From 032e423295860b480c8ee733fcfbec69b5030451 Mon Sep 17 00:00:00 2001 From: Jonas Weinz Date: Fri, 26 Jul 2019 16:43:30 +0200 Subject: [PATCH] refactored repo a little bit --- Tagging/CRF_evaluation.ipynb | 8 +- Tagging/ConlluDataFiltering.ipynb | 29146 +++++++++++++++++++++++- Tagging/conllu_batch_generator.ipynb | 380 + Tagging/conllu_batch_generator.py | 6 + Tagging/conllu_generator.ipynb | 373 + Tagging/conllu_generator.py | 27 +- Tagging/crf_data_generator.ipynb | 210 + Tagging/crf_data_generator.py | 7 + Tagging/recipe_conllu_generator.ipynb | 162 + Tagging/recipe_conllu_generator.py | 14 +- 10 files changed, 30260 insertions(+), 73 deletions(-) create mode 100644 Tagging/conllu_batch_generator.ipynb create mode 100644 Tagging/conllu_generator.ipynb create mode 100644 Tagging/crf_data_generator.ipynb create mode 100644 Tagging/recipe_conllu_generator.ipynb diff --git a/Tagging/CRF_evaluation.ipynb b/Tagging/CRF_evaluation.ipynb index c76f4de..481995a 100644 --- a/Tagging/CRF_evaluation.ipynb +++ b/Tagging/CRF_evaluation.ipynb @@ -15,6 +15,10 @@ "source": [ "from IPython.core.display import Markdown, HTML, display\n", "\n", + "import sys\n", + "sys.path.insert(0, '..') # noqa\n", + "import settings # noqa\n", + "\n", "import crf_data_generator as cdg\n", "import pycrfsuite\n", "\n", @@ -27,7 +31,7 @@ "metadata": {}, "outputs": [], "source": [ - "data = cdg.ConlluCRFReader(\"recipes2.conllu\")\n", + "data = cdg.ConlluCRFReader(\"../\" + settings.gzipped_conllu_data_root + \"recipes2.conllu.gz\")\n", "\n", "data_iterator = iter(data)" ] @@ -67,7 +71,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, diff --git a/Tagging/ConlluDataFiltering.ipynb b/Tagging/ConlluDataFiltering.ipynb index 1f22893..7a24ae5 100644 --- a/Tagging/ConlluDataFiltering.ipynb +++ b/Tagging/ConlluDataFiltering.ipynb @@ -21,7 +21,8 @@ "outputs": [], "source": [ "from conllu_batch_generator import ConlluReader\n", - "import numpy as np" + "import numpy as np\n", + "from crf_data_generator import *" ] }, { @@ -60,7 +61,11 @@ "\n", "import plotly.graph_objs as go\n", "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", - "init_notebook_mode(connected=True)" + "init_notebook_mode(connected=True)\n", + "\n", + "import sys\n", + "sys.path.insert(0, '..') # noqa\n", + "import settings # noqa" ] }, { @@ -78,7 +83,7 @@ "metadata": {}, "outputs": [], "source": [ - "cr = ConlluReader(\"recipes0.conllu\", iter_documents=True)" + "cr = ConlluReader(\"../\" + settings.gzipped_conllu_data_root + \"recipes0.conllu.gz\", iter_documents=True)" ] }, { @@ -129,6 +134,11 @@ "metadata": {}, "outputs": [], "source": [ + "import pycrfsuite\n", + "\n", + "tagger = pycrfsuite.Tagger()\n", + "tagger.open('test.crfsuite')\n", + "\n", "class recipe(object):\n", " def __init__(self, sentences_list: list):\n", " \"\"\"\n", @@ -152,6 +162,11 @@ " sentence_ratios.append(sum([token['misc'] is not None for token in sent]))\n", " return 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", + "image/png": 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", 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