--- layout: default title: Models parent: Examples nav_order: 3 description: overview of the major modules and classes of LLMWare permalink: /examples/models --- # Models We introduce ``llmware`` through self-contained examples. ```python """ This example demonstrates prompting local BLING models with provided context - easy to select among different BLING models between 1B - 4B, including both Pytorch versions and GGUF quantized versions, and to swap out the hello_world questions with your own test set. NOTE: if you are running on a CPU with limited memory (e.g., <16 GB of RAM), we would recommend sticking to the 1B parameter models, or using the quantized GGUF versions. You may get out-of-memory errors and/or very slow performance with ~3B parameter Pytorch models. Even with 16 GB+ of RAM, the 3B Pytorch models should run but will be slow (without GPU acceleration). """ import time from llmware.prompts import Prompt def hello_world_questions(): test_list = [ {"query": "What is the total amount of the invoice?", "answer": "$22,500.00", "context": "Services Vendor Inc. \n100 Elm Street Pleasantville, NY \nTO Alpha Inc. 5900 1st Street " "Los Angeles, CA \nDescription Front End Engineering Service $5000.00 \n Back End Engineering" " Service $7500.00 \n Quality Assurance Manager $10,000.00 \n Total Amount $22,500.00 \n" "Make all checks payable to Services Vendor Inc. Payment is due within 30 days." "If you have any questions concerning this invoice, contact Bia Hermes. " "THANK YOU FOR YOUR BUSINESS! INVOICE INVOICE # 0001 DATE 01/01/2022 FOR Alpha Project P.O. # 1000"}, {"query": "What was the amount of the trade surplus?", "answer": "62.4 billion yen ($416.6 million)", "context": "Japan’s September trade balance swings into surplus, surprising expectations" "Japan recorded a trade surplus of 62.4 billion yen ($416.6 million) for September, " "beating expectations from economists polled by Reuters for a trade deficit of 42.5 " "billion yen. Data from Japan’s customs agency revealed that exports in September " "increased 4.3% year on year, while imports slid 16.3% compared to the same period " "last year. According to FactSet, exports to Asia fell for the ninth straight month, " "which reflected ongoing China weakness. Exports were supported by shipments to " "Western markets, FactSet added. — Lim Hui Jie"}, {"query": "What was Microsoft's revenue in the 3rd quarter?", "answer": "$52.9 billion", "context": "Microsoft Cloud Strength Drives Third Quarter Results \nREDMOND, Wash. — April 25, 2023 — " "Microsoft Corp. today announced the following results for the quarter ended March 31, 2023," " as compared to the corresponding period of last fiscal year:\n· Revenue was $52.9 billion" " and increased 7% (up 10% in constant currency)\n· Operating income was $22.4 billion " "and increased 10% (up 15% in constant currency)\n· Net income was $18.3 billion and " "increased 9% (up 14% in constant currency)\n· Diluted earnings per share was $2.45 " "and increased 10% (up 14% in constant currency).\n"}, {"query": "When did the LISP machine market collapse?", "answer": "1987.", "context": "The attendees became the leaders of AI research in the 1960s." " They and their students produced programs that the press described as 'astonishing': " "computers were learning checkers strategies, solving word problems in algebra, " "proving logical theorems and speaking English. By the middle of the 1960s, research in " "the U.S. was heavily funded by the Department of Defense and laboratories had been " "established around the world. Herbert Simon predicted, 'machines will be capable, " "within twenty years, of doing any work a man can do'. Marvin Minsky agreed, writing, " "'within a generation ... the problem of creating 'artificial intelligence' will " "substantially be solved'. They had, however, underestimated the difficulty of the problem. " "Both the U.S. and British governments cut off exploratory research in response " "to the criticism of Sir James Lighthill and ongoing pressure from the US Congress " "to fund more productive projects. Minsky's and Papert's book Perceptrons was understood " "as proving that artificial neural networks approach would never be useful for solving " "real-world tasks, thus discrediting the approach altogether. The 'AI winter', a period " "when obtaining funding for AI projects was difficult, followed. In the early 1980s, " "AI research was revived by the commercial success of expert systems, a form of AI " "program that simulated the knowledge and analytical skills of human experts. By 1985, " "the market for AI had reached over a billion dollars. At the same time, Japan's fifth " "generation computer project inspired the U.S. and British governments to restore funding " "for academic research. However, beginning with the collapse of the Lisp Machine market " "in 1987, AI once again fell into disrepute, and a second, longer-lasting winter began."}, {"query": "When will employment start?", "answer": "April 16, 2012.", "context": "THIS EXECUTIVE EMPLOYMENT AGREEMENT (this “Agreement”) is entered " "into this 2nd day of April, 2012, by and between Aphrodite Apollo " "(“Executive”) and TestCo Software, Inc. (the “Company” or “Employer”), " "and shall become effective upon Executive’s commencement of employment " "(the “Effective Date”) which is expected to commence on April 16, 2012. " "The Company and Executive agree that unless Executive has commenced " "employment with the Company as of April 16, 2012 (or such later date as " "agreed by each of the Company and Executive) this Agreement shall be " "null and void and of no further effect."}, {"query": "What is the current rate on 10-year treasuries?", "answer": "4.58%", "context": "Stocks rallied Friday even after the release of stronger-than-expected U.S. jobs data " "and a major increase in Treasury yields. The Dow Jones Industrial Average gained 195.12 points, " "or 0.76%, to close at 31,419.58. The S&P 500 added 1.59% at 4,008.50. The tech-heavy " "Nasdaq Composite rose 1.35%, closing at 12,299.68. The U.S. economy added 438,000 jobs in " "August, the Labor Department said. Economists polled by Dow Jones expected 273,000 " "jobs. However, wages rose less than expected last month. Stocks posted a stunning " "turnaround on Friday, after initially falling on the stronger-than-expected jobs report. " "At its session low, the Dow had fallen as much as 198 points; it surged by more than " "500 points at the height of the rally. The Nasdaq and the S&P 500 slid by 0.8% during " "their lowest points in the day. Traders were unclear of the reason for the intraday " "reversal. Some noted it could be the softer wage number in the jobs report that made " "investors rethink their earlier bearish stance. Others noted the pullback in yields from " "the day’s highs. Part of the rally may just be to do a market that had gotten extremely " "oversold with the S&P 500 at one point this week down more than 9% from its high earlier " "this year. Yields initially surged after the report, with the 10-year Treasury rate trading " "near its highest level in 14 years. The benchmark rate later eased from those levels, but " "was still up around 6 basis points at 4.58%. 'We’re seeing a little bit of a give back " "in yields from where we were around 4.8%. [With] them pulling back a bit, I think that’s " "helping the stock market,' said Margaret Jones, chief investment officer at Vibrant Industries " "Capital Advisors. 'We’ve had a lot of weakness in the market in recent weeks, and potentially " "some oversold conditions.'"}, {"query": "What is the governing law?", "answer": "State of Massachusetts", "context": "19. Governing Law and Procedures. This Agreement shall be governed by and interpreted " "under the laws of the State of Massachusetts, except with respect to Section 18(a) of this Agreement," " which shall be governed by the laws of the State of Delaware, without giving effect to any " "conflict of laws provisions. Employer and Executive each irrevocably and unconditionally " "(a) agrees that any action commenced by Employer for preliminary and permanent injunctive relief " "or other equitable relief related to this Agreement or any action commenced by Executive pursuant " "to any provision hereof, may be brought in the United States District Court for the federal " "district in which Executive’s principal place of employment is located, or if such court does " "not have jurisdiction or will not accept jurisdiction, in any court of general jurisdiction " "in the state and county in which Executive’s principal place of employment is located, " "(b) consents to the non-exclusive jurisdiction of any such court in any such suit, action o" "r proceeding, and (c) waives any objection which Employer or Executive may have to the " "laying of venue of any such suit, action or proceeding in any such court. Employer and " "Executive each also irrevocably and unconditionally consents to the service of any process, " "pleadings, notices or other papers in a manner permitted by the notice provisions of Section 8."}, {"query": "What is the amount of the base salary?", "answer": "$200,000.", "context": "2.2. Base Salary. For all the services rendered by Executive hereunder, during the " "Employment Period, Employer shall pay Executive a base salary at the annual rate of " "$200,000, payable semimonthly in accordance with Employer’s normal payroll practices. " "Executive’s base salary shall be reviewed annually by the Board (or the compensation committee " "of the Board), pursuant to Employer’s normal compensation and performance review policies " "for senior level executives, and may be increased but not decreased. The amount of any " "increase for each year shall be determined accordingly. For purposes of this Agreement, " "the term “Base Salary” shall mean the amount of Executive’s base salary established " "from time to time pursuant to this Section 2.2. "}, {"query": "Is the expected gross margin greater than 70%?", "answer": "Yes, between 71.5% and 72.%", "context": "Outlook NVIDIA’s outlook for the third quarter of fiscal 2024 is as follows:" "Revenue is expected to be $16.00 billion, plus or minus 2%. GAAP and non-GAAP " "gross margins are expected to be 71.5% and 72.5%, respectively, plus or minus " "50 basis points. GAAP and non-GAAP operating expenses are expected to be " "approximately $2.95 billion and $2.00 billion, respectively. GAAP and non-GAAP " "other income and expense are expected to be an income of approximately $100 " "million, excluding gains and losses from non-affiliated investments. GAAP and " "non-GAAP tax rates are expected to be 14.5%, plus or minus 1%, excluding any discrete items." "Highlights NVIDIA achieved progress since its previous earnings announcement " "in these areas: Data Center Second-quarter revenue was a record $10.32 billion, " "up 141% from the previous quarter and up 171% from a year ago. Announced that the " "NVIDIA® GH200 Grace™ Hopper™ Superchip for complex AI and HPC workloads is shipping " "this quarter, with a second-generation version with HBM3e memory expected to ship " "in Q2 of calendar 2024. "}, {"query": "What is Bank of America's rating on Target?", "answer": "Buy", "context": "Here are some of the tickers on my radar for Thursday, Oct. 12, taken directly from " "my reporter’s notebook: It’s the one-year anniversary of the S&P 500′s bear market bottom " "of 3,577. Since then, as of Wednesday’s close of 4,376, the broad market index " "soared more than 22%. Hotter than expected September consumer price index, consumer " "inflation. The Social Security Administration issues announced a 3.2% cost-of-living " "adjustment for 2024. Chipotle Mexican Grill (CMG) plans price increases. Pricing power. " "Cites consumer price index showing sticky retail inflation for the fourth time " "in two years. Bank of America upgrades Target (TGT) to buy from neutral. Cites " "risk/reward from depressed levels. Traffic could improve. Gross margin upside. " "Merchandising better. Freight and transportation better. Target to report quarter " "next month. In retail, the CNBC Investing Club portfolio owns TJX Companies (TJX), " "the off-price juggernaut behind T.J. Maxx, Marshalls and HomeGoods. Goldman Sachs " "tactical buy trades on Club names Wells Fargo (WFC), which reports quarter Friday, " "Humana (HUM) and Nvidia (NVDA). BofA initiates Snowflake (SNOW) with a buy rating." "If you like this story, sign up for Jim Cramer’s Top 10 Morning Thoughts on the " "Market email newsletter for free. Barclays cuts price targets on consumer products: " "UTZ Brands (UTZ) to $16 per share from $17. Kraft Heinz (KHC) to $36 per share from " "$38. Cyclical drag. J.M. Smucker (SJM) to $129 from $160. Secular headwinds. " "Coca-Cola (KO) to $59 from $70. Barclays cut PTs on housing-related stocks: Toll Brothers" "(TOL) to $74 per share from $82. Keeps underweight. Lowers Trex (TREX) and Azek" "(AZEK), too. Goldman Sachs (GS) announces sale of fintech platform and warns on " "third quarter of 19-cent per share drag on earnings. The buyer: investors led by " "private equity firm Sixth Street. Exiting a mistake. Rise in consumer engagement for " "Spotify (SPOT), says Morgan Stanley. The analysts hike price target to $190 per share " "from $185. Keeps overweight (buy) rating. JPMorgan loves elf Beauty (ELF). Keeps " "overweight (buy) rating but lowers price target to $139 per share from $150. " "Sees “still challenging” environment into third-quarter print. The Club owns shares " "in high-end beauty company Estee Lauder (EL). Barclays upgrades First Solar (FSLR) " "to overweight from equal weight (buy from hold) but lowers price target to $224 per " "share from $230. Risk reward upgrade. Best visibility of utility scale names."}, {"query": "Who is NVIDIA's partner for the driver assistance system?", "answer": "MediaTek", "context": "Automotive Second-quarter revenue was $253 million, down 15% from the previous " "quarter and up 15% from a year ago. Announced that NVIDIA DRIVE Orin™ is powering " "the new XPENG G6 Coupe SUV’s intelligent advanced driver assistance system. " "Partnered with MediaTek, which will develop mainstream automotive systems on " "chips for global OEMs, which integrate new NVIDIA GPU chiplet IP for AI and graphics."}, {"query": "What was the rate of decline in 3rd quarter sales?", "answer": "20% year-on-year.", "context": "Nokia said it would cut up to 14,000 jobs as part of a cost cutting plan following " "third quarter earnings that plunged. The Finnish telecommunications giant said that " "it will reduce its cost base and increase operation efficiency to “address the " "challenging market environment. The substantial layoffs come after Nokia reported " "third-quarter net sales declined 20% year-on-year to 4.98 billion euros. Profit over " "the period plunged by 69% year-on-year to 133 million euros."}, {"query": "What was professional visualization revenue in the quarter?", "answer": "$379 million", "context": "Gaming Second-quarter revenue was $2.49 billion, up 11% from the previous quarter and up " "22% from a year ago. Began shipping the GeForce RTX™ 4060 family of GPUs, " "bringing to gamers NVIDIA Ada Lovelace architecture and DLSS, starting at $299." "Announced NVIDIA Avatar Cloud Engine, or ACE, for Games, a custom AI model " "foundry service using AI-powered natural language interactions to transform games " "by bringing intelligence to non-playable characters. Added 35 DLSS games, including " "Diablo IV, Ratchet & Clank: Rift Apart, Baldur’s Gate 3 and F1 23, as well as Portal: " "Prelude RTX, a path-traced game made by the community using NVIDIA’s RTX Remix creator tool." "Professional Visualization Second-quarter revenue was $379 million, up 28% from the " "previous quarter and down 24% from a year ago. Announced three new desktop " "workstation RTX GPUs based on the Ada Lovelace architecture — NVIDIA RTX 5000, RTX 4500 " "and RTX 4000 — to deliver the latest AI, graphics and real-time rendering, which are " "shipping this quarter. Announced a major release of the NVIDIA Omniverse platform, " "with new foundation applications and services for developers and industrial " "enterprises to optimize and enhance their 3D pipelines with OpenUSD and " "generative AI. Joined with Pixar, Adobe, Apple and Autodesk to form the " "Alliance for OpenUSD to promote the standardization, development, evolution and " "growth of Universal Scene Description technology."}, {"query": "What is the executive's title?", "answer": "Senior Vice President, Event Planning ('SVP') of the Workforce Optimization Division.", "context": "2.1. Duties and Responsibilities and Extent of Service. During the Employment Period, " "Executive shall serve as Senior Vice President, Event Planning (“SVP”) of the Employer’s " "Workforce Optimization Division. In such role, Executive will report to the Board of " "Directors of Employer (the “Board”) and shall devote substantially all of his business time " "and attention and his best efforts and ability to the operations of Employer and its subsidiaries. " "Executive shall be responsible for running Employer’s day-to-day operations and shall perform " "faithfully, diligently and competently the duties and responsibilities of a SVP and such other " "duties and responsibilities as directed by the Board and are consistent with such position. " "The foregoing shall not be construed as preventing Executive from (a) making passive " "investments in other businesses or enterprises consistent with Employer’s code of conduct, " "or (b) engaging in any other business activity consistent with Employer’s code of conduct; " "provided that Executive seeks and obtains the prior approval of the Board before engaging " "in any other business activity. In addition, it shall not be a violation of this Agreement " "for Executive to participate in civic or charitable activities, deliver lectures, fulfill " "speaking engagements, teach at educational institutions, and/or manage personal investments " "(subject to the immediately preceding sentence); provided that such activities do not " "interfere in any substantial respect with the performance of Executive’s responsibilities " "as an employee in accordance with this Agreement. Executive may also serve on one or more " "corporate boards of another company (and committees thereof) upon giving advance notice " "to the Board prior to commencing service on any other corporate board."}, {"query": "According to the CFO, what led to the increase in cloud revenue?", "answer": "Focused execution by our sales teams and partners", "context": "'The world's most advanced AI models " "are coming together with the world's most universal user interface - natural language - " "to create a new era of computing,' said Satya Nadella, chairman and chief " "executive officer of Microsoft. 'Across the Microsoft Cloud, we are the platform " "of choice to help customers get the most value out of their digital spend and innovate " "for this next generation of AI.' 'Focused execution by our sales teams and partners " "in this dynamic environment resulted in Microsoft Cloud revenue of $28.5 billion, " "up 22% (up 25% in constant currency) year-over-year,' said Amy Hood, executive " "vice president and chief financial officer of Microsoft.\n"}, {"query": "Which company is located in Nevada?", "answer": "North Industries", "context": "To send notices to Blue Moon Tech, mail to their headquarters at: " "555 California Street, San Francisco, California 94123. To send notices to North Industries, mail to" "their principal U.S. offices at: 19832 32nd Avenue, Las Vegas, Nevada 23593.\nTo send notices " "to Red River Industries, send to: One Red River Road, Stamford, Connecticut 08234."}, {"query": "When can termination after a material breach occur?", "answer": "If the breach is not cured within 15 days of notice of the breach.", "context": "This Agreement shall remain in effect until terminated. Either party may terminate this " "agreement, any Statement of Work or Services Description for convenience by giving the other " "party 30 days written notice. Either party may terminate this Agreement or any work order or " "services description if the other party is in material breach or default of any obligation " "that is not cured within 15 days’ notice of such breach. The TestCo agrees to pay all fees " "for services performed and expenses incurred prior to the termination of this Agreement. " "Termination of this Agreement will terminate all outstanding Statement of Work or Services " "Description entered into under this agreement."}, {"query": "What is a headline summary in 10 words or less?", "answer": "Joe Biden is the 46th President of the United States.", "context": "Joe Biden's tenure as the 46th president of the United States began with " "his inauguration on January 20, 2021. Biden, a Democrat from Delaware who " "previously served as vice president under Barack Obama, " "took office following his victory in the 2020 presidential election over " "Republican incumbent president Donald Trump. Upon his inauguration, he " "became the oldest president in American history."}, {"query": "Who are the two people that won elections in Georgia?", "answer": "Jon Ossoff and Raphael Warnock", "context": "Though Biden was generally acknowledged as the winner, " "General Services Administration head Emily W. Murphy " "initially refused to begin the transition to the president-elect, " "thereby denying funds and office space to his team. " "On November 23, after Michigan certified its results, Murphy " "issued the letter of ascertainment, granting the Biden transition " "team access to federal funds and resources for an orderly transition. " "Two days after becoming the projected winner of the 2020 election, " "Biden announced the formation of a task force to advise him on the " "COVID-19 pandemic during the transition, co-chaired by former " "Surgeon General Vivek Murthy, former FDA commissioner David A. Kessler, " "and Yale University's Marcella Nunez-Smith. On January 5, 2021, " "the Democratic Party won control of the United States Senate, " "effective January 20, as a result of electoral victories in " "Georgia by Jon Ossoff in a runoff election for a six-year term " "and Raphael Warnock in a special runoff election for a two-year term. " "President-elect Biden had supported and campaigned for both " "candidates prior to the runoff elections on January 5.On January 6, " "a mob of thousands of Trump supporters violently stormed the Capitol " "in the hope of overturning Biden's election, forcing Congress to " "evacuate during the counting of the Electoral College votes. More " "than 26,000 National Guard members were deployed to the capital " "for the inauguration, with thousands remaining into the spring."}, {"query": "What is the list of the top financial highlights for the quarter?", "answer": "•Revenue: $52.9 million, up 10% in constant currency;\n" "•Operating income: $22.4 billion, up 15% in constant currency;\n" "•Net income: $18.3 billion, up 14% in constant currency;\n" "•Diluted earnings per share: $2.45 billion, up 14% in constant currency.", "context": "Microsoft Cloud Strength Drives Third Quarter Results \nREDMOND, Wash. — April 25, 2023 — " "Microsoft Corp. today announced the following results for the quarter ended March 31, 2023," " as compared to the corresponding period of last fiscal year:\n· Revenue was $52.9 billion" " and increased 7% (up 10% in constant currency)\n· Operating income was $22.4 billion " "and increased 10% (up 15% in constant currency)\n· Net income was $18.3 billion and " "increased 9% (up 14% in constant currency)\n· Diluted earnings per share was $2.45 " "and increased 10% (up 14% in constant currency).\n"}, {"query": "What is a list of the key points?", "answer": "•Stocks rallied on Friday with stronger-than-expected U.S jobs data and increase in " "Treasury yields;\n•Dow Jones gained 195.12 points;\n•S&P 500 added 1.59%;\n•Nasdaq Composite rose " "1.35%;\n•U.S. economy added 438,000 jobs in August, better than the 273,000 expected;\n" "•10-year Treasury rate trading near the highest level in 14 years at 4.58%.", "context": "Stocks rallied Friday even after the release of stronger-than-expected U.S. jobs data " "and a major increase in Treasury yields. The Dow Jones Industrial Average gained 195.12 points, " "or 0.76%, to close at 31,419.58. The S&P 500 added 1.59% at 4,008.50. The tech-heavy " "Nasdaq Composite rose 1.35%, closing at 12,299.68. The U.S. economy added 438,000 jobs in " "August, the Labor Department said. Economists polled by Dow Jones expected 273,000 " "jobs. However, wages rose less than expected last month. Stocks posted a stunning " "turnaround on Friday, after initially falling on the stronger-than-expected jobs report. " "At its session low, the Dow had fallen as much as 198 points; it surged by more than " "500 points at the height of the rally. The Nasdaq and the S&P 500 slid by 0.8% during " "their lowest points in the day. Traders were unclear of the reason for the intraday " "reversal. Some noted it could be the softer wage number in the jobs report that made " "investors rethink their earlier bearish stance. Others noted the pullback in yields from " "the day’s highs. Part of the rally may just be to do a market that had gotten extremely " "oversold with the S&P 500 at one point this week down more than 9% from its high earlier " "this year. Yields initially surged after the report, with the 10-year Treasury rate trading " "near its highest level in 14 years. The benchmark rate later eased from those levels, but " "was still up around 6 basis points at 4.58%. 'We’re seeing a little bit of a give back " "in yields from where we were around 4.8%. [With] them pulling back a bit, I think that’s " "helping the stock market,' said Margaret Jones, chief investment officer at Vibrant Industries " "Capital Advisors. 'We’ve had a lot of weakness in the market in recent weeks, and potentially " "some oversold conditions.'"} ] return test_list def bling_meets_llmware_hello_world (model_name): """ Simple inference loop that loads a model and runs through a series of test questions. """ t0 = time.time() test_list = hello_world_questions() print(f"\n > Loading Model: {model_name}...") prompter = Prompt().load_model(model_name) t1 = time.time() print(f"\n > Model {model_name} load time: {t1-t0} seconds") for i, entries in enumerate(test_list): print(f"\n{i+1}. Query: {entries['query']}") # run the prompt output = prompter.prompt_main(entries["query"],context=entries["context"] , prompt_name="default_with_context",temperature=0.30) llm_response = output["llm_response"].strip("\n") print(f"LLM Response: {llm_response}") print(f"Gold Answer: {entries['answer']}") print(f"LLM Usage: {output['usage']}") t2 = time.time() print(f"\nTotal processing time: {t2-t1} seconds") return 0 if __name__ == "__main__": # list of 'rag-instruct' laptop-ready bling models on HuggingFace model_list = ["llmware/bling-1b-0.1", "llmware/bling-tiny-llama-v0", "llmware/bling-1.4b-0.1", "llmware/bling-falcon-1b-0.1", "llmware/bling-cerebras-1.3b-0.1", "llmware/bling-sheared-llama-1.3b-0.1", "llmware/bling-sheared-llama-2.7b-0.1", "llmware/bling-red-pajamas-3b-0.1", "llmware/bling-stable-lm-3b-4e1t-v0", "llmware/bling-phi-3", # use GGUF models too "bling-phi-3-gguf", # quantized bling-phi-3 "bling-answer-tool", # quantized bling-tiny-llama "bling-stablelm-3b-tool" # quantized bling-stablelm-3b ] # try the newest bling model - 'tiny-llama' bling_meets_llmware_hello_world(model_list[1]) ``` For more examples, see the [models examples]((https://www.github.com/llmware-ai/llmware/tree/main/examples/Models/) in the main repo. Check back often - we are updating these examples regularly - and many of these examples have companion videos as well. # More information about the project - [see main repository](https://www.github.com/llmware-ai/llmware.git) # About the project `llmware` is © 2023-{{ "now" | date: "%Y" }} by [AI Bloks](https://www.aibloks.com/home). ## Contributing Please first discuss any change you want to make publicly, for example on GitHub via raising an [issue](https://github.com/llmware-ai/llmware/issues) or starting a [new discussion](https://github.com/llmware-ai/llmware/discussions). You can also write an email or start a discussion on our Discrod channel. Read more about becoming a contributor in the [GitHub repo](https://github.com/llmware-ai/llmware/blob/main/CONTRIBUTING.md). ## Code of conduct We welcome everyone into the ``llmware`` community. [View our Code of Conduct](https://github.com/llmware-ai/llmware/blob/main/CODE_OF_CONDUCT.md) in our GitHub repository. ## ``llmware`` and [AI Bloks](https://www.aibloks.com/home) ``llmware`` is an open source project from [AI Bloks](https://www.aibloks.com/home) - the company behind ``llmware``. The company offers a Software as a Service (SaaS) Retrieval Augmented Generation (RAG) service. [AI Bloks](https://www.aibloks.com/home) was founded by [Namee Oberst](https://www.linkedin.com/in/nameeoberst/) and [Darren Oberst](https://www.linkedin.com/in/darren-oberst-34a4b54/) in October 2022. ## License `llmware` is distributed by an [Apache-2.0 license](https://www.github.com/llmware-ai/llmware/blob/main/LICENSE). ## Thank you to the contributors of ``llmware``! --- ---