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@SandroLuck
Created October 7, 2021 20:55
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{
"cells": [
{
"cell_type": "markdown",
"id": "11cdedfc-0f0e-4556-aadf-ecaea8afbfe7",
"metadata": {},
"source": [
"# Overview"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "c11f4d86-005d-4c3d-86a9-93dab9b1f025",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image(filename='TextClassification.png') "
]
},
{
"cell_type": "markdown",
"id": "84f2a60c-583d-4fad-8e0c-d837dd10d5e2",
"metadata": {},
"source": [
"# DOWNLOAD THE DATA\n",
"## HARRY POTTER\n",
"https://github.com/formcept/whiteboard/tree/master/nbviewer/notebooks/data/harrypotter\n",
"## BIBLE\n",
"https://raw.githubusercontent.com/mxw/grmr/master/src/finaltests/bible.txt"
]
},
{
"cell_type": "markdown",
"id": "9f38a5f9-7ede-4c56-8c1b-de25a504d3a4",
"metadata": {},
"source": [
"# INSTALL DEPENDENCIES"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "054079a8-b374-4c84-8b51-e8c50da63b13",
"metadata": {},
"outputs": [],
"source": [
"%%capture\n",
"!pip install -U sentence-transformers\n",
"!pip install pytorch-lightning"
]
},
{
"cell_type": "markdown",
"id": "44be0026-97b2-46e9-96ce-7f0fb2b5ec9f",
"metadata": {},
"source": [
"# OUR EMBEDDING MODEL\n",
"https://huggingface.co/sentence-transformers/paraphrase-xlm-r-multilingual-v1"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "97802a4b-dfd5-4c8c-bbee-5d7d8237c5d2",
"metadata": {},
"outputs": [],
"source": [
"from sentence_transformers import SentenceTransformer\n",
"embed_model = SentenceTransformer('sentence-transformers/paraphrase-xlm-r-multilingual-v1')\n"
]
},
{
"cell_type": "markdown",
"id": "311162f6-24f4-4081-ac1b-57510cf0df98",
"metadata": {},
"source": [
"# LOAD DATA\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "f02746fa-f2f9-40d2-a3db-e0c153976208",
"metadata": {},
"outputs": [],
"source": [
"folder_a=\"./Harry\"\n",
"folder_b=\"./Bible\""
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "9cc1d4eb-69b1-4107-8756-0fbb1c26fbc3",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import pandas as pd\n",
"def make_dataset_rdy(path,label):\n",
" #iter files and read it all\n",
" data=[]\n",
" for f_name in os.listdir(path):\n",
" print(f\"{path}/{f_name}\")\n",
" if not \".ipynb_checkpoints\" in f_name:\n",
" with open(f\"{path}/{f_name}\",'r') as f:\n",
" print(3*\"\\n\",f\"reading file {path}{f_name}\")\n",
" f_content=f.read()\n",
" else:\n",
" continue\n",
" # show first two sentences\n",
" print(f_content[:2])\n",
" # append the data\n",
" data+=f_content.split(\".\")\n",
" # convert to pandas\n",
" data=pd.Series(data)\n",
" # generate labels\n",
" labels=pd.Series(len(data)*[label])\n",
" #clean data a little\n",
" data_set=pd.concat([labels,data],axis=1)\n",
" data_set.columns=[\"Label\",\"Sentence\"]\n",
" print(data_set)\n",
" return data_set\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "37a9b67e-150b-4578-a096-320fbd388bbf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"./Harry/Book 5 - The Order of the Phoenix.txt\n",
"\n",
"\n",
"\n",
" reading file ./HarryBook 5 - The Order of the Phoenix.txt\n",
"HA\n",
"./Harry/Book 4 - The Goblet of Fire.txt\n",
"\n",
"\n",
"\n",
" reading file ./HarryBook 4 - The Goblet of Fire.txt\n",
"/ \n",
"./Harry/Book 3 - The Prisoner of Azkaban.txt\n",
"\n",
"\n",
"\n",
" reading file ./HarryBook 3 - The Prisoner of Azkaban.txt\n",
"/ \n",
"./Harry/.ipynb_checkpoints\n",
"./Harry/Book 2 - The Chamber of Secrets.txt\n",
"\n",
"\n",
"\n",
" reading file ./HarryBook 2 - The Chamber of Secrets.txt\n",
"\n",
"J\n",
"./Harry/Book 6 - The Half Blood Prince.txt\n",
"\n",
"\n",
"\n",
" reading file ./HarryBook 6 - The Half Blood Prince.txt\n",
"\n",
"*\n",
" Label Sentence\n",
"0 True HARRY \\n\\nPOTTER \\n\\n\\n\\n\\nI \\n\\n\\n\\n\\nDUDLEY ...\n",
"1 True Cars that were usually \\ngleaming stood dusty...\n",
"2 True Deprived of their usual car-washing and \\nlaw...\n",
"3 True The only person left outdoors was \\na teenage...\n",
"4 True \\n\\nHe was a skinny, black-haired, bespectacl...\n",
"... ... ...\n",
"74645 True \\n\\n“Yeah, we shouldn’t miss that,” he said f...\n",
"74646 True \\n\\nHis hand closed automatically around the ...\n",
"74647 True \\n\\n\\n\\nPage | 730 Harry Potter and the Half ...\n",
"74648 True K\n",
"74649 True Rowling \\n\\n\\n\\n\\n\n",
"\n",
"[74650 rows x 2 columns]\n"
]
}
],
"source": [
"df_h=make_dataset_rdy(folder_a, True)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "525fc322-ddee-4a24-b7fc-c2864f4375b7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"./Bible/.ipynb_checkpoints\n",
"./Bible/bible.txt\n",
"\n",
"\n",
"\n",
" reading file ./Biblebible.txt\n",
"1:\n",
" Label Sentence\n",
"0 False 1:1 In the beginning God created the heaven an...\n",
"1 False \\n\\n1:2 And the earth was without form, and vo...\n",
"2 False And the Spirit of God moved upon the face of ...\n",
"3 False \\n\\n1:3 And God said, Let there be light: and ...\n",
"4 False \\n\\n1:4 And God saw the light, that it was goo...\n",
"... ... ...\n",
"26413 False Thus, we do not necessarily\\nkeep eBooks in ...\n",
"26414 False \\n\\n\\nMost people start at our Web site which ...\n",
"26415 False gutenberg\n",
"26416 False org\\n\\nThis Web site includes information abou...\n",
"26417 False \\n\n",
"\n",
"[26418 rows x 2 columns]\n"
]
}
],
"source": [
"df_b=make_dataset_rdy(folder_b, False)"
]
},
{
"cell_type": "markdown",
"id": "a8ad2ef2-7569-4b8e-9eb5-67320eef0c16",
"metadata": {},
"source": [
"# Data Cleaning"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "d42c5768-c566-4e08-a44a-069e479aa3be",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"101068\n"
]
}
],
"source": [
"#merge\n",
"df=pd.concat([df_h,df_b])\n",
"print(len(df))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "34ea1ba5-be93-497e-94b9-34e408e484a8",
"metadata": {},
"outputs": [
{
"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>Label</th>\n",
" <th>Sentence</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>True</td>\n",
" <td>harry potter i dudley demented the hottest day...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>True</td>\n",
" <td>cars that were usually gleaming stood dusty in...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>True</td>\n",
" <td>deprived of their usual car-washing and lawn-m...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>True</td>\n",
" <td>the only person left outdoors was a teenage bo...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>True</td>\n",
" <td>he was a skinny, black-haired, bespectacled bo...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26413</th>\n",
" <td>False</td>\n",
" <td>thus, we do not necessarily keep ebooks in com...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26414</th>\n",
" <td>False</td>\n",
" <td>most people start at our web site which has th...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26415</th>\n",
" <td>False</td>\n",
" <td>gutenberg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26416</th>\n",
" <td>False</td>\n",
" <td>org this web site includes information about p...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26417</th>\n",
" <td>False</td>\n",
" <td></td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>101068 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" Label Sentence\n",
"0 True harry potter i dudley demented the hottest day...\n",
"1 True cars that were usually gleaming stood dusty in...\n",
"2 True deprived of their usual car-washing and lawn-m...\n",
"3 True the only person left outdoors was a teenage bo...\n",
"4 True he was a skinny, black-haired, bespectacled bo...\n",
"... ... ...\n",
"26413 False thus, we do not necessarily keep ebooks in com...\n",
"26414 False most people start at our web site which has th...\n",
"26415 False gutenberg\n",
"26416 False org this web site includes information about p...\n",
"26417 False \n",
"\n",
"[101068 rows x 2 columns]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "a1540bb6-4b22-406c-804a-9bba58e4e5ba",
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"\n",
"#remove \\n and the numbers\n",
"df[\"Sentence\"]=df[\"Sentence\"].apply(lambda x: x.replace(\"\\n\",\" \").replace(\":\",\"\").lower())\n",
"df[\"Sentence\"]=df[\"Sentence\"].apply(lambda x: re.sub(r\"\\d\",\"\",x).strip().replace(\" \",\" \"))\n",
"df[\"Sentence\"]=df[\"Sentence\"].apply(lambda x: re.sub(r\"\\s+\",\" \",x).strip().replace(\" \",\" \"))\n",
"\n",
"# df[\"Sentence\"]=df[\"Sentence\"].apply(lambda x: str(x).replace(\"\\n\",\" \"))\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "6c50a3ab-901c-4ad3-b6e7-a458ee75534a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['harry potter i dudley demented the hottest day of the summer so far was drawing to a close and a drowsy silence lay over the large, square houses of privet drive',\n",
" 'cars that were usually gleaming stood dusty in their drives and lawns that were once emerald green lay parched and yellowing; the use of hosepipes had been banned due to drought',\n",
" 'deprived of their usual car-washing and lawn-mowing pursuits, the inhabitants of privet drive had retreated into the shade of their cool houses, windows thrown wide in the hope of tempting in a nonexistent breeze',\n",
" 'the only person left outdoors was a teenage boy who was lying flat on his back in a flower bed outside number four',\n",
" 'he was a skinny, black-haired, bespectacled boy who had the pinched, slightly unhealthy look of someone who has grown a lot in a short space of time',\n",
" 'his jeans were torn and dirty, his t-shirt baggy and faded, and the soles of his trainers were peeling away from the uppers',\n",
" 'harry potter’s appearance did not endear him to the neighbors, who were the sort of people who thought scruffiness ought to be page | harry potter and the order of the phoenix - j',\n",
" 'k',\n",
" 'rowling punishable by law, but as he had hidden himself behind a large hydrangea bush this evening he was quite invisible to passersby',\n",
" 'in fact, the only way he would be spotted was if his uncle vernon or aunt petunia stuck their heads out of the living room window and looked straight down into the flower bed below'],\n",
" dtype=object)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Sentence\"].iloc[:10].values"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "2131cc24-71f2-41e3-95e2-a0a257d2c187",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['and there went out another horse that was red and power was given to him that sat thereon to take peace from the earth, and that they should kill one another and there was given unto him a great sword',\n",
" 'and when he had opened the third seal, i heard the third beast say, come and see',\n",
" 'and i beheld, and lo a black horse; and he that sat on him had a pair of balances in his hand',\n",
" 'and i heard a voice in the midst of the four beasts say, a measure of wheat for a penny, and three measures of barley for a penny; and see thou hurt not the oil and the wine',\n",
" 'and when he had opened the fourth seal, i heard the voice of the fourth beast say, come and see',\n",
" 'and i looked, and behold a pale horse and his name that sat on him was death, and hell followed with him',\n",
" 'and power was given unto them over the fourth part of the earth, to kill with sword, and with hunger, and with death, and with the beasts of the earth',\n",
" 'and when he had opened the fifth seal, i saw under the altar the souls of them that were slain for the word of god, and for the testimony which they held and they cried with a loud voice, saying, how long, o lord, holy and true, dost thou not judge and avenge our blood on them that dwell on the earth? and white robes were given unto every one of them; and it was said unto them, that they should rest yet for a little season, until their fellowservants also and their brethren, that should be killed as they were, should be fulfilled',\n",
" 'and i beheld when he had opened the sixth seal, and, lo, there was a great earthquake; and the sun became black as sackcloth of hair, and the moon became as blood; and the stars of heaven fell unto the earth, even as a fig tree casteth her untimely figs, when she is shaken of a mighty wind',\n",
" 'and the heaven departed as a scroll when it is rolled together; and every mountain and island were moved out of their places'],\n",
" dtype=object)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Sentence\"].iloc[-510:-500].values"
]
},
{
"cell_type": "markdown",
"id": "7d5828ea-9a0a-4349-add1-26e590ce39d2",
"metadata": {},
"source": [
"# Balance DATA"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "769f15ab-517f-4a80-b734-70257ab52537",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Bible 74650\n",
"HP 26418\n"
]
}
],
"source": [
"print(\"Bible\",len(df[df[\"Label\"]]))\n",
"print(\"HP\",len(df[~df[\"Label\"]]))\n",
"# way more bible then Harry Potter, rebalance\n",
"# first shuffle"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "b7411f64-230d-485a-843e-9c7ea613010a",
"metadata": {},
"outputs": [],
"source": [
"reduced=df.sample(frac=1.0)\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "67c2f8c3-adfe-4d9d-94e2-45cfa9bc9ab8",
"metadata": {},
"outputs": [],
"source": [
"g = reduced.groupby('Label')\n",
"out=g.apply(lambda x: x.sample(g.size().min())).reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "2768f456-335a-4183-9fbc-cad880588e98",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Bible 26418\n",
"HP 26418\n"
]
}
],
"source": [
"print(\"Bible\",len(out[out[\"Label\"]]))\n",
"print(\"HP\",len(out[~out[\"Label\"]]))\n",
"reduced=out\n",
"reduced=reduced.sample(frac=1.0)\n"
]
},
{
"cell_type": "markdown",
"id": "e5cdcad6-37df-43ff-8059-b9af301d99bf",
"metadata": {},
"source": [
"# Encode"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "42e8fcea-18fa-4112-b3d0-dab077f602ac",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(2, 768) <class 'numpy.ndarray'> [[-0.38999644 0.14091745 -0.200613 ... -0.0919237 -0.26118883\n",
" 0.25147024]\n",
" [-0.1775519 0.18350348 0.13979515 ... 0.13180518 -0.14322114\n",
" 0.38702768]]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.7/site-packages/transformers/tokenization_utils_base.py:2227: UserWarning: `max_length` is ignored when `padding`=`True`.\n",
" warnings.warn(\"`max_length` is ignored when `padding`=`True`.\")\n"
]
}
],
"source": [
"our_encoding=embed_model.encode([\"I am a Sentence\", \"Another Sentence\"])\n",
"print(our_encoding.shape, type(our_encoding), our_encoding)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "2b3e7e95-60e8-43e1-a007-f507216d731a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1h 37min 49s, sys: 48.8 s, total: 1h 38min 38s\n",
"Wall time: 12min 17s\n"
]
}
],
"source": [
"%%time\n",
"all_encodings=embed_model.encode(reduced[\"Sentence\"].tolist())"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d28c69af-99d5-4282-8c55-4c34a0255904",
"metadata": {},
"outputs": [],
"source": [
"# store the embedding\n",
"# import pickle\n",
"# with open(\"backup.pickle\", 'wb') as f:\n",
"# pickle.dump(all_encodings,f)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1484f5c5-475c-473e-9af5-f2405b763ceb",
"metadata": {},
"outputs": [],
"source": [
"with open(\"backup.pickle\", 'rb') as file:\n",
" # Call load method to deserialze\n",
" all_encodings = pickle.load(file)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "c6d6712b-c8ce-417d-9b88-9bad162bc9df",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(52836, 768)"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_encodings.shape\n"
]
},
{
"cell_type": "markdown",
"id": "751d0fd6-1f3c-4e00-9a95-8df94a41ea4f",
"metadata": {},
"source": [
"# TRAIN A MODEL"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "04eb684e-9849-4f78-a310-55f144fe43f2",
"metadata": {},
"outputs": [],
"source": [
"import torch.nn.functional as F\n",
"from pytorch_lightning import seed_everything, LightningModule, Trainer\n",
"from pytorch_lightning.callbacks import EarlyStopping\n",
"from torch import nn, optim, rand, sum as tsum, reshape, save\n",
"from torch.utils.data import DataLoader, Dataset\n",
"import torch\n",
"\n",
"class BibleVsHarryDataset(Dataset):\n",
" def __init__(self,type_ds=\"train\"):\n",
" total_len=all_encodings.shape[0]\n",
" split_poin_train = int(total_len*0.8)\n",
" split_poin_test = int(total_len*0.1)\n",
" # we just configure 0.8, 0.1, 0.1 split, this assumes dataset is preshuffled\n",
" if type_ds==\"train\":\n",
" self.dataset = torch.from_numpy(all_encodings[:split_poin_train,:]).float()\n",
" self.label = torch.tensor(reduced[\"Label\"].values[:split_poin_train]).float()\n",
" if type_ds==\"test\":\n",
" self.dataset = torch.from_numpy(all_encodings[split_poin_train:split_poin_train+split_poin_test,:]).float()\n",
" self.label = torch.tensor(reduced[\"Label\"].values[split_poin_train:split_poin_train+split_poin_test]).float() \n",
" if type_ds==\"val\":\n",
" self.dataset = torch.from_numpy(all_encodings[split_poin_train+split_poin_test:,:]).float()\n",
" self.label = torch.tensor(reduced[\"Label\"].values[split_poin_train+split_poin_test:]).float() \n",
"\n",
"\n",
" def __getitem__(self, index):\n",
" return (self.dataset[index], self.label[index])\n",
"\n",
" def __len__(self):\n",
" return self.dataset.size()[0]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "8df5665d-e102-419c-9fd5-596a02e8f062",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor([ 2.5862e-02, 1.0470e-01, 3.3521e-01, -3.8401e-01, -7.7913e-03,\n",
" -2.1871e-01, 3.8210e-02, 8.8964e-02, 1.0925e-01, 1.0338e-02,\n",
" 2.6439e-02, 1.4184e-01, -1.2095e-01, -4.7730e-01, -6.6998e-02,\n",
" 1.7272e-01, -3.6807e-01, -1.7885e-02, -2.9635e-01, 2.0093e-01,\n",
" 1.5449e-02, -2.7596e-01, 5.5541e-02, -4.0472e-01, 7.1871e-02,\n",
" 1.0904e-01, 2.2263e-01, 3.4110e-01, -2.5784e-01, 9.8506e-01,\n",
" -1.4720e-02, 4.6390e-02, 1.3729e-01, 3.1745e-01, -9.7436e-02,\n",
" -1.9649e-01, 8.2078e-02, -1.3984e-01, 3.5637e-01, -5.9255e-02,\n",
" 1.6614e-01, -2.4480e-01, 1.1855e-01, 3.5257e-01, -9.7801e-02,\n",
" 9.9539e-02, 3.0261e-03, 1.1669e-01, 9.3073e-02, -1.3370e-01,\n",
" 1.3587e-01, 2.6024e-01, 2.2161e-02, -9.4642e-02, 3.3998e-01,\n",
" 4.5083e-01, -1.6834e-01, -3.1453e-01, -8.5419e-02, 1.4312e-01,\n",
" 2.6212e-01, -1.3069e-01, 3.2272e-01, -1.9237e-01, -2.6643e-01,\n",
" 3.1292e-01, 4.4000e-01, 2.3820e-02, -1.1667e-01, 1.5844e-01,\n",
" 1.2230e-01, 2.8942e-01, 2.8996e-02, 4.9555e-01, -2.2234e-01,\n",
" 4.6040e-01, -4.6790e-01, 1.3437e-01, 2.4129e-03, -2.3680e-01,\n",
" -1.3478e-01, -9.5044e-02, -2.3749e-01, -1.0117e-01, 3.1661e-01,\n",
" 1.5245e-01, -8.6441e-02, -2.8320e-01, -3.2638e-01, 4.4981e-02,\n",
" 2.2701e-01, 2.6792e-01, 2.8433e-02, 3.9811e-01, -1.4231e-01,\n",
" 5.3823e-01, -3.1728e-01, -4.3553e-02, 3.4235e-02, -1.2904e-01,\n",
" -2.6991e-02, -1.3692e-02, -1.1941e-01, -1.1054e-01, -6.3087e-02,\n",
" -1.1340e-01, -6.7012e-01, 6.8176e-02, 1.1172e-01, -1.3794e-01,\n",
" -5.6445e-01, -1.6222e-01, 1.4955e-01, -1.4579e-01, 2.2904e-01,\n",
" -1.3787e-01, 1.4045e-01, 3.2021e-01, -6.1886e-02, -3.6039e-01,\n",
" -1.5962e-01, 1.8624e-01, -9.0661e-02, 5.2207e-01, 2.8764e-01,\n",
" -1.8261e-01, 3.7664e-01, -2.2240e-01, -1.3278e-01, 4.4926e-02,\n",
" -1.9918e-01, -5.7422e-02, 1.3804e-01, -4.3141e-01, 2.1174e-01,\n",
" -3.8080e-02, 8.6431e-01, 2.4595e-02, -3.4896e-01, 4.5290e-01,\n",
" -2.2632e-01, -4.1012e-02, -4.6498e-01, 1.9187e-01, -1.5461e-01,\n",
" -2.1728e-01, 2.1200e-01, 6.5833e-02, 4.6910e-01, -5.7556e-01,\n",
" 4.6423e-01, 7.6237e-03, -4.3651e-02, -2.3521e-01, -1.2651e-01,\n",
" 1.2454e-01, 1.0086e-01, 5.1540e-02, -7.3693e-02, -9.8186e-02,\n",
" -1.6268e-01, -3.7705e-01, 3.8963e-01, 1.8847e-01, -1.1006e-01,\n",
" 1.2786e-01, -1.8054e-02, -1.1778e-01, 4.3668e-01, 3.5428e-01,\n",
" 1.5814e-01, 6.4923e-02, 1.9895e-01, -9.8434e-02, -5.1440e-01,\n",
" 2.1873e-01, -3.1549e-01, -1.6252e-01, 1.5827e-01, 2.8366e-03,\n",
" 1.9480e-01, 9.6830e-02, 3.6732e-01, 3.8182e-01, -2.8975e-01,\n",
" 1.8216e-01, 2.7117e-01, 2.2991e-01, -2.4152e-02, 1.5686e-01,\n",
" -4.3403e-01, -2.3243e-01, 5.2283e-02, -2.9010e-01, 8.9494e-02,\n",
" -2.4439e-01, 4.8236e-02, 2.8253e-01, -2.9418e-01, -1.3518e-01,\n",
" 2.5962e-02, 2.8323e-01, 5.6469e-01, 1.5362e-01, 1.9663e-01,\n",
" 1.8009e-02, 1.0580e-03, 6.9870e-02, 7.3500e-02, -2.4913e-01,\n",
" 5.6484e-02, 3.3829e-01, 1.6841e-01, -3.5438e-01, -1.9389e-01,\n",
" 6.5755e-02, -6.2730e-02, -4.8974e-01, -3.2094e-01, -2.5148e-01,\n",
" 1.6015e-01, 8.5073e-03, -4.1649e-03, 8.3299e-03, 2.2826e-01,\n",
" -4.8697e-01, -1.2105e-01, -5.5548e-01, -8.4941e-02, -1.6749e-01,\n",
" -8.5059e-02, 2.1422e-02, -1.4237e-01, 1.2702e-01, -2.6735e-01,\n",
" 4.4447e-02, -1.7844e-01, -1.8011e-01, 7.7478e-02, -1.3089e-01,\n",
" -1.2630e-01, -2.3402e-02, 7.3202e-02, 1.4871e-01, -4.2136e-02,\n",
" -2.2351e-01, -2.9632e-02, 1.6920e-01, 4.0449e-02, 3.5422e-01,\n",
" 5.7765e-01, -2.0618e-02, -2.2684e-01, 2.9297e-01, 2.2791e-01,\n",
" 1.3718e-01, 3.7892e-02, -1.4053e-01, 3.1013e-01, 6.4106e-01,\n",
" 1.8311e-01, 1.9916e-01, 2.1952e-01, 2.4617e-01, 5.1172e-03,\n",
" 8.7465e-01, 1.2637e-01, -8.3847e-02, 9.5227e-02, 2.7172e-01,\n",
" 1.3030e-01, 9.6497e-02, 5.0518e-02, -8.4409e-02, 4.6113e-02,\n",
" 3.3071e-01, 1.6816e-02, 9.7306e-02, 3.1725e-01, 1.0667e-01,\n",
" 1.5810e-04, 4.7020e-01, 4.0737e-01, -8.3486e-02, -4.8277e-02,\n",
" -4.3708e-01, -2.2817e-01, 1.4180e-01, 5.1201e-02, 2.4948e-01,\n",
" 1.4867e-01, 1.5322e-01, -1.9844e-01, 1.1015e-01, 2.8800e-01,\n",
" -1.2149e-01, -1.4473e-01, -3.6414e-01, 1.0079e-01, -6.0530e-02,\n",
" -6.2161e-01, 3.6574e-01, 1.2887e-01, 1.2249e-02, 1.3144e-01,\n",
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" 8.9339e-02, 2.8636e-02, 1.6417e-01, -1.1543e-01, -9.9712e-02,\n",
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" -3.9440e-02, 1.8371e-01, -1.3243e-01, 7.2557e-02, 9.9025e-02,\n",
" 1.0353e-01, -1.6047e-01, 1.4159e-01, -7.7875e-02, -1.8614e-01,\n",
" 2.1522e-01, 2.5455e-01, 3.1938e-01, 4.7714e-01, 2.7710e-01,\n",
" 2.5127e-01, 1.2030e-01, -7.4220e-02, 3.4456e-01, -7.8593e-02,\n",
" -4.0361e-01, 1.9919e-01, 1.7684e-01, 3.3413e-02, 2.3280e-01,\n",
" 1.5417e-02, 2.9930e-01, -3.0982e-01, -3.7938e-02, -3.6259e-01,\n",
" 3.6577e-01, -1.9101e-01, 2.7261e-01, 2.8644e-01, -6.1794e-02,\n",
" 1.4169e-01, 2.9885e-02, 4.6801e-01, -2.7426e-01, 8.0177e-01,\n",
" 2.1408e-01, 3.7081e-02, -1.5926e-01, -1.7393e-01, -5.4639e-03,\n",
" 2.2481e-01, 3.0629e-01, 8.4369e-01, 4.4605e-02, -1.8258e-01,\n",
" -1.3806e-01, -1.4168e-02, -6.4971e-02, 2.2768e-01, 1.8226e-02,\n",
" -7.5404e-02, 6.7166e-02, -7.6616e-02, -1.0221e-01, -6.0017e-02,\n",
" 1.4842e-01, 1.0421e-01, -1.7501e-01, 3.2873e-01, -5.4258e-01,\n",
" 2.5571e-01, -2.5059e-01, -7.4165e-02, 4.0989e-02, -7.4639e-02,\n",
" 1.3659e-01, 5.9234e-01, 1.5887e-01, -4.8915e-02, -1.9814e-02,\n",
" 1.9891e-01, -3.2315e-01, 1.9189e-01, 2.7757e-01, 9.0645e-02,\n",
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" -3.6253e-01, 1.3732e-01, 2.0562e-01, -2.9330e-01, -2.7287e-01,\n",
" 3.3809e-02, 1.6786e-01, -2.3726e-01, -3.0281e-01, 3.8060e-01,\n",
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" -5.9466e-02, -4.7220e-02, 3.1999e-01, -6.2529e-02, -4.6585e-02,\n",
" 1.8812e-02, 2.3669e-01, 3.7598e-02, 5.3650e-01, -1.4131e-01,\n",
" 3.4978e-02, -7.1823e-03, 5.6922e-01, -3.1217e-01, 1.6755e-01,\n",
" -1.9811e-01, 1.3616e-01, -5.1779e-02, -2.6138e-03, -9.1691e-02,\n",
" 1.4915e-01, -1.1691e-01, -1.1257e-01, -1.7701e-01, 8.2586e-02,\n",
" 8.2550e-02, -2.9279e-01, -3.4811e-01, -7.3666e-02, 1.2897e-01,\n",
" -2.0920e-02, 1.9694e-01, -1.0167e-01, 4.6409e-02, 3.2609e-01,\n",
" -1.5555e-01, -2.2584e-01, -3.9596e-02, 5.5747e-01, 8.0844e-03,\n",
" 1.1271e-01, 2.3459e-01, 2.4741e-01, 8.4421e-02, 7.5702e-03,\n",
" -4.7394e-02, -5.2236e-03, -4.4731e-02, -1.0825e-01, -2.3250e-01,\n",
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" -1.5841e-01, -1.8570e-01, -2.1647e-01, 3.9256e-01, 4.4193e-02,\n",
" 3.9307e-02, -2.2107e-01, 3.2908e-02, 4.0106e-02, 6.4009e-02,\n",
" -2.6334e-01, 1.7974e-01, 2.9659e-01, -2.4349e-01, -1.6346e-01,\n",
" 2.6962e-01, -9.9158e-01, -3.2205e-01, 5.3841e-02, -5.8335e-01,\n",
" 7.4636e-02, 5.1096e-01, 1.0668e-01, 2.4893e-02, -2.3381e-01,\n",
" 3.0683e-01, 8.9679e-03, -6.0804e-01, -1.4703e-01, -3.6569e-01,\n",
" -1.4788e-01, 5.3728e-02, 7.2312e-02, 2.3745e-01, 4.4011e-02,\n",
" -1.5711e-01, -2.4763e-01, 4.0112e-01, -1.5586e-01, -2.5125e-01,\n",
" 3.4493e-01, 6.6849e-02, -3.2934e-01, -3.2840e-01, -4.7670e-02,\n",
" -5.0920e-01, 4.4537e-01, -4.3786e-01, -2.4844e-01, -7.2515e-01,\n",
" -7.9107e-02, 3.5855e-01, 3.4756e-01, -3.4818e-01, 3.4912e-02,\n",
" 4.0179e-01, 4.1488e-01, -1.2562e-02, 2.5438e-02, -3.2083e-03,\n",
" 5.7355e-02, 4.0603e-01, -1.4987e-01, 9.3882e-02, -2.2716e-02,\n",
" 4.1383e-02, -2.2583e-01, 2.0922e-01, -1.4036e-01, -2.6501e-01,\n",
" 1.5630e-01, 1.1173e-01, -7.7619e-02, 9.1254e-02, 1.7644e-01,\n",
" 4.8513e-01, 3.0027e-01, -1.0444e-02, 8.7747e-02, -1.4659e-01,\n",
" -1.9863e-01, 1.4407e-02, 6.1938e-02, 1.6994e-01, -3.9617e-01,\n",
" -8.9507e-02, -7.8131e-02, 2.9247e-01, -6.6483e-02, 4.8610e-01,\n",
" -2.5456e-01, -7.5158e-02, 2.3194e-01, -1.7094e-01, -1.7709e-01,\n",
" -5.0968e-01, -2.5321e-01, -3.8958e-01, -6.1261e-03, 4.9984e-03,\n",
" 7.0523e-02, 1.8592e-01, -2.0677e-01, 1.6992e-01, -1.3704e-01,\n",
" -5.0998e-01, -1.5289e-01, -1.4927e-01, -1.0787e-01, -1.5273e-01,\n",
" 5.7428e-01, -5.3711e-01, -2.8855e-01, -6.3804e-01, -2.2603e-01,\n",
" 3.2941e-01, 1.1886e-01, -1.5666e-01, 1.0131e-01, 3.2468e-01,\n",
" -1.6035e-01, -2.4588e-01, 2.3608e-01, -5.2627e-02, 3.7218e-01,\n",
" 1.8023e-01, 1.4997e-01, 2.3674e-01, -3.8019e-01, 3.1963e-01,\n",
" 5.0659e-03, -4.4328e-01, 3.2502e-01, -3.8593e-02, -3.2905e-01,\n",
" 1.4525e-01, 1.4413e-01, -2.5359e-01, 2.8989e-01, 3.0359e-01,\n",
" -4.4685e-01, -4.4436e-02, 1.7222e-01]),\n",
" tensor(1.))"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds=BibleVsHarryDataset()\n",
"ds.__getitem__(0)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "5a2bce0e-a230-4643-8637-6c6fb93132f1",
"metadata": {},
"outputs": [],
"source": [
"# Sanity Check\n",
"train_len=BibleVsHarryDataset(type_ds=\"train\").__len__()\n",
"test_len=BibleVsHarryDataset(type_ds=\"test\").__len__()\n",
"val_len=BibleVsHarryDataset(type_ds=\"val\").__len__()\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "a8d742a7-3f9c-4bf5-80cb-a68cbfddf7bd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"42268 5283 5285\n"
]
}
],
"source": [
"print(train_len,test_len,val_len)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "6c106137-1bd7-4d6c-9b62-7a773df11acf",
"metadata": {},
"outputs": [],
"source": [
"class OurModel(LightningModule):\n",
" def __init__(self):\n",
" super(OurModel, self).__init__()\n",
" # Network layers\n",
" self.linear = nn.Linear(768, 1024)\n",
" self.linear2 = nn.Linear(1024, 1)\n",
" self.output = nn.Sigmoid()\n",
" self.lr = 0.000001\n",
" self.batch_size = 512\n",
" def forward(self, x):\n",
" x = self.linear(x)\n",
" x = self.linear2(x)\n",
" output = self.output(x)\n",
" return reshape(output, (-1,))\n",
" \n",
" # optimizer to learn lr\n",
" def configure_optimizers(self):\n",
" return optim.Adam(self.parameters(), lr=self.lr)\n",
" \n",
" # data loaders\n",
" def train_dataloader(self):\n",
" return DataLoader(BibleVsHarryDataset(type_ds=\"train\"), batch_size=self.batch_size, shuffle=True)\n",
" \n",
" def val_dataloader(self):\n",
" return DataLoader(BibleVsHarryDataset(type_ds=\"val\"), batch_size=self.batch_size, shuffle=False)\n",
" \n",
" def validation_step(self, batch, batch_nb):\n",
" x, y = batch\n",
" loss = F.binary_cross_entropy(self(x), y)\n",
" self.log(\"val_loss\", loss)\n",
" return loss\n",
" \n",
" def training_step(self, batch, batch_nb):\n",
" x, y = batch\n",
" loss = F.binary_cross_entropy(self(x), y)\n",
" self.log(\"train_loss\", loss)\n",
" return loss\n",
" \n",
" def just_work_for_me(self,sentence):\n",
" sentence=embed_model.encode([sentence])\n",
" return self.forward(torch.from_numpy(sentence).float())\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "6c5dcbf2-dda9-487c-b61b-56e66c9049d1",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Global seed set to 42\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------\n",
"0 | linear | Linear | 787 K \n",
"1 | linear2 | Linear | 1.0 K \n",
"2 | output | Sigmoid | 0 \n",
"------------------------------------\n",
"788 K Trainable params\n",
"0 Non-trainable params\n",
"788 K Total params\n",
"3.154 Total estimated model params size (MB)\n",
"/opt/conda/lib/python3.7/site-packages/pytorch_lightning/trainer/data_loading.py:106: UserWarning: The dataloader, val dataloader 0, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 16 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n",
" f\"The dataloader, {name}, does not have many workers which may be a bottleneck.\"\n",
"Global seed set to 42\n",
"/opt/conda/lib/python3.7/site-packages/pytorch_lightning/trainer/data_loading.py:106: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 16 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n",
" f\"The dataloader, {name}, does not have many workers which may be a bottleneck.\"\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8b61131154a649f293fea665ec5b7ced",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Finding best initial lr: 0%| | 0/100 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"--------------------------------------------------------------------------------\n",
"DATALOADER:0 VALIDATE RESULTS\n",
"{'val_loss': 0.598345160484314}\n",
"--------------------------------------------------------------------------------\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Restoring states from the checkpoint file at /home/jupyter/lr_find_temp_model.ckpt\n",
"Restored all states from the checkpoint file at /home/jupyter/lr_find_temp_model.ckpt\n",
"Learning rate set to 0.0019054607179632484\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------\n",
"0 | linear | Linear | 787 K \n",
"1 | linear2 | Linear | 1.0 K \n",
"2 | output | Sigmoid | 0 \n",
"------------------------------------\n",
"788 K Trainable params\n",
"0 Non-trainable params\n",
"788 K Total params\n",
"3.154 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "952ea165301743d59ad812274edb03b3",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validation sanity check: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Global seed set to 42\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "dc27e14daaef483594a0bb8aaea1bef4",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 16it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Metric val_loss improved. New best score: 0.044\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Monitored metric val_loss did not improve in the last 5 records. Best score: 0.044. Signaling Trainer to stop.\n"
]
}
],
"source": [
"seed_everything(42)\n",
"device = 'cpu'\n",
"early_stop_callback = EarlyStopping(monitor='val_loss', min_delta=0.01, patience=5, verbose=True)\n",
"model = OurModel().to(device)\n",
"trainer = Trainer(max_epochs=100, min_epochs=1, auto_lr_find=True, auto_scale_batch_size=False,\n",
" progress_bar_refresh_rate=10, callbacks=[early_stop_callback])\n",
"trainer.tune(model)\n",
"\n",
"trainer.fit(model)\n",
"save(model.state_dict(), 'Location of our saved model')\n",
"model.freeze()"
]
},
{
"cell_type": "markdown",
"id": "4536a123-1ac2-4323-9c60-e9b90dd1292c",
"metadata": {},
"source": [
"# Classical Evaluation"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "40b133b1-ccfc-4f59-aeda-5f6175df938f",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.7/site-packages/transformers/tokenization_utils_base.py:2227: UserWarning: `max_length` is ignored when `padding`=`True`.\n",
" warnings.warn(\"`max_length` is ignored when `padding`=`True`.\")\n"
]
},
{
"data": {
"text/plain": [
"tensor([1.0000])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.just_work_for_me(\"Harry is wierd\")\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "da932d05-5bc1-4ca1-a915-91da729546c8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([0.0004])"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.just_work_for_me(\"God is wierd\")\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "fe6aa42a-5e1f-4bfa-9910-e211bf90f172",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([0.4951])"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.just_work_for_me(\"You shell not pass\")\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "5b56cbd1-d569-481b-8fd2-98db3d924780",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([0.7948])"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.just_work_for_me(\"Like and Subscribe guys\")\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "3330c9c0-cceb-433c-a03f-f3e45f132547",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([0.8663])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.just_work_for_me(\"God is living in london with his family and learns magic\")\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "d234a69e-fd5a-4148-8ec8-fb8031a229b1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([0.9982])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.just_work_for_me(\": Nevertheless, whereto we have already attained, let us walk by the same rule, let us mind the same thing.\")"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "1ce6b77a-80ef-4b84-a383-c1fb14bc8f6e",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.7/site-packages/transformers/tokenization_utils_base.py:2227: UserWarning: `max_length` is ignored when `padding`=`True`.\n",
" warnings.warn(\"`max_length` is ignored when `padding`=`True`.\")\n"
]
}
],
"source": [
"preds=[]\n",
"labels=[]\n",
"total_len=all_encodings.shape[0]\n",
"\n",
"split_poin_test = int(total_len*0.1)\n",
"split_poin_train = int(total_len*0.8)\n",
"\n",
"test_data=reduced[\"Sentence\"].values[split_poin_train:split_poin_train+split_poin_test].tolist()\n",
"test_label=reduced[\"Label\"].values[split_poin_train:split_poin_train+split_poin_test]\n",
"test_results=[model.just_work_for_me(i).tolist()[0] for i in test_data]\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "6758ee36-46c8-4b93-9d50-341aedd04c3e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PRED:0.9999572038650513 LABEL:True \n",
" sentence:“monday evening!” he felt suddenly light and happy\n",
"\n",
"PRED:0.0007160907262004912 LABEL:False \n",
" sentence:verily i say unto you, that this generation shall not pass, till all these things be done\n",
"\n",
"PRED:0.9998836517333984 LABEL:True \n",
" sentence:marvolo, who had injured several ministry employees in addition to ogden, received six months\n",
"\n",
"PRED:8.482430757794646e-07 LABEL:False \n",
" sentence:but the man that shall be unclean, and shall not purify himself, that soul shall be cut off from among the congregation, because he hath defiled the sanctuary of the lord the water of separation hath not been sprinkled upon him; he is unclean\n",
"\n",
"PRED:5.239681577506872e-09 LABEL:False \n",
" sentence:after that thou shalt come to the hill of god, where is the garrison of the philistines and it shall come to pass, when thou art come thither to the city, that thou shalt meet a company of prophets coming down from the high place with a psaltery, and a tabret, and a pipe, and a harp, before them; and they shall prophesy and the spirit of the lord will come upon thee, and thou shalt prophesy with them, and shalt be turned into another man\n",
"\n"
]
}
],
"source": [
"for i in range(5):\n",
" print(f\"PRED:{test_results[i]} LABEL:{test_label[i]} \\n sentence:{test_data[i]}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "1da227f5-9834-48e5-9816-d0f767aa3059",
"metadata": {},
"outputs": [],
"source": [
"\n",
"# we need to define a threshold for when it is 0 and when 1\n",
"# 0.5 is common\n",
"import numpy as np\n",
"from sklearn.metrics import classification_report\n",
"\n",
"test_results"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "78c52e2c-c7dc-49bb-9a55-0471d75f3ba9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" False 0.99 0.99 0.99 2648\n",
" True 0.99 0.99 0.99 2635\n",
"\n",
" accuracy 0.99 5283\n",
" macro avg 0.99 0.99 0.99 5283\n",
"weighted avg 0.99 0.99 0.99 5283\n",
"\n"
]
}
],
"source": [
"print(classification_report(test_label,np.array(test_results)[:]>0.5))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "871670ec-16a3-4048-aeb3-c2968f641574",
"metadata": {},
"outputs": [],
"source": [
"test_label.astype(float)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "b22f9993-c13c-41ba-af5e-49043e871252",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([9.99957204e-01, 7.16090726e-04, 9.99883652e-01, ...,\n",
" 9.99999166e-01, 1.25829601e-07, 9.99967217e-01])"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(test_results).astype(float)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "2a92bd31-f1e6-4fbd-9c3a-72637b946e1e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ True, False, True, ..., True, False, True])"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(test_results)[:]>0.5\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c8155cc8-0b93-4b23-abf4-3a1e31e34b3b",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"environment": {
"name": "pytorch-gpu.1-9.m80",
"type": "gcloud",
"uri": "gcr.io/deeplearning-platform-release/pytorch-gpu.1-9:m80"
},
"kernelspec": {
"display_name": "Python [conda env:root] *",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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