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"standard" + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] }, - "cells": [ + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "GPU", + "gpuClass": "standard" + }, + "cells": [ + { + "cell_type": "code", + "source": [ + "from torchtext.vocab import build_vocab_from_iterator\n", + "import pickle\n", + "from torch.utils.data import IterableDataset\n", + "import itertools\n", + "from torch import nn\n", + "import torch\n", + "import lzma\n", + "from torch.utils.data import DataLoader\n", + "from tqdm import tqdm" + ], + "metadata": { + "id": "WnglOFA8gGJl" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def simple_preprocess(line):\n", + " return line.replace(r'\\n', ' ')\n", + "\n", + "def get_words_from_line(line):\n", + " line = line.strip()\n", + " line = simple_preprocess(line)\n", + " yield ''\n", + " for t in line.split():\n", + " yield t\n", + " yield ''\n", + "\n", + "def get_word_lines_from_file(file_name, n_size=-1):\n", + " with lzma.open(file_name, 'r') as fh:\n", + " n = 0\n", + " for line in fh:\n", + " n += 1\n", + " yield get_words_from_line(line.decode('utf-8'))\n", + " if n == n_size:\n", + " break\n", + "\n", + "def look_ahead_iterator(gen):\n", + " prev = None\n", + " for item in gen:\n", + " if prev is not None:\n", + " yield prev, item\n", + " prev = item\n", + "\n", + "def build_vocab(file, vocab_size):\n", + " try:\n", + " with open(f'bigram_nn_vocab_{vocab_size}.pickle', 'rb') as handle:\n", + " vocab = pickle.load(handle)\n", + " except:\n", + " vocab = build_vocab_from_iterator(\n", + " get_word_lines_from_file(file),\n", + " max_tokens = vocab_size,\n", + " specials = [''])\n", + " with open(f'bigram_nn_vocab_{vocab_size}.pickle', 'wb') as handle:\n", + " pickle.dump(vocab, handle, protocol=pickle.HIGHEST_PROTOCOL)\n", + " return vocab\n", + "\n", + "class Bigrams(IterableDataset):\n", + " def __init__(self, text_file, vocabulary_size):\n", + " self.vocab = vocab\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", + "\n", + "class SimpleBigramNeuralLanguageModel(nn.Module):\n", + " def __init__(self, vocabulary_size, embedding_size):\n", + " super(SimpleBigramNeuralLanguageModel, self).__init__()\n", + " self.model = nn.Sequential(\n", + " nn.Embedding(vocabulary_size, embedding_size),\n", + " nn.Linear(embedding_size, vocabulary_size),\n", + " nn.Softmax(dim=1)\n", + " )\n", + "\n", + " def forward(self, x):\n", + " return self.model(x)" + ], + "metadata": { + "id": "aW_3JqSNgLLr" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "max_steps= -1\n", + "vocab_size = 20000\n", + "embed_size = 150\n", + "batch_size = 5000\n", + "learning_rate = 0.001\n", + "vocab = build_vocab('challenging-america-word-gap-prediction/train/in.tsv.xz', vocab_size)\n", + "train_dataset = Bigrams('challenging-america-word-gap-prediction/train/in.tsv.xz', vocab_size)\n", + "if torch.cuda.is_available():\n", + " device = 'cuda'\n", + "else:\n", + " raise Exception()\n", + "model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)\n", + "data = DataLoader(train_dataset, batch_size=batch_size)\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n", + "criterion = torch.nn.NLLLoss()\n", + "\n", + "model.train()\n", + "step = 0\n", + "for x, y in data:\n", + " x = x.to(device)\n", + " y = y.to(device)\n", + " optimizer.zero_grad()\n", + " y_predicted = model(x)\n", + " loss = criterion(torch.log(y_predicted), y)\n", + " if step % 1000 == 0:\n", + " print(f'steps: {step}, loss: {loss.item()}')\n", + " if step != 0:\n", + " torch.save(model.state_dict(), f'bigram_nn_model_steps-{step}_vocab-{vocab_size}_embed-{embed_size}_batch-{batch_size}.bin')\n", + " if step == max_steps:\n", + " break\n", + " step += 1\n", + " loss.backward()\n", + " optimizer.step()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QQw_E7Ku4h0a", + "outputId": "4a37d9ba-1abd-46ae-b157-cd6d52b951a2" + }, + "execution_count": 4, + "outputs": [ { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5oSsy7tRYrXO", - "outputId": "896cbe7d-61a5-44b0-b4fb-ba308c6ea7b2" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Cloning into 'challenging-america-word-gap-prediction'...\n", - "remote: Wymienianie obiektów: 27, gotowe.\u001b[K\n", - "remote: Zliczanie obiektów: 100% (27/27), gotowe.\u001b[K\n", - "remote: Kompresowanie obiektów: 100% (23/23), gotowe.\u001b[K\n", - "remote: Razem 27 (delty 2), użyte ponownie 18 (delty 0), paczki użyte ponownie 0\u001b[K\n", - "Receiving objects: 100% (27/27), 278.33 MiB | 8.66 MiB/s, done.\n", - "Resolving deltas: 100% (2/2), done.\n" - ] - } - ], - "source": [ - " !git clone --single-branch git://gonito.net/challenging-america-word-gap-prediction -b master" - ] + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ked/PycharmProjects/mj9/venv/lib/python3.10/site-packages/torch/nn/modules/container.py:217: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n", + " input = module(input)\n" + ] }, { - "cell_type": "code", - "source": [ - "from torchtext.vocab import build_vocab_from_iterator\n", - "import pickle\n", - "from torch.utils.data import IterableDataset\n", - "import itertools\n", - "from torch import nn\n", - "import torch\n", - "import lzma\n", - "from torch.utils.data import DataLoader\n", - "from tqdm import tqdm" - ], - "metadata": { - "id": "WnglOFA8gGJl" - }, - "execution_count": 6, - "outputs": [] + "name": "stdout", + "output_type": "stream", + "text": [ + "steps: 0, loss: 10.091094017028809\n", + "steps: 1000, loss: 5.73332405090332\n", + "steps: 2000, loss: 5.655370712280273\n", + "steps: 3000, loss: 5.457630634307861\n", + "steps: 4000, loss: 5.38517427444458\n", + "steps: 5000, loss: 5.467936992645264\n", + "steps: 6000, loss: 5.372152328491211\n", + "steps: 7000, loss: 5.272013187408447\n", + "steps: 8000, loss: 5.439966201782227\n", + "steps: 9000, loss: 5.268238544464111\n", + "steps: 10000, loss: 5.1395182609558105\n", + "steps: 11000, loss: 5.2558159828186035\n", + "steps: 12000, loss: 5.263617515563965\n" + ] }, { - "cell_type": "code", - "source": [ - "def simple_preprocess(line):\n", - " return line.replace(r'\\n', ' ')\n", - "\n", - "def get_words_from_line(line):\n", - " line = line.strip()\n", - " line = simple_preprocess(line)\n", - " yield ''\n", - " for t in line.split():\n", - " yield t\n", - " yield ''\n", - "\n", - "def get_word_lines_from_file(file_name, n_size=-1):\n", - " with lzma.open(file_name, 'r') as fh:\n", - " n = 0\n", - " for line in fh:\n", - " n += 1\n", - " yield get_words_from_line(line.decode('utf-8'))\n", - " if n == n_size:\n", - " break\n", - "\n", - "def look_ahead_iterator(gen):\n", - " prev = None\n", - " for item in gen:\n", - " if prev is not None:\n", - " yield prev, item\n", - " prev = item\n", - "\n", - "def build_vocab(file, vocab_size):\n", - " try:\n", - " with open(f'vocab_{vocab_size}.pickle', 'rb') as handle:\n", - " vocab = pickle.load(handle)\n", - " except:\n", - " vocab = build_vocab_from_iterator(\n", - " get_word_lines_from_file(file),\n", - " max_tokens = vocab_size,\n", - " specials = [''])\n", - " with open(f'vocab_{vocab_size}.pickle', 'wb') as handle:\n", - " pickle.dump(vocab, handle, protocol=pickle.HIGHEST_PROTOCOL)\n", - " return vocab\n", - "\n", - "class Bigrams(IterableDataset):\n", - " def __init__(self, text_file, vocabulary_size):\n", - " self.vocab = vocab\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", - "\n", - "class SimpleBigramNeuralLanguageModel(nn.Module):\n", - " def __init__(self, vocabulary_size, embedding_size):\n", - " super(SimpleBigramNeuralLanguageModel, self).__init__()\n", - " self.model = nn.Sequential(\n", - " nn.Embedding(vocabulary_size, embedding_size),\n", - " nn.Linear(embedding_size, vocabulary_size),\n", - " nn.Softmax()\n", - " )\n", - "\n", - " def forward(self, x):\n", - " return self.model(x)" - ], - "metadata": { - "id": "aW_3JqSNgLLr" - }, - "execution_count": 25, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "max_steps=-1\n", - "vocab_size = 5000\n", - "embed_size = 50\n", - "batch_size = 5000\n", - "vocab = build_vocab('challenging-america-word-gap-prediction/train/in.tsv.xz', vocab_size)\n", - "train_dataset = Bigrams('challenging-america-word-gap-prediction/train/in.tsv.xz', vocab_size)\n", - "if torch.cuda.is_available():\n", - " device = 'cuda'\n", - "else:\n", - " raise Exception()\n", - "model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)\n", - "data = DataLoader(train_dataset, batch_size=batch_size)\n", - "optimizer = torch.optim.Adam(model.parameters())\n", - "criterion = torch.nn.NLLLoss()\n", - "\n", - "model.train()\n", - "step = 0\n", - "for x, y in data:\n", - " x = x.to(device)\n", - " y = y.to(device)\n", - " optimizer.zero_grad()\n", - " ypredicted = model(x)\n", - " loss = criterion(torch.log(ypredicted), y)\n", - " if step % 1000 == 0:\n", - " print(step, loss)\n", - " if step % 1000 == 0:\n", - " torch.save(model.state_dict(), f'model_steps-{step}_vocab-{vocab_size}_embed-{embed_size}_batch-{batch_size}.bin')\n", - " if step == max_steps:\n", - " break\n", - " step += 1\n", - " loss.backward()\n", - " optimizer.step()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "QQw_E7Ku4h0a", - "outputId": "4a37d9ba-1abd-46ae-b157-cd6d52b951a2" - }, - "execution_count": 11, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Currently training: model_steps--1_vocab-5000_embed-50_batch-5000.bin\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/container.py:217: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n", - " input = module(input)\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "0 tensor(8.6451, device='cuda:0', grad_fn=)\n", - "1000 tensor(4.7971, device='cuda:0', grad_fn=)\n", - "2000 tensor(4.7606, device='cuda:0', grad_fn=)\n", - "3000 tensor(4.5784, device='cuda:0', grad_fn=)\n", - "4000 tensor(4.5029, device='cuda:0', grad_fn=)\n", - "5000 tensor(4.6751, device='cuda:0', grad_fn=)\n", - "6000 tensor(4.4452, device='cuda:0', grad_fn=)\n", - "7000 tensor(4.4145, device='cuda:0', grad_fn=)\n", - "8000 tensor(4.5194, device='cuda:0', grad_fn=)\n", - "9000 tensor(4.4242, device='cuda:0', grad_fn=)\n", - "10000 tensor(4.2885, device='cuda:0', grad_fn=)\n", - "11000 tensor(4.3033, device='cuda:0', grad_fn=)\n", - "12000 tensor(4.4238, device='cuda:0', grad_fn=)\n", - "13000 tensor(4.5368, device='cuda:0', grad_fn=)\n", - "14000 tensor(4.3551, device='cuda:0', grad_fn=)\n", - "15000 tensor(4.3116, device='cuda:0', grad_fn=)\n", - "16000 tensor(4.3750, device='cuda:0', grad_fn=)\n", - "17000 tensor(4.4356, device='cuda:0', grad_fn=)\n", - "18000 tensor(4.4206, device='cuda:0', grad_fn=)\n", - "19000 tensor(4.5120, device='cuda:0', grad_fn=)\n", - "20000 tensor(4.4687, device='cuda:0', grad_fn=)\n", - "21000 tensor(4.3365, device='cuda:0', grad_fn=)\n", - "22000 tensor(4.3464, device='cuda:0', grad_fn=)\n", - "23000 tensor(4.4861, device='cuda:0', grad_fn=)\n", - "24000 tensor(4.3531, device='cuda:0', grad_fn=)\n", - "25000 tensor(4.3431, device='cuda:0', grad_fn=)\n", - "26000 tensor(4.3747, device='cuda:0', grad_fn=)\n", - "27000 tensor(4.2183, device='cuda:0', grad_fn=)\n", - "28000 tensor(4.4097, device='cuda:0', grad_fn=)\n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "# vocab_size = 5000\n", - "# embed_size = 50\n", - "# batch_size = 5000\n", - "# vocab = build_vocab('challenging-america-word-gap-prediction/train/in.tsv.xz', vocab_size)\n", - "# vocab.set_default_index(vocab[''])\n", - "\n", - "vocab_size = 20000\n", - "embed_size = 100\n", - "batch_size = 5000\n", - "vocab = build_vocab('challenging-america-word-gap-prediction/train/in.tsv.xz', vocab_size)\n", - "vocab.set_default_index(vocab[''])" - ], - "metadata": { - "id": "N9-wmLOEZ2aV" - }, - "execution_count": 42, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "preds = []\n", - "device = 'cuda'\n", - "model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)\n", - "model.load_state_dict(torch.load('/content/model_steps-27000_vocab-5000_embed-50_batch-5000.bin'))\n", - "model.eval()\n", - "j = 0\n", - "for path in ['challenging-america-word-gap-prediction/dev-0', 'challenging-america-word-gap-prediction/test-A']:\n", - " with lzma.open(f'{path}/in.tsv.xz', 'r') as fh, open(f'{path}/out.tsv', 'w', encoding='utf-8') as f_out:\n", - " for line in fh:\n", - " previous_word = simple_preprocess(line.decode('utf-8').split('\\t')[-2]).split()[-1]\n", - " ixs = torch.tensor(vocab.forward([previous_word])).to(device)\n", - " out = model(ixs)\n", - " top = torch.topk(out[0], 5)\n", - " top_indices = top.indices.tolist()\n", - " top_probs = top.values.tolist()\n", - " top_words = vocab.lookup_tokens(top_indices)\n", - " top_zipped = list(zip(top_words, top_probs))\n", - " pred = ''\n", - " unk = None\n", - " for i, tup in enumerate(top_zipped):\n", - " if tup[0] == '':\n", - " unk = top_zipped.pop(i)\n", - " for tup in top_zipped:\n", - " pred += f'{tup[0]}:{tup[1]}\\t'\n", - " if unk:\n", - " pred += f':{unk[1]}'\n", - " else:\n", - " pred = pred.rstrip()\n", - " f_out.write(pred + '\\n')\n", - " if j % 1000 == 0:\n", - " print(pred)\n", - " j += 1 " - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "99uioFpVCJL8", - "outputId": "d4267cb1-e557-478a-8cf7-91a90db07698" - }, - "execution_count": 48, - "outputs": [ - { - 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\u001B[38;5;241m1\u001B[39m\n\u001B[0;32m---> 31\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 32\u001B[0m optimizer\u001B[38;5;241m.\u001B[39mstep()\n", + "File \u001B[0;32m~/PycharmProjects/mj9/venv/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~/PycharmProjects/mj9/venv/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;31mKeyboardInterrupt\u001B[0m: " + ] } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [ + "vocab_size = 20000\n", + "embed_size = 150\n", + "batch_size = 5000\n", + "vocab = build_vocab('challenging-america-word-gap-prediction/train/in.tsv.xz', vocab_size)\n", + "vocab.set_default_index(vocab[''])" + ], + "metadata": { + "id": "N9-wmLOEZ2aV" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "topk = 5\n", + "preds = []\n", + "device = 'cuda'\n", + "model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)\n", + "model.load_state_dict(torch.load('bigram_nn_model_steps-10000_vocab-20000_embed-150_batch-5000.bin'))\n", + "model.eval()\n", + "for path in ['challenging-america-word-gap-prediction/dev-0', 'challenging-america-word-gap-prediction/test-A']:\n", + " with lzma.open(f'{path}/in.tsv.xz', 'r') as fh, open(f'{path}/out.tsv', 'w', encoding='utf-8') as f_out:\n", + " for line in fh:\n", + " previous_word = simple_preprocess(line.decode('utf-8').split('\\t')[-2].strip()).split()[-1]\n", + " ixs = torch.tensor(vocab.forward([previous_word])).to(device)\n", + " out = model(ixs)\n", + " top = torch.topk(out[0], topk)\n", + " top_indices = top.indices.tolist()\n", + " top_probs = top.values.tolist()\n", + " top_words = vocab.lookup_tokens(top_indices)\n", + " top_zipped = zip(top_words, top_probs)\n", + " pred = ''\n", + " total_prob = 0\n", + " for word, prob in top_zipped:\n", + " if word != '':\n", + " pred += f'{word}:{prob} '\n", + " total_prob += prob\n", + " unk_prob = 1 - total_prob\n", + " pred += f':{unk_prob}'\n", + " f_out.write(pred + '\\n')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "99uioFpVCJL8", + "outputId": "d4267cb1-e557-478a-8cf7-91a90db07698" + }, + "execution_count": 24, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": 25, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/ked/PycharmProjects/mj9/challenging-america-word-gap-prediction\n", + "394.97\r\n", + "/home/ked/PycharmProjects/mj9\n" + ] + } + ], + "source": [ + "%cd challenging-america-word-gap-prediction/\n", + "!./geval --test-name dev-0\n", + "%cd ../" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + } + } + ] +} diff --git a/test-A/out.tsv b/test-A/out.tsv index 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