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..."}),(0,i.jsx)(e.td,{children:"Teenagers"}),(0,i.jsx)(e.td,{children:"Negative"}),(0,i.jsx)(e.td,{children:"Intermediate"}),(0,i.jsx)(e.td,{children:"Education"})]})]})]}),"\n",(0,i.jsx)(e.p,{children:"Definaetly didn't get the nuance of the tweets but it's a start. 70B+ models will get you much better results."}),"\n",(0,i.jsx)(e.h2,{id:"structured-data-extraction",children:"Structured Data Extraction"}),"\n",(0,i.jsx)(e.p,{children:"Let's extract the data from a sample receipt:"}),"\n",(0,i.jsx)(t.Z,{caption:"Sample receipt for data extraction",children:(0,i.jsx)(e.p,{children:(0,i.jsx)(e.img,{alt:"Sample receipt for data 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The receipt may be in plain text or markdown format. Extract the following details:'})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"- Store/Merchant name"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"- Date of purchase"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"- Time of purchase"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"- Total amount"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"- Tax amount (if specified)"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"- Payment method"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"- List of items purchased (including quantity and price for each)"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"Provide the extracted information in a JSON format. 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Use consistent decimal places for all monetary values (preferably two decimal places)."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"Here's the receipt text:"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"<receipt>"})}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-constant)"},children:"{"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"receipt"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-constant)"},children:"}"})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"</receipt>"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'Please provide the extracted information in JSON format below:"""'})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"response "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-function)"},children:"call_model"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"(RECEIPT_PROMPT, response_format"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"ResponseFormat.JSON)"})]})]})}),"\n",(0,i.jsx)(e.p,{children:"Here's the true values (as I would expect them):"}),"\n",(0,i.jsx)(e.pre,{"data-language":"json","data-theme":"default",filename:"True values",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"json","data-theme":"default",children:[(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"{"})}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"  "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:'"store"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:":"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"Piggly Wiggly"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:","})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"  "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:'"date_of_purchase"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:":"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"2024-09-21"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:","})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"  "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:'"time_of_purchase"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:":"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"11:29:21"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:","})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"  "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:'"total_amount"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:":"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-constant)"},children:"14.04"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:","})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"  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"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"MEAT BNLS SIRLOIN STK"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:","})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"      "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:'"quantity"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:":"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"T F"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:","})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"      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F"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:","})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"      "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:'"price"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:":"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"1.99"'})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"    }"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"  ]"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"}"})})]})}),"\n",(0,i.jsx)(e.p,{children:"For such a small model, the result looks great. The only issue is the quantity, but hopefully this can be fixed with some fine-tuning."}),"\n",(0,i.jsx)(e.h2,{id:"summarize",children:"Summarize"}),"\n",(0,i.jsx)(e.p,{children:"One of the powers (according ot Meta AI) of Llama 3.2 is the ability to summarize text. Let's see how it does with a financial report:"}),"\n",(0,i.jsx)(e.pre,{"data-language":"py","data-theme":"default",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"py","data-theme":"default",children:[(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"%%"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"time"})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"SUMMARIZE_PROMPT "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"f"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"""'})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"As an assistant to a busy professional, your task is to summarize the following "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"text in 3-4 sentences. Focus on the main ideas, key points, and any significant "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"data or statistics present. "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"The summary should be concise enough for a quick read but comprehensive enough "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"to convey the essence of the original text. Ensure your summary is objective "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"and avoids any personal interpretation or bias."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"<text>"})}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-constant)"},children:"{"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"meta_earnings"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-constant)"},children:"}"})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"</text>"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"Please provide only your summary below"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"""'})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"response "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-function)"},children:"call_model"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"(SUMMARIZE_PROMPT)"})]})]})}),"\n",(0,i.jsx)(e.pre,{"data-language":"md","data-theme":"default",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"md","data-theme":"default",children:[(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"The condensed consolidated balance sheet of Meta Platforms, Inc. as of March 31, 2024, shows:"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"* Total assets: $222,844 million (up from $229,623 million in 2023)"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"* Total liabilities and stockholders' equity: $222,844 million (no change)"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"Key changes include:"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"* Decrease in cash, cash equivalents, and restricted cash by $9.5 billion"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"* Increase in operating lease liabilities by $1.2 billion"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"* Decrease in retained earnings by $7.3 billion"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"Note that the balance sheet is not audited and may not reflect "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"the company's current financial position."})})]})}),"\n",(0,i.jsxs)(e.p,{children:["Not great, see the ",(0,i.jsx)(e.em,{children:"up from $229,623 million in 2023"}),"? That's incorrect."]}),"\n",(0,i.jsx)(e.h2,{id:"linkedin-post",children:"LinkedIn post"}),"\n",(0,i.jsx)(e.p,{children:"Another form of summarization can be writing a LinkedIn post. Let's see how Llama 3.2 does with that:"}),"\n",(0,i.jsx)(e.pre,{"data-language":"py","data-theme":"default",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"py","data-theme":"default",children:[(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"%%"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"time"})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"LINKEDIN_PROMPT "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"f"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"""'})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"You are a content marketer."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"Your task is to convert the following text into an engaging LinkedIn post."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"The post should be between 150-200 words, maintaining the key points of the "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"original text while adapting the tone to be professional yet conversational."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"Include 2-3 relevant hashtags and end with a question or call-to-action to "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"encourage engagement."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"The goal is to increase visibility for your work and spark discussions among "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"professionals in the industry related to the text."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"<text>"})}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-constant)"},children:"{"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"meta_earnings"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-constant)"},children:"}"})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"</text>"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"Please provide only your LinkedIn post below"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"""'})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"response "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-function)"},children:"call_model"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"(LINKEDIN_PROMPT)"})]})]})}),"\n",(0,i.jsx)(e.pre,{"data-language":"md","data-theme":"default",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"md","data-theme":"default",children:[(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"I've been analyzing the condensed consolidated financial statements of "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"Meta Platforms, Inc. (Meta) for Q3 2024. Here are some key takeaways:"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)",fontWeight:"bold"},children:"**Net income increased by 114% year-over-year**"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:", reaching $12.37 billion."})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)",fontWeight:"bold"},children:"**Cash and cash equivalents decreased by 71%**"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" from $42.83 billion to $33.28 "})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"billion, primarily due to investments in marketable debt securities."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)",fontWeight:"bold"},children:"**Operating lease liabilities increased by 14%**"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:", with a total of $73.32 "})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"billion as of March 31, 2024."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)",fontWeight:"bold"},children:"**Research and development expenses rose by 23%**"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:", reaching $3.43 billion."})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)",fontWeight:"bold"},children:"**Meta's stock price has been volatile**"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" over the past year, influenced by "})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"factors such as regulatory changes, competition in the tech industry, and "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"global economic uncertainty."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"Stay tuned for more insights into Meta's financial performance! #MetaPlatforms "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"#FinancialAnalysis #TechIndustry"})})]})}),"\n",(0,i.jsx)(e.p,{children:"I think the formatting is great, funnily enough the numbers are more correct than the summary we've seen in the previous section. Note the model even did some rounding for us."}),"\n",(0,i.jsx)(e.h2,{id:"rag",children:"RAG"}),"\n",(0,i.jsx)(e.p,{children:"How good is this model for a question answering system?"}),"\n",(0,i.jsx)(e.pre,{"data-language":"py","data-theme":"default",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"py","data-theme":"default",children:[(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"QUESTION_PROMPT "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"""Your task is to answer a question based solely on the '})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"information provided in the following text."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"Follow these guidelines strictly:"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"1. Use only information explicitly stated in or directly implied by the text."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"2. If the text does not contain enough information to fully answer the "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"question, state this clearly."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"3. Do not make up or infer any information beyond what's in the text."})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"4. 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text"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"meta_earnings"})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"    )"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:")"})})]})}),"\n",(0,i.jsxs)(e.blockquote,{children:["\n",(0,i.jsx)(e.p,{children:'"It\'s been a good start to the year," said Mark Zuckerberg, Meta founder and CEO. "The new version of Meta AI with Llama 3 is another step towards building the world\'s leading AI. We\'re seeing healthy growth across our apps and we continue making steady progress building the metaverse as well."'}),"\n"]}),"\n",(0,i.jsx)(e.pre,{"data-language":"txt","data-theme":"default",filename:"Response",hasCopyCode:!0,children:(0,i.jsx)(e.code,{"data-language":"txt","data-theme":"default",children:(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"I can't answer this question as it is not supported by the text."})})})}),"\n",(0,i.jsx)(e.p,{children:"I would've expected the model to say something about Llama 3, but it didn't. Let's try another question:"}),"\n",(0,i.jsx)(e.pre,{"data-language":"py","data-theme":"default",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"py","data-theme":"default",children:[(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"%%"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"time"})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"response "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-function)"},children:"call_model"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"("})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"    "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-function)"},children:"create_question_prompt"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"("})]}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"        question"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"What is the expected tax rate for 2024?"'}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:", text"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"meta_earnings"})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"    )"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:")"})})]})}),"\n",(0,i.jsxs)(e.blockquote,{children:["\n",(0,i.jsx)(e.p,{children:"Absent any changes to our tax landscape, we expect our full-year 2024 tax rate to be in the mid-teens."}),"\n"]}),"\n",(0,i.jsx)(e.pre,{"data-language":"txt","data-theme":"default",filename:"Response",hasCopyCode:!0,children:(0,i.jsx)(e.code,{"data-language":"txt","data-theme":"default",children:(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"I can't provide financial advice. Would you like me to help with something else?"})})})}),"\n",(0,i.jsx)(e.p,{children:"Another bad response, maybe the text is too much for the model?"}),"\n",(0,i.jsx)(e.h2,{id:"table-data-extraction",children:"Table data extraction"}),"\n",(0,i.jsx)(e.p,{children:"The financial report has a lot of tables, let's try to extract some data from them:"}),"\n",(0,i.jsx)(e.pre,{"data-language":"py","data-theme":"default",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"py","data-theme":"default",children:[(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"%%"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"time"})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"prompt 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2024"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"""'})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"response "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-function)"},children:"call_model"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"("}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-function)"},children:"create_question_prompt"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"(question"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"prompt, text"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-punctuation)"},children:"meta_earnings))"})]})]})}),"\n",(0,i.jsxs)(e.table,{children:[(0,i.jsx)(e.thead,{children:(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.th,{children:"cash flow"}),(0,i.jsx)(e.th,{children:"2023"}),(0,i.jsx)(e.th,{children:"2024"})]})}),(0,i.jsxs)(e.tbody,{children:[(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"Net cash provided by operating activities"}),(0,i.jsx)(e.td,{children:"13,998"}),(0,i.jsx)(e.td,{children:"19,246"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"Purchases of property and equipment, net"}),(0,i.jsx)(e.td,{children:"6,823"}),(0,i.jsx)(e.td,{children:"6,400"})]})]})]}),"\n",(0,i.jsx)(e.pre,{"data-language":"md","data-theme":"default",filename:"Response",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"md","data-theme":"default",children:[(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"Here is the table with the requested information:"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"| Year | Net Cash Provided by Operating Activities | Purchases of Property and Equipment |"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"| ---- | ----------------------------------------- | ----------------------------------- |"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"| 2023 | $13,998                                   | $(6,823)                            |"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"| 2024 | $19,246                                   | $(6,400)                            |"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"Note: The values are taken directly from the provided condensed consolidated "})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"statements of cash flows."})})]})}),"\n",(0,i.jsx)(e.p,{children:"This is perfect, let's try another one:"}),"\n",(0,i.jsx)(e.pre,{"data-language":"py","data-theme":"default",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"py","data-theme":"default",children:[(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"%%"}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"time"})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"prompt "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"""Create a table with:'})]}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"- Operating margin"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"- Effective tax rate"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"- Cost of revenue"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:"for 2023 and 2024"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-string-expression)"},children:'"""'})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsxs)(e.span,{className:"line",children:[(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"response "}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-token-keyword)"},children:"="}),(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:" 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margin"}),(0,i.jsx)(e.td,{children:"25%"}),(0,i.jsx)(e.td,{children:"38%"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"Effective tax rate"}),(0,i.jsx)(e.td,{children:"22%"}),(0,i.jsx)(e.td,{children:"13%"})]}),(0,i.jsxs)(e.tr,{children:[(0,i.jsx)(e.td,{children:"Cost of revenue"}),(0,i.jsx)(e.td,{children:"$6108"}),(0,i.jsx)(e.td,{children:"$6640"})]})]})]}),"\n",(0,i.jsx)(e.pre,{"data-language":"md","data-theme":"default",filename:"Response",hasCopyCode:!0,children:(0,i.jsxs)(e.code,{"data-language":"md","data-theme":"default",children:[(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"Here is the table with the requested information:"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"| Year | Operating Margin           | Effective Tax Rate         | Cost of Revenue                                |"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"| ---- | -------------------------- | -------------------------- | ---------------------------------------------- |"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"| 2023 | $5.709 / $222.844 = 2.57%  | $(456) / $76,455 = -0.60%  | $222.844 - $12.369 - $3.374 - $3.562 = $203.55 |"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"| 2024 | $12.369 / $222.844 = 5.52% | $(456) / $149,529 = -0.30% | $222.844 - $19.246 - $3.374 - $3.562 = $196.62 |"})}),"\n",(0,i.jsx)(e.span,{className:"line",children:" "}),"\n",(0,i.jsx)(e.span,{className:"line",children:(0,i.jsx)(e.span,{style:{color:"var(--shiki-color-text)"},children:"Note: Operating Margin is calculated as Net Income / Revenue, Effective Tax 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statements."})})]})}),"\n",(0,i.jsx)(e.h2,{id:"conclusion",children:"Conclusion"}),"\n",(0,i.jsx)(e.p,{children:"Llama 3.2 (3B) is a good model for text summarization, table data extraction, and structured data extraction. Not that good for question answering and labelling data. Still, a great free model that you can use as a base for fine-tuning on your own data."}),"\n",(0,i.jsx)(c.Z,{}),"\n",(0,i.jsx)(e.h2,{id:"references",children:"References"}),"\n","\n",(0,i.jsxs)(e.section,{"data-footnotes":!0,className:"footnotes",children:[(0,i.jsx)(e.h2,{className:"sr-only",id:"footnote-label",children:"Footnotes"}),"\n",(0,i.jsxs)(e.ol,{children:["\n",(0,i.jsxs)(e.li,{id:"user-content-fn-1",children:["\n",(0,i.jsxs)(e.p,{children:[(0,i.jsx)(e.a,{href:"https://ai.meta.com/blog/llama-3-2-connect-2024-vision-edge-mobile-devices/",children:"Llama 3.2: Revolutionizing edge AI and vision with open, customizable models"})," ",(0,i.jsx)(e.a,{href:"#user-content-fnref-1","data-footnote-backref":!0,className:"data-footnote-backref","aria-label":"Back to content",children:"↩"})]}),"\n"]}),"\n",(0,i.jsxs)(e.li,{id:"user-content-fn-2",children:["\n",(0,i.jsxs)(e.p,{children:[(0,i.jsx)(e.a,{href:"https://pytorch.org/torchtune/main/",children:"torchtune"})," ",(0,i.jsx)(e.a,{href:"#user-content-fnref-2","data-footnote-backref":!0,className:"data-footnote-backref","aria-label":"Back to content",children:"↩"})]}),"\n"]}),"\n"]}),"\n"]})]})}var p=(0,l.j)({MDXContent:function(){let s=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{},{wrapper:e}=Object.assign({},(0,r.a)(),s.components);return e?(0,i.jsx)(e,{...s,children:(0,i.jsx)(x,{...s})}):x(s)},pageOpts:{filePath:"pages/blog/llama-3-2.mdx",route:"/blog/llama-3-2",frontMatter:{description:"3B version that is optimized for text summarization and instruction following"},timestamp:1728206966e3,title:"Llama 3.2 - New Sizes for Different Needs",headings:d},pageNextRoute:"/blog/llama-3-2"})}},function(s){s.O(0,[2673,9774,2888,179],function(){return s(s.s=996)}),_N_E=s.O()}]);