Duplicate from marshmellow77/contract-review

Co-authored-by: Heiko Hotz <[email protected]>

.gitattributes

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README.md

@@ -0,0 +1,38 @@
+---
+title: Contract Review
+emoji: 📜
+colorFrom: purple
+colorTo: red
+sdk: streamlit
+app_file: app.py
+pinned: true
+duplicated_from: marshmellow77/contract-review
+---
+
+# Configuration
+
+`title`: _string_  
+Display title for the Space
+
+`emoji`: _string_  
+Space emoji (emoji-only character allowed)
+
+`colorFrom`: _string_  
+Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
+
+`colorTo`: _string_  
+Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
+
+`sdk`: _string_  
+Can be either `gradio` or `streamlit`
+
+`sdk_version` : _string_  
+Only applicable for `streamlit` SDK.  
+See [doc](https://hf.co/docs/hub/spaces) for more info on supported versions.
+
+`app_file`: _string_  
+Path to your main application file (which contains either `gradio` or `streamlit` Python code).  
+Path is relative to the root of the repository.
+
+`pinned`: _boolean_  
+Whether the Space stays on top of your list.

app.py

@@ -0,0 +1,155 @@
+import streamlit as st
+from predict import run_prediction
+from io import StringIO
+import json
+
+st.set_page_config(layout="wide")
+st.cache(show_spinner=False, persist=True)
+
+
+def load_questions():
+    questions = []
+    with open('data/questions.txt') as f:
+        questions = f.readlines()
+
+    # questions = []
+    # for i, q in enumerate(data['data'][0]['paragraphs'][0]['qas']):
+    #     question = data['data'][0]['paragraphs'][0]['qas'][i]['question']
+    #     questions.append(question)
+    return questions
+
+
+def load_questions_short():
+    questions_short = []
+    with open('data/questions_short.txt') as f:
+        questions_short = f.readlines()
+
+    # questions = []
+    # for i, q in enumerate(data['data'][0]['paragraphs'][0]['qas']):
+    #     question = data['data'][0]['paragraphs'][0]['qas'][i]['question']
+    #     questions.append(question)
+    return questions_short
+
+
+st.cache(show_spinner=False, persist=True)
+
+
+def load_contracts():
+    with open('data/test.json') as json_file:
+        data = json.load(json_file)
+
+    contracts = []
+    for i, q in enumerate(data['data']):
+        contract = ' '.join(data['data'][i]['paragraphs'][0]['context'].split())
+        contracts.append(contract)
+    return contracts
+
+
+questions = load_questions()
+questions_short = load_questions_short()
+# contracts = load_contracts()
+
+### DEFINE SIDEBAR
+st.sidebar.title("Interactive Contract Analysis")
+st.sidebar.markdown(
+"""
+This model uses a pretrained snapshot trained on the [Atticus](https://www.atticusprojectai.org/) Dataset - CUAD
+
+Model used for this demo: https://huggingface.co/marshmellow77/roberta-base-cuad
+
+Related blog posts:
+- https://bit.ly/3pKWICB
+- https://bit.ly/3ETApRO
+"""
+)
+
+st.sidebar.header("Contract Selection")
+
+# select contract
+contracts_drop = ['Contract 1', 'Contract 2', 'Contract 3']
+contracts_files = ['contract-1.txt', 'contract-2.txt', 'contract-3.txt']
+contract = st.sidebar.selectbox('Please Select a Contract', contracts_drop)
+
+
+idx = contracts_drop.index(contract)
+with open('data/'+contracts_files[idx]) as f:
+    contract_data = f.read()
+
+# upload contract
+user_upload = st.sidebar.file_uploader('Please upload your own', type=['txt'],
+                                       accept_multiple_files=False)
+
+
+# process upload
+if user_upload is not None:
+    print(user_upload.name, user_upload.type)
+    extension = user_upload.name.split('.')[-1].lower()
+    if extension == 'txt':
+        print('text file uploaded')
+         # To convert to a string based IO:
+        stringio = StringIO(user_upload.getvalue().decode("utf-8"))
+
+        # To read file as string:
+        contract_data = stringio.read()
+
+    # elif extension == 'pdf':
+    #     import PyPDF4
+    #     try:
+    #         # Extracting Text from PDFs
+    #         pdfReader = PyPDF4.PdfFileReader(user_upload)
+    #         print(pdfReader.numPages)
+    #         contract_data = ''
+    #         for i in range(0, pdfReader.numPages):
+    #
+    #             print(i)
+    #             pageobj = pdfReader.getPage(i)
+    #             contract_data = contract_data + pageobj.extractText()
+    #     except:
+    #         st.warning('Unable to read PDF, please try another file')
+    #
+    # elif extension == 'docx':
+    #     import docx2txt
+    #
+    #     contract_data = docx2txt.process(user_upload)
+
+    else:
+        st.warning('Unknown uploaded file type, please try again')
+
+results_drop = ['1', '2', '3']
+number_results = st.sidebar.selectbox('Select number of results', results_drop)
+
+### DEFINE MAIN PAGE
+st.header("Legal Contract Review Demo")
+st.write("This demo uses the CUAD dataset for Contract Understanding.")
+
+paragraph = st.text_area(label="Contract", value=contract_data, height=300)
+
+questions_drop = questions_short
+question_short = st.selectbox('Choose one of the 41 queries from the CUAD dataset:', questions_drop)
+idxq = questions_drop.index(question_short)
+question = questions[idxq]
+
+if st.button('Analyze'):
+    if (not len(paragraph)==0) and not (len(question)==0):
+        print('getting predictions')
+        with st.spinner(text='Analysis in progress...'):
+            predictions = run_prediction([question], paragraph, 'marshmellow77/roberta-base-cuad',
+                                         n_best_size=5)
+        answer = ""
+        if predictions['0'] == "":
+            answer = 'No answer found in document'
+        else:
+            # if number_results == '1':
+            #     answer = f"Answer: {predictions['0']}"
+            #     # st.text_area(label="Answer", value=f"{answer}")
+            # else:
+            answer = ""
+            with open("nbest.json") as jf:
+                data = json.load(jf)
+                for i in range(int(number_results)):
+                    answer += f"Answer {i+1}: {data['0'][i]['text']} -- \n"
+                    answer += f"Probability: {round(data['0'][i]['probability']*100,1)}%\n\n"
+        st.success(answer)
+
+    else:
+        st.write("Unable to call model, please select question and contract")

data/contract-1.txt

@@ -0,0 +1,55 @@
+By Client: /s/ Natalija Tunevic
+
+Website Design, Development and Hosting Agreement
+
+This Website Design, Development and Hosting Agreement the ("Agreement") is entered into on January 11, 2018 by and between Natalija Tunevic, director of FreeCook (hereinafter referred to as "Client") and Mitchell Vitalis, director of Mitchell's Web Advance, PLC (hereinafter referred to as "Company").
+
+1. Website Design and Development. Client agrees to pay to Company the sum of $5,000 (the "Contract Price") to design and develop a website for Client (the "Client Website") in accordance with the accompanying Scope of Work, attached to this Agreement as Exhibit A.
+
+(a) Change Orders. Any changes to the Scope of Work following the execution of this Agreement requiring Additional Work must be submitted to and accepted by Company in writing as a "Change Order". The costs of any such changes shall be added to the Contract Price. Additional Work shall be defined as the addition or revision of pages, graphics, or other features, any text, graphic or page design or programming requiring more than two rounds of textual or graphical revisions, substantial revisions to text and/or content provided by Client, changes to elements which have been finalized, or significant changes in the Scope of Work.
+
+(b) Due Dates and Delays. Company will use its best efforts to deliver the Client Website in the time frame specified in the Scope of Work. Terms of the project: 12 weeks from February 8, 2018 to May 3, 2018. Client acknowledges and agrees that any due dates set forth in the Scope of Work are subject to delay if Company does not receive the required materials or documentation in a timely manner or in the required format or if approvals are delayed by Client or if the Scope of Work is changed by Client.
+
+(c) Client Submitted Content. All written content submitted by Client for use in the Client Website must be typewritten, proofread and delivered to Company in the body of an email message or as a Microsoft Word electronic document or plaint text electronic document. Any content submitted by Client in any other manner or format, including, but not limited to Adobe PDF format, will be returned to Client for resubmission. Company will not make any attempt to proof read or correct any contextual, grammatical or typographical errors in the written content submitted by Client. It is Client's sole responsibility to check the accuracy of the written content and correct any errors prior to submission for final publication. Company will assume that all the written content submitted by Client has been proofread and is ready for publication. Client may elect to pay Company the Hourly Rate set forth below to type and proofread any written content not submitted in the electronic formats specified above.
+
+(d) Company License and Credit. Client hereby grants to Company a non-exclusive and limited license to use Client's trade names, logos and other trademarks in connection with Company advertising, marketing and promotion of its products and services. Client agrees that any unsolicited positive feedback Client provides to Company may be used in any Company marketing and/or advertising materials (i.e., customer testimonials). Client further agrees that Company may use and display the graphics and other web design elements of Client's website as examples of Company website design and development work. To maintain Company's portfolio credentials, and the integrity of any applicable copyrights, Company shall be entitled to place an unobtrusive credit in the footer on each page of Client's website. 2. Payment Terms. Upon the signing of this Agreement, Client agrees to pay to Company a total of $5,000. Client shall make a prepayment of $1,900 and pay the remaining $3,100 on completion of the Scope of Work.
+
+3. Business Hours; Rush Work. Company representatives are available during Company's normal business hours which are 9 a.m. to 5 p.m. UTC +2, Monday through Friday. Any email or telephone correspondence received after normal business hours will be processed the following business day. Client shall pay an additional surcharge for any services requiring work to be performed outside of normal business hours by reason of a rush deadline requested by Client or as a result of Client's failure to meet scheduled times for delivery and/or review and approval of information, content and materials. The surcharge for rush work shall be the standard hourly rate of $40 plus twenty-five percent (25%).
+
+4. Customer Service. Company, either directly or through its authorized service provider, shall provide customer service (the "Customer Service") relating to Client Website consisting of replying to customer questions or complaints regarding website hosting services during the normal business hours set forth. Company is not obligated to provide any Customer Service except as specified in this Section. Company at its sole discretion may at any time alter or cease providing the Customer Service which it has agreed to provide to Client relating to Client Website pursuant to this Agreement without any liability to Company.
+
+AGREED AND ACCEPTED:
+
+Date: Jan. 11, 2018
+
+Source: FREECOOK, S-1, 6/5/2018
+
+
+
+
+
+By Company: /s/ Mitchell Vitalis Date: Jan. 11, 2018
+
+Mitchell's Web Advance - Website Design, Development and Hosting Agreement Page 1 of 2 Client: /s/ Natalija Tunevic Company: /s/ Mitchell Vitalis
+
+Source: FREECOOK, S-1, 6/5/2018
+
+
+
+
+
+Mitchell's Web Advance Website Design, Development and Hosting Agreement
+
+Exhibit A
+
+Scope of Work Development of design of Free Cook
+
+Stage 1: 1. Search for competitors, collecting additional information on the subject. 2. Development of unique style of the Client Website. 3. Development of a logo based on the unique corporate style. 4. Designing UI/UX-practical parts. 5. Development of the main and internal pages of the Client Website.
+
+Stage 2: 6. Emotional design (creation of web-assistants). 7. Adaptive design (mobile version of the Client Website). 8. Design adaptation to other languages. 9. Development of a prototype and interface testing.
+
+Stage 3: 10. Search Engine Optimization.
+
+Mitchell's Web Advance - Website Design, Development and Hosting Agreement Page 2 of 2 Client: /s/ Natalija Tunevic Company: /s/ Mitchell Vitalis
+
+Source: FREECOOK, S-1, 6/5/2018

data/contract-2.txt

@@ -0,0 +1,61 @@
+SPONSORSHIP AGREEMENT This agreement (the "Agreement") is made effective this 1st day of April, 2018 ("Effective Date") between Fruit of Life Productions LLC, ("Promoter") and Eco Science Solutions, Inc.,("Sponsor"), 1135 Makawao Avenue, Suite 103-188, Makawao, Hawaii, 96768.
+
+Contribution by Sponsor: In consideration for the right to sponsor the Kaya Fest and to be acknowledged by Fruit of Life Productions LLC., as a Promoter of the event during the term of this Agreement, Sponsor agrees to contract with Fruit of Life Productions LLC., for the amount of $250,000.00 to be paid in full upon signing of this agreement.
+
+Bank Wire Transformation Information See Attached Wire Instructions
+
+Sponsorship Benefits for Presenting Partner Sponsor:
+
+* Main Stage named after your brand * 4 10x10 on site vendor booths * 50 VIP Sponsor Passes / 50 GA tickets for both days * 4 Parking passes * Opportunity to participate in after party * Banner placement in venue (10) * Approved audio/video assets to be provided as promotional use for Herbo * Name and phrase called out on stage between performers set * Your logo and a link from our website to your website * Your logo on video wall * Your company name and logo as a presenting sponsor * Banner at main entrance of venue * On stage banner placement * Logo in Backstage/VIP area * Mention on social media * Logo on Step and Repeat * Logo on all promotional print
+
+Terms and Termination: The term of this agreement will begin on April 1, 2018 and continue until April 30, 2018 at 11:59pm.
+
+Relationship of Parties: The parties are independent contractors with respect to one another. Nothing in this Agreement shall create any association, joint venture, partnership or agency relationship of any kind between the parties.
+
+1
+
+Source: ECO SCIENCE SOLUTIONS, INC., 8-K, 4/6/2018
+
+
+
+
+
+Intellectual Property: Fruit of Life Productions LLC is the sole owner of all right, title and interest to all Kaya Fest information including Logo, tag lines, (Education before Recreation), Trademarks, trade names and copyrighted information. Sponsor agrees that it will not use Kaya Fest property in a manner that states or implies that Kaya Fest endorses Sponsor (or Sponsors products or services) without written approval from Fruit of Life Productions LLC.
+
+Idemnification: Sponsor shall indemnify and hold harmless, Fruit of Life Productions LLC, its related entities, partners, agents, officers, directors, employees, attorneys, heirs, successors, and assigns from against any and all claims, losses, damages, judgments, settlements, costs and expenses (including reasonable attorney's fees and expenses), and liabilities of every kind incurred as a result of: (i) any act or omission by Sponsor or its officers, directors, entities, employees, agents; (ii) any use of Sponsor's name, logo, Website, or other information, products, or service provided by Sponsor; and/or (iii) the inaccuracy or breach of any of the covenants, representations and warranties made by Sponsor in this Agreement. (iv) any changes in company value or brand value. The attendance and marketing reach estimates made in negotiations were made for the purposes of this agreement are mere estimate and not be interpreted as guaranties. . Confidentiality Confidential Information is all information that is marked such and all other information which a reasonable person would consider to be confidential. Confidential Information shall include, but is not limited to, information regarding the organization, its operations, programs, activities, financial condition, strategies, timelines, corporate/programming roadmap, surprise performers/guest appearances, event access information and membership or customer list. During the Term, each party shall use and reproduce the other party's Confidential Information only for purposes of this Agreement with written authorization by disclosing party, and only to the extent necessary for such purpose. Each party shall restrict disclosure of the other party's Confidential Information to its employees and agents with a reasonable need to know such Confidential Information, and shall not disclose the other party's Confidential Information to any third party without the prior written consent of the other party.
+
+Cancellation: Kaya Fest shall not be liable to any Sponsor for losses arising out of, or the inability to perform its obligations under the terms of this sponsorship proposal due to acts of God, which include, that are not limited to, fire, flood, tornados, hurricanes, severe increments weather, strikes, medical failure, or any other acts beyond the control of Kaya Fest. Exhibiting: Sponsors are bound by the same terms and conditions, if exhibiting, as all other vendors of event. Sponsors must have their own liability insurance with limits of one million dollars.
+
+Banners: Sponsors are responsible for creating their own banners. Banners placement will be determined by the Promoter. Sponsors are responsible for the hanging of their banners and removal after the event. Banners must be responsibility secured and not have any dangerous edges/sticks that may not cause harm if used inappropriately.
+
+General Provisions: Warranties: Each party covenants, warrants and represents that it shall comply with all laws and regulations applicable to this Agreement performance of its obligations, and that it shall exercise due care and act in good faith at all times in the performance of its obligations hereunder. The provisions of this section shall survive termination of this Agreement. This agreement is not an attempt to give legal advice or constraints as it relates to Florida law and Cannabis/Marijuana law in any jurisdiction. The Sponsor understands that they are free to seek legal advice on the content of this agreement and applicable law from independent counsel. Binding effect: This Agreement shall bind the parties, their respective heirs, personal representatives, successors and assigns.
+
+2
+
+Source: ECO SCIENCE SOLUTIONS, INC., 8-K, 4/6/2018
+
+
+
+
+
+Governing Law: This Agreement shall be governed by and interpreted in accordance with the laws of the State of Florida, without regard to its conflict-of-laws or choice-of law principles. In case of a dispute, the parties agree to pursue Arbitration as the preferred method to seek a remedy and the parties waive the right to a jury trial. Assignment: This Agreement, or the rights granted under it, may not be assigned transferred or sublicense by either party without the express prior written consent of the other party. Entire Agreement: This Agreement and its attachments constitute the entire agreement between the parties and supersede all prior agreements, oral or written, relating to the Sponsorship. This Agreement may only be admitted in a writing signed by both parties. The agreement is confidential, and the parties agree not to file or record in public records. Notice: All notices given under this Agreement shall be in writing, addressed to the parties at the addresses set forth below, and shall be deemed to have the duly given when delivered when sent by overnight courier, or certified mail (return receipt requested).
+
+Fruit of Life Productions LLC (Promoter) Address: 16115 SW 117t h Ave. Suite 21-A Miami, Florida 33177
+
+EcoScience Solutions, Inc. (Sponsor) Address: 1135 Makawao Avenue, Suite 103-188 Makawao, Hawaii 96768
+
+The Sponsor agrees that upon acceptance, this agreement shall be deemed to form and binding contract between the Sponsor and Promoter. The Sponsor agrees to abide by the terms set forth in the Terms and Conditions of Sponsorship agreement.
+
+All parties have executed this Agreement through their duly authorized representatives as of the first date written below.
+
+Sponsor: Eco Science Solutions, Inc.
+
+By: /s/Jeffery Taylor Name: Jeffery Taylor Title: CEO Date: 4/01/2018
+
+Promoter: Fruit of Life Productions LLC:
+
+By:/s/Stella McLaughlan Name: Stella McLaughlan Title: Event Coordinator Date: 4/01/2018
+
+3
+
+Source: ECO SCIENCE SOLUTIONS, INC., 8-K, 4/6/2018

data/contract-3.txt

@@ -0,0 +1,109 @@
+EXHIBIT 10.1
+
+                          BUSINESS AFFILIATE AGREEMENT
+
+This  Business  Affiliate  Agreement   ("Agreement")  dated  January  28,  2005, effective  as of October 15,  2004,  ("Effective  Date") is entered  into by and between Dr. George D. Green (the "Business Affiliate") and UNION DENTAL CORP., a Florida  corporation  ("UDC")  (collectively,  Business Affiliate and UDC may be referred to collectively as the "Parties" and singularly as a ("Party").
+
+                                    RECITALS
+
+     WHEREAS,  the Business  Affiliate  wishes to help further  UDC's mission of Managing  dental  offices,  whereby  Business  Affiliate  and UDC will  exchange confidential information (as defined below):
+
+     NOW THEREFORE,  in consideration of the premises,  covenants and agreements and  the  mutual   promises   herein   made,   and  in   consideration   of  the representations,  warranties, and covenants herein contained, and for other good and  valuable  consideration,  the  receipt and  sufficiency  of which is hereby acknowledged, the Parties hereto agree as follows:
+
+                                    AGREEMENT
+
+     1.  Definitions.  A  Confidential  Information@  shall  mean  any  and  all information  that a Party may reasonably  expect to remain  confidential and not shared with the general public at any time or that information that is protected by law.
+
+     2.  Services.  It is anticipated  that the Business  Affiliate will provide services both for clients of the Business Affiliate and UDC that involve the use and disclosure of Confidential Information (the "Services"). Except as otherwise specified  herein,  the  Parties  may  make  any  and all  uses of  Confidential Information  necessary to perform the  Services.  Additionally,  the Parties may disclose Confidential  Information for the purposes authorized by this Agreement only (a) to its employees,  subcontractors  and agents,  in accordance with this Agreement,  or (b) as directed by the other Party.  The Parties  expressly agree that any and all uses or disclosures of the Confidential  Information by a Party will be done in accordance  with the terms of this  Agreement and the provisions of all applicable federal and state laws and regulations.
+
+     3.  Responsibilities  of  the  Parties.  With  regard  to  its  use  and/or disclosure  of  Confidential  Information,  each Party  hereby  agrees to do the following:
+
+          a. Use and/or disclose the Confidential  Information only as permitted      or required by this Agreement or as otherwise required by law;
+
+                                        1
+
+          b. Report to the other Party, in writing, any use and/or disclosure of      the  Confidential  Information  that is not  permitted  or required by this      Agreement of which a Party  becomes aware within five (5) days of a Party=s      discovery of such unauthorized use and/or disclosure;
+
+          c.  Use  appropriate  safeguards  to  maintain  the  security  of  the      Confidential  Information and to prevent unauthorized use and/or disclosure      of such Confidential Information;
+
+          d. Require all of its employees,  representatives,  subcontractors  or      agents that receive or use or have access to Confidential Information under      this Agreement to agree in writing to adhere to the same  restrictions  and      conditions on the use and/or  disclosure of Confidential  Information  that      apply  herein,   including   the   obligation  to  return  or  destroy  the      Confidential Information as provided under paragraph g of this Section 3.
+
+          e. Make available,  during normal business hours, at a Party=s offices      all records, books, agreements, policies and procedures relating to the use      and/or  disclosure  of  Confidential  Information  that is  subject to this      Agreement,  to the other  Party  within ten (10) days of a Party's  written      request,  for the purpose of  enabling a Party to verify the other  Party=s      compliance with the terms of this Agreement;
+
+          f. Within  fifteen  (15) days of  receiving a written  request  from a      Party,  provide to the other Party such  information  as is  requested by a      Party to permit the other  Party to  respond  to a request  by the  subject      individual for amendment and accounting  purposes of the disclosures of the      individual=s Confidential Information;
+
+          g.  Return to a Party or  destroy,  as  requested  by a Party,  within      fifteen (15) days of the  termination of this Agreement,  any  Confidential      Information  provided  to such  Party and in its  possession  and retain no      copies or back-up tapes;
+
+          h. Parties agrees to mitigate, to the extent practicable,  any harmful      effect  that is  known to a Party of a use or  disclosure  of  Confidential      Information by a Party in violation of the requirements of this Agreement;
+
+          i. To inform a Party of any  changes  in the form of notice of privacy      practices  that the other  Party  provides to  individuals  and provide the      Party a copy of the notice currently in use; and
+
+          j. To  inform  the Party of any  changes  in, or  withdrawal  of,  the      consent  or  authorization   provided  to  a  Party  by  individuals  whose      Confidential Information may be used and/or disclosed by a Party under this      Agreement.
+
+                                        2
+
+Source: UNION DENTAL HOLDINGS, INC., 8-K/A, 2/4/2005
+
+
+
+
+
+     4. Mutual  Representation and Warranty.  Each Party represents and warrants to the  other  Party  that all of its  employees,  agents,  representatives  and members of its work force,  whose  services  may be used to fulfill  obligations under this  Agreement,  are or shall be  appropriately  informed of the terms of this  Agreement  and are  under  legal  obligation  to  comply  fully  with  all provisions of this Agreement.
+
+     5. Term and Termination.
+
+          a. Term. This Agreement  shall become  effective on the Effective Date      and shall  continue in effect until  either  Party  informs the other Party      with thirty (30) day prior written notice of termination of this Agreement.
+
+          b. Termination.  UDC may immediately  terminate this Agreement without      notice  and any  related  agreement  if it  determines  that  the  Business      Affiliate  has breached a material  provision  of this  Agreement or if the      activities  contemplated under this Agreement will result in a violation of      any federal or state law or if such Services  would,  in the opinion of UDC      and its counsel. Alternatively, UDC may choose to: (i) provide the Business      Affiliate  with ten (10) days written notice of the existence of an alleged      material breach;  and (ii) afford the Business  Affiliate an opportunity to      cure said alleged material breach upon mutually agreeable terms. Failure to      cure in the manner set forth in this paragraph is grounds for the immediate      termination of the Agreement.
+
+          c. Effect of Termination.  Upon termination of this Agreement, for any      reason, each Party hereto shall return to the other Party, or destroy,  all      of such Party's  Confidential  Information  in the  possession of the other      Party.  This provision shall apply to Confidential  Information  that is in      the possession of  subcontractors or agents of each Party. Each Party shall      retain no copies of the Confidential  Information of the other Party except      as may be required by law.
+
+     6. Indemnification.  The Parties hereby covenant and agree to indemnify and hold harmless each other, it's agents and  representatives  from and against any and all losses, costs, expenses, liabilities, claims, demands, judgments and its settlements  of every  nature that are actually  incurred by a Party,  including without limitation reasonable attorney's fees for pre-trial,  trial,  appellate, judgment,  post-judgment,  execution, and alternative dispute resolution,  which arise out of any use or disclosure of Confidential  Information not specifically permitted by this  Agreement  or arise out of the services  rendered by Business Affiliate.  The provisions of this Paragraph 6 shall survive the  termination of this Agreement for whatever reasons whatsoever.
+
+     7. Miscellaneous.
+
+          a.  Survival.  The  respective  rights  and  obligations  of  Business      Affiliate  and UDC under the  provisions  of  Sections  3(g)  [Responsibilities of the Parties] and 3(h)  [Responsibilities of the Parties] and 6      shall survive the termination of this Agreement indefinitely.
+
+                                        3
+
+          b. Amendment. This Agreement may not be modified or amended, except in      writing as agreed to by each Party.
+
+          c. No Third Party  Beneficiaries.  Nothing  express or implied in this      Agreement is intended to confer, nor anything herein shall confer, upon any      person other than the Parties hereto any rights, remedies,  obligations, or      liabilities whatsoever.
+
+          d.  Notices.  All  notices or  communications  required  or  permitted      pursuant  to the terms of this  Agreement  will be in  writing  and will be      delivered in person or by means of certified or  registered  mail,  postage      prepaid, return receipt requested, to such Party at its last known address,      or such other person or address as such Party may specify by similar notice      to the other Party hereto or by telephone  facsimile  with a hard copy sent      by mail on the next  business  day.  All such  notices will be deemed given      upon delivery if delivered by hand, on the third business day after deposit      with the U.S. Postal  Service,  and on the first business day after sending      it by facsimile.
+
+          e. Relationship of the Parties. It is expressly  understood and agreed      that (i) in the performance of Services under this Agreement,  the Business      Affiliate shall at all times act as an independent  contractor with respect      to UDC and not as an employee or agent of UDC and (ii) nothing contained in      this Agreement  shall be construed to create a joint venture,  partnership,      association  or  other  affiliation,  or  like  relationship,  between  the      Parties,  it being  specifically  agreed that the relationship is and shall      remain  that  of  independent   Parties  to  a  contractual   relationship.      Accordingly,  UDC shall  neither have nor exercise any specific  control or      direction over the particular  methods by which Business Affiliate performs      services  required by this  Agreement.  In no event shall  either  Party be      liable  for the debts or  obligations  of the  other,  except as  otherwise      specifically provided in this Agreement. Neither Party shall have any claim      under this Agreement or otherwise against the other Party for vacation pay,      paid  sick  leave,   retirement   benefits,   social   security,   worker=s      compensation, health, disability,  professional malpractice or unemployment      insurance  benefits,  or other employee  benefits of any kind. Based on the      foregoing, (i) Business Affiliate will not be treated as an employee of UDC      for Federal tax  purposes;  (ii) UNION DENTAL  CORP.,  will not withhold on      behalf  of  Business  Affiliate  any  sums  for  income  tax,  unemployment      insurance,  social security or any other withholding pursuant to any law or      requirement of any  government  body, or make available any of the benefits      afforded to employees of UDC (iii) all of such  payments,  withholdings  or      benefits due any governmental agency, if any, are Business Affiliate=s sole      responsibility;  and  (iv)  Business  Affiliate  will  indemnify  and  hold      harmless UDC from any and all loss or liability arising from his failure to      make  such  payments,  withholds  and  benefits,  if any.  In the event the      Internal Revenue Service or any other  governmental  agency should question      or challenge the Business  Affiliate=s  independent  contractor status, the      Parties  hereby agree that both  Business  Affiliate and UDC shall have the      right to participate in any discussions or negotiations
+
+Source: UNION DENTAL HOLDINGS, INC., 8-K/A, 2/4/2005
+
+
+
+
+
+                                        4
+
+     occurring with such agency or agencies,  regardless of with whom or by whom      such discussions or negotiations are initiated.
+
+          f. Business  Affiliate  acknowledges  that the Business  Affiliate has      read,  understood  and accepted the terms and  conditions in UDC's Business      Affiliate manual, the terms and conditions of which are hereby incorporated      into this agreement by reference.
+
+     IN WITNESS  WHEREOF,  the Parties  hereto have caused this  Agreement to be signed as of the date and year first above written.
+
+                                 Business Affiliate
+
+                                 --------------------------------
+
+                                 By: /s/ George D. Green                                  --------------------------------                                  Name: George D. Green                                  --------------------------------
+
+                                 Title:                                  --------------------------------
+
+                                 UNION DENTAL CORP.
+
+                                 By: /s/ George D. Green                                  --------------------------------                                  Name: George D. Green                                  --------------------------------
+
+                                 Title:CEO and President                                  --------------------------------
+
+udc-8ka_ex10baa1.doc
+
+                                                       5
+
+Source: UNION DENTAL HOLDINGS, INC., 8-K/A, 2/4/2005

data/questions.txt

@@ -0,0 +1,41 @@
+Question 1: Highlight the parts (if any) of this contract related to "Document Name" that should be reviewed by a lawyer. Details: The name of the contract
+Question 2: Highlight the parts (if any) of this contract related to "Parties" that should be reviewed by a lawyer. Details: The two or more parties who signed the contract
+Question 3: Highlight the parts (if any) of this contract related to "Agreement Date" that should be reviewed by a lawyer. Details: The date of the contract
+Question 4: Highlight the parts (if any) of this contract related to "Effective Date" that should be reviewed by a lawyer. Details: The date when the contract is effective 
+Question 5: Highlight the parts (if any) of this contract related to "Expiration Date" that should be reviewed by a lawyer. Details: On what date will the contract's initial term expire?
+Question 6: Highlight the parts (if any) of this contract related to "Renewal Term" that should be reviewed by a lawyer. Details: What is the renewal term after the initial term expires? This includes automatic extensions and unilateral extensions with prior notice.
+Question 7: Highlight the parts (if any) of this contract related to "Notice Period To Terminate Renewal" that should be reviewed by a lawyer. Details: What is the notice period required to terminate renewal?
+Question 8: Highlight the parts (if any) of this contract related to "Governing Law" that should be reviewed by a lawyer. Details: Which state/country's law governs the interpretation of the contract?
+Question 9: Highlight the parts (if any) of this contract related to "Most Favored Nation" that should be reviewed by a lawyer. Details: Is there a clause that if a third party gets better terms on the licensing or sale of technology/goods/services described in the contract, the buyer of such technology/goods/services under the contract shall be entitled to those better terms?
+Question 10: Highlight the parts (if any) of this contract related to "Non-Compete" that should be reviewed by a lawyer. Details: Is there a restriction on the ability of a party to compete with the counterparty or operate in a certain geography or business or technology sector? 
+Question 11: Highlight the parts (if any) of this contract related to "Exclusivity" that should be reviewed by a lawyer. Details: Is there an exclusive dealing  commitment with the counterparty? This includes a commitment to procure all “requirements” from one party of certain technology, goods, or services or a prohibition on licensing or selling technology, goods or services to third parties, or a prohibition on  collaborating or working with other parties), whether during the contract or  after the contract ends (or both).
+Question 12: Highlight the parts (if any) of this contract related to "No-Solicit Of Customers" that should be reviewed by a lawyer. Details: Is a party restricted from contracting or soliciting customers or partners of the counterparty, whether during the contract or after the contract ends (or both)?
+Question 13: Highlight the parts (if any) of this contract related to "Competitive Restriction Exception" that should be reviewed by a lawyer. Details: This category includes the exceptions or carveouts to Non-Compete, Exclusivity and No-Solicit of Customers above.
+Question 14: Highlight the parts (if any) of this contract related to "No-Solicit Of Employees" that should be reviewed by a lawyer. Details: Is there a restriction on a party’s soliciting or hiring employees and/or contractors from the  counterparty, whether during the contract or after the contract ends (or both)?
+Question 15: Highlight the parts (if any) of this contract related to "Non-Disparagement" that should be reviewed by a lawyer. Details: Is there a requirement on a party not to disparage the counterparty?
+Question 16: Highlight the parts (if any) of this contract related to "Termination For Convenience" that should be reviewed by a lawyer. Details: Can a party terminate this  contract without cause (solely by giving a notice and allowing a waiting  period to expire)?
+Question 17: Highlight the parts (if any) of this contract related to "Rofr/Rofo/Rofn" that should be reviewed by a lawyer. Details: Is there a clause granting one party a right of first refusal, right of first offer or right of first negotiation to purchase, license, market, or distribute equity interest, technology, assets, products or services?
+Question 18: Highlight the parts (if any) of this contract related to "Change Of Control" that should be reviewed by a lawyer. Details: Does one party have the right to terminate or is consent or notice required of the counterparty if such party undergoes a change of control, such as a merger, stock sale, transfer of all or substantially all of its assets or business, or assignment by operation of law?
+Question 19: Highlight the parts (if any) of this contract related to "Anti-Assignment" that should be reviewed by a lawyer. Details: Is consent or notice required of a party if the contract is assigned to a third party?
+Question 20: Highlight the parts (if any) of this contract related to "Revenue/Profit Sharing" that should be reviewed by a lawyer. Details: Is one party required to share revenue or profit with the counterparty for any technology, goods, or services?
+Question 21: Highlight the parts (if any) of this contract related to "Price Restrictions" that should be reviewed by a lawyer. Details: Is there a restriction on the  ability of a party to raise or reduce prices of technology, goods, or  services provided?
+Question 22: Highlight the parts (if any) of this contract related to "Minimum Commitment" that should be reviewed by a lawyer. Details: Is there a minimum order size or minimum amount or units per-time period that one party must buy from the counterparty under the contract?
+Question 23: Highlight the parts (if any) of this contract related to "Volume Restriction" that should be reviewed by a lawyer. Details: Is there a fee increase or consent requirement, etc. if one party’s use of the product/services exceeds certain threshold?
+Question 24: Highlight the parts (if any) of this contract related to "Ip Ownership Assignment" that should be reviewed by a lawyer. Details: Does intellectual property created  by one party become the property of the counterparty, either per the terms of the contract or upon the occurrence of certain events?
+Question 25: Highlight the parts (if any) of this contract related to "Joint Ip Ownership" that should be reviewed by a lawyer. Details: Is there any clause providing for joint or shared ownership of intellectual property between the parties to the contract?
+Question 26: Highlight the parts (if any) of this contract related to "License Grant" that should be reviewed by a lawyer. Details: Does the contract contain a license granted by one party to its counterparty?
+Question 27: Highlight the parts (if any) of this contract related to "Non-Transferable License" that should be reviewed by a lawyer. Details: Does the contract limit the ability of a party to transfer the license being granted to a third party?
+Question 28: Highlight the parts (if any) of this contract related to "Affiliate License-Licensor" that should be reviewed by a lawyer. Details: Does the contract contain a license grant by affiliates of the licensor or that includes intellectual property of affiliates of the licensor? 
+Question 29: Highlight the parts (if any) of this contract related to "Affiliate License-Licensee" that should be reviewed by a lawyer. Details: Does the contract contain a license grant to a licensee (incl. sublicensor) and the affiliates of such licensee/sublicensor?
+Question 30: Highlight the parts (if any) of this contract related to "Unlimited/All-You-Can-Eat-License" that should be reviewed by a lawyer. Details: Is there a clause granting one party an “enterprise,” “all you can eat” or unlimited usage license?
+Question 31: Highlight the parts (if any) of this contract related to "Irrevocable Or Perpetual License" that should be reviewed by a lawyer. Details: Does the contract contain a  license grant that is irrevocable or perpetual?
+Question 32: Highlight the parts (if any) of this contract related to "Source Code Escrow" that should be reviewed by a lawyer. Details: Is one party required to deposit its source code into escrow with a third party, which can be released to the counterparty upon the occurrence of certain events (bankruptcy,  insolvency, etc.)?
+Question 33: Highlight the parts (if any) of this contract related to "Post-Termination Services" that should be reviewed by a lawyer. Details: Is a party subject to obligations after the termination or expiration of a contract, including any post-termination transition, payment, transfer of IP, wind-down, last-buy, or similar commitments?
+Question 34: Highlight the parts (if any) of this contract related to "Audit Rights" that should be reviewed by a lawyer. Details: Does a party have the right to  audit the books, records, or physical locations of the counterparty to ensure compliance with the contract?
+Question 35: Highlight the parts (if any) of this contract related to "Uncapped Liability" that should be reviewed by a lawyer. Details: Is a party’s liability uncapped upon the breach of its obligation in the contract? This also includes uncap liability for a particular type of breach such as IP infringement or breach of confidentiality obligation.
+Question 36: Highlight the parts (if any) of this contract related to "Cap On Liability" that should be reviewed by a lawyer. Details: Does the contract include a cap on liability upon the breach of a party’s obligation? This includes time limitation for the counterparty to bring claims or maximum amount for recovery.
+Question 37: Highlight the parts (if any) of this contract related to "Liquidated Damages" that should be reviewed by a lawyer. Details: Does the contract contain a clause that would award either party liquidated damages for breach or a fee upon the termination of a contract (termination fee)?
+Question 38: Highlight the parts (if any) of this contract related to "Warranty Duration" that should be reviewed by a lawyer. Details: What is the duration of any  warranty against defects or errors in technology, products, or services  provided under the contract?
+Question 39: Highlight the parts (if any) of this contract related to "Insurance" that should be reviewed by a lawyer. Details: Is there a requirement for insurance that must be maintained by one party for the benefit of the counterparty?
+Question 40: Highlight the parts (if any) of this contract related to "Covenant Not To Sue" that should be reviewed by a lawyer. Details: Is a party restricted from contesting the validity of the counterparty’s ownership of intellectual property or otherwise bringing a claim against the counterparty for matters unrelated to the contract?
+Question 41: Highlight the parts (if any) of this contract related to "Third Party Beneficiary" that should be reviewed by a lawyer. Details: Is there a non-contracting party who is a beneficiary to some or all of the clauses in the contract and therefore can enforce its rights against a contracting party?

data/questions_short.txt

@@ -0,0 +1,41 @@
+Question 1: What is the contract name?
+Question 2: Who are the parties that signed the contract?
+Question 3: What is the agreement date of the contract?
+Question 4: What is the date when the contract is effective?
+Question 5: What date will the contract's initial term expire?
+Question 6: What is the renewal term after the initial term expires?
+Question 7: What is the notice period required to terminate renewal?
+Question 8: Which state/country's law governs the interpretation of the contract?
+Question 9: What happens if a third party gets better terms in the contract?
+Question 10: What is the restriction on the ability of a party to compete with the counterparty?
+Question 11: Is there an exclusive dealing commitment with the counterparty?
+Question 12: Is a party restricted from contracting or soliciting customers?
+Question 13: What are the competitive restriction exceptions in the contract?
+Question 14: Is there a restriction on a party’s soliciting or hiring employees?
+Question 15: Is there a requirement on a party not to disparage the counterparty?
+Question 16: Can a party terminate this contract without cause?
+Question 17: What are the terms granting for right of first refusal, first offer, or negotiation?
+Question 18: What are the terms about right of termination?
+Question 19: Is consent or notice required of a party if the contract is assigned to a third party?
+Question 20: What are the terms for revenue and profit sharing?
+Question 21: What are the restrictions to raise or reduce prices of technology, goods, or services provided?
+Question 22: Is there a minimum order size or minimum amount or units per-time period?
+Question 23: What are the volume restrictions if one party’s use of the product/services exceeds certain threshold?
+Question 24: What are the terms about intellectual property created by one party?
+Question 25: What terms are related to joint IP ownership?
+Question 26: Does the contract contain a license granted by one party to its counterparty?
+Question 27: Does the contract limit the ability of a party to transfer the license being granted to a third party?
+Question 28: Does the contract contain a license grant by affiliates of the licensor?
+Question 29: Does the contract contain a license grant to a licensee?
+Question 30: Is there a clause granting one party an “enterprise,” “all you can eat” or unlimited usage license?
+Question 31: Does the contract contain a license grant that is irrevocable or perpetual?
+Question 32: Is one party required to deposit its source code into escrow with a third party?
+Question 33: Is a party subject to obligations after the termination or expiration of a contract?
+Question 34: Does a party have the right to audit the books, records, or physical locations of the counterparty?
+Question 35: Is a party’s liability uncapped upon the breach of its obligation in the contract?
+Question 36: Does the contract include a cap on liability upon the breach of a party’s obligation?
+Question 37: What clauses would either award either party liquidated damages for breach?
+Question 38: What is the duration of any warranty against defects or errors in technology, products, or services?
+Question 39: What are the requirements for insurance that must be maintained?
+Question 40: What sections describe the covenant not to sue?
+Question 41: What clauses relate to third-party beneficiaries?

predict.py

@@ -0,0 +1,126 @@
+import torch
+import time
+from torch.utils.data import DataLoader, RandomSampler, SequentialSampler
+from multiprocessing import cpu_count
+
+from transformers import (
+    AutoConfig,
+    AutoModelForQuestionAnswering,
+    AutoTokenizer,
+    squad_convert_examples_to_features
+)
+
+from transformers.data.processors.squad import SquadResult, SquadV2Processor, SquadExample
+from transformers.data.metrics.squad_metrics import compute_predictions_logits
+
+
+def run_prediction(question_texts, context_text, model_path, n_best_size=1):
+    max_seq_length = 512
+    doc_stride = 256
+    n_best_size = n_best_size
+    max_query_length = 64
+    max_answer_length = 512
+    do_lower_case = False
+    null_score_diff_threshold = 0.0
+
+    def to_list(tensor):
+        return tensor.detach().cpu().tolist()
+
+    config_class, model_class, tokenizer_class = (AutoConfig, AutoModelForQuestionAnswering, AutoTokenizer)
+    config = config_class.from_pretrained(model_path)
+    tokenizer = tokenizer_class.from_pretrained(model_path, do_lower_case=True, use_fast=False)
+    model = model_class.from_pretrained(model_path, config=config)
+
+    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+    model.to(device)
+
+    processor = SquadV2Processor()
+    examples = []
+
+    timer = time.time()
+    for i, question_text in enumerate(question_texts):
+        
+        example = SquadExample(
+            qas_id=str(i),
+            question_text=question_text,
+            context_text=context_text,
+            answer_text=None,
+            start_position_character=None,
+            title="Predict",
+            answers=None,
+        )
+
+        examples.append(example)
+    print(f'Created Squad Examples in {time.time()-timer} seconds')
+
+    print(f'Number of CPUs: {cpu_count()}')
+    timer = time.time()
+    features, dataset = squad_convert_examples_to_features(
+        examples=examples,
+        tokenizer=tokenizer,
+        max_seq_length=max_seq_length,
+        doc_stride=doc_stride,
+        max_query_length=max_query_length,
+        is_training=False,
+        return_dataset="pt",
+        threads=cpu_count(),
+    )
+    print(f'Converted Examples to Features in {time.time()-timer} seconds')
+
+    eval_sampler = SequentialSampler(dataset)
+    eval_dataloader = DataLoader(dataset, sampler=eval_sampler, batch_size=10)
+
+    all_results = []
+
+    timer = time.time()
+    for batch in eval_dataloader:
+        model.eval()
+        batch = tuple(t.to(device) for t in batch)
+
+        with torch.no_grad():
+            inputs = {
+                "input_ids": batch[0],
+                "attention_mask": batch[1],
+                "token_type_ids": batch[2],
+            }
+
+            example_indices = batch[3]
+
+            outputs = model(**inputs)
+
+            for i, example_index in enumerate(example_indices):
+                eval_feature = features[example_index.item()]
+                unique_id = int(eval_feature.unique_id)
+
+                output = [to_list(output[i]) for output in outputs.to_tuple()]
+
+                start_logits, end_logits = output
+                result = SquadResult(unique_id, start_logits, end_logits)
+                all_results.append(result)
+    print(f'Model predictions completed in {time.time()-timer} seconds') 
+
+    print(all_results)
+
+    output_nbest_file = None
+    if n_best_size > 1:
+        output_nbest_file = "nbest.json"
+
+    timer = time.time()
+    final_predictions = compute_predictions_logits(
+        all_examples=examples,
+        all_features=features,
+        all_results=all_results,
+        n_best_size=n_best_size,
+        max_answer_length=max_answer_length,
+        do_lower_case=do_lower_case,
+        output_prediction_file=None,
+        output_nbest_file=output_nbest_file,
+        output_null_log_odds_file=None,
+        verbose_logging=False,
+        version_2_with_negative=True,
+        null_score_diff_threshold=null_score_diff_threshold,
+        tokenizer=tokenizer
+    )
+    print(f'Logits converted to predictions in {time.time()-timer} seconds')
+
+    return final_predictions

requirements.txt

@@ -0,0 +1,5 @@
+boto3
+torch
+streamlit
+transformers
+PyPDF4