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679{
"cells": [
{
"cell_type": "markdown",
"id": "f0d5e472-1356-4ceb-b2a9-c4f15fc0aacf",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:29:42.362912Z",
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"shell.execute_reply.started": "2024-09-28T06:29:42.362879Z"
}
},
"source": [
"# Rerankers\n",
"\n",
"This is a short notebook showing how to use Answer AI's rerankers library"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1d9b2824-b188-4190-8bdf-039c607c19ce",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:30:13.468168Z",
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting rerankers[transformers]\n",
" Obtaining dependency information for rerankers[transformers] from https://files.pythonhosted.org/packages/24/77/a0ea5b36221c89fbb7be9bf28075a57e829d89a72cbee0e69945b4524a7b/rerankers-0.5.3-py3-none-any.whl.metadata\n",
" Downloading rerankers-0.5.3-py3-none-any.whl.metadata (27 kB)\n",
"Requirement already satisfied: torch in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (2.4.1)\n",
"Requirement already satisfied: pydantic in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from rerankers[transformers]) (2.6.2)\n",
"Requirement already satisfied: tqdm in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from rerankers[transformers]) (4.66.1)\n",
"Requirement already satisfied: transformers in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from rerankers[transformers]) (4.44.2)\n",
"Requirement already satisfied: sentencepiece in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from rerankers[transformers]) (0.1.99)\n",
"Requirement already satisfied: protobuf in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from rerankers[transformers]) (5.27.3)\n",
"Requirement already satisfied: filelock in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from torch) (3.13.1)\n",
"Requirement already satisfied: typing-extensions>=4.8.0 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from torch) (4.9.0)\n",
"Requirement already satisfied: sympy in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from torch) (1.12)\n",
"Requirement already satisfied: networkx in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from torch) (3.2.1)\n",
"Requirement already satisfied: jinja2 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from torch) (3.1.3)\n",
"Requirement already satisfied: fsspec in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from torch) (2024.2.0)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from jinja2->torch) (2.1.5)\n",
"Requirement already satisfied: annotated-types>=0.4.0 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from pydantic->rerankers[transformers]) (0.6.0)\n",
"Requirement already satisfied: pydantic-core==2.16.3 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from pydantic->rerankers[transformers]) (2.16.3)\n",
"Requirement already satisfied: mpmath>=0.19 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from sympy->torch) (1.3.0)\n",
"Requirement already satisfied: huggingface-hub<1.0,>=0.23.2 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from transformers->rerankers[transformers]) (0.24.6)\n",
"Requirement already satisfied: numpy>=1.17 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from transformers->rerankers[transformers]) (1.26.4)\n",
"Requirement already satisfied: packaging>=20.0 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from transformers->rerankers[transformers]) (24.1)\n",
"Requirement already satisfied: pyyaml>=5.1 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from transformers->rerankers[transformers]) (6.0.1)\n",
"Requirement already satisfied: regex!=2019.12.17 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from transformers->rerankers[transformers]) (2023.12.25)\n",
"Requirement already satisfied: requests in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from transformers->rerankers[transformers]) (2.31.0)\n",
"Requirement already satisfied: safetensors>=0.4.1 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from transformers->rerankers[transformers]) (0.4.2)\n",
"Requirement already satisfied: tokenizers<0.20,>=0.19 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from transformers->rerankers[transformers]) (0.19.1)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from requests->transformers->rerankers[transformers]) (3.2.0)\n",
"Requirement already satisfied: idna<4,>=2.5 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from requests->transformers->rerankers[transformers]) (3.4)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from requests->transformers->rerankers[transformers]) (2.0.4)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /Users/markhneedham/miniforge3/lib/python3.10/site-packages (from requests->transformers->rerankers[transformers]) (2023.7.22)\n",
"Downloading rerankers-0.5.3-py3-none-any.whl (37 kB)\n",
"Installing collected packages: rerankers\n",
"Successfully installed rerankers-0.5.3\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install \"rerankers[transformers]\" torch"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "3dc26ee0",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:30:18.179883Z",
"iopub.status.busy": "2024-09-28T06:30:18.179208Z",
"iopub.status.idle": "2024-09-28T06:30:23.568619Z",
"shell.execute_reply": "2024-09-28T06:30:23.568233Z",
"shell.execute_reply.started": "2024-09-28T06:30:18.179851Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/markhneedham/miniforge3/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n"
]
}
],
"source": [
"import time\n",
"from utils import view\n",
"from rerankers import Reranker"
]
},
{
"cell_type": "markdown",
"id": "cd7aba53-7f26-4703-9607-dd71bf2afd36",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:30:46.777782Z",
"iopub.status.busy": "2024-09-28T06:30:46.776873Z",
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"shell.execute_reply.started": "2024-09-28T06:30:46.777674Z"
}
},
"source": [
"## Initialising ReRanker"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "3d9da06e",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:30:28.966361Z",
"iopub.status.busy": "2024-09-28T06:30:28.965668Z",
"iopub.status.idle": "2024-09-28T06:30:31.813149Z",
"shell.execute_reply": "2024-09-28T06:30:31.812693Z",
"shell.execute_reply.started": "2024-09-28T06:30:28.966328Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading TransformerRanker model mixedbread-ai/mxbai-rerank-large-v1\n",
"No dtype set\n",
"Using dtype torch.float16\n",
"Loaded model mixedbread-ai/mxbai-rerank-large-v1\n",
"Using device mps.\n",
"Using dtype torch.float16.\n"
]
}
],
"source": [
"ranker = Reranker(\n",
" model_name='mixedbread-ai/mxbai-rerank-large-v1',\n",
" model_type='cross-encoder',\n",
" device='mps'\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c8b70532",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:30:34.224172Z",
"iopub.status.busy": "2024-09-28T06:30:34.223729Z",
"iopub.status.idle": "2024-09-28T06:30:38.583496Z",
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"shell.execute_reply.started": "2024-09-28T06:30:34.224141Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 282 ms, sys: 184 ms, total: 466 ms\n",
"Wall time: 4.36 s\n"
]
}
],
"source": [
"%%time\n",
"sorted_rows = ranker.rank(\n",
" query=\"I love you\",\n",
" docs=[\"I hate you\", \"I really like you\", \"You're not too bad\"],\n",
" doc_ids=[0,1,2]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8f35c94d",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:31:00.653785Z",
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},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1;35mRankedResults\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mresults\u001b[0m=\u001b[1m[\u001b[0m\n",
" \u001b[1;35mResult\u001b[0m\u001b[1m(\u001b[0m\u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'I really like you'\u001b[0m, \u001b[33mdoc_id\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m)\u001b[0m, \u001b[33mscore\u001b[0m=\u001b[1;36m-1.5400390625\u001b[0m, \u001b[33mrank\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1m)\u001b[0m,\n",
" \u001b[1;35mResult\u001b[0m\u001b[1m(\u001b[0m\u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m\"You\u001b[0m\u001b[32m're not too bad\"\u001b[0m, \u001b[33mdoc_id\u001b[0m=\u001b[1;36m2\u001b[0m, \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m)\u001b[0m, \u001b[33mscore\u001b[0m=\u001b[1;36m-2.8828125\u001b[0m, \u001b[33mrank\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m,\n",
" \u001b[1;35mResult\u001b[0m\u001b[1m(\u001b[0m\u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'I hate you'\u001b[0m, \u001b[33mdoc_id\u001b[0m=\u001b[1;36m0\u001b[0m, \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m)\u001b[0m, \u001b[33mscore\u001b[0m=\u001b[1;36m-4.30859375\u001b[0m, \u001b[33mrank\u001b[0m=\u001b[1;36m3\u001b[0m\u001b[1m)\u001b[0m\n",
" \u001b[1m]\u001b[0m,\n",
" \u001b[33mquery\u001b[0m=\u001b[32m'I love you'\u001b[0m,\n",
" \u001b[33mhas_scores\u001b[0m=\u001b[3;92mTrue\u001b[0m\n",
"\u001b[1m)\u001b[0m\n"
]
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"view(sorted_rows)"
]
},
{
"cell_type": "markdown",
"id": "f67565a1-4766-4cac-ad76-86a7c5da6e68",
"metadata": {
"execution": {
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}
},
"source": [
"## Reranking an Olympics dataset\n",
"\n",
"Let's see how well it works on a dataset about the Olympics opening ceremony."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "73439db3",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:31:02.752426Z",
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}
},
"outputs": [],
"source": [
"import duckdb\n",
"con = duckdb.connect(\"olympics.duckdb\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "aa6f0e3f",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:31:25.984666Z",
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"┌───────┬──────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
"────┐\n",
"│ index │ text \n",
"│\n",
"│ int64 │ varchar \n",
"│\n",
"├───────┼──────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
"────┤\n",
"│ \u001b[1;36m0\u001b[0m │ The \u001b[1;36m2024\u001b[0m Olympics opened in Paris in spectacular style with thousands of athletes sailing along the River\n",
"… │\n",
"│ \u001b[1;36m1\u001b[0m │ Swapping a stadium for a waterway for the first time to open the \u001b[32m\"greatest show on Earth\"\u001b[0m, the near \n",
"four-h… │\n",
"│ \u001b[1;36m2\u001b[0m │ Blue, white and red fireworks had raised the Tricolore above Austerlitz Bridge before \u001b[1;36m6\u001b[0m,\u001b[1;36m800\u001b[0m athletes from\n",
"… │\n",
"│ \u001b[1;36m3\u001b[0m │ There were surprise performances through the ceremony, including a cabaret number from US \n",
"singer-songwrite… │\n",
"│ \u001b[1;36m4\u001b[0m │ The day had started with major disruption when the French train network was hit by arson attacks and \n",
"heavy… │\n",
"│ \u001b[1;36m5\u001b[0m │ The lashing rain may have forced athletes to add rain ponchos and umbrellas to their planned outfits but \n",
"i… │\n",
"│ \u001b[1;36m6\u001b[0m │ The last two boats to parade - first the US as the next hosts for Los Angeles \u001b[1;36m2028\u001b[0m and then France - had \n",
"t… │\n",
"│ \u001b[1;36m7\u001b[0m │ Rower Helen Glover and diver Tom Daley were Great Britain's flagbearers in Paris, which is hosting the \n",
"sum… │\n",
"│ \u001b[1;36m8\u001b[0m │ In opening the 33rd summer Olympics, which are taking part against a difficult international and domestic\n",
"… │\n",
"│ \u001b[1;36m9\u001b[0m │ More than \u001b[1;36m10\u001b[0m,\u001b[1;36m500\u001b[0m athletes will compete across \u001b[1;36m32\u001b[0m sports at the Games, which will close on \u001b[1;36m11\u001b[0m August. \n",
"│\n",
"├───────┴──────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
"────┤\n",
"│ \u001b[1;36m10\u001b[0m rows \u001b[1;36m2\u001b[0m \n",
"columns │\n",
"└──────────────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
"────┘\n",
"\n"
]
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"view(\n",
" con.query(\"FROM olympics SELECT index, text\").limit(10)\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "e3ed70ed",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:31:34.351037Z",
"iopub.status.busy": "2024-09-28T06:31:34.350335Z",
"iopub.status.idle": "2024-09-28T06:31:34.538258Z",
"shell.execute_reply": "2024-09-28T06:31:34.537934Z",
"shell.execute_reply.started": "2024-09-28T06:31:34.350976Z"
}
},
"outputs": [],
"source": [
"from search import Search\n",
"s = Search(con)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "b0c89dff",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:31:36.588113Z",
"iopub.status.busy": "2024-09-28T06:31:36.587458Z",
"iopub.status.idle": "2024-09-28T06:31:39.398514Z",
"shell.execute_reply": "2024-09-28T06:31:39.398175Z",
"shell.execute_reply.started": "2024-09-28T06:31:36.588080Z"
}
},
"outputs": [],
"source": [
"question = \"What things went wrong?\"\n",
"rows = s.vector_search(question, limit=10).fetchall()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "b2e13079",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:31:42.602192Z",
"iopub.status.busy": "2024-09-28T06:31:42.601586Z",
"iopub.status.idle": "2024-09-28T06:31:42.619240Z",
"shell.execute_reply": "2024-09-28T06:31:42.618403Z",
"shell.execute_reply.started": "2024-09-28T06:31:42.602162Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1m[\u001b[0m\n",
" \u001b[1m(\u001b[0m\n",
" \u001b[32m'Given the miserable weather after what had been a sunny week in Paris until now, it seemed fitting that \u001b[0m\n",
"\u001b[32mthe storyline at the start of the ceremony was about the arrival of the Olympic flame in Paris not going according \u001b[0m\n",
"\u001b[32mto plan.'\u001b[0m,\n",
" \u001b[1;36m15\u001b[0m,\n",
" \u001b[1;36m0.5197256803512573\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1m(\u001b[0m\u001b[32m'A lot of the time it was brilliantly frenetic and occasionally emotional. '\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m0.4570101201534271\u001b[0m\u001b[1m)\u001b[0m,\n",
" \u001b[1m(\u001b[0m\n",
" \u001b[32m\"At times it was bizarre - one moment Lady Gaga surrounded by pink and black feathers was singing in \u001b[0m\n",
"\u001b[32mFrench, the next Bangladesh's athletes were being introduced on their boat. \"\u001b[0m,\n",
" \u001b[1;36m13\u001b[0m,\n",
" \u001b[1;36m0.45612600445747375\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1m(\u001b[0m\n",
" \u001b[32m\"The torchbearer did not get the memo about it not being in the Stade de France, and then Zinedine Zidane's\u001b[0m\n",
"\u001b[32mmetro train broke down while he was transporting the torch.\"\u001b[0m,\n",
" \u001b[1;36m16\u001b[0m,\n",
" \u001b[1;36m0.44767796993255615\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1m(\u001b[0m\n",
" \u001b[32m'The day had started with major disruption when the French train network was hit by arson attacks and heavy\u001b[0m\n",
"\u001b[32mrain in the evening put paid to the original plan by artistic director Thomas Jolly to use the Parisian sun to \u001b[0m\n",
"\u001b[32m\"make the water sparkle\". '\u001b[0m,\n",
" \u001b[1;36m4\u001b[0m,\n",
" \u001b[1;36m0.4340539574623108\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1m(\u001b[0m\n",
" \u001b[32m'Since the last Olympics - the Beijing 2022 Winter Games - wars have started in Ukraine and Gaza.'\u001b[0m,\n",
" \u001b[1;36m26\u001b[0m,\n",
" \u001b[1;36m0.4187776744365692\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1m(\u001b[0m\n",
" \u001b[32m\"One segment focused on rebuilding Notre Dame, which was damaged in a fire in 2019. A large troupe of \u001b[0m\n",
"\u001b[32mdancers were accompanied by music composed using sounds captured from the iconic cathedral's reconstruction.\"\u001b[0m,\n",
" \u001b[1;36m19\u001b[0m,\n",
" \u001b[1;36m0.41769999265670776\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1m(\u001b[0m\n",
" \u001b[32m'When organisers first revealed plans to hold the opening ceremony along the river in the heart of the \u001b[0m\n",
"\u001b[32mcity, rather than in a stadium as is usual, there were some raised eyebrows and questions over how they would \u001b[0m\n",
"\u001b[32mmanage such a huge security operation.'\u001b[0m,\n",
" \u001b[1;36m10\u001b[0m,\n",
" \u001b[1;36m0.40121984481811523\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1m(\u001b[0m\n",
" \u001b[32m'More than 100 heads of state and government were in attendance, including Prime Minister Sir Keir Starmer \u001b[0m\n",
"\u001b[32mand French President Emmanuel Macron.'\u001b[0m,\n",
" \u001b[1;36m32\u001b[0m,\n",
" \u001b[1;36m0.3883416950702667\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1m(\u001b[0m\n",
" \u001b[32m'The impact of conflicts is being felt at these Olympics, with Russians and Belarusians banned following \u001b[0m\n",
"\u001b[32mthe Russian invasion of Ukraine. Just 15 Russian and 17 Belarusian athletes will be competing as Individual Neutral\u001b[0m\n",
"\u001b[32mAthletes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAIN\u001b[0m\u001b[32m)\u001b[0m\u001b[32m in Paris and they were not part of the parade at the opening ceremony.'\u001b[0m,\n",
" \u001b[1;36m30\u001b[0m,\n",
" \u001b[1;36m0.38072648644447327\u001b[0m\n",
" \u001b[1m)\u001b[0m\n",
"\u001b[1m]\u001b[0m\n"
]
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"view(rows)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "01bcfc62",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:31:44.951584Z",
"iopub.status.busy": "2024-09-28T06:31:44.951181Z",
"iopub.status.idle": "2024-09-28T06:31:45.741640Z",
"shell.execute_reply": "2024-09-28T06:31:45.741250Z",
"shell.execute_reply.started": "2024-09-28T06:31:44.951555Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 175 ms, sys: 84.1 ms, total: 259 ms\n",
"Wall time: 786 ms\n"
]
}
],
"source": [
"%%time\n",
"sorted_rows = ranker.rank(\n",
" query=question,\n",
" docs=[r[0] for r in rows],\n",
" doc_ids=[r[1] for r in rows]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "7fce874f",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-28T06:31:47.711260Z",
"iopub.status.busy": "2024-09-28T06:31:47.710854Z",
"iopub.status.idle": "2024-09-28T06:31:47.745835Z",
"shell.execute_reply": "2024-09-28T06:31:47.745436Z",
"shell.execute_reply.started": "2024-09-28T06:31:47.711231Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1;35mRankedResults\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mresults\u001b[0m=\u001b[1m[\u001b[0m\n",
" \u001b[1;35mResult\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mtext\u001b[0m=\u001b[32m'The day had started with major disruption when the French train network was hit by arson \u001b[0m\n",
"\u001b[32mattacks and heavy rain in the evening put paid to the original plan by artistic director Thomas Jolly to use the \u001b[0m\n",
"\u001b[32mParisian sun to \"make the water sparkle\". '\u001b[0m,\n",
" \u001b[33mdoc_id\u001b[0m=\u001b[1;36m4\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[33mscore\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.0321044921875\u001b[0m,\n",
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" \u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mtext\u001b[0m=\u001b[32m\"The\u001b[0m\u001b[32m torchbearer did not get the memo about it not being in the Stade de France, and then \u001b[0m\n",
"\u001b[32mZinedine Zidane's metro train broke down while he was transporting the torch.\"\u001b[0m,\n",
" \u001b[33mdoc_id\u001b[0m=\u001b[1;36m16\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[33mscore\u001b[0m=\u001b[1;36m-0.12066650390625\u001b[0m,\n",
" \u001b[33mrank\u001b[0m=\u001b[1;36m2\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1;35mResult\u001b[0m\u001b[1m(\u001b[0m\n",
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" \u001b[33mtext\u001b[0m=\u001b[32m'Given the miserable weather after what had been a sunny week in Paris until now, it seemed \u001b[0m\n",
"\u001b[32mfitting that the storyline at the start of the ceremony was about the arrival of the Olympic flame in Paris not \u001b[0m\n",
"\u001b[32mgoing according to plan.'\u001b[0m,\n",
" \u001b[33mdoc_id\u001b[0m=\u001b[1;36m15\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
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" \u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mtext\u001b[0m=\u001b[32m'Since the last Olympics - the Beijing 2022 Winter Games - wars have started in Ukraine and \u001b[0m\n",
"\u001b[32mGaza.'\u001b[0m,\n",
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" \u001b[33mrank\u001b[0m=\u001b[1;36m4\u001b[0m\n",
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" \u001b[1;35mResult\u001b[0m\u001b[1m(\u001b[0m\n",
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"\u001b[32mheart of the city, rather than in a stadium as is usual, there were some raised eyebrows and questions over how \u001b[0m\n",
"\u001b[32mthey would manage such a huge security operation.'\u001b[0m,\n",
" \u001b[33mdoc_id\u001b[0m=\u001b[1;36m10\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
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" \u001b[33mrank\u001b[0m=\u001b[1;36m5\u001b[0m\n",
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" \u001b[1;35mResult\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mtext\u001b[0m=\u001b[32m'The impact of conflicts is being felt at these Olympics, with Russians and Belarusians banned\u001b[0m\n",
"\u001b[32mfollowing the Russian invasion of Ukraine. Just 15 Russian and 17 Belarusian athletes will be competing as \u001b[0m\n",
"\u001b[32mIndividual Neutral Athletes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAIN\u001b[0m\u001b[32m)\u001b[0m\u001b[32m in Paris and they were not part of the parade at the opening ceremony.'\u001b[0m,\n",
" \u001b[33mdoc_id\u001b[0m=\u001b[1;36m30\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[33mscore\u001b[0m=\u001b[1;36m-1.96484375\u001b[0m,\n",
" \u001b[33mrank\u001b[0m=\u001b[1;36m6\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1;35mResult\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mtext\u001b[0m=\u001b[32m\"One\u001b[0m\u001b[32m segment focused on rebuilding Notre Dame, which was damaged in a fire in 2019. A large \u001b[0m\n",
"\u001b[32mtroupe of dancers were accompanied by music composed using sounds captured from the iconic cathedral's \u001b[0m\n",
"\u001b[32mreconstruction.\"\u001b[0m,\n",
" \u001b[33mdoc_id\u001b[0m=\u001b[1;36m19\u001b[0m,\n",
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" \u001b[1m)\u001b[0m,\n",
" \u001b[33mscore\u001b[0m=\u001b[1;36m-3.298828125\u001b[0m,\n",
" \u001b[33mrank\u001b[0m=\u001b[1;36m7\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1;35mResult\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mtext\u001b[0m=\u001b[32m'More than 100 heads of state and government were in attendance, including Prime Minister Sir \u001b[0m\n",
"\u001b[32mKeir Starmer and French President Emmanuel Macron.'\u001b[0m,\n",
" \u001b[33mdoc_id\u001b[0m=\u001b[1;36m32\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[33mscore\u001b[0m=\u001b[1;36m-4.34765625\u001b[0m,\n",
" \u001b[33mrank\u001b[0m=\u001b[1;36m8\u001b[0m\n",
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" \u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mtext\u001b[0m=\u001b[32m'A lot of the time it was brilliantly frenetic and occasionally emotional. '\u001b[0m,\n",
" \u001b[33mdoc_id\u001b[0m=\u001b[1;36m14\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
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" \u001b[33mrank\u001b[0m=\u001b[1;36m9\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[1;35mResult\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mdocument\u001b[0m=\u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
" \u001b[33mtext\u001b[0m=\u001b[32m\"At\u001b[0m\u001b[32m times it was bizarre - one moment Lady Gaga surrounded by pink and black feathers was \u001b[0m\n",
"\u001b[32msinging in French, the next Bangladesh's athletes were being introduced on their boat. \"\u001b[0m,\n",
" \u001b[33mdoc_id\u001b[0m=\u001b[1;36m13\u001b[0m,\n",
" \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
" \u001b[1m)\u001b[0m,\n",
" \u001b[33mscore\u001b[0m=\u001b[1;36m-5.08984375\u001b[0m,\n",
" \u001b[33mrank\u001b[0m=\u001b[1;36m10\u001b[0m\n",
" \u001b[1m)\u001b[0m\n",
" \u001b[1m]\u001b[0m,\n",
" \u001b[33mquery\u001b[0m=\u001b[32m'What things went wrong?'\u001b[0m,\n",
" \u001b[33mhas_scores\u001b[0m=\u001b[3;92mTrue\u001b[0m\n",
"\u001b[1m)\u001b[0m\n"
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