{ "cells": [ { "cell_type": "markdown", "id": "695a0d97-6b1d-4448-b16c-3ba95bb60c30", "metadata": { "jp-MarkdownHeadingCollapsed": true, "id": "695a0d97-6b1d-4448-b16c-3ba95bb60c30" }, "source": [ "# If these install, restart the kernal so it has access to the recently installed files" ] }, { "cell_type": "code", "execution_count": 1, "id": "22de09b1-3c40-4195-8b5a-926d5391313f", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "22de09b1-3c40-4195-8b5a-926d5391313f", "outputId": "55cfe669-3702-4737-d861-579b2c98a611" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (4.40.1)\n", "Requirement already satisfied: datasets in /root/.local/lib/python3.10/site-packages (2.19.1)\n", "Requirement already satisfied: evaluate in /root/.local/lib/python3.10/site-packages (0.4.2)\n", "Requirement already satisfied: rouge_score in 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/usr/local/lib/python3.10/dist-packages (from requests<3,>=2.0.0->wandb) (3.7)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.0.0->wandb) (2.0.7)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.0.0->wandb) (2024.2.2)\n", "Requirement already satisfied: smmap<6,>=3.0.1 in /root/.local/lib/python3.10/site-packages (from gitdb<5,>=4.0.1->GitPython!=3.1.29,>=1.0.0->wandb) (5.0.1)\n" ] } ], "source": [ "!pip3 install --user transformers datasets evaluate rouge_score\n", "!pip3 install --user datasets\n", "!pip install --user transformers[torch]\n", "!pip install --user accelerate -U\n", "!pip install --user wandb" ] }, { "cell_type": "markdown", "id": "e1687d09-6b14-47fb-9819-dbed0d8ae3b3", "metadata": { "id": "e1687d09-6b14-47fb-9819-dbed0d8ae3b3" }, "source": [ "# Logging into huggingface hub" ] }, { "cell_type": "code", "execution_count": 1, "id": "f2f10d5e-9655-4554-abb0-511044640854", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 113, "referenced_widgets": [ "2ae6d060c85647bb9fa3802dcfe63456", "1748a755e1d244c0accff179ed31880b", "e53e2f8213bb40759fc1f030f8f9b655", "73f7ca4049d141f2b226a538ef5da4ce", "a60f402a08a1437fa5cccb541fa29dba", "47fd15f0a3234306850ccbee43b96930", "f3bcbe8f6fbe4340bae165647f008b43", "5cf3e97f0aa24486803fdc6eb708ed56", "ad5b8adb03624d1e8fd49a05efb76d96", "3d80815a47274f8b806a83696291a66e", "64ed935d0284434497a8cef9e141b675", "dd7a07337e3c4e56a985ba8e4e1b6260", "20aa9907923d45c08ed174ae1af060e3", "7ce1314b5cad408994d5ab9ae40b0b44", "9a5c579b4538474b83fef22a772d9b62", "e42cad25d54a4ab7a40f7e4a4e5871cc", "c17e086d80264bde8488c5a8a6cea0fd", "f798abfa3efb4368a1d80a3766f6d6ea", "b56bf4f5709a4839b2c34ec9a8d676bf", "59e825520b7f4991b1e65d6290c332f5", "5d4931d74be840d99e065f0f510d56b7", "18a17cf0dfdc41f38ad32bac2a3848f7", "64d20e9778ec41a0af2cb90d882e3f70", "646b183b066442bca0e2a986c898d44a", "0bf4858f88774750b896c62be495e042", "ab621b95a3e947759901cf8f2452d490", "529651c930b549de8049ee4ac0c9e606", "ecdef60a5d4f4ecfb222a701524f958d", "1739badb7f724a4a9e660bf2d8fb0575" ] }, "id": "f2f10d5e-9655-4554-abb0-511044640854", "outputId": "3dd24f78-6993-469d-9c40-0a697a8c178e" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "VBox(children=(HTML(value='
" ], "text/html": [ "Tracking run with wandb version 0.16.6" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "Run data is saved locally in /content/wandb/run-20240507_031743-9wgi4d1g" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "Syncing run glamorous-glade-1 to Weights & Biases (docs)
" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ " View project at https://wandb.ai/cheaptrix/senate_bills_sumamry_model" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ " View run at https://wandb.ai/cheaptrix/senate_bills_sumamry_model/runs/9wgi4d1g" ] }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "execution_count": 2 } ], "source": [ "# Must set the global variable WANDB_NOTEBOOK_NAME to the name of the notebook\n", "import os\n", "import wandb\n", "# Name is found through the os incase the name changes\n", "# WANDB_NOTEBOOK_NAME = os.path.basename(os.getcwd())\n", "notebook_name = str(os.path.basename(os.getcwd()))\n", "os.environ[\"WANDB_NOTEBOOK_NAME\"] = \"./\" + notebook_name\n", "os.environ[\"WANDB_PROJECT\"] = \"senate_bills_summary_model\"\n", "wandb.init(project='senate_bills_sumamry_model')" ] }, { "cell_type": "markdown", "id": "69fbba70-2fb2-47c9-abc9-1824a3ab10d7", "metadata": { "id": "69fbba70-2fb2-47c9-abc9-1824a3ab10d7" }, "source": [ "# Importing and loading the Congressional Bills dataset" ] }, { "cell_type": "code", "execution_count": 3, "id": "fd3b62f1-5bd2-44ff-87f3-1d48ccb74459", "metadata": { "id": "fd3b62f1-5bd2-44ff-87f3-1d48ccb74459" }, "outputs": [], "source": [ "import datasets\n", "from datasets import load_dataset\n", "import pandas as pd\n", "from datasets import Dataset\n", "import json\n", "\n", "# Opening JSON file\n", "with open(\"cleaned_senate_bill_sum_data.json\") as json_file:\n", " cleaned_data = json.load(json_file)\n", "data = pd.DataFrame.from_dict(cleaned_data)\n", "dataset = Dataset.from_pandas(pd.DataFrame(data=data))" ] }, { "cell_type": "markdown", "id": "2c87b4f7-bdbd-4869-8975-609373000ab0", "metadata": { "id": "2c87b4f7-bdbd-4869-8975-609373000ab0" }, "source": [ "# Splitting the data to training and testing split" ] }, { "cell_type": "code", "execution_count": 4, "id": "9f08c14e-820e-497d-a979-6332bce67bc1", "metadata": { "id": "9f08c14e-820e-497d-a979-6332bce67bc1" }, "outputs": [], "source": [ "billsum = dataset.train_test_split(test_size=0.2)" ] }, { "cell_type": "markdown", "id": "9949be74-ed88-49a8-8465-8290af7abe6f", "metadata": { "id": "9949be74-ed88-49a8-8465-8290af7abe6f" }, "source": [ "# Example of data within the training set" ] }, { "cell_type": "code", "execution_count": 5, "id": "2f7551a5-631d-4de3-afb7-99d923d18ccd", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "2f7551a5-631d-4de3-afb7-99d923d18ccd", "outputId": "7f155bc0-5426-4ade-e970-4707ef774707" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'summary': 'Improving Cooperation with States and Local Governments and Preventing the Catch and Release of Criminal Aliens Act of 2015 This bill prohibits a jurisdiction from receiving any of the funding specified in this Act if it does not cooperate with federal officials regarding criminal aliens or other aliens deemed to be a removal priority by the Department of Homeland Security (DHS), including by refusing to: (1) detain or transfer custody of such aliens pursuant to detainers placed upon them; or (2) notify a federal law enforcement agency, upon request, of their release. Such funding consists of: incarceration reimbursement funds under the Immigration and Nationality Act, grant funding under the Second Chance Act of 2007, and any other law enforcement related grants or contracts awarded by DHS or the Department of Justice (DOJ). A jurisdiction shall become eligible to receive such funds, grants, or contracts after DHS certifies that: the jurisdiction no longer fails to cooperate with federal officials regarding detentions, transfers, and notifications; and the statute, policy, or practice of that state or local government prohibiting law enforcement officers from assisting or cooperating with federal immigration law enforcement regarding criminal aliens has been repealed, rescinded, or terminated. Withheld funds shall be reallocated equally among: states and local governments which cooperate with federal officials regarding detentions, transfers, and notifications, and apply to the appropriate Department for such funds; and any statutorily authorized federal grant program designed to protect victims of violence. DHS and DOJ shall publish jointly on their websites: (1) a list of sanctuary jurisdictions, and (2) a list of jurisdictions that do not grant federal immigration law enforcement officers regular access to jails or detention facilities. The Immigration and Nationality Act is amended to increase the penalty for reentry by a removed alien. Nothing in this Act may be construed to: (1) require law enforcement officials of a state or a local government to report or arrest victims or witnesses of a criminal offense, or (2) limit the ability of state and local law enforcement to cooperate with federal immigration law enforcement with regard to aliens who are not criminal aliens.',\n", " 'text': '114 S1812 IS: Improving Cooperation with States and Local Governments and Preventing the Catch and Release of Criminal Aliens Act of 2015 U.S. Senate 2015-07-21 text/xml EN Pursuant to Title 17 Section 105 of the United States Code, this file is not subject to copyright protection and is in the public domain. II 114th CONGRESS 1st Session S. 1812 IN THE SENATE OF THE UNITED STATES July 21, 2015 Mr. Grassley Mr. Barrasso Mr. Cornyn Committee on the Judiciary A BILL To protect public safety by incentivizing State and local law enforcement to cooperate with Federal immigration law enforcement to prevent the release of criminal aliens into communities. 1. Short title This Act may be cited as the Improving Cooperation with States and Local Governments and Preventing the Catch and Release of Criminal Aliens Act of 2015 2. Definitions For purposes of this Act: (1) Criminal alien The term criminal alien (A) was arrested, charged, or convicted of an offense described in section 101(a)(43) of the Immigration and Nationality Act ( 8 U.S.C. 1101(a)(43) (B) is described in paragraph (2), (3), (9)(A), (9)(C)(i)(II), or (10)(C) of section 212(a) of such Act ( 8 U.S.C. 1182(a) (C) is removable under paragraph (2) or (4) of section 237(a) of such Act ( 8 U.S.C. 1227(a) (D) is described in section 276 of such Act ( 8 U.S.C. 1326 (E) was arrested, charged, or convicted of any felony or misdemeanor offense relating to driving under the influence of alcohol or drugs. (2) Sanctuary jurisdiction The term sanctuary jurisdiction 3. Limits on Federal funding for State and local jurisdictions (a) In general A jurisdiction may not receive any of the funding described in subsection (b) if the jurisdiction does not cooperate with Federal officials with respect to criminal aliens or other aliens deemed to be a priority for removal by the Secretary of Homeland Security, including by refusing— (1) to detain or transfer custody of such aliens pursuant to detainers placed upon such aliens; or (2) to notify a Federal law enforcement agency, upon request, of the release of such aliens. (b) Restricted funding The funding described in this subsection consists of— (1) any of the funds that would otherwise be allocated to the State or political subdivision under section 241(i) of the Immigration and Nationality Act ( 8 U.S.C. 1231(i) (2) any grant funding authorized under the Second Chance Act of 2007 ( Public Law 110–199 (3) any other law enforcement related grants or contracts awarded by the Department of Homeland Security or Department of Justice, which may be designated by the relevant Secretary or the Attorney General. (c) Termination of ineligibility A jurisdiction shall become eligible to receive funds, grants, or contracts described in subsection (b) after the Secretary of Homeland Security, in consultation with the Attorney General, certifies that— (1) the jurisdiction no longer fails to cooperate with Federal officials regarding detentions, transfers, and notifications described in subsection (a); and (2) the statute, policy, or practice of that State or political subdivision prohibiting law enforcement officers from assisting or cooperating with Federal immigration law enforcement with respect to criminal aliens has been repealed, rescinded, or terminated. (d) Reallocation Any funds that are withheld from a jurisdiction pursuant to this section shall be reallocated by the Secretary of Homeland Security or by the Attorney General, in consultation with each other, equally among— (1) States and political subdivisions of States, which— (A) cooperate with Federal officials regarding the detentions, transfers, and notifications described subsection (a); and (B) submit an application to the appropriate Department for such unobligated funds; and (2) any statutorily authorized Federal grant program designed to protect victims of violence. 4. Transparency and accountability (a) Annual publication Not later than 60 days after the date of the enactment of this Act and annually thereafter, the Secretary of Homeland Security and the Attorney General shall jointly publish, on the websites of their respective departments— (1) a list of sanctuary jurisdictions; and (2) a list of jurisdictions that do not grant Federal immigration law enforcement officers regular access to jails or detention facilities. (b) Public disclosure of detainers or requests for notification Not later than 60 days after the date of the enactment of this Act, and quarterly thereafter, the Secretary of Homeland Security shall publish, on the website of the Department of Homeland Security— (1) the total number of detainers and requests for notification of the release of any alien that has been issued to each State or political subdivision; and (2) the number of such detainers, and requests for notification that have been ignored or otherwise not honored. 5. Increase in penalty for reentry by removed alien Section 276(a) of the Immigration and Nationality Act ( 8 U.S.C. 1326(a) shall be fined under title 18, United States Code, or imprisoned not more than 2 years, or both shall be imprisoned for not less than 5 years and may also be fined under title 18, United States Code 6. Savings provisions Nothing in this Act may be construed— (1) to require law enforcement officials of a State or a political subdivision of a State to report or arrest victims or witnesses of a criminal offense; or (2) to limit the ability of State and local law enforcement to cooperate with Federal immigration law enforcement with regard to aliens who are not criminal aliens.',\n", " 'title': 'Improving Cooperation with States and Local Governments and Preventing the Catch and Release of Criminal Aliens Act of 2015'}" ] }, "metadata": {}, "execution_count": 5 } ], "source": [ "billsum[\"train\"][0]" ] }, { "cell_type": "code", "source": [ "billsum[\"test\"][0]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "sq02KAEbAltK", "outputId": "c83caff4-ae56-4797-ba6f-aec1c7eadfa5" }, "id": "sq02KAEbAltK", "execution_count": 6, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'summary': 'Budgeting for Disasters Act This bill modifies the budget enforcement procedures that apply to federal spending for natural disasters and emergencies. The bill includes provisions that eliminate the requirements to adjust annual discretionary spending limits to accommodate additional appropriations for disaster relief and wildfire suppression; increase the number of votes that is required to waive the Senate point of order against emergency spending designations, which exempt spending from discretionary spending limits; and require the Government Accountability Office to report on spending for emergencies and disaster relief.',\n", " 'text': '116 S1579 IS: Budgeting for Disasters Act U.S. Senate 2019-05-21 text/xml EN Pursuant to Title 17 Section 105 of the United States Code, this file is not subject to copyright protection and is in the public domain. II 116th CONGRESS 1st Session S. 1579 IN THE SENATE OF THE UNITED STATES May 21, 2019 Mr. Romney Mr. Lee Mr. Braun Mr. Toomey Committee on the Budget A BILL To require Congress to budget in advance for disasters, and for other purposes. 1. Short title This Act may be cited as the Budgeting for Disasters Act 2. Termination of exemptions from the annual budget caps Subparagraphs (D) and (F) of section 251(b)(2) of the Balanced Budget and Emergency Deficit Control Act of 1985 ( 2 U.S.C. 901(b)(2) 3. Emergency spending point of order (a) In general Section 314(e)(2) of the Congressional Budget Act of 1974 ( 2 U.S.C. 645(e)(2) three-fifths two-thirds (b) Effective date The amendments made by subsection (a) shall— (1) take effect on the date of enactment of this Act; and (2) apply with respect to fiscal year 2020, and each fiscal year thereafter. 4. GAO review of emergency spending (a) In general Not later than 1 year after the date of enactment of this Act, the Comptroller General of the United States shall submit to Congress a report that— (1) reviews amounts appropriated for each of fiscal years 2009 through 2018 that were— (A) designated as being for an emergency requirement; (B) designated as being for disaster relief; or (C) made available to provide assistance under the Robert T. Stafford Disaster Relief and Emergency Assistance Act ( 42 U.S.C. 5121 (2) identifies and reviews amounts appropriated for any of fiscal years 2009 through 2018 that were designated as being for an emergency requirement and designated as being for disaster relief; and (3) provide recommendations to— (A) clarify the definition of emergency requirements for purposes of appropriated amounts being designated as being for an emergency requirement; (B) implement an appropriate time limit for recipients to spend appropriated amounts that are designated as being for an emergency requirement; (C) improve cost-sharing relating to major disasters and emergencies among Federal, State, and local governments; and (D) improve forecasting and budgeting for appropriations for emergency requirements and disaster relief. (b) Definitions In this section— (1) the term emergency 42 U.S.C. 5191 (2) the term designated as being for an emergency requirement (A) section 251(b)(2)(A)(i) of the Balanced Budget and Emergency Deficit Control Act of 1985 ( 2 U.S.C. 901(b)(2)(A)(i) (B) a provision of a concurrent resolution on the budget; (3) the term designated as being for disaster relief 2 U.S.C. 901(b)(2)(D) (4) the term major disaster 42 U.S.C. 5170',\n", " 'title': 'Budgeting for Disasters Act'}" ] }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "code", "source": [ "len(billsum[\"test\"])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yQm5_0zxAxhG", "outputId": "2a04a83f-a574-41d6-ab6c-b202031c4353" }, "id": "yQm5_0zxAxhG", "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "2619" ] }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "markdown", "id": "7c2e2c67-3d0b-4d4b-b3b6-e6d9afb60c8a", "metadata": { "id": "7c2e2c67-3d0b-4d4b-b3b6-e6d9afb60c8a" }, "source": [ "# Load T5 tokenizer to process text and summary" ] }, { "cell_type": "code", "execution_count": 8, "id": "b3d4454e-e7f3-4020-9ecc-4c692c6da5c6", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "b3d4454e-e7f3-4020-9ecc-4c692c6da5c6", "outputId": "78b39632-5963-4ba1-97c9-b726f85188ff" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/root/.local/lib/python3.10/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", " warnings.warn(\n", "/root/.local/lib/python3.10/site-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n", "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", "You will be able to reuse this secret in all of your notebooks.\n", "Please note that authentication is recommended but still optional to access public models or datasets.\n", " warnings.warn(\n" ] } ], "source": [ "from transformers import AutoTokenizer\n", "\n", "checkpoint = \"google-t5/t5-small\"\n", "# checkpoint = \"google-t5/t5-base\" # GPU too small\n", "tokenizer = AutoTokenizer.from_pretrained(checkpoint)" ] }, { "cell_type": "markdown", "id": "15e4537b-4a72-434a-8af7-1cef702581d0", "metadata": { "id": "15e4537b-4a72-434a-8af7-1cef702581d0" }, "source": [ "# Perprocessing Function" ] }, { "cell_type": "code", "execution_count": 9, "id": "2feec165-87ed-4258-a332-14c3b7dd9867", "metadata": { "id": "2feec165-87ed-4258-a332-14c3b7dd9867" }, "outputs": [], "source": [ "prefix = \"summarize: \"\n", "\n", "\n", "def preprocess_function(examples):\n", " inputs = [prefix + doc for doc in examples[\"text\"]]\n", " # max_length was 1024\n", " model_inputs = tokenizer(inputs, max_length=2048, truncation=True)\n", "\n", " # max_length was 128\n", " labels = tokenizer(text_target=examples[\"summary\"], max_length=256, truncation=True)\n", "\n", " model_inputs[\"labels\"] = labels[\"input_ids\"]\n", " return model_inputs" ] }, { "cell_type": "markdown", "id": "814f0888-e5c0-4841-9084-ed4f6762ecdd", "metadata": { "id": "814f0888-e5c0-4841-9084-ed4f6762ecdd" }, "source": [ "# Tokenize the dataset using the map function" ] }, { "cell_type": "code", "execution_count": 10, "id": "65c755b9-33ae-4d95-b0d2-b7b7950f4f71", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 81, "referenced_widgets": [ "50edda8343cd4e7f86a3faf456e11133", "9806db765db8427e92565084d78bf0ec", "c1e0c3c2fed3404bb9aa14caf173fa85", "e9d8da6abec14382b5737dd836135fe5", "14e388b44bd943d7aa1a465731f0c326", "c63ec0d828e64780b48f9e356ffa5717", "e9e3f44290984cf8b3a66b44674b284f", "d78840d89dfe410d8182e9373331faf7", "d2c6227a399d45e0855cf26110e9fe52", "c70b97a3ae484b11b26d32ed838f5075", "78f5a51d03024eba915d918c7c6cd971", "be5ff25954694e23a7d0756e9de18aab", "ae8fb938152b4d9a943e384b452a306e", "a5667dbf90864948892784e2aabe5b16", "8351561e037f4ddab7dc436d7b8b4d3d", "2a225289f9d34284b64a9c7e52a7d7ea", "61b70457925144b896e7363c04500837", "90b7473d7369497e9d8889a0db872a3e", "024b0142e4a94c1a913c14d05f26a540", "7b601be55a0e478cb6dc02250c7595ac", "c00b2df850b448caa56c26c285d4216e", "b57fa7ce8378474ea7add57bd2b9411c" ] }, "id": "65c755b9-33ae-4d95-b0d2-b7b7950f4f71", "outputId": "8a0a1379-712e-4569-a810-6667ef0b848d" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Map: 0%| | 0/10474 [00:00" ], "text/html": [ "\n", "
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EpochTraining LossValidation LossRouge1Rouge2RougelRougelsumGen Len
12.2318001.9709700.2475000.1952000.2405000.24020018.998500
22.1782001.9331460.2478000.1959000.2408000.24060018.999200
32.1355001.9141060.2479000.1961000.2409000.24070018.999200
42.1079001.9098620.2477000.1963000.2407000.24060018.999200

" ] }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/transformers/generation/utils.py:1141: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length. We recommend setting `max_new_tokens` to control the maximum length of the generation.\n", " warnings.warn(\n", "/usr/local/lib/python3.10/dist-packages/transformers/generation/utils.py:1141: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length. We recommend setting `max_new_tokens` to control the maximum length of the generation.\n", " warnings.warn(\n", "/usr/local/lib/python3.10/dist-packages/transformers/generation/utils.py:1141: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length. We recommend setting `max_new_tokens` to control the maximum length of the generation.\n", " warnings.warn(\n", "/usr/local/lib/python3.10/dist-packages/transformers/generation/utils.py:1141: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length. We recommend setting `max_new_tokens` to control the maximum length of the generation.\n", " warnings.warn(\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "TrainOutput(global_step=2996, training_loss=2.152087345301548, metrics={'train_runtime': 2020.1845, 'train_samples_per_second': 20.739, 'train_steps_per_second': 1.483, 'total_flos': 2.2664040428273664e+16, 'train_loss': 2.152087345301548, 'epoch': 4.0})" ] }, "metadata": {}, "execution_count": 23 } ], "source": [ "# Training needs numpy\n", "import numpy as np\n", "\n", "# Fine-tuning the model\n", "trainer.train()" ] }, { "cell_type": "markdown", "id": "b1e694f0-394b-4a68-8183-59fdf76d30a3", "metadata": { "id": "b1e694f0-394b-4a68-8183-59fdf76d30a3" }, "source": [ "# Saving the Model" ] }, { "cell_type": "code", "execution_count": 24, "id": "b4d1a48a-55cb-4456-aa3f-861e86645cae", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 113, "referenced_widgets": [ "15de844928774e6cb8305ba84e8d015f", "8e88ab3a51e5406797f7cf2ba828c68f", "899fa4629e394e93b17a3a1867a5aa62", "2cd8de014bc045378e349898d97d4f44", "a3d40a9bcfdb44e99cc34e15254f9d3c", "016cbf4b97844ae0b414e3160c081d8c", "0c4052e8c3664737ac1d941d2f790acc", "94ef5d1e87174134bd6bed6ce780c911", "b716ecb9bbdf4db79f3ab1b32b23a15e", "d934ce96940943ab9110e2e67d809d75", "66301cd169e540b3aa23a680e5032c99", "4856a00fb56943d8b582d137a59a1b20", "ed2433a595e744a1b547207123b851b2", "ca7b40ca6e7d4038b862962e076c0c83", "41d7c116e57b42dcb4900d8706c3e0cf", "3d4448b23e6d4b199c0349e78be173fc", "550c03069c5c4e8bb7332e4829a77ea6", "190e3774a9894857a2e458ddde235a6b", "622442480e1e43dbb915ef925b6c94c0", "ce75ed7dcb7149ac92dcdffcfce89ddb", "fc15354e755d4ae4a139378e1779a4fd", "f0632683bfa149249315f20745aa0781", "aa8b28b4234b41c1bf3e7168dd360c75", "3809feddb9934096ac8896a75bf54001", "255120cade4d4d658f3343d7c56cb2e7", "395794f0c94f40cea470444583d7e85b", "76a8ec7811534104a89d314dbb88b293", "6c5e9618d83d4b73b7a6cba5e21b257a", "2da98b997e064f56ad835d5663d6d21d", "e81506380e4e4aea98f38da53ee5d45f", "0c9872630c4c4efd925c73ea78f0881a", "9baafd1037374145a8d27adf15e25cd8", "daa27638016043f68c5598dbf7945f9e" ] }, "id": "b4d1a48a-55cb-4456-aa3f-861e86645cae", "outputId": "f30bd1b1-2050-4ebc-cc0e-e93fca7a4c19" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Upload 2 LFS files: 0%| | 0/2 [00:00 512). Running this sequence through the model will result in indexing errors\n" ] } ], "source": [ "generated_summaries = []\n", "for i in range(len(cleaned_test_data)):\n", " summary = summarizer(cleaned_test_data[i]['text'])\n", " generated_summaries.append({\"generated\" : summary[0]['summary_text'], \"summary\" : cleaned_test_data[i]['summary']})" ] }, { "cell_type": "code", "execution_count": 42, "id": "1791b057-3684-4e51-8d4e-3649a7811f20", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1791b057-3684-4e51-8d4e-3649a7811f20", "outputId": "0632ae12-8907-478f-8f61-f4ab3363bff9" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Budgeting for Disasters Act This bill requires the Comptroller General of the United States to submit to Congress a report that reviews and reviews amounts appropriated for each of fiscal years 2009 through 2018 that were designated as being for an emergency requirement, or made available to provide assistance under the Robert T. Stafford Disaster Relief and Emergency Assistance Act (RDA). The bill also requires the Department of the Treasury (GAO) to report to Congress that: (1) reviews amounts designated for each fiscal year 2009 through 2018, and (3) provide recommendations to: clarify the definition of emergency requirements for purposes of appropriated amounts being designated as a major disaster requirement; and (3) improve cost-sharing relating to major disasters and emergencies among federal, state, and local governments; and improve forecasting and budgeting for appropriations for disaster relief.',\n", " 'summary': 'Budgeting for Disasters Act This bill modifies the budget enforcement procedures that apply to federal spending for natural disasters and emergencies. The bill includes provisions that eliminate the requirements to adjust annual discretionary spending limits to accommodate additional appropriations for disaster relief and wildfire suppression; increase the number of votes that is required to waive the Senate point of order against emergency spending designations, which exempt spending from discretionary spending limits; and require the Government Accountability Office to report on spending for emergencies and disaster relief.'}" ] }, "metadata": {}, "execution_count": 42 } ], "source": [ "generated_summaries[0]" ] }, { "cell_type": "code", "execution_count": 43, "id": "ecc976d1-27f0-4094-94a2-ac1d025b9595", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ecc976d1-27f0-4094-94a2-ac1d025b9595", "outputId": "2d76debd-9568-4e84-d06b-ae7bdff6a5ab" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Motorcyclist Advisory Council Reauthorization Act This bill amends the FAST Act to amend a provision relating to the Council. The Council shall be comprised of 12 members, to be appointed by the Secretary, of whom five shall be representatives of units of state or local government with expertise pertaining to highway engineering and safety issues, including: barrier design; road design, construction, and maintenance; or intelligent transportation systems; one shall be a motorcyclist who serves as a traffic and safety engineer; design engineer; or other transportation department official; a roadway safety data expert with expertise in crash testing and analysis; and the architecture and implementation of intelligent transportation system technologies.',\n", " 'summary': \"Motorcyclist Advisory Council Reauthorization Act This bill amends Fixing America's Surface Transportation Act or the FAST Act to provide statutory authority for the establishment of a Motorcyclist Advisory Council whose duties are to advise the Department of Transportation, the National Highway Safety Administration, and the Federal Highway Administration on transportation safety issues of concern to motorcyclists, including (1) barrier design; (2) road design, construction, and maintenance practices; and (3) the architecture and implementation of intelligent transportation system technologies. The bill also sets forth the membership of the council, member terms, and reporting requirements.\"}" ] }, "metadata": {}, "execution_count": 43 } ], "source": [ "generated_summaries[1]" ] }, { "cell_type": "code", "execution_count": 44, "id": "f3739cf1-846a-4f1e-acac-be1f629001da", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "f3739cf1-846a-4f1e-acac-be1f629001da", "outputId": "cddfe6e3-9d82-4b74-888f-fce05eae286c" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': \"Ensuring Kids Have Access to Medically Necessary Dental Care Act This bill amends title XXI of the Social Security Act to prohibit lifetime or annual limits on dental benefits for certain children under the Children's Health Insurance Program. Specifically, the bill prohibits states from establishing lifetime or year limits on the dollar value of benefits for dental services provided under the child health plan to a targeted low-income child and, in the case that the state elects to provide pregnancy-related assistance, to an underage pregnant woman, including benefits for such services that are provided through dental coverage otherwise equivalent to benchmark dental package.\",\n", " 'summary': \"Ensuring Kids Have Access to Medically Necessary Dental Care Act This bill modifies dental coverage under the Children's Health Insurance Program (CHIP). Specifically, the bill prohibits lifetime or annual limits on CHIP dental coverage. It also requires states to offer dental-only supplemental coverage under CHIP to children who have other health insurance but are otherwise eligible for CHIP (i.e., wraparound coverage); such coverage is currently at the option of the state.\"}" ] }, "metadata": {}, "execution_count": 44 } ], "source": [ "generated_summaries[2]" ] }, { "cell_type": "code", "execution_count": 45, "id": "ad90c77a-bc5c-48e9-a22d-9f7f95a34625", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ad90c77a-bc5c-48e9-a22d-9f7f95a34625", "outputId": "f60af33b-751d-4dec-9cb5-cad151ba4d27" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': \"Preventing Crimes Against Veterans Act of 2019 This bill amends title 18, the United States Code, to provide an additional tool to prevent certain frauds against veterans. It shall be unlawful for any person to knowingly engage in any scheme or artifice to defraud (1) an individual of veterans' benefits; or (2) in connection with obtaining veteran's benefits for an individual.\",\n", " 'summary': \"Preventing Crimes Against Veterans Act of 2019 This bill establishes a new criminal offense for knowingly engaging in a scheme to defraud an individual of veterans' benefits, or in connection with obtaining veteran's benefits for an individual. A violator is subject to criminal penalties—a fine, a prison term of up to five years, or both.\"}" ] }, "metadata": {}, "execution_count": 45 } ], "source": [ "generated_summaries[3]" ] }, { "cell_type": "code", "execution_count": 46, "id": "e15cdcb1-10e4-4a0b-8921-b9f56bfb63de", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "e15cdcb1-10e4-4a0b-8921-b9f56bfb63de", "outputId": "54c5f87a-790b-49cd-b0e1-df713f809539" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Grandfamilies Act of 2019 This bill directs the Department of Health and Human Services (HHS) to establish a National Technical Assistance Center on GrandFamilies to provide grants to owners of grandfamily housing for grandfamily resident service coordinators to support housing programming services, equipment, and building structures. Specifically, HHS must reduce the grant payable to HHS for the immediately succeeding fiscal year by an amount equal to 3 percent of the state family assistance grant. HHS shall also issue guidance to states on ways to ensure that kinship caregivers are eligible for assistance under the program. The bill prohibits a state from requiring an individual to engage in work if the individual fails to satisfy the cooperation requirement.',\n", " 'summary': 'Grandfamilies Act of 2019 This bill expands access to specified programs for children living with grandparents or other family members who are not their legal guardian. Specifically, the bill provides that a child of a relative eligible for Old-Age and Survivors Insurance benefits is eligible for such benefit payments if that child (1) began living with such relative before age 18, (2) receives at least 50% of their support from such relative, and (3) has lived with such relative pursuant to a court order for at least 12 months. Additionally, the bill revises the Temporary Assistance for Needy Families (TANF) eligibility requirements for children living with specified caretaker relatives. First, the bill lessens the requirement for TANF applicants to assign their rights to child support when such assignment may impact the likelihood of reunifying the child with their noncustodial parent, such as where the noncustodial parent is working to gain financial stability so they may reunify with their child. Further, when a child, but not the caretaker relative, receives TANF benefits (i.e., child-only cases), or if the caretaker relative is 55 or older, the bill (1) excludes such caretaker’s income from that child’s eligibility determination, (2) removes the 5-year cap on assistance, and (3) exempts such caretaker relatives from TANF work requirements. The bill also (1) encourages states to enact temporary guardianship laws, (2) establishes the National Technical Assistance Center on Grandfamilies, and (3) provides grants supporting caretaker relatives.'}" ] }, "metadata": {}, "execution_count": 46 } ], "source": [ "generated_summaries[4]" ] }, { "cell_type": "code", "execution_count": 47, "id": "fa5ad2a1-5dae-44c6-b442-d632d37dd0e0", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "fa5ad2a1-5dae-44c6-b442-d632d37dd0e0", "outputId": "86ba18dc-6fd2-4efa-c813-460c687ec9ba" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Racehorse Doping Ban Act of 2019 This bill establishes an independent anti-doping organization with responsibility for ensuring the integrity and safety of horseraces that are the subject of interstate off-track wagers. Specifically, a host racing association may conduct a horserace that is subject to an interstate on-track betting, and a non-transfer rule with respect to furosemide is within the context of a veterinarian-client-patient relationship.',\n", " 'summary': \"Racehorse Doping Ban Act of 2019 This bill requires that there be an independent anti-doping organization with responsibility for ensuring the integrity and safety of horse races that are the subject of interstate off-track wagers. The bill prescribes conditions under which such organization may (1) suspend the period a person is excluded from participation, and (2) permit the use of furosemide in a horse participating in such a race during the two-year period following this bill's enactment. A host racing association may conduct a horse race that is the subject of an interstate off-track wager, and an interstate off-track wager may be accepted by an off-track betting system, only if consent is obtained from such organization. Such organization must ensure that all costs incurred in carrying out its duties are defrayed pursuant to agreements for such consent.\"}" ] }, "metadata": {}, "execution_count": 47 } ], "source": [ "generated_summaries[5]" ] }, { "cell_type": "code", "execution_count": 48, "id": "7ac4cad6-e406-4160-a1c4-dede5d30db1a", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7ac4cad6-e406-4160-a1c4-dede5d30db1a", "outputId": "318dd5fa-f196-4670-b8d9-ca0488d68b0b" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Small Business Tax Compliance Relief Act of 2015 This bill amends the Internal Revenue Code to allow small business taxpayers to use inventories for any taxable year, but the taxpayer meets the gross receipts test of the de minimis safe harbor for taxpayers without applicable financial statements from $500 to $2,500, requiring adequate records showing the dollar amount being expensed in lieu of accounting procedures in place at the beginning of the year, and modifying the definition of applicable financial statement to include reviewed financial statements. Requires the Secretary of the Treasury to waive any penalty or addition to tax for failure to report certain transactions. The bill also amends rules for nonqualified deferred compensation plans.',\n", " 'summary': 'Small Business Tax Compliance Relief Act of 2015 This bill amends provisions of the the Internal Revenue Code relating to the taxation of small businesses to: allow small business entities with gross receipts not exceeding $10 million (currently, $5 million) to use the cash method of accounting and an exemption from the requirement to use inventories; eliminate restrictions on the depreciation of computers or peripheral equipment; extend the tax deduction for the health insurance costs of self-employed individuals; allow small business entities to maintain pension plans designated as flexible retirement accounts; repeal provisions for simple pension plans and simple individual retirement accounts and special rules for top-heavy pension plans; require inflation adjustments after 2015 to the dollar amounts of specified tax exclusions and deductions; allow a reasonable cause exception to noncompliance penalties; modify return due dates for partnerships, C corporations, S corporations, and other entities; modifiy the application of tax rules for nonqualified deferred compensation plans; and reduce from 5 years to 3 years the required holding period for qualified small business stock and extend the rollover period for such stock. The bill directs: (1) the Department of the Treasury to modify Treasury regulations for the expensing of tangible property to increase from $500 to $2,500 the de minimis safe harbor amount for taxpayers without applicable financial statements; and (2) the Internal Revenue Service to implement procedures for the review of regulations affecting small business and report on uniform statutory definitions relating to small business and on improvements in customer service to small business.'}" ] }, "metadata": {}, "execution_count": 48 } ], "source": [ "generated_summaries[6]" ] }, { "cell_type": "code", "execution_count": 49, "id": "5f197b89-be47-48bd-a1ab-926e95294392", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5f197b89-be47-48bd-a1ab-926e95294392", "outputId": "bd212eae-c48e-4f21-a748-d746fade9f22" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Improving Broadband Access for Veterans Act of 2017 This bill requires the Federal Communications Commission (FCC) to submit to Congress a report on promoting broadband Internet access service for veterans, in particular low-income veterans and veterans residing in rural areas, and how to promote broadband internet access service.',\n", " 'summary': 'Improving Broadband Access for Veterans Act of 2017 This bill requires the Federal Communications Commission (FCC) to submit to Congress a report on promoting broadband Internet access service for veterans, in particular low-income veterans and veterans residing in rural areas. In preparing the report, the FCC shall provide the public with notice and an opportunity to comment.'}" ] }, "metadata": {}, "execution_count": 49 } ], "source": [ "generated_summaries[7]" ] }, { "cell_type": "code", "execution_count": 50, "id": "6f6e69b9-8e2e-4daf-9809-40bb835456fa", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6f6e69b9-8e2e-4daf-9809-40bb835456fa", "outputId": "aee60944-7523-4a8b-9381-3ca3e9eac5ca" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Charles Duncan Buried with Honor Act of 2016 This bill authorizes the Department of Veterans Affairs (VA) to furnish caskets and urns for burial of certain veterans in cemeteries of states and tribal organizations of veterans without next of kin or sufficient resources to provide for them.',\n", " 'summary': \"(This measure has not been amended since it was passed by the Senate on September 20, 2016. The summary of that version is repeated here.) Charles Duncan Buried with Honor Act of 2016 (Sec. 2) This bill authorizes the Department of Veterans Affairs (VA), if it is unable to identify a deceased veteran's next of kin and if it determines that sufficient resources for the furnishing of a casket or urn for the burial of such veteran are not otherwise available, to furnish a casket or urn for the burial of such veteran in a national cemetery (current law) or in a veterans cemetery of a state or tribal organization for which the VA has provided a grant for the establishment, expansion, and improvement of veterans' cemeteries.\"}" ] }, "metadata": {}, "execution_count": 50 } ], "source": [ "generated_summaries[8]" ] }, { "cell_type": "code", "execution_count": 51, "id": "6400f171-c491-406f-85a6-aab41d159e59", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6400f171-c491-406f-85a6-aab41d159e59", "outputId": "58655f35-6252-4bc7-a873-4e5712ea255c" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Abortion Non-Discrimination Act of 2015 This bill amends the Public Health Service Act to prohibit certain abortion-related discrimination in governmental activities.',\n", " 'summary': 'Abortion Non-Discrimination Act of 2015 Amends the Public Health Service Act to prohibit the federal government and any state or local government receiving federal financial assistance from subjecting an institutional or individual health care entity, including any health professional, facility, organization, or insurance plan, to discrimination on the basis that the entity refuses to participate in abortion-related activities. Creates a cause of action for any violation of the abortion discrimination prohibition. Gives federal courts jurisdiction to prevent and redress actual or threatened violations by issuing legal or equitable relief, including injunctions and orders preventing the disbursement of all or a portion of federal financial assistance until the prohibited conduct has ceased. Gives standing to institute an action to affected health care entities and the Attorney General. Requires the Department of Health and Human Services (HHS) to designate the HHS Office for Civil Rights to receive and investigate complaints alleging a violation of abortion discrimination prohibition.'}" ] }, "metadata": {}, "execution_count": 51 } ], "source": [ "generated_summaries[9]" ] }, { "cell_type": "code", "execution_count": 52, "id": "912101c6-66fb-4250-9320-1885e64f61c2", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "912101c6-66fb-4250-9320-1885e64f61c2", "outputId": "8b9fc35d-6f17-43e8-8099-949591d7d4e7" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Small Business Growth Act This bill amends the Internal Revenue Code to increase the dollar limitation for the election to expense certain depreciable business assets.',\n", " 'summary': 'Small Business Growth Act This bill increases from $1 million to $2.5 million the limitation on expensing of depreciable business assets. It also increases the asset threshold amount used to reduce the expensing limitation.'}" ] }, "metadata": {}, "execution_count": 52 } ], "source": [ "generated_summaries[10]" ] }, { "cell_type": "code", "execution_count": 53, "id": "31a9a3d8-0ecd-47d2-95d3-855490f824cc", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "31a9a3d8-0ecd-47d2-95d3-855490f824cc", "outputId": "782867d6-b0ae-464d-9096-a19fc21c66d2" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Building Solutions for Veterans Experiencing Homelessness Act of 2021 This bill requires the Department of Veterans Affairs (VA) to establish and carry out a pilot program to assess the feasibility and advisability of awarding grants to eligible entities for the provision or coordination of recovery services for substance use disorder or alcohol use disorder for veterans who were previously homeless and are transitioning to permanent housing and veterans who are at risk of becoming homeless.',\n", " 'summary': 'Building Solutions for Veterans Experiencing Homelessness Act of 2021 This bill addresses various Department of Veterans Affairs (VA) grants, programs, and assistance related to services for homeless veterans. The bill removes certain funding limitations on grants that assist eligible entities in establishing or modifying programs to furnish outreach, rehabilitative services, vocational counseling and training, and transitional housing assistance to homeless veterans. Under the bill, grant recipients must not be subject to certain property disposition requirements. The bill increases the maximum rate of per diem payments provided to grant recipients furnishing services to homeless veterans. Under the Supportive Services for Veterans Families program, not less than 2% of the amounts available in any fiscal year may be available to provide technical assistance to entities providing supportive services to very low-income veteran families occupying permanent housing. Among other requirements, the VA must provide training and technical assistance to grant recipients regarding the planning, development, and provision of services for which the grant is made; establish and carry out a program to provide services to assist veterans with navigating housing and health care resources; and implement three pilot programs to provide improved public transportation, nursing staff, and substance use disorder and alcohol use disorder treatment services to certain veterans. The bill (1) extends through FY2025 the authority for appropriations for homeless veterans reintegration programs, and (2) increases the amount authorized to be appropriated annually for such programs from $50 million to $75 million.'}" ] }, "metadata": {}, "execution_count": 53 } ], "source": [ "generated_summaries[11]" ] }, { "cell_type": "code", "execution_count": 54, "id": "ece694d3-1870-4f9a-902d-346b97e54f8d", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ece694d3-1870-4f9a-902d-346b97e54f8d", "outputId": "394f0621-725a-4a26-f1a3-0050ea7d919a" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'LGBT Elder Americans Act of 2017 This bill directs the Department of Health and Human Services (HHS) to establish and operate the National Resource Center on Lesbian, Gay, Bisexual, and Transgen\\xadder Aging. The Center shall provide national, state, and local organizations, including those with a primary mission of serving LGBT individuals, with the information and technical assistance the organizations need to effectively serve LGBT older individuals. Specifically, the Center shall have three primary objectives, consisting of: educating aging services organizations about the existence and special needs of older individuals; and providing educational resources to LGBT elders and their caregivers.',\n", " 'summary': 'LGBT Elder Americans Act of 2017 This bill amends the Older Americans Act of 1965 to include the specific needs of lesbian, gay, bisexual, and transgender (LGBT) individuals among the \"greatest social needs\" served under that Act. An LGBT individual shall be considered a \"minority\" for purposes of services provided under the Act. The bill authorizes the Administration of Aging to designate within it a person with responsibility for addressing issues affecting LGBT older individuals. In addition, the administration shall conduct studies and collect data to determine the services needed by LGBT older individuals.  The administration shall establish and operate the National Resource Center on Lesbian, Gay, Bisexual, and Transgender Aging to provide national, state, and local organizations with the information and technical assistance needed by those organizations to effectively serve LGBT older individuals. The Long-Term Care Ombudsman of each state shall, as a condition of receiving certain federal funding under the Act,  collect and analyze data related to discrimination against LGBT older individuals in long-term care settings.'}" ] }, "metadata": {}, "execution_count": 54 } ], "source": [ "generated_summaries[12]" ] }, { "cell_type": "code", "execution_count": 55, "id": "346509c4-c31e-4e6e-a5df-b3b470a3dc8a", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "346509c4-c31e-4e6e-a5df-b3b470a3dc8a", "outputId": "4974a361-c4ea-4945-90ac-25abe85a09ac" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Main Street Employee Ownership Act of 2018 This bill expands opportunities to available employee-owned business concerns through Small Business Administration loan programs. The bill establishes a small business microloan program to offer technical assistance and training on the transition to employee ownership through cooperatives and qualified employee trusts. The program shall provide outreach and educational materials to companies licensed under the Small Business Investment Act of 1958 to provide access to information and resources on employee ownership via cooperatives or qualified employees as a business succession strategy, conduct training and educational activities, and carry out the activities of a cooperative.',\n", " 'summary': \"Main Street Employee Ownership Act of 2018 This bill amends the Small Business Act to expand the authority of the Small Business Administration (SBA) to guarantee loans for qualified employee trusts of a small business to purchase the stock of that business. Specifically, the bill allows the guaranteed loan to also cover transactions costs associated with purchasing the stock. In addition, it allows loans to a small business to be guaranteed if the loan proceeds will: (1) be used to provide loans to a qualified employee trust of the small business to purchase the business's stock, and (2) result in the trust owning at least 51% of the business's stock. The SBA must guarantee loans to cooperatives in which employees are eligible for membership for such stock purchases. The SBA shall: (1) provide outreach and educational materials to licensed small business investment companies to increase investment in transitions to employee-owned businesses, and (2) establish a Small Business Employee Ownership and Cooperative Promotion Program to offer technical assistance and training on the transition to employee ownership through cooperatives and qualified employee trusts. The Administrator of the SBA shall coordinate an interagency working group on employee-owned businesses.\"}" ] }, "metadata": {}, "execution_count": 55 } ], "source": [ "generated_summaries[13]" ] }, { "cell_type": "code", "execution_count": 56, "id": "3c2d0904-4b8c-45ab-99dd-f661e55438b5", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3c2d0904-4b8c-45ab-99dd-f661e55438b5", "outputId": "1ac68540-e308-4d82-fb68-e11a9c084fa3" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': \"Rhode Island Fishermen's Fairness Act of 2017 This bill amends the Magnuson-Stevens Fishery Conservation and Management Act to add Rhode Island to the Mid-Atlantic Fishery Management Council.\",\n", " 'summary': \"Rhode Island Fishermen's Fairness Act of 2017 This bill amends the Magnuson-Stevens Fishery Conservation and Management Act to add Rhode Island to the Mid-Atlantic Fishery Management Council and increase Council membership from 21 to 23 members. The Council is not given authority over the fisheries in the Atlantic Ocean seaward of Rhode Island.\"}" ] }, "metadata": {}, "execution_count": 56 } ], "source": [ "generated_summaries[14]" ] }, { "cell_type": "code", "execution_count": 57, "id": "23e3e126-ae9f-4e5e-94ed-9ab55b9b4dec", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "23e3e126-ae9f-4e5e-94ed-9ab55b9b4dec", "outputId": "86d9f2f2-1ede-4f29-c543-0f1be36bdc2c" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Chronic Disease Management Act of 2019 This bill allows health savings account-eligible high-deductible health plans to cover chronic disease prevention and treatment on a pre-deductible basis to promote the concept of Value-Based Insurance Design, which is an effective tool to improve the quality and reduce the cost of care for Americans with chronic diseases.',\n", " 'summary': 'Chronic Disease Management Act of 2019 This bill amends the Internal Revenue Code, with respect to health savings accounts (HSAs), to allow the high deductible health plans required for an HSA to provide care for chronic conditions with no deductible.'}" ] }, "metadata": {}, "execution_count": 57 } ], "source": [ "generated_summaries[15]" ] }, { "cell_type": "code", "source": [ "generated_summaries[16]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xt-PCPACFEXz", "outputId": "4631678e-8db7-495e-fb94-bcb2d8ac9119" }, "id": "xt-PCPACFEXz", "execution_count": 58, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Facilitating Main Street Offerings Act This bill amends the Securities Act of 1933 to define secondary offerings of Regulation A tier 2 securities as covered securities for purposes of an exemption from state regulation.',\n", " 'summary': 'Facilitating Main Street Offerings Act This bill exempts certain securities issued under Regulation A from state regulation of secondary transactions. Regulation A exempts small issues of securities from registration requirements.'}" ] }, "metadata": {}, "execution_count": 58 } ] }, { "cell_type": "code", "source": [ "generated_summaries[17]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Ny3XIGSAFGtL", "outputId": "09c7c2d3-29df-4937-f8eb-276886710551" }, "id": "Ny3XIGSAFGtL", "execution_count": 59, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Veterans Medical Mileage Adjustment Act of 2022 This bill amends title 38, United States Code, to increase the rate for allowances based on mileage for beneficiary travel.',\n", " 'summary': 'Veterans Medical Mileage Adjustment Act of 2022 This bill increases the rate for beneficiary travel allowances based on mileage (from 41.5 cents to 45.5 cents per mile) for beneficiary travel to or from Department of Veterans Affairs facilities in connection with vocational rehabilitation, required counseling, or for the purpose of examination, treatment, or care.'}" ] }, "metadata": {}, "execution_count": 59 } ] }, { "cell_type": "code", "source": [ "generated_summaries[18]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "fSSOWmuNFFvi", "outputId": "372fea5b-b293-4b74-af6b-f1c416ab75c2" }, "id": "fSSOWmuNFFvi", "execution_count": 60, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Platte River Recovery Implementation Program Extension Act This bill authorizes the Department of the Interior, acting through the Commissioner of Reclamation and in partnership with the States, other federal agencies, and other non-Federal entities, to continue the cooperative effort among the federal and non-federals entities through the continued implementation of the Platte river recovery implementation program First Increment Extension for threatened and endangered species in the Central and Lower Platte- River Basin, without creating federal water rights or requiring the grant of water rights to federal entities.',\n", " 'summary': \"Platte River Recovery Implementation Program Extension Act This bill revises the Platte River Recovery Implementation Program. The program is a cooperative agreement among Colorado, Wyoming, Nebraska, and the Bureau of Reclamation to protect endangered and threatened species and their habitats in the Central and Lower Platte River Basin. The bill extends Reclamation's authority to implement the first increment of the program through FY2033.\"}" ] }, "metadata": {}, "execution_count": 60 } ] }, { "cell_type": "code", "source": [ "generated_summaries[19]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jtevxy5rFI0b", "outputId": "4fc6c9cf-207d-47af-dfea-14e383723f40" }, "id": "jtevxy5rFI0b", "execution_count": 61, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'generated': 'Court Legal Access and Student Support (CLASS) Act of 2015 This bill prohibits the institution of higher education from requiring any student to agree to, and will not enforce, any limitation or restriction (including a limitation on any available choice of applicable law, a jury trial, or venue) on the ability of a student to pursue a claim against an institution in court.',\n", " 'summary': \"Court Legal Access and Student Support (CLASS) Act of 2015 This bill makes procedures for the enforcement of arbitration agreements inapplicable to an enrollment agreement between a student and an institution of higher education (IHE). The bill also amends the Higher Education Act of 1965 to forbid an IHE that participates in federal student aid programs, including work-study programs, from requiring a student to agree to any restriction on the student's ability to pursue a claim, individually or with others, against it in court.\"}" ] }, "metadata": {}, "execution_count": 61 } ] }, { "cell_type": "code", "source": [ "# Convert and write JSON object to file\n", "with open(\"cleaned_test_data_output.json\", \"w\") as outfile:\n", " json.dump(generated_summaries, outfile)" ], "metadata": { "id": "h-X-TwoVFXtM" }, "id": "h-X-TwoVFXtM", "execution_count": 63, "outputs": [] }, { "cell_type": "code", "source": [], "metadata": { "id": "R3jWi8dGPzlV" }, "id": "R3jWi8dGPzlV", "execution_count": null, "outputs": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" }, "colab": { "provenance": [], "machine_shape": "hm", "gpuType": "A100" }, "accelerator": "GPU", "widgets": { "application/vnd.jupyter.widget-state+json": { "2ae6d060c85647bb9fa3802dcfe63456": { "model_module": "@jupyter-widgets/controls", "model_name": "VBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "VBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "VBoxView", "box_style": "", "children": [ "IPY_MODEL_5d4931d74be840d99e065f0f510d56b7", "IPY_MODEL_18a17cf0dfdc41f38ad32bac2a3848f7", "IPY_MODEL_64d20e9778ec41a0af2cb90d882e3f70" ], "layout": "IPY_MODEL_f3bcbe8f6fbe4340bae165647f008b43" } }, "1748a755e1d244c0accff179ed31880b": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_5cf3e97f0aa24486803fdc6eb708ed56", "placeholder": "​", "style": "IPY_MODEL_ad5b8adb03624d1e8fd49a05efb76d96", "value": "


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