Retrieval Augmented Generation (RAG)

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import cohere
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co = cohere.Client(api_key="<YOUR API KEY>")
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co.chat(
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  model="command-r-plus-08-2024",
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  message="Where do the tallest penguins live?",
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  documents=[
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    {"title": "Tall penguins", "snippet": "Emperor penguins are the tallest."},
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    {"title": "Penguin habitats", "snippet": "Emperor penguins only live in Antarctica."},
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    {"title": "What are animals?", "snippet": "Animals are different from plants."}
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  ])

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{
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  "text": "The tallest penguins, Emperor penguins, live in Antarctica.",  
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  "citations": [  
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    {"start": 22, "end": 38, "text": "Emperor penguins", "document_ids": ["doc_0"]},  
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    {"start": 48, "end": 59, "text": "Antarctica.", "document_ids": ["doc_1"]}  
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  ],  
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  "documents": [  
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    {"id": "doc_0", "title": "Tall penguins", "snippet": "Emperor penguins are the tallest.", "url": ""},  
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    {"id": "doc_1", "title": "Penguin habitats", "snippet": "Emperor penguins only live in Antarctica.", "url": ""}  
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  ] 
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}

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import cohere
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co = cohere.Client(api_key="<YOUR API KEY>")
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co.chat(
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  model="command-r-08-2024",
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  message="Who is more popular: Nsync or Backstreet Boys?",
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  search_queries_only=True
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)

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{
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  "is_search_required": true,
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  "search_queries": [
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    {"text": "Nsync popularity", "generation_id": "b560dd68-743e-4c32-98a2-a9b7e3e96861"},
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    {"text": "Backstreet Boys popularity", "generation_id": "b560dd68-743e-4c32-98a2-a9b7e3e96861"}
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  ]
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}

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query_gen_tool = [
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{
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    "name": "internet_search",
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    "description": "Returns a list of relevant document snippets for a textual query retrieved from the internet",
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    "parameter_definitions": {
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        "queries": {
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            "description": "a list of queries to search the internet with.",
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            "type": "List[str]",
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            "required": True
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        }
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    }
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}
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]
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instructions = "Write a search query that will find helpful information for answering the user's question accurately. If you need more than one search query, write a list of search queries. If you decide that a search is very unlikely to find information that would be useful in constructing a response to the user, you should instead directly answer."
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response = co.chat(
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    preamble=instructions,
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    model="command-r-08-2024",
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    message="Who is more popular: Nsync or Backstreet Boys?",
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    force_single_step=True,
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    tools=query_gen_tool,
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)
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search_queries = []
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if response.tool_calls:
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    search_queries = response.tool_calls[0].parameters["queries"]
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print(search_queries)

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instructions_verbose = "Write many search queries that will find helpful information for answering the user's question accurately. Always write a very long list of at least 7 search queries. If you decide that a search is very unlikely to find information that would be useful in constructing a response to the user, you should instead directly answer.

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{
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  "text": "Both the Backstreet Boys and *NSYNC enjoyed immense popularity during the late 1990s and early 2000s. \n\nThe Backstreet Boys, with massive album sales, chart-topping releases and highly successful tours, dominated the music industry for several years worldwide. They sold millions of copies of their albums No Strings Attached and Celebrity, breaking even the sales records of Adele and ranking as the second-fastest-selling album of the Soundscan era before 2015. \n\n*NSYNC, led by Justin Timberlake, also achieved tremendous success, selling millions of copies of their albums and finding popularity not just in the US but globally. \n\nHowever, when comparing the two groups, the extent of the Backstreet Boys' success puts them at a significantly higher level. They dominated the industry for several years, achieving unparalleled success in traditionally non-Western markets. Therefore, I can conclude that the Backstreet Boys are the more popular group.",
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  "citations": [
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    { "start": 44, "end": 101, "text": "immense popularity during the late 1990s and early 2000s.", "document_ids": ["doc_0", "doc_1", "doc_2"]},
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    { "start": 130, "end": 201, "text": "massive album sales, chart-topping releases and highly successful tours", "document_ids": ["doc_0"]},
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    // ...
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  ],
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  "documents": [
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    { "id": "doc_0", "snippet": "↓ Skip to Main Content\n\nMusic industry – One step closer to being accurate\n\nCSPC: Backstreet Boys Popularity Analysis\n\nHernán Lopez Posted on February 9, 2017 Posted in CSPC 72 Comments Tagged with Backstreet Boys, Boy band\n\nAt one point, Backstreet Boys defined success: massive albums sales across the globe, great singles sales, plenty of chart topping releases, hugely hyped tours and tremendous media coverage.\n\nIt is true that they benefited from extraordinarily good market conditions in all markets. After all, the all-time record year for the music business, as far as revenues in billion dollars are concerned, was actually 1999. That is, back when this five men group was at its peak.", "title": "CSPC: Backstreet Boys Popularity Analysis - ChartMasters"},
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    { "id": "doc_1", "snippet": "↓ Skip to Main Content\n\nMusic industry – One step closer to being accurate\n\nCSPC: NSYNC Popularity Analysis\n\nMJD Posted on February 9, 2018 Posted in CSPC 27 Comments Tagged with Boy band, N'Sync\n\nAt the turn of the millennium three teen acts were huge in the US, the Backstreet Boys, Britney Spears and NSYNC. The latter is the only one we haven’t study so far. It took 15 years and Adele to break their record of 2,4 million units sold of No Strings Attached in its first week alone.\n\nIt wasn’t a fluke, as the second fastest selling album of the Soundscan era prior 2015, was also theirs since Celebrity debuted with 1,88 million units sold.", "title": "CSPC: NSYNC Popularity Analysis - ChartMasters"},
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    //...
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  ]
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}

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import cohere
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co = cohere.Client(api_key="<YOUR API KEY>")
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co.chat(
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  model="command-r-plus-08-2024",
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  message="Who is more popular: Nsync or Backstreet Boys?",
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  connectors=[{"id": "web-search"}])

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{
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  "text": "The Backstreet Boys have sold over 100 million records worldwide, making them the best-selling boy band of all time, and one of the world's best-selling music artists. They are the only boy band to have their first ten albums reach the top 10 on the Billboard 200. \n\n'NSYNC sold over 2.4 million copies in the United States during its first week of release, setting the record as the first album to have sold more than two million copies in a single week since the chart adopted Nielsen SoundScan data in May 1991. Their best-selling album, No Strings Attached sold over 11 million copies in the US alone. \n\nIt's clear that both bands have enjoyed enormous commercial success, however, based on the available sales data, The Backstreet Boys take the crown as the better-selling band of the two.",
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  "search_queries": [
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    {"text": "Nsync popularity", "generation_id": "d9c91674-a27e-493e-954c-7393dc896c5d"},
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    {"text": "Backstreet Boys popularity", "generation_id": "d9c91674-a27e-493e-954c-7393dc896c5d"}
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  ],
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  "search_results": [
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    {"search_query": {"text": "Nsync popularity", "generation_id": "d9c91674-a27e-493e-954c-7393dc896c5d"}, "document_ids": ["web-search_9:25", "web-search_9:26", "web-search_9:27"], "connector": {"id": "web-search"}},
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    {"search_query": {"text": "Backstreet Boys popularity", "generation_id": "d9c91674-a27e-493e-954c-7393dc896c5d"}, "document_ids": ["web-search_10:0", "web-search_11:0", "web-search_13:3", "web-search_18:2"], "connector": {"id": "web-search"}}
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  ],
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  "citations": [
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    {"start": 4, "end": 19, "text": "Backstreet Boys", "document_ids": ["web-search_13:3", "web-search_11:0", "web-search_18:2"]},
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    {"start": 35, "end": 64, "text": "100 million records worldwide", "document_ids": ["web-search_10:0", "web-search_13:3", "web-search_11:0", "web-search_18:2"]},
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    //...
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  ],
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  "documents": [
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    {"id": "web-search_13:3", "snippet": " The Backstreet Boys have sold over 150 million records worldwide, making them the best-selling boy band of all time, and one of the world's best-selling music artists. They are the first group since Led Zeppelin to have their first ten albums reach the top 10 on the Billboard 200, and the only boy band to do so. The albums Backstreet Boys and Millennium were both certified diamond by the Recording Industry Association of America (RIAA), making them one of the few bands to have multiple diamond albums. The group received a star on the Hollywood Walk of Fame on April 22, 2013. They also released their first documentary movie, titled Backstreet Boys: Show 'Em What You're Made Of in January 2015. In March 2017, the group began a residency in Las Vegas that lasted two years, titled Backstreet Boys: Larger Than Life and ended up being the fastest selling residency in Vegas history.", "title": "Backstreet Boys Biography, Discography, Chart History @ Top40-Charts.com - New Songs & Videos from 49 Top 20 & Top 40 Music Charts from 30 Countries", "url": "https://top40-charts.com/artist.php?aid=137"},
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    {"id": "web-search_11:0", "snippet": "The discography of American pop vocal group Backstreet Boys consists of ten studio albums, 31 singles, one live album, three compilation albums and 33 music videos. As of 2019, they have sold more than 130 million records worldwide, becoming the best-selling boy band of all time. Formed in Orlando, Florida in 1993, the group consists of Nick Carter, Brian Littrell, Kevin Richardson, A.J. McLean and Howie Dorough. Richardson left the group in 2006 to pursue other interests, but rejoined in 2012. The Backstreet Boys released their debut single \"We've Got It Goin' On\" in 1995, which peaked at number sixty-nine on the Billboard Hot 100. The single, however, entered the top ten in many European countries.", "title": "Backstreet Boys discography - Wikipedia", "url": "https://en.wikipedia.org/wiki/Backstreet_Boys_discography"},
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    //...
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  ]
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}