5734028816223145 with:-4.626469612121582 was:-4.677182674407959 :-1.4324439764022827 -taxes:-3.8981006145477295 Minnesota,:-3.9154903888702393 dollars:-4.342902660369873 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on\nthe:-4.912151336669922 the\nWest:-5.067437171936035 :-2.365546941757202 -to:-3.536728858947754 of:-4.1627655029296875 for:-4.273128509521484 that:-4.286372184753418 in:-4.542749404907227 proved:-4.86153507232666 found:-4.8664679527282715 which:-5.030485153198242 make:-5.156569004058838 :-1.0281106233596802 -the:-2.676825523376465 of:-3.4073410034179688 Mr.:-3.8234949111938477 and:-3.9875760078430176 The:-4.307830333709717 DAILY:-4.385570526123047 to:-4.544849872589111 in:-4.83638334274292 a:-4.921286582946777 :-1.1755452156066895 -the:-2.703341484069824 of:-3.2049508094787598 and:-3.3429274559020996 :-3.7710041999816895 a:-3.8169851303100586 to:-4.033172130584717 in:-4.521002292633057 at:-4.775136470794678 by:-4.894866466522217 :-1.316114068031311 -the:-2.056234359741211 a:-2.9245681762695312 of:-2.984865665435791 to:-3.4506897926330566 at:-3.610640048980713 and:-3.6882481575012207 The:-4.334840297698975 that:-4.620217323303223 in:-4.7501220703125 :-1.4263979196548462 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that:-5.045445919036865 one:-5.053462982177734 part:-5.123324394226074 out:-5.215821743011475 payment:-5.353992462158203 midst:-5.413739204406738 :-0.992283821105957 -there:-2.539872169494629 it:-2.6933202743530273 It:-2.902070999145508 There:-3.244269847869873 he:-3.6623430252075195 I:-4.000926971435547 He:-4.113102912902832 that:-4.23038387298584 who:-4.263883113861084 :-1.1393564939498901 -is:-3.6079368591308594 as:-4.010256767272949 was:-4.50602912902832 feet:-4.757439136505127 it:-4.762472152709961 and:-4.766477584838867 amounted:-4.937525749206543 thence:-4.945444107055664 1:-5.360573768615723 :-0.804359495639801 -the:-1.7760262489318848 and:-3.4240589141845703 of:-3.489086627960205 a:-3.5147957801818848 in:-3.9293651580810547 to:-4.016676902770996 by:-4.438045978546143 tho:-4.675602912902832 The:-4.762814998626709 :-1.5123872756958008 -of:-1.752943992614746 to:-2.910893440246582 and:-3.0476489067077637 in:-3.1457905769348145 by:-3.403818130493164 on:-3.4596734046936035 that:-3.7565345764160156 with:-3.861088752746582 for:-3.8961567878723145 :-1.8598079681396484 -reason:-4.013230323791504 purpose:-4.292520523071289 time:-4.551247596740723 part:-4.752265930175781 necessity:-4.821052551269531 intention:-4.830761909484863 years:-4.833426475524902 and:-4.867800712585449 view:-4.883770942687988 :-1.1448800563812256 -and:-2.9908249378204346 that:-3.885178804397583 it:-4.028546333312988 which:-4.284466743469238 he:-4.342059135437012 as:-4.561003684997559 who:-4.790312767028809 they:-4.792675971984863 party:-5.147913932800293 :-0.9729773998260498 -the:-2.022952079772949 not:-2.18673038482666 is:-3.177799701690674 was:-3.3817858695983887 and:-3.762908458709717 of:-3.799492835998535 The:-3.958664894104004 be:-4.401764392852783 Not:-4.465219974517822 :-1.8115805387496948 -and:-4.017136096954346 to:-4.181084632873535 of:-4.434743881225586 I:-4.443462371826172 it:-4.452148914337158 a:-4.534183025360107 the:-4.643533706665039 It:-4.9283294677734375 that:-4.9519944190979 :-0.843319833278656 -the:-2.703341484069824 of:-3.2049508094787598 and:-3.3429274559020996 :-3.7710041999816895 a:-3.8169851303100586 to:-4.033172130584717 in:-4.521002292633057 at:-4.775136470794678 by:-4.894866466522217 :-1.316114068031311 -the:-2.00247859954834 of:-2.4682388305664062 yellow:-2.7710437774658203 a:-3.6575870513916016 typhoid:-4.514896869659424 red:-4.594102382659912 The:-4.6378936767578125 with:-4.682098865509033 tho:-4.86379337310791 :-1.1724623441696167 -the:-2.3540406227111816 of:-3.4097824096679688 and:-3.769984722137451 to:-3.7885961532592773 a:-3.840897560119629 in:-4.108430862426758 was:-4.417243480682373 Mr.:-4.487680912017822 that:-4.680430889129639 :-1.6432758569717407 -an:-1.9957733154296875 the:-2.4991540908813477 good:-2.929966926574707 great:-3.6684179306030273 of:-4.0316057205200195 and:-4.208310127258301 his:-4.213277816772461 a:-4.445769786834717 some:-4.688601493835449 :-1.3334379196166992 -and:-2.364607334136963 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this:-3.6426515579223633 an:-3.673429012298584 said:-3.7738804817199707 in:-3.94271183013916 and:-4.255566596984863 tho:-4.547905921936035 :-2.004146099090576 -and:-3.8530349731445312 was:-4.507277965545654 placed:-4.588191986083984 committee:-4.949179649353027 Minnesota,:-4.957269668579102 point:-4.957557201385498 that:-5.078944683074951 is:-5.188486576080322 put:-5.21254301071167 :-1.2427406311035156 -at:-2.1342427730560303 and:-3.684603452682495 of:-3.687471628189087 was:-3.907668352127075 on:-4.14066219329834 is:-4.496764183044434 to:-4.648118019104004 from:-4.748039245605469 in:-4.788750648498535 :-1.3288915157318115 -a:-2.033154249191284 the:-2.053185224533081 of:-3.3852860927581787 no:-4.107481002807617 and:-4.281886100769043 The:-4.340679168701172 any:-4.432947158813477 that:-4.595572471618652 this:-4.73121452331543 :-1.3733699321746826 -of:-1.4995841979980469 in:-2.6006479263305664 to:-3.113245964050293 for:-3.4296517372131348 by:-3.5907297134399414 In:-3.597825050354004 and:-3.687295436859131 at:-3.8009610176086426 that:-3.8366003036499023 :-1.980783462524414 -the:-2.7474617958068848 of:-3.1491122245788574 and:-3.252814769744873 to:-3.461010456085205 with:-4.155045509338379 their:-4.334617614746094 his:-4.4771342277526855 who:-4.617234230041504 in:-4.7241034507751465 :-1.591916561126709 -who:-2.9247939586639404 I:-3.0968215465545654 to:-3.1803743839263916 they:-3.5026028156280518 would:-3.8543312549591064 and:-3.95021653175354 which:-3.96233868598938 we:-4.363502502441406 those\nwho:-4.389252662658691 :-1.1893670558929443 -of:-1.752943992614746 to:-2.910893440246582 and:-3.0476489067077637 in:-3.1457905769348145 by:-3.403818130493164 on:-3.4596734046936035 that:-3.7565345764160156 with:-3.861088752746582 for:-3.8961567878723145 :-1.8598079681396484 -the:-2.703341484069824 of:-3.2049508094787598 and:-3.3429274559020996 :-3.7710041999816895 a:-3.8169851303100586 to:-4.033172130584717 in:-4.521002292633057 at:-4.775136470794678 by:-4.894866466522217 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a:-4.016658782958984 an:-4.447112083435059 of:-4.52387809753418 to:-4.6501922607421875 in:-4.662903785705566 it:-4.766141891479492 that:-5.020469665527344 :-0.8597900867462158 -not:-4.4467387199401855 it:-4.947958946228027 and:-5.023504257202148 wait:-5.100849151611328 up:-5.760377407073975 was:-5.760707855224609 him:-5.7780280113220215 con-\ntinued:-5.79724645614624 made:-5.8061137199401855 :-0.6417773962020874 -the:-2.9153032302856445 of:-3.218717575073242 and:-3.2222089767456055 to:-3.3947291374206543 a:-3.554108142852783 be:-3.982245922088623 was:-4.41229772567749 in:-4.443699359893799 is:-4.648044586181641 :-1.6215252876281738 -a:-1.8462891578674316 of:-1.8972687721252441 the:-2.193718433380127 with:-3.1303038597106934 and:-3.2427101135253906 for:-3.498450756072998 in:-4.087210178375244 to:-4.605429172515869 some:-4.669987678527832 :-2.1106677055358887 -the:-2.8966457843780518 and:-3.406280755996704 of:-3.473142385482788 a:-3.816757917404175 be:-3.9441111087799072 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