From cbb947122fbe5c8c9620a1baaea287d957af980d Mon Sep 17 00:00:00 2001 From: wikbom Date: Wed, 28 Jun 2023 19:20:16 +0200 Subject: [PATCH] next try --- dev-0/out.tsv | 21038 ++++++++++++++++++++++++------------------------ zad8.ipynb | 1544 ++++ 2 files changed, 12063 insertions(+), 10519 deletions(-) create mode 100644 zad8.ipynb diff --git a/dev-0/out.tsv b/dev-0/out.tsv index c725631..7856da5 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:0.09004193519608815 of:0.0808527555701904 to:0.07102610849684686 and:0.061579839318157255 in:0.03138459192341 a:0.02519891607697045 was:0.024199504178915632 be:0.023680169612051123 is:0.021430464176413266 :0.016748344145702802 by:0.013035727541341574 at:0.011423181778907285 .:0.011219386685744187 for:0.01087104255559128 from:0.010197272311017018 or:0.009795162836353797 are:0.009721883439812626 with:0.009443188523577707 In:0.009205723705036325 :0.4579448019278723 -hundred:0.19160140794283131 dred:0.015615619633938432 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of:0.026465388157290666 A:0.02593377145285708 and:0.022162228714508035 the:0.018585022449008847 as:0.012550619618988658 is:0.010620290773649137 in:0.009788574463724579 :0.02719639250684667 +more:0.029519035443280186 due:0.02754754160700531 public:0.02534454228612663 good:0.025339007119605534 in:0.02440310410951072 time:0.020142994793444242 it:0.017278865133190182 risk:0.017154588082171615 large:0.015512658212836799 :0.7877576632128288 +the:0.19473684077600603 of:0.11914353719686512 a:0.08353845808744192 to:0.06932727805844617 and:0.06218758340304158 be:0.04485973874295811 in:0.03346067556757769 is:0.0318807376806023 not:0.028897524413415428 :0.32196762607364565 +the:0.3045364618598062 Supreme:0.13320396463221834 District:0.06625223541744862 said:0.052519528136724024 Circuit:0.0489173865750182 County:0.041556894284942955 this:0.030421969747549616 tho:0.025752762464114832 of:0.02219410967004564 :0.2646446872121316 +and:0.08903943567055478 recorded:0.03556921935003545 was:0.03406255031302123 made:0.032946556190601356 that:0.03266426711779562 o'clock:0.029519677782270576 up:0.02712379263357393 is:0.024027854253131364 found:0.023595246573781124 :0.6614514001152346 +the:0.13908679504865662 of:0.11018424169065659 and:0.08819897668254238 to:0.08229164611286616 a:0.04169362818372944 be:0.029216682148986695 or:0.029131339800605442 his:0.02429855075103291 on:0.02238479204228481 :0.4235133475386389 +to:0.3182472590091048 will:0.12161080721986511 be-:0.10632294261891069 had:0.06950859491164059 has:0.06528401096846545 have:0.0637382064646983 not:0.044969966880465416 would:0.04271566582143969 I:0.03632949682391563 :0.12127304928149431 diff --git a/zad8.ipynb b/zad8.ipynb new file mode 100644 index 0000000..819ff90 --- /dev/null +++ b/zad8.ipynb @@ -0,0 +1,1544 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "8b023ab4", + "metadata": {}, + "outputs": [], + "source": [ + "train_file ='train/in.tsv.xz'\n", + "test_file = 'dev-0/in.tsv.xz'\n", + "out_file = 'dev-0/out.tsv'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "39b223cf", + "metadata": {}, + "outputs": [], + "source": [ + "from itertools import islice\n", + "import regex as re\n", + "import sys\n", + "from torchtext.vocab import build_vocab_from_iterator\n", + "import lzma\n", + "import pickle\n", + "import re\n", + "import torch\n", + "from torch import nn\n", + "from torch.utils.data import IterableDataset\n", + "import itertools\n", + "from torch.utils.data import DataLoader\n", + "import yaml" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a0b0b73e", + "metadata": {}, + "outputs": [], + "source": [ + "epochs = 3\n", + "embed_size = 200\n", + "device = 'cuda'\n", + "vocab_size = 30000\n", + "batch_s = 1600\n", + "learning_rate = 0.01\n", + "k = 20 #top k words\n", + "wildcard_minweight = 0.01" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "2ac3a353", + "metadata": {}, + "outputs": [], + "source": [ + "params = {\n", + "'epochs': 3,\n", + "'embed_size': 100,\n", + "'device': 'cuda',\n", + "'vocab_size': 30000,\n", + "'batch_size': 3200,\n", + "'learning_rate': 0.0001,\n", + "'k': 15, #top k words\n", + "'wildcard_minweight': 0.01\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9668da9f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_37433/1141171476.py:1: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", + " params = yaml.load(open('config/params.yaml'))\n" + ] + } + ], + "source": [ + "params = yaml.load(open('config/params.yaml'))\n", + "#then, entire code should go about those params with params[epochs] etc" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "01a6cf33", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'epochs': 3,\n", + " 'embed_size': 100,\n", + " 'device': 'cuda',\n", + " 'vocab_size': 30000,\n", + " 'batch_size': 3200,\n", + " 'learning_rate': 0.0001,\n", + " 'k': 15,\n", + " 'wildcard_minweight': 0.01}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "params" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7526e30c", + "metadata": {}, + "outputs": [], + "source": [ + "def get_words_from_line(line):\n", + " line = line.rstrip()\n", + " yield ''\n", + " line = preprocess(line)\n", + " for t in line.split(' '):\n", + " yield t\n", + " yield ''\n", + "\n", + "\n", + "def get_word_lines_from_file(file_name):\n", + " n = 0\n", + " with lzma.open(file_name, 'r') as fh:\n", + " for line in fh:\n", + " n+=1\n", + " if n%1000==0:\n", + " print(n)\n", + " yield get_words_from_line(line.decode('utf-8'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "01cde371", + "metadata": {}, + "outputs": [], + "source": [ + "def look_ahead_iterator(gen):\n", + " prev2 = None\n", + " prev1 = None\n", + " for item in gen:\n", + " if prev2 is not None and prev1 is not None:\n", + " yield (prev2, prev1, item)\n", + " prev2 = prev1\n", + " prev1 = item\n", + "\n", + "class Trigrams(IterableDataset):\n", + " def __init__(self, text_file, vocabulary_size):\n", + " self.vocab = build_vocab_from_iterator(\n", + " get_word_lines_from_file(text_file),\n", + " max_tokens = vocabulary_size,\n", + " specials = [''])\n", + " self.vocab.set_default_index(self.vocab[''])\n", + " self.vocabulary_size = vocabulary_size\n", + " self.text_file = text_file\n", + "\n", + " def __iter__(self):\n", + " return look_ahead_iterator(\n", + " (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_file(self.text_file))))\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "198b1dd3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000\n", + "2000\n", + "3000\n", + "4000\n", + "5000\n", + "6000\n", + "7000\n", + "8000\n", + "9000\n", + "10000\n", + "11000\n", + "12000\n", + "13000\n", + "14000\n", + "15000\n", + "16000\n", + "17000\n", + "18000\n", + "19000\n", + "20000\n", + "21000\n", + "22000\n", + "23000\n", + "24000\n", + "25000\n", + "26000\n", + "27000\n", + "28000\n", + "29000\n", + "30000\n", + "31000\n", + "32000\n", + "33000\n", + "34000\n", + "35000\n", + "36000\n", + "37000\n", + "38000\n", + "39000\n", + "40000\n", + "41000\n", + "42000\n", + "43000\n", + 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"431000\n", + "432000\n" + ] + } + ], + "source": [ + "with open('filename.pickle','rb') as handle:\n", + " vocab = pickle.load(handle)\n", + " \n", + "train_dataset = Trigrams(train_file, params['vocab_size'])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "eaa681b4", + "metadata": {}, + "outputs": [], + "source": [ + "data = DataLoader(train_dataset, batch_size=params['batch_size']) #load data " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3aea0574", + "metadata": {}, + "outputs": [], + "source": [ + "class SimpleTrigramNeuralLanguageModel(nn.Module):\n", + " def __init__(self, vocabulary_size, embedding_size):\n", + " super(SimpleTrigramNeuralLanguageModel, self).__init__()\n", + " self.embeddings = nn.Embedding(vocabulary_size, embedding_size)\n", + " self.linear = nn.Linear(2*embedding_size, vocabulary_size)\n", + " self.linear_matrix_2 = nn.Linear(embedding_size*2, embedding_size*2)\n", + " self.relu = nn.ReLU()\n", + " self.softmax = nn.Softmax()\n", + " \n", + " #for each word in vocabulary theres a separate embedding vector, consisting of embedding_size entries\n", + " #self.linear is linear layer consisting of concatenated embeddings of left, and right context words\n", + " #self.linear_matrix_2 is linear layer \n", + " \n", + " def forward(self, x): #x is list of prev and following embeddings\n", + " emb_left = self.embeddings(x[0])\n", + " emb_right = self.embeddings(x[1])\n", + " #create two embeddings vectors, for word before and after, respectively\n", + " \n", + " first_layer_size_2 = self.linear_matrix_2(torch.cat((emb_left, emb_right), dim=1))\n", + " first_relu = self.relu(first_layer_size_2)\n", + " concated = self.linear(first_relu)\n", + " out = self.softmax(concated)\n", + " return out" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "e4757295", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import gc\n", + "torch.cuda.empty_cache()\n", + "gc.collect()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "0a41831e", + "metadata": {}, + "outputs": [], + "source": [ + "device = 'cuda'\n", + "model = SimpleTrigramNeuralLanguageModel(params['vocab_size'], params['embed_size']).to(device)\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=params['learning_rate'])\n", + "criterion = torch.nn.NLLLoss()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "281b9010", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: = 0\n", + "0 tensor(5.3414, device='cuda:0', grad_fn=)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_37433/606935597.py:22: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n", + " out = self.softmax(concated)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000\n", + "100 tensor(5.4870, device='cuda:0', grad_fn=)\n", + "200 tensor(5.3542, device='cuda:0', grad_fn=)\n", + "2000\n", + "300 tensor(5.3792, device='cuda:0', grad_fn=)\n", + "3000\n", + "400 tensor(5.5982, device='cuda:0', grad_fn=)\n", + "4000\n", + "500 tensor(5.4045, device='cuda:0', grad_fn=)\n", + "5000\n", + "600 tensor(5.5620, device='cuda:0', grad_fn=)\n", + "6000\n", + "700 tensor(5.5428, device='cuda:0', grad_fn=)\n", + "7000\n", + "800 tensor(5.3684, device='cuda:0', grad_fn=)\n", + "8000\n", + "900 tensor(5.4198, device='cuda:0', grad_fn=)\n", + "9000\n", + "1000 tensor(5.4100, device='cuda:0', grad_fn=)\n", + "10000\n", + "1100 tensor(5.4554, device='cuda:0', grad_fn=)\n", + "11000\n", + "1200 tensor(5.5284, device='cuda:0', grad_fn=)\n", + "12000\n", + "1300 tensor(5.5495, device='cuda:0', grad_fn=)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/gedin/.local/lib/python3.10/site-packages/torch/autograd/__init__.py:200: UserWarning: Error detected in LogBackward0. Traceback of forward call that caused the error:\n", + " File \"/usr/lib/python3.10/runpy.py\", line 196, in _run_module_as_main\n", + " return _run_code(code, main_globals, None,\n", + " File \"/usr/lib/python3.10/runpy.py\", line 86, in _run_code\n", + " exec(code, run_globals)\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel_launcher.py\", line 17, in \n", + " app.launch_new_instance()\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/traitlets/config/application.py\", line 1043, in launch_instance\n", + " app.start()\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 725, in start\n", + " self.io_loop.start()\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/tornado/platform/asyncio.py\", line 195, in start\n", + " self.asyncio_loop.run_forever()\n", + " File \"/usr/lib/python3.10/asyncio/base_events.py\", line 600, in run_forever\n", + " self._run_once()\n", + " File \"/usr/lib/python3.10/asyncio/base_events.py\", line 1896, in _run_once\n", + " handle._run()\n", + " File \"/usr/lib/python3.10/asyncio/events.py\", line 80, in _run\n", + " self._context.run(self._callback, *self._args)\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 513, in dispatch_queue\n", + " await self.process_one()\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 502, in process_one\n", + " await dispatch(*args)\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 409, in dispatch_shell\n", + " await result\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 729, in execute_request\n", + " reply_content = await reply_content\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/ipkernel.py\", line 422, in do_execute\n", + " res = shell.run_cell(\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/zmqshell.py\", line 540, in run_cell\n", + " return super().run_cell(*args, **kwargs)\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3009, in run_cell\n", + " result = self._run_cell(\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3064, in _run_cell\n", + " result = runner(coro)\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/async_helpers.py\", line 129, in _pseudo_sync_runner\n", + " coro.send(None)\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3269, in run_cell_async\n", + " has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3448, in run_ast_nodes\n", + " if await self.run_code(code, result, async_=asy):\n", + " File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3508, in run_code\n", + " exec(code_obj, self.user_global_ns, self.user_ns)\n", + " File \"/tmp/ipykernel_37433/1707264841.py\", line 13, in \n", + " loss = criterion(torch.log(ypredicted), x) #x is to_predict\n", + " (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:114.)\n", + " Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "Function 'LogBackward0' returned nan values in its 0th output.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[26], line 19\u001b[0m\n\u001b[1;32m 16\u001b[0m step \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;66;03m# if step % 10000 == 0:\u001b[39;00m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;66;03m# torch.save(model.state_dict(), f'model-tri-2following-{step}.bin')\u001b[39;00m\n\u001b[0;32m---> 19\u001b[0m \u001b[43mloss\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 20\u001b[0m optimizer\u001b[38;5;241m.\u001b[39mstep()\n\u001b[1;32m 21\u001b[0m \u001b[38;5;66;03m# torch.save(model.state_dict(), f'model-tri-2following-{i}.bin') \u001b[39;00m\n\u001b[1;32m 22\u001b[0m \u001b[38;5;66;03m# torch.save(model.state_dict(), f'model-tri-2following-final.bin')\u001b[39;00m\n", + "File \u001b[0;32m~/.local/lib/python3.10/site-packages/torch/_tensor.py:487\u001b[0m, in \u001b[0;36mTensor.backward\u001b[0;34m(self, gradient, retain_graph, create_graph, inputs)\u001b[0m\n\u001b[1;32m 477\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_torch_function_unary(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 478\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m handle_torch_function(\n\u001b[1;32m 479\u001b[0m Tensor\u001b[38;5;241m.\u001b[39mbackward,\n\u001b[1;32m 480\u001b[0m (\u001b[38;5;28mself\u001b[39m,),\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 485\u001b[0m inputs\u001b[38;5;241m=\u001b[39minputs,\n\u001b[1;32m 486\u001b[0m )\n\u001b[0;32m--> 487\u001b[0m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mautograd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 488\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgradient\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\n\u001b[1;32m 489\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.local/lib/python3.10/site-packages/torch/autograd/__init__.py:200\u001b[0m, in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables, inputs)\u001b[0m\n\u001b[1;32m 195\u001b[0m retain_graph \u001b[38;5;241m=\u001b[39m create_graph\n\u001b[1;32m 197\u001b[0m \u001b[38;5;66;03m# The reason we repeat same the comment below is that\u001b[39;00m\n\u001b[1;32m 198\u001b[0m \u001b[38;5;66;03m# some Python versions print out the first line of a multi-line function\u001b[39;00m\n\u001b[1;32m 199\u001b[0m \u001b[38;5;66;03m# calls in the traceback and some print out the last line\u001b[39;00m\n\u001b[0;32m--> 200\u001b[0m \u001b[43mVariable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execution_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_backward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# Calls into the C++ engine to run the backward pass\u001b[39;49;00m\n\u001b[1;32m 201\u001b[0m \u001b[43m \u001b[49m\u001b[43mtensors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgrad_tensors_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 202\u001b[0m \u001b[43m \u001b[49m\u001b[43mallow_unreachable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccumulate_grad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mRuntimeError\u001b[0m: Function 'LogBackward0' returned nan values in its 0th output." + ] + } + ], + "source": [ + "torch.autograd.set_detect_anomaly(True)\n", + "model.load_state_dict(torch.load(f'model-tri-2following-40000.bin'))\n", + "for i in range(params['epochs']):\n", + " print('epoch: =', i)\n", + " model.train()\n", + " step = 0\n", + " for x, y, z in data: # word, following, 2nd_following words\n", + " x = x.to(device)\n", + " y = y.to(device)\n", + " z = z.to(device)\n", + " optimizer.zero_grad()\n", + " ypredicted = model([y, z]) #following, 2nd_following word\n", + " loss = criterion(torch.log(ypredicted), x) #x is to_predict\n", + " if step % 100 == 0:\n", + " print(step, loss)\n", + " step += 1\n", + "# if step % 10000 == 0:\n", + "# torch.save(model.state_dict(), f'model-tri-2following-{step}.bin')\n", + " loss.backward()\n", + " optimizer.step()\n", + "# torch.save(model.state_dict(), f'model-tri-2following-{i}.bin') \n", + "# torch.save(model.state_dict(), f'model-tri-2following-final.bin')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "54b018d8", + "metadata": {}, + "outputs": [], + "source": [ + "torch.save(model.state_dict(), f'model-tri-2following-final.bin')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "7dd5e6f8", + "metadata": {}, + "outputs": [], + "source": [ + "def get_first_word(text):\n", + " \"\"\"Return the first word of a string.\"\"\"\n", + " word = \"\"\n", + " for i in range(len(text)-1):\n", + "# if text[i] in [' ', ',', '.']\n", + " if text[i] == ' ':\n", + " return word.rstrip()\n", + " else:\n", + " word += text[i]\n", + " return word.rstrip()\n", + "\n", + "def get_values_from_model(context: list, model, vocab, k=10):\n", + " words = [vocab.forward([word]) for word in context]\n", + " ixs = torch.tensor(words).to(device)\n", + " out = model(ixs)\n", + " top = torch.topk(out[0], k)\n", + " top_indices = top.indices.tolist()\n", + " top_probs = top.values.tolist()\n", + " top_words = vocab.lookup_tokens(top_indices)\n", + " return list(zip(top_words, top_probs))\n", + "\n", + "def summarize_probs_unk(dic, const_wildcard=True):\n", + " ''' \n", + " dic: dictionary of probabilities returned by model \n", + " returns: tab of probabilities, with specificly as last element\n", + " '''\n", + " if const_wildcard or '' not in dic.keys(): \n", + " if '' in dic.keys():\n", + " del dic['']\n", + " probsum = sum(float(val) for key, val in dic.items())\n", + " for key in dic:\n", + " dic[key] = dic[key]/probsum*(1-wildcard_minweight) ###leave some space for wildcard\n", + " tab = [(key, val) for key, val in dic.items()]\n", + " tab.append(('', wildcard_minweight))\n", + " else:\n", + " probsum = sum(float(val) for key, val in dic.items())\n", + " for key in dic:\n", + " dic[key] = dic[key]/probsum*(1-wildcard_minweight) ###leave some space for wildcard\n", + " wildcard_value = dic['']\n", + " del dic['']\n", + " tab = [(key, val) for key, val in dic.items()]\n", + " tab.append(('', wildcard_value))\n", + " \n", + " return tab\n", + "\n", + "def gonito_format(dic, const_wildcard = True):\n", + " tab = summarize_probs_unk(dic, const_wildcard)\n", + " result = ''\n", + " for element in tab[:-1]:\n", + " result+=str(element[0])+':'+str(element[1])+'\\t'\n", + " result+=':'+ str(tab[-1][1]) + '\\n'\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2b7513f3", + "metadata": {}, + "outputs": [], + "source": [ + "###preprocessing\n", + "def preprocess(line):\n", + " line = get_rid_of_header(line)\n", + " line = replace_endline(line)\n", + " return line\n", + "\n", + "def get_rid_of_header(line):\n", + " line = line.split('\\t')[6:]\n", + " return \" \".join(line)\n", + " \n", + "def replace_endline(line):\n", + " line = line.replace(\"\\\\n\", \" \")\n", + " return line" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "4b0e66e2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_37433/606935597.py:22: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n", + " out = self.softmax(concated)\n" + ] + }, + { + "data": { + "text/plain": [ + "[('', 0, 0.12663832306861877),\n", + " ('one', 43, 0.02672259509563446),\n", + " ('part', 146, 0.015497211366891861),\n", + " ('out', 63, 0.012386629357933998),\n", + " ('some', 76, 0.008164796978235245),\n", + " ('members', 426, 0.00799479242414236),\n", + " ('side', 238, 0.007780702318996191),\n", + " ('portion', 634, 0.005733700469136238),\n", + " ('office', 282, 0.0053163678385317326),\n", + " ('member', 712, 0.005126394797116518)]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "ixs = torch.tensor([vocab.forward(['of']), vocab.forward(['the'])]).to(device)\n", + "\n", + "out = model(ixs)\n", + "top = torch.topk(out[0], 10)\n", + "top_indices = top.indices.tolist()\n", + "top_probs = top.values.tolist()\n", + "top_words = vocab.lookup_tokens(top_indices)\n", + "list(zip(top_words, top_indices, top_probs))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a92abbf2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.load_state_dict(torch.load(f'model-tri-2following-final.bin'))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "fc7cf293", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_4654/606935597.py:22: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n", + " out = self.softmax(concated)\n" + ] + } + ], + "source": [ + "with lzma.open(test_file, 'rt') as file:\n", + " predict_words = []\n", + " results = []\n", + " for line in file:\n", + " line = replace_endline(line) #get only relevant\n", + " line = line.split('\\t')[6:]\n", + " context = line[1].rstrip().split(\" \")[:2]\n", + " predict_words.append(context) #get_first_word(split[1cd \n", + " vocab = train_dataset.vocab\n", + " for context_words in predict_words:\n", + " results.append(dict(get_values_from_model(context_words, model, vocab, k=10)))\n", + " \n", + " with open(out_file, 'w') as outfile:\n", + " for elem in results: \n", + " outfile.write(gonito_format(elem, const_wildcard=False))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1c31c8ba", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}