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"cells": [
{
"cell_type": "code",
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"id": "g4NFRiGNOgky",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "2cba1aee-0f76-4906-8e01-6807ef5bb68a"
},
"source": [
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],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mon Sep 13 12:59:08 2021 \n",
"+-----------------------------------------------------------------------------+\n",
"| NVIDIA-SMI 470.63.01 Driver Version: 460.32.03 CUDA Version: 11.2 |\n",
"|-------------------------------+----------------------+----------------------+\n",
"| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n",
"| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n",
"| | | MIG M. |\n",
"|===============================+======================+======================|\n",
"| 0 Tesla K80 Off | 00000000:00:04.0 Off | 0 |\n",
"| N/A 34C P8 28W / 149W | 0MiB / 11441MiB | 0% Default |\n",
"| | | N/A |\n",
"+-------------------------------+----------------------+----------------------+\n",
" \n",
"+-----------------------------------------------------------------------------+\n",
"| Processes: |\n",
"| GPU GI CI PID Type Process name GPU Memory |\n",
"| ID ID Usage |\n",
"|=============================================================================|\n",
"| No running processes found |\n",
"+-----------------------------------------------------------------------------+\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"id": "hbnSCJqzOgk1",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "2a9175b6-b2b2-497f-aea4-7791c5ec95ef"
},
"source": [
"!pip install grpcio-tools==1.34.1\n",
"!pip install git+https://github.com/deepset-ai/haystack.git"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: grpcio-tools==1.34.1 in /usr/local/lib/python3.7/dist-packages (1.34.1)\n",
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"Collecting git+https://github.com/deepset-ai/haystack.git\n",
" Cloning https://github.com/deepset-ai/haystack.git to /tmp/pip-req-build-ick95sc1\n",
" Running command git clone -q https://github.com/deepset-ai/haystack.git /tmp/pip-req-build-ick95sc1\n",
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]
}
]
},
{
"cell_type": "code",
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"id": "qmipkkzzOgk2"
},
"source": [
"from typing import List\n",
"import pandas as pd\n",
"from haystack import Document\n",
"from haystack.document_store.faiss import FAISSDocumentStore\n",
"from haystack.generator.transformers import RAGenerator\n",
"from haystack.retriever.dense import DensePassageRetriever"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "apjg_dtzQ_hW",
"outputId": "c398eb37-1d93-4fcd-dac5-a9e600b99ac0"
},
"source": [
"!wget -c https://raw.githubusercontent.com/deepset-ai/haystack/master/tutorials/small_generator_dataset.csv"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"--2021-09-13 13:06:38-- https://raw.githubusercontent.com/deepset-ai/haystack/master/tutorials/small_generator_dataset.csv\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.109.133, 185.199.108.133, ...\n",
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 48362 (47K) [text/plain]\n",
"Saving to: ‘small_generator_dataset.csv’\n",
"\n",
"small_generator_dat 100%[===================>] 47.23K --.-KB/s in 0.01s \n",
"\n",
"2021-09-13 13:06:39 (4.14 MB/s) - ‘small_generator_dataset.csv’ saved [48362/48362]\n",
"\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"id": "XATMV9bWOgk3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"outputId": "4b369f53-643d-4054-96e5-84a6af0f5471"
},
"source": [
"df = pd.read_csv(\"small_generator_dataset.csv\", sep=',')\n",
"df.fillna(value=\"\", inplace=True)\n",
"df.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>title</th>\n",
" <th>text</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>\"Albert Einstein\"</td>\n",
" <td>to Einstein in 1922. Footnotes Citations Albert Einstein Albert Einstein (; ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>\"Albert Einstein\"</td>\n",
" <td>Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a Ge...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>\"Albert Einstein\"</td>\n",
" <td>observations were published in the international media, making Einstein worl...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>\"Albert Einstein\"</td>\n",
" <td>model for depictions of mad scientists and absent-minded professors; his exp...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>\"Alfred Nobel\"</td>\n",
" <td>was adopted as the standard technology for mining in the \"Age of Engineering...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" title text\n",
"0 \"Albert Einstein\" to Einstein in 1922. Footnotes Citations Albert Einstein Albert Einstein (; ...\n",
"1 \"Albert Einstein\" Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a Ge...\n",
"2 \"Albert Einstein\" observations were published in the international media, making Einstein worl...\n",
"3 \"Albert Einstein\" model for depictions of mad scientists and absent-minded professors; his exp...\n",
"4 \"Alfred Nobel\" was adopted as the standard technology for mining in the \"Age of Engineering..."
]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 72
},
"id": "iLBH7VITRV8X",
"outputId": "00e1d7cb-8f90-4c36-97a8-5793560ee5b1"
},
"source": [
"text_sample = df.iloc[0]['text']\n",
"text_sample"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'to Einstein in 1922. Footnotes Citations Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of'"
]
},
"metadata": {},
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}
]
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{
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"id": "cp5FpdicSiMF",
"outputId": "fb2b497e-3ce4-4155-d6ca-afdaa95c61a0"
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"source": [
"title_sample = df.iloc[0]['title']\n",
"title_sample"
],
"execution_count": null,
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{
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"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
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"text/plain": [
"'\"Albert Einstein\"'"
]
},
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}
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{
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"outputId": "331f3e1d-f435-4cd4-b53a-ea2b5c7f0b60"
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"source": [
"Document(\n",
" text=text_sample,\n",
" meta={\"name\": title_sample or \"\"}\n",
")"
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{
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"data": {
"text/plain": [
"{'text': 'to Einstein in 1922. Footnotes Citations Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of', 'score': None, 'question': None, 'meta': {'name': '\"Albert Einstein\"'}, 'embedding': None, 'id': 'ab6983f94425886f00fd550b2ac0f037'}"
]
},
"metadata": {},
"execution_count": 20
}
]
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{
"cell_type": "code",
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"id": "Gv07IbeeOgk6"
},
"source": [
"titles = list(df[\"title\"].values)\n",
"texts = list(df[\"text\"].values)\n",
"documents: List[Document] = []\n",
"\n",
"for title, text in zip(titles, texts):\n",
" documents.append(\n",
" Document(\n",
" text=text,\n",
" meta={\n",
" \"name\": title or \"\"\n",
" }\n",
" )\n",
" )"
],
"execution_count": null,
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},
{
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},
"id": "VRFLjp1oR2WM",
"outputId": "2e1d9514-21b1-465c-d884-d9559911f6b3"
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"source": [
"documents[:5]"
],
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{
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"data": {
"text/plain": [
"[{'text': 'to Einstein in 1922. Footnotes Citations Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of', 'score': None, 'question': None, 'meta': {'name': '\"Albert Einstein\"'}, 'embedding': None, 'id': 'ab6983f94425886f00fd550b2ac0f037'},\n",
" {'text': 'Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of the photoelectric effect\", a pivotal step', 'score': None, 'question': None, 'meta': {'name': '\"Albert Einstein\"'}, 'embedding': None, 'id': 'b85487f3f7fd1b9d5d4f4ed0aea4ef09'},\n",
" {'text': 'observations were published in the international media, making Einstein world-famous. On 7 November 1919, the leading British newspaper \"The Times\" printed a banner headline that read: \"Revolution in Science – New Theory of the Universe – Newtonian Ideas Overthrown\". In 1920, he became a Foreign Member of the Royal Netherlands Academy of Arts and Sciences. In 1922, he was awarded the 1921 Nobel Prize in Physics \"for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect\". While the general theory of relativity was still considered somewhat controversial, the citation also does not', 'score': None, 'question': None, 'meta': {'name': '\"Albert Einstein\"'}, 'embedding': None, 'id': '4a347e0fc7c1b7d06fa7d7a2aa580555'},\n",
" {'text': 'model for depictions of mad scientists and absent-minded professors; his expressive face and distinctive hairstyle have been widely copied and exaggerated. \"Time\" magazine\\'s Frederic Golden wrote that Einstein was \"a cartoonist\\'s dream come true\". Many popular quotations are often misattributed to him. Einstein received numerous awards and honors and in 1922 he was awarded the 1921 Nobel Prize in Physics \"for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect\". None of the nominations in 1921 met the criteria set by Alfred Nobel, so the 1921 prize was carried forward and awarded', 'score': None, 'question': None, 'meta': {'name': '\"Albert Einstein\"'}, 'embedding': None, 'id': 'd34ecd3aeacc8cbd33555e07f9a98c73'},\n",
" {'text': 'was adopted as the standard technology for mining in the \"Age of Engineering\" bringing Nobel a great amount of financial success, though at a significant cost to his health. An offshoot of this research resulted in Nobel\\'s invention of ballistite, the precursor of many modern smokeless powder explosives and still used as a rocket propellant. In 1888 Alfred\\'s brother Ludvig died while visiting Cannes and a French newspaper erroneously published Alfred\\'s obituary. It condemned him for his invention of dynamite and is said to have brought about his decision to leave a better legacy after his death. The obituary stated,', 'score': None, 'question': None, 'meta': {'name': '\"Alfred Nobel\"'}, 'embedding': None, 'id': '549e4d922dd841db8244599f1d9ac30c'}]"
]
},
"metadata": {},
"execution_count": 21
}
]
},
{
"cell_type": "code",
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"colab": {
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},
"id": "i84hTHSIVsS8",
"outputId": "0b769c86-9b88-4947-f55d-524d2970f10e"
},
"source": [
"len(documents)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"75"
]
},
"metadata": {},
"execution_count": 22
}
]
},
{
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]
},
"outputId": "8db1958c-edd0-4f32-a22e-7fd86902e1f0"
},
"source": [
"document_store = FAISSDocumentStore(\n",
" faiss_index_factory_str=\"Flat\",\n",
" return_embedding=True\n",
")\n",
"\n",
"retriever = DensePassageRetriever(\n",
" document_store=document_store,\n",
" query_embedding_model=\"facebook/dpr-question_encoder-single-nq-base\",\n",
" passage_embedding_model=\"facebook/dpr-ctx_encoder-single-nq-base\",\n",
" use_gpu=True,\n",
" embed_title=True,\n",
")\n",
"\n",
"generator = RAGenerator(\n",
" model_name_or_path=\"facebook/rag-token-nq\",\n",
" use_gpu=True,\n",
" top_k=1,\n",
" max_length=200,\n",
" min_length=2,\n",
" embed_title=True,\n",
" num_beams=2,\n",
")"
],
"execution_count": null,
"outputs": [
{
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"name": "stderr",
"text": [
"09/13/2021 13:27:07 - INFO - filelock - Lock 140091222373392 acquired on /root/.cache/huggingface/transformers/4ad08b5f983c1384baaf257d8edf51a7a3961fd8c75a1778ac604e3c0b564dd9.d789d64ebfe299b0e416afc4a169632f903f693095b4629a7ea271d5a0cf2c99.lock\n"
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{
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"09/13/2021 13:28:05 - INFO - farm.utils - Using device: CUDA \n",
"09/13/2021 13:28:05 - INFO - farm.utils - Number of GPUs: 1\n",
"09/13/2021 13:28:05 - INFO - farm.utils - Distributed Training: False\n",
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"/usr/local/lib/python3.7/dist-packages/transformers/models/bart/configuration_bart.py:178: UserWarning: Please make sure the config includes `forced_bos_token_id=0` in future versions.The config can simply be saved and uploaded again to be fixed.\n",
" f\"Please make sure the config includes `forced_bos_token_id={self.bos_token_id}` in future versions.\"\n",
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"09/13/2021 13:31:42 - INFO - filelock - Lock 140091179648208 released on /root/.cache/huggingface/transformers/6288b70ae87b5989f6801120b25a2f6ccf2e88c2f622d94805717b5b043ff71b.bceb1ea6e95a1b39d0a717f315800a39b0847e5cdeeb42615fb498775f632ee6.lock\n",
"Some weights of RagTokenForGeneration were not initialized from the model checkpoint at facebook/rag-token-nq and are newly initialized: ['rag.generator.lm_head.weight']\n",
"You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
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"4e51ddba89734e6aa48d3bd30b46e708",
"7b941356571e4e1d9717cf4ec2a17f69",
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},
"outputId": "e7d8dec0-3e10-4a43-86d9-07f573cc4d26"
},
"source": [
"document_store.delete_documents()\n",
"\n",
"document_store.write_documents(documents)\n",
"\n",
"document_store.update_embeddings(\n",
" retriever=retriever\n",
")"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"09/13/2021 13:32:16 - INFO - haystack.document_store.faiss - Updating embeddings for 68 docs...\n",
"Updating Embedding: 0%| | 0/68 [00:00<?, ? docs/s]"
]
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4e51ddba89734e6aa48d3bd30b46e708",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"Create embeddings: 0%| | 0/80 [00:00<?, ? Docs/s]"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"Documents Processed: 10000 docs [00:02, 3800.29 docs/s]\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"id": "KpV62gMOOgk-"
},
"source": [
"question = \"who got the first nobel prize in physics\"\n",
"\n",
"retriever_results = retriever.retrieve(\n",
" query=question\n",
")"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2Gm39TImW4tF",
"outputId": "5d844077-2eb2-4b8e-a469-b1a451250c8b"
},
"source": [
"retriever_results[0]"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'text': 'Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of the photoelectric effect\", a pivotal step', 'score': 0.6908883762847904, 'question': None, 'meta': {'name': '\"Albert Einstein\"', 'vector_id': '1'}, 'embedding': array([ 8.55912268e-02, 2.62766957e-01, -1.33803874e-01, 2.22948082e-02,\n",
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" 1.79282829e-01, 1.16181493e-01, -3.40964049e-01, 1.06045151e+00,\n",
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" 4.58918869e-01, -4.39778626e-01, 7.89733380e-02, -1.61531284e-01,\n",
" 5.15974045e-01, -1.88717261e-01, -8.30289051e-02, 9.52368323e-03,\n",
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" 4.25187051e-01, 2.90905803e-01, -8.32375884e-02, -6.06417120e-01,\n",
" 6.80437032e-03, -7.88289070e-01, -4.90800858e-01, -2.38707140e-01,\n",
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" 2.25053355e-02, 2.99245715e-01, 2.65385091e-01, 2.82215506e-01,\n",
" 1.42118977e-02, 3.52689505e-01, -8.76388326e-02, 4.10263270e-01,\n",
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" 2.30587095e-01, -2.03910977e-01, 2.08143100e-01, 5.06319068e-02,\n",
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" 4.52613652e-01, 3.96280557e-01, -6.48850918e-01, -9.56065297e-01,\n",
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" 3.89187217e-01, 5.43207109e-01, 2.65929341e-01, 1.33421451e-01,\n",
" 1.35810629e-01, -1.13000381e+00, 2.61625469e-01, 1.83473453e-01,\n",
" 8.82339105e-02, -4.97799516e-02, 8.57942939e-01, 1.55539420e-02],\n",
" dtype=float32), 'id': 'b85487f3f7fd1b9d5d4f4ed0aea4ef09'}"
]
},
"metadata": {},
"execution_count": 30
}
]
},
{
"cell_type": "code",
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"id": "uQtB79o-Ogk_",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "f8d5eacc-a8ec-4ea2-daf8-9f5f4e5a9eab"
},
"source": [
"predicted_result = generator.predict(\n",
" query=question,\n",
" documents=retriever_results,\n",
" top_k=1\n",
")"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/transformers/models/rag/tokenization_rag.py:97: FutureWarning: `prepare_seq2seq_batch` is deprecated and will be removed in version 5 of 🤗 Transformers. Use the regular `__call__` method to prepare your inputs and the tokenizer under the `with_target_tokenizer` context manager to prepare your targets. See the documentation of your specific tokenizer for more details\n",
" FutureWarning,\n",
"/usr/local/lib/python3.7/dist-packages/transformers/generation_utils.py:1714: UserWarning: `max_length` is deprecated in this function, use `stopping_criteria=StoppingCriteriaList(MaxLengthCriteria(max_length=max_length))` instead.\n",
" UserWarning,\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "8arsEJhNXa8A",
"outputId": "1189f0ed-8382-4f37-fc6a-52c136a8f069"
},
"source": [
"predicted_result"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'answers': [{'answer': ' albert einstein',\n",
" 'meta': {'doc_ids': ['b85487f3f7fd1b9d5d4f4ed0aea4ef09',\n",
" 'ab6983f94425886f00fd550b2ac0f037',\n",
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" '3c527839680f7f5ff3cb758454fa5079',\n",
" '2aedb0c40e3a20c805d5b404a39543a',\n",
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" '66324728ba390547d45ac16765ce6fb5',\n",
" '40ed0bdd0f9da67b94830eab87593552'],\n",
" 'doc_scores': [0.6908883762847904,\n",
" 0.6899226137320913,\n",
" 0.6845092575712043,\n",
" 0.683915370112666,\n",
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" 'texts': ['Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of the photoelectric effect\", a pivotal step',\n",
" 'to Einstein in 1922. Footnotes Citations Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of',\n",
" 'model for depictions of mad scientists and absent-minded professors; his expressive face and distinctive hairstyle have been widely copied and exaggerated. \"Time\" magazine\\'s Frederic Golden wrote that Einstein was \"a cartoonist\\'s dream come true\". Many popular quotations are often misattributed to him. Einstein received numerous awards and honors and in 1922 he was awarded the 1921 Nobel Prize in Physics \"for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect\". None of the nominations in 1921 met the criteria set by Alfred Nobel, so the 1921 prize was carried forward and awarded',\n",
" 'observations were published in the international media, making Einstein world-famous. On 7 November 1919, the leading British newspaper \"The Times\" printed a banner headline that read: \"Revolution in Science – New Theory of the Universe – Newtonian Ideas Overthrown\". In 1920, he became a Foreign Member of the Royal Netherlands Academy of Arts and Sciences. In 1922, he was awarded the 1921 Nobel Prize in Physics \"for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect\". While the general theory of relativity was still considered somewhat controversial, the citation also does not',\n",
" 'was adopted as the standard technology for mining in the \"Age of Engineering\" bringing Nobel a great amount of financial success, though at a significant cost to his health. An offshoot of this research resulted in Nobel\\'s invention of ballistite, the precursor of many modern smokeless powder explosives and still used as a rocket propellant. In 1888 Alfred\\'s brother Ludvig died while visiting Cannes and a French newspaper erroneously published Alfred\\'s obituary. It condemned him for his invention of dynamite and is said to have brought about his decision to leave a better legacy after his death. The obituary stated,',\n",
" 'theory and stellar aberration. He was informed that he was trying to break down open doors (\"\"il enfonçait des portes ouvertes\"\"), and directed to classical works on optics. On 12 July 1815, as Fresnel was about to leave Paris, Arago left him a note on a new topic: Fresnel would not have ready access to these works outside Paris, and could not read English. But, in Mathieu — with a point-source of light made by focusing sunlight with a drop of honey, a crude micrometer of his own construction, and supporting apparatus made by a local locksmith — he began',\n",
" 'status as: \"I am not one of those hyphenated Americans who claim allegiance to two countries.\" Despite this declaration, Bell has been proudly claimed as a \"native son\" by all three countries he resided in: the United States, Canada, and the United Kingdom. By 1885, a new summer retreat was contemplated. That summer, the Bells had a vacation on Cape Breton Island in Nova Scotia, spending time at the small village of Baddeck. Returning in 1886, Bell started building an estate on a point across from Baddeck, overlooking Bras d\\'Or Lake. By 1889, a large house, christened \"The Lodge\" was',\n",
" 'Akira Kurosawa Akira Kurosawa (, \"Kurosawa Akira\"; March 23, 1910 – September 6, 1998) was a Japanese film director and screenwriter, who directed 30 films in a career spanning 57 years. He is regarded as one of the most important and influential filmmakers in the history of cinema. Kurosawa entered the Japanese film industry in 1936, following a brief stint as a painter. After years of working on numerous films as an assistant director and scriptwriter, he made his debut as a director during World War II with the popular action film \"Sanshiro Sugata\" (a.k.a. \"Judo Saga\"). After the war,',\n",
" 'to venom glands as most spiders are venomous. They have a second pair of appendages called pedipalps attached to the cephalothorax. These have similar segmentation to the legs and function as taste and smell organs. At the end of each male pedipalp is a spoon-shaped cymbium that acts to support the copulatory organ. In 1600 BCE, the Edwin Smith Papyrus, an Ancient Egyptian medical text, described the heart, its vessels, liver, spleen, kidneys, hypothalamus, uterus and bladder, and showed the blood vessels diverging from the heart. The Ebers Papyrus (c. 1550 BCE) features a \"treatise on the heart\", with vessels',\n",
" \"related disciplines, and they are often studied together. Human anatomy is one of the essential basic sciences that are applied in medicine. The discipline of anatomy is divided into macroscopic and microscopic anatomy. Macroscopic anatomy, or gross anatomy, is the examination of an animal's body parts using unaided eyesight. Gross anatomy also includes the branch of superficial anatomy. Microscopic anatomy involves the use of optical instruments in the study of the tissues of various structures, known as histology, and also in the study of cells. The history of anatomy is characterized by a progressive understanding of the functions of the\"],\n",
" 'titles': ['\"Albert Einstein\"',\n",
" '\"Albert Einstein\"',\n",
" '\"Albert Einstein\"',\n",
" '\"Albert Einstein\"',\n",
" '\"Alfred Nobel\"',\n",
" '\"Augustin-Jean Fresnel\"',\n",
" '\"Alexander Graham Bell\"',\n",
" '\"Akira Kurosawa\"',\n",
" 'Anatomy',\n",
" 'Anatomy']},\n",
" 'query': 'who got the first nobel prize in physics'}],\n",
" 'query': 'who got the first nobel prize in physics'}"
]
},
"metadata": {},
"execution_count": 32
}
]
},
{
"cell_type": "code",
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"colab": {
"base_uri": "https://localhost:8080/"
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"id": "pcUZL0VMXW7g",
"outputId": "985d76da-2b09-453a-983a-42f892919ae8"
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"source": [
"answers = predicted_result[\"answers\"]\n",
"answers"
],
"execution_count": null,
"outputs": [
{
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"data": {
"text/plain": [
"[{'answer': ' albert einstein',\n",
" 'meta': {'doc_ids': ['b85487f3f7fd1b9d5d4f4ed0aea4ef09',\n",
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" 0.6816012020544886,\n",
" 0.6551759945377117,\n",
" 0.6422037785182146,\n",
" 0.6376394847804104,\n",
" 0.6324816414259261,\n",
" 0.6317146301754861],\n",
" 'texts': ['Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of the photoelectric effect\", a pivotal step',\n",
" 'to Einstein in 1922. Footnotes Citations Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of',\n",
" 'model for depictions of mad scientists and absent-minded professors; his expressive face and distinctive hairstyle have been widely copied and exaggerated. \"Time\" magazine\\'s Frederic Golden wrote that Einstein was \"a cartoonist\\'s dream come true\". Many popular quotations are often misattributed to him. Einstein received numerous awards and honors and in 1922 he was awarded the 1921 Nobel Prize in Physics \"for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect\". None of the nominations in 1921 met the criteria set by Alfred Nobel, so the 1921 prize was carried forward and awarded',\n",
" 'observations were published in the international media, making Einstein world-famous. On 7 November 1919, the leading British newspaper \"The Times\" printed a banner headline that read: \"Revolution in Science – New Theory of the Universe – Newtonian Ideas Overthrown\". In 1920, he became a Foreign Member of the Royal Netherlands Academy of Arts and Sciences. In 1922, he was awarded the 1921 Nobel Prize in Physics \"for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect\". While the general theory of relativity was still considered somewhat controversial, the citation also does not',\n",
" 'was adopted as the standard technology for mining in the \"Age of Engineering\" bringing Nobel a great amount of financial success, though at a significant cost to his health. An offshoot of this research resulted in Nobel\\'s invention of ballistite, the precursor of many modern smokeless powder explosives and still used as a rocket propellant. In 1888 Alfred\\'s brother Ludvig died while visiting Cannes and a French newspaper erroneously published Alfred\\'s obituary. It condemned him for his invention of dynamite and is said to have brought about his decision to leave a better legacy after his death. The obituary stated,',\n",
" 'theory and stellar aberration. He was informed that he was trying to break down open doors (\"\"il enfonçait des portes ouvertes\"\"), and directed to classical works on optics. On 12 July 1815, as Fresnel was about to leave Paris, Arago left him a note on a new topic: Fresnel would not have ready access to these works outside Paris, and could not read English. But, in Mathieu — with a point-source of light made by focusing sunlight with a drop of honey, a crude micrometer of his own construction, and supporting apparatus made by a local locksmith — he began',\n",
" 'status as: \"I am not one of those hyphenated Americans who claim allegiance to two countries.\" Despite this declaration, Bell has been proudly claimed as a \"native son\" by all three countries he resided in: the United States, Canada, and the United Kingdom. By 1885, a new summer retreat was contemplated. That summer, the Bells had a vacation on Cape Breton Island in Nova Scotia, spending time at the small village of Baddeck. Returning in 1886, Bell started building an estate on a point across from Baddeck, overlooking Bras d\\'Or Lake. By 1889, a large house, christened \"The Lodge\" was',\n",
" 'Akira Kurosawa Akira Kurosawa (, \"Kurosawa Akira\"; March 23, 1910 – September 6, 1998) was a Japanese film director and screenwriter, who directed 30 films in a career spanning 57 years. He is regarded as one of the most important and influential filmmakers in the history of cinema. Kurosawa entered the Japanese film industry in 1936, following a brief stint as a painter. After years of working on numerous films as an assistant director and scriptwriter, he made his debut as a director during World War II with the popular action film \"Sanshiro Sugata\" (a.k.a. \"Judo Saga\"). After the war,',\n",
" 'to venom glands as most spiders are venomous. They have a second pair of appendages called pedipalps attached to the cephalothorax. These have similar segmentation to the legs and function as taste and smell organs. At the end of each male pedipalp is a spoon-shaped cymbium that acts to support the copulatory organ. In 1600 BCE, the Edwin Smith Papyrus, an Ancient Egyptian medical text, described the heart, its vessels, liver, spleen, kidneys, hypothalamus, uterus and bladder, and showed the blood vessels diverging from the heart. The Ebers Papyrus (c. 1550 BCE) features a \"treatise on the heart\", with vessels',\n",
" \"related disciplines, and they are often studied together. Human anatomy is one of the essential basic sciences that are applied in medicine. The discipline of anatomy is divided into macroscopic and microscopic anatomy. Macroscopic anatomy, or gross anatomy, is the examination of an animal's body parts using unaided eyesight. Gross anatomy also includes the branch of superficial anatomy. Microscopic anatomy involves the use of optical instruments in the study of the tissues of various structures, known as histology, and also in the study of cells. The history of anatomy is characterized by a progressive understanding of the functions of the\"],\n",
" 'titles': ['\"Albert Einstein\"',\n",
" '\"Albert Einstein\"',\n",
" '\"Albert Einstein\"',\n",
" '\"Albert Einstein\"',\n",
" '\"Alfred Nobel\"',\n",
" '\"Augustin-Jean Fresnel\"',\n",
" '\"Alexander Graham Bell\"',\n",
" '\"Akira Kurosawa\"',\n",
" 'Anatomy',\n",
" 'Anatomy']},\n",
" 'query': 'who got the first nobel prize in physics'}]"
]
},
"metadata": {},
"execution_count": 33
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "pJ22VYYDYhnK",
"outputId": "7af03bb4-df03-40b8-dbd0-61023c96ac0f"
},
"source": [
"question = \"what is the most current adobe flash player version\"\n",
"\n",
"retriever_results = retriever.retrieve(\n",
" query=question\n",
")\n",
"\n",
"predicted_result = generator.predict(\n",
" query=question,\n",
" documents=retriever_results,\n",
" top_k=1\n",
")\n",
"\n",
"answers = predicted_result[\"answers\"]\n",
"answers"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/transformers/models/rag/tokenization_rag.py:97: FutureWarning: `prepare_seq2seq_batch` is deprecated and will be removed in version 5 of 🤗 Transformers. Use the regular `__call__` method to prepare your inputs and the tokenizer under the `with_target_tokenizer` context manager to prepare your targets. See the documentation of your specific tokenizer for more details\n",
" FutureWarning,\n",
"/usr/local/lib/python3.7/dist-packages/transformers/generation_utils.py:1714: UserWarning: `max_length` is deprecated in this function, use `stopping_criteria=StoppingCriteriaList(MaxLengthCriteria(max_length=max_length))` instead.\n",
" UserWarning,\n"
]
},
{
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" 'texts': ['include access to the iTunes Store to rent movies and TV shows (purchasing has been discontinued), streaming from internet video sources, including YouTube and Netflix, and media streaming from an iTunes library. Apple also reduced the price of the device to $99. A third generation of the device was introduced at an Apple event on March 7, 2012, with new features such as higher resolution (1080p) and a new user interface. At the September 9, 2015, event, Apple unveiled an overhauled Apple TV, which now runs a variant of macOS, called tvOS, and contains 32GB or 64 GB of NAND',\n",
" \"Flash to store games, programs, and to cache the current media playing. The release also coincided with the opening of a separate Apple TV App Store and a new Siri Remote with a glass touchpad, gyroscope, and microphone. At the September 12, 2017 event, Apple released a new 4K Apple TV with the same form factor as the 4th Generation model. The 4K model is powered by the A10X SoC designed in-house that also powers their second-generation iPad Pro. The 4K model also has support for high dynamic range. Apple's first smart speaker, the HomePod was released on February 9,\",\n",
" 'a near bezel-less design along with wireless charging. On September 12, 2018, Apple introduced the iPhone XS, iPhone XS Max and iPhone XR. The iPhone XS and iPhone XS Max features Super Retina displays, a faster and improved dual camera system that offers breakthrough photo and video features, the first 7-nanometer chip in a smartphone — the A12 Bionic chip with next-generation Neural Engine — faster Face ID, wider stereo sound and introduces Dual SIM to iPhone. The iPhone XR comes in an all-screen glass and aluminium design with the most advanced LCD in a smartphone featuring a 6.1-inch Liquid',\n",
" '2018 after being delayed from its initial December 2017 release. It also features 7 tweeters in the base, a four-inch woofer in the top, and six microphones for voice control and acoustic optimization On September 12, 2018, Apple announced that HomePod is adding new features—search by lyrics, set multiple timers, make and receive phone calls, Find My iPhone, Siri Shortcuts—and Siri languages. Apple develops its own operating systems to run on its devices, including macOS for Mac personal computers, iOS for its iPhone, iPad and iPod Touch smartphones and tablets, watchOS for its Apple Watch smartwatches, and tvOS for its',\n",
" 'an app that allows iPad and iPhone users to make and edit videos. The app provides a way to produce short videos to share with other users on the Messages app, Instagram, Facebook and other social networks. Apple also introduced Live Titles for Clips that allows users to add live animated captions and titles using their voice. In May 2017, Apple refreshed two of its website designs. Their public relations \"Apple Press Info\" website was changed to an \"Apple Newsroom\" site, featuring a greater emphasis on imagery and therefore lower information density, and combines press releases, news items, and photos.',\n",
" \"a faster processor, and brighter display. On September 12, 2017, Apple introduced the Apple Watch Series 3 featuring LTE cellular connectivity, giving the wearable independence from an iPhone except for the setup process. On September 12, 2018, Apple introduced the Apple Watch Series 4, featuring new display, electrocardiogram and fall detection. At the 2007 Macworld conference, Jobs demonstrated the Apple TV (previously known as the iTV), a set-top video device intended to bridge the sale of content from iTunes with high-definition televisions. The device links up to a user's TV and syncs, either via Wi-Fi or a wired network, with\",\n",
" '2016, Apple introduced the iPhone 7 and the iPhone 7 Plus, which feature improved system and graphics performance, add water resistance, a new rear dual-camera system on the 7 Plus model, and, controversially, remove the 3.5 mm headphone jack. On September 12, 2017, Apple introduced the iPhone 8 and iPhone 8 Plus, standing as evolutionary updates to its previous phones with a faster processor, improved display technology, upgraded camera systems and wireless charging. The company also announced iPhone X, which radically changes the hardware of the iPhone lineup, removing the home button in favor of facial recognition technology and featuring',\n",
" 'for 2020. Patrick Frater writing for \"Variety\" magazine in May 2017 stated that another two unfinished films by Kurosawa were planned, with \"Silvering Spear\" to start filming in 2018. In September 2011, it was reported that remake rights to most of Kurosawa\\'s movies and unproduced screenplays were assigned by the Akira Kurosawa 100 Project to the L.A.-based company Splendent. Splendent\\'s chief Sakiko Yamada, stated that he aimed to \"help contemporary film-makers introduce a new generation of moviegoers to these unforgettable stories\". Kurosawa Production Co., established in 1959, continues to oversee many of the aspects of Kurosawa\\'s legacy. The director\\'s son,',\n",
" \"CEO. Two months later, Jobs died, marking the end of an era for the company. Apple is well known for its size and revenues. Its worldwide annual revenue totaled $265billion for the 2018 fiscal year. Apple is the world's largest information technology company by revenue and the world's third-largest mobile phone manufacturer after Samsung and Huawei. In August 2018, Apple became the first public U.S. company to be valued at over US$1 trillion. The company employs 123,000 full-time employees and maintains 504 retail stores in 24 countries . It operates the iTunes Store, which is the world's largest music retailer.\",\n",
" 'reduced-carrier transmission or DSB-RC) to use in the demodulation process. Even with the carrier totally eliminated in double-sideband suppressed-carrier transmission, carrier regeneration is possible using a Costas phase-locked loop. This doesn\\'t work however for single-sideband suppressed-carrier transmission (SSB-SC), leading to the characteristic \"Donald Duck\" sound from such receivers when slightly detuned. Single sideband is nevertheless used widely in amateur radio and other voice communications both due to its power efficiency and bandwidth efficiency (cutting the RF bandwidth in half compared to standard AM). On the other hand, in medium wave and short wave broadcasting, standard AM with the full carrier'],\n",
" 'titles': ['\"Apple Inc.\"',\n",
" '\"Apple Inc.\"',\n",
" '\"Apple Inc.\"',\n",
" '\"Apple Inc.\"',\n",
" '\"Apple Inc.\"',\n",
" '\"Apple Inc.\"',\n",
" '\"Apple Inc.\"',\n",
" '\"Akira Kurosawa\"',\n",
" '\"Apple Inc.\"',\n",
" '\"Amplitude modulation\"']},\n",
" 'query': 'what is the most current adobe flash player version'}]"
]
},
"metadata": {},
"execution_count": 37
}
]
},
{
"cell_type": "code",
"metadata": {
"pycharm": {
"name": "#%%\n"
},
"id": "V-L-_p2COgk_"
},
"source": [
"from haystack.pipeline import GenerativeQAPipeline"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "iRJNww_2X3vr",
"outputId": "2da6023e-5fb3-4a71-975b-497ff4bd4ee1"
},
"source": [
"pipe = GenerativeQAPipeline(generator=generator, retriever=retriever)\n",
"res = pipe.run(query=question, params={\"Generator\": {\"top_k\": 1}, \"Retriever\": {\"top_k\": 5}})\n",
"print(res)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/transformers/models/rag/tokenization_rag.py:97: FutureWarning: `prepare_seq2seq_batch` is deprecated and will be removed in version 5 of 🤗 Transformers. Use the regular `__call__` method to prepare your inputs and the tokenizer under the `with_target_tokenizer` context manager to prepare your targets. See the documentation of your specific tokenizer for more details\n",
" FutureWarning,\n",
"/usr/local/lib/python3.7/dist-packages/transformers/generation_utils.py:1714: UserWarning: `max_length` is deprecated in this function, use `stopping_criteria=StoppingCriteriaList(MaxLengthCriteria(max_length=max_length))` instead.\n",
" UserWarning,\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"{'query': 'who got the first nobel prize in physics', 'answers': [{'query': 'who got the first nobel prize in physics', 'answer': ' albert einstein', 'meta': {'doc_ids': ['b85487f3f7fd1b9d5d4f4ed0aea4ef09', 'ab6983f94425886f00fd550b2ac0f037', 'd34ecd3aeacc8cbd33555e07f9a98c73', '4a347e0fc7c1b7d06fa7d7a2aa580555', '549e4d922dd841db8244599f1d9ac30c'], 'doc_scores': [0.6908883762847904, 0.6899226137320913, 0.6845092575712043, 0.683915370112666, 0.6816012020544886], 'texts': ['Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of the photoelectric effect\", a pivotal step', 'to Einstein in 1922. Footnotes Citations Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of', 'model for depictions of mad scientists and absent-minded professors; his expressive face and distinctive hairstyle have been widely copied and exaggerated. \"Time\" magazine\\'s Frederic Golden wrote that Einstein was \"a cartoonist\\'s dream come true\". Many popular quotations are often misattributed to him. Einstein received numerous awards and honors and in 1922 he was awarded the 1921 Nobel Prize in Physics \"for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect\". None of the nominations in 1921 met the criteria set by Alfred Nobel, so the 1921 prize was carried forward and awarded', 'observations were published in the international media, making Einstein world-famous. On 7 November 1919, the leading British newspaper \"The Times\" printed a banner headline that read: \"Revolution in Science – New Theory of the Universe – Newtonian Ideas Overthrown\". In 1920, he became a Foreign Member of the Royal Netherlands Academy of Arts and Sciences. In 1922, he was awarded the 1921 Nobel Prize in Physics \"for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect\". While the general theory of relativity was still considered somewhat controversial, the citation also does not', 'was adopted as the standard technology for mining in the \"Age of Engineering\" bringing Nobel a great amount of financial success, though at a significant cost to his health. An offshoot of this research resulted in Nobel\\'s invention of ballistite, the precursor of many modern smokeless powder explosives and still used as a rocket propellant. In 1888 Alfred\\'s brother Ludvig died while visiting Cannes and a French newspaper erroneously published Alfred\\'s obituary. It condemned him for his invention of dynamite and is said to have brought about his decision to leave a better legacy after his death. The obituary stated,'], 'titles': ['\"Albert Einstein\"', '\"Albert Einstein\"', '\"Albert Einstein\"', '\"Albert Einstein\"', '\"Alfred Nobel\"']}}], 'documents': [{'text': 'Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of the photoelectric effect\", a pivotal step', 'score': 0.6908883762847904, 'question': None, 'meta': {'name': '\"Albert Einstein\"', 'vector_id': '1'}, 'embedding': array([ 8.55912268e-02, 2.62766957e-01, -1.33803874e-01, 2.22948082e-02,\n",
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" dtype=float32), 'id': 'b85487f3f7fd1b9d5d4f4ed0aea4ef09'}, {'text': 'to Einstein in 1922. Footnotes Citations Albert Einstein Albert Einstein (; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist who developed the theory of relativity, one of the two pillars of modern physics (alongside quantum mechanics). His work is also known for its influence on the philosophy of science. He is best known to the general public for his mass–energy equivalence formula , which has been dubbed \"the world\\'s most famous equation\". He received the 1921 Nobel Prize in Physics \"for his services to theoretical physics, and especially for his discovery of the law of', 'score': 0.6899226137320913, 'question': None, 'meta': {'name': '\"Albert Einstein\"', 'vector_id': '0'}, 'embedding': array([-2.21893266e-01, 1.77230999e-01, -1.31825984e-01, 3.58010195e-02,\n",
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" dtype=float32), 'id': 'ab6983f94425886f00fd550b2ac0f037'}, {'text': 'model for depictions of mad scientists and absent-minded professors; his expressive face and distinctive hairstyle have been widely copied and exaggerated. \"Time\" magazine\\'s Frederic Golden wrote that Einstein was \"a cartoonist\\'s dream come true\". Many popular quotations are often misattributed to him. Einstein received numerous awards and honors and in 1922 he was awarded the 1921 Nobel Prize in Physics \"for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect\". None of the nominations in 1921 met the criteria set by Alfred Nobel, so the 1921 prize was carried forward and awarded', 'score': 0.6845092575712043, 'question': None, 'meta': {'name': '\"Albert Einstein\"', 'vector_id': '3'}, 'embedding': array([ 2.89600790e-01, 3.05801123e-01, -2.39348039e-01, 2.57316858e-01,\n",
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" dtype=float32), 'id': 'd34ecd3aeacc8cbd33555e07f9a98c73'}, {'text': 'observations were published in the international media, making Einstein world-famous. On 7 November 1919, the leading British newspaper \"The Times\" printed a banner headline that read: \"Revolution in Science – New Theory of the Universe – Newtonian Ideas Overthrown\". In 1920, he became a Foreign Member of the Royal Netherlands Academy of Arts and Sciences. In 1922, he was awarded the 1921 Nobel Prize in Physics \"for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect\". While the general theory of relativity was still considered somewhat controversial, the citation also does not', 'score': 0.683915370112666, 'question': None, 'meta': {'name': '\"Albert Einstein\"', 'vector_id': '2'}, 'embedding': array([ 1.67684168e-01, 3.16110224e-01, 3.83128710e-02, -9.00615193e-03,\n",
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" dtype=float32), 'id': '4a347e0fc7c1b7d06fa7d7a2aa580555'}, {'text': 'was adopted as the standard technology for mining in the \"Age of Engineering\" bringing Nobel a great amount of financial success, though at a significant cost to his health. An offshoot of this research resulted in Nobel\\'s invention of ballistite, the precursor of many modern smokeless powder explosives and still used as a rocket propellant. In 1888 Alfred\\'s brother Ludvig died while visiting Cannes and a French newspaper erroneously published Alfred\\'s obituary. It condemned him for his invention of dynamite and is said to have brought about his decision to leave a better legacy after his death. The obituary stated,', 'score': 0.6816012020544886, 'question': None, 'meta': {'name': '\"Alfred Nobel\"', 'vector_id': '4'}, 'embedding': array([ 4.36423719e-03, 5.17959416e-01, -4.48045909e-01, 3.66543680e-01,\n",
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" -9.89261121e-02, -6.19831502e-01, 6.78447306e-01, 8.00585598e-02],\n",
" dtype=float32), 'id': '549e4d922dd841db8244599f1d9ac30c'}], 'root_node': 'Query', 'params': {'Generator': {'top_k': 1}, 'Retriever': {'top_k': 5}}, 'node_id': 'Generator'}\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "T0QiXUChX4t2"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
Datasets
Models
