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Christian A committed Jun 25, 2024
1 parent a1bbb9b commit fa1fb79
Showing 1 changed file with 51 additions and 41 deletions.
92 changes: 51 additions & 41 deletions Group-8-Retrieval-System/Advanced_Retrieval_System.ipynb
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},
{
"cell_type": "code",
"execution_count": 48,
"execution_count": 1,
"metadata": {},
"outputs": [
{
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"Requirement already satisfied: ir-datasets in /usr/local/lib/python3.10/dist-packages (0.5.5)\n",
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"Requirement already satisfied: ir-measures>=0.3.1 in /usr/local/lib/python3.10/dist-packages (from python-terrier) (0.3.3)\n",
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"Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk) (8.1.7)\n",
"Requirement already satisfied: regex>=2021.8.3 in /usr/local/lib/python3.10/dist-packages (from nltk) (2024.5.15)\n",
"Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk) (8.1.7)\n",
"Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4>=4.4.1->ir-datasets) (2.5)\n",
"Requirement already satisfied: cwl-eval>=1.0.10 in /usr/local/lib/python3.10/dist-packages (from ir-measures>=0.3.1->python-terrier) (1.0.12)\n",
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},
{
"cell_type": "code",
"execution_count": 49,
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 50,
"execution_count": 3,
"metadata": {},
"outputs": [],
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"PyTerrier 0.10.0 has loaded Terrier 5.8 (built by craigm on 2023-11-01 18:05) and terrier-helper 0.0.8\n",
"\n",
"No etc/terrier.properties, using terrier.default.properties for bootstrap configuration.\n"
]
}
],
"source": [
"# Create a REST client to the TIRA platform for retrieving the pre-indexed data.\n",
"ensure_pyterrier_is_loaded()\n",
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},
{
"cell_type": "code",
"execution_count": 51,
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 52,
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 53,
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 54,
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 55,
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 56,
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 57,
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 58,
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# # Evaluate BM25\n",
"bm25_results = bm25.transform(topics)\n",
"bm25_results = bm25.transform(dataset.get_topics('text'))\n",
"# bm25_metrics = pt.Experiment(\n",
"# [bm25],\n",
"# dataset.get_topics(), \n",
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},
{
"cell_type": "code",
"execution_count": 59,
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# # Evaluate TF-IDF\n",
"tfidf_results = tfidf.transform(topics)\n",
"tfidf_results = tfidf.transform(dataset.get_topics('text'))\n",
"# tfidf_metrics = pt.Experiment(\n",
"# [tfidf],\n",
"# topics,\n",
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},
{
"cell_type": "code",
"execution_count": 60,
"execution_count": 14,
"metadata": {},
"outputs": [
{
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},
{
"cell_type": "code",
"execution_count": 61,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 62,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 63,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 64,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 65,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
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