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lostmygithubaccount committed Mar 5, 2024
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10 changes: 5 additions & 5 deletions posts.html
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<p class="card-img-top"><img src="posts/llms-and-data-pt4/images/figure1.png" style="height: 150px;" class="thumbnail-image card-img"/></p>
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2 changes: 1 addition & 1 deletion search.json
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"href": "tutorials/python.html#setup-the-bot",
"title": "Tutorial: Python",
"section": "Setup the bot",
"text": "Setup the bot\nFirst, import relevant modules:\n\nimport ibis\n\nfrom ibis_birdbrain import Bot\n\nSet Ibis interactive mode:\n\nibis.options.interactive = True\n\n\nCreate an Ibis connection\nCreate an Ibis connection to your database:\n\n\n\n\n\n\nWarning\n\n\n\nWe’ll create a demo database for this tutorial.\n\n\n\ncon = ibis.connect(\"duckdb://penguins.ddb\")\ncon.create_table(\n \"penguins\", ibis.examples.penguins.fetch().to_pyarrow(), overwrite=True\n)\ncon = ibis.connect(\"duckdb://penguins.ddb\")\ncon.list_tables()\n\nINFO:pins.cache:cache file: /Users/cody/Library/Caches/pins-py/gcs_332a30997e141da0e08f15fbfae8b3c3ec90463922d117a96fa3b1bef85a2a4c/penguins/20230905T090411Z-9aae2/data.txt\nINFO:pins.cache:cache file: /Users/cody/Library/Caches/pins-py/gcs_332a30997e141da0e08f15fbfae8b3c3ec90463922d117a96fa3b1bef85a2a4c/penguins/20230905T090411Z-9aae2/penguins.csv.gz\n\n\n['penguins']\n\n\n\n\nCreate the bot\nYou’ll create the bot by passing in the connection:\n\n\n\n\n\n\nTip\n\n\n\nFor increased accuracy, you should also pass in a data_description containing information about the dataset. This could be fetched from the database itself, manually created, or otherwise obtained.\nYou should not include table names and schemas – this will be inferred automatically.\n\n\n\nbot = Bot(con=con, data_description=\"the Palmer Penguins dataset\")\nbot\n\nINFO:root:Bot birdbrain initialized...\n\n\n&lt;ibis_birdbrain.bot.Bot at 0x111bf95d0&gt;\n\n\n\n\nTest the bot\nYou can ask the bot questions:\n\nres = bot(\"\"\"give me the counts of penguins by species and island from highest\nto lowest\"\"\")\nres\n\nINFO:root:Bot birdbrain called with text: give me the counts of penguins by species and island from highest\nto lowest\nINFO:root:Selected flow: data\nINFO:root:Executing the data flow\nINFO:root:Text to SQL task\nINFO:httpx:HTTP Request: POST https://birdbrain-eh.openai.azure.com/openai/deployments/gpt-4-turbo/chat/completions?api-version=2023-12-01-preview \"HTTP/1.1 200 OK\"\nINFO:root:Executing the SQL task\n\n\n\n\n\n\n\n\n\nTo: user\nFrom: birdbrain\nSubject: give me the counts of pengu...\nSent at: 2024-03-05 11:23:48.370476\nMessage: a6dff0f1-8fa5-4fe6-a14d-7576736d88e3\nIbis Birdbrain has attached the results.\nAttachments:\nCodeAttachment\n **guid**: 3a358f68-357b-44a2-800e-4d96fb3b9a10\n **time**: 2024-03-05 11:23:48.368303\n **name**: None\n **desc**: None\n **language**: sql\n **code**:\nSELECT species, island, COUNT(*) AS count FROM penguins GROUP BY species, island ORDER BY count DESC\nTableAttachment\n **guid**: d1345277-18aa-46d7-ab71-f026d71cfb19\n **time**: 2024-03-05 11:23:48.370386\n **name**: None\n **desc**: \nibis.Schema {\n species string\n island string\n count int64\n}\n **table**:\n┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━┓\n┃ species ┃ island ┃ count ┃\n┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━┩\n│ string │ string │ int64 │\n├───────────┼───────────┼───────┤\n│ Gentoo │ Biscoe │ 124 │\n│ Chinstrap │ Dream │ 68 │\n│ Adelie │ Dream │ 56 │\n│ Adelie │ Torgersen │ 52 │\n│ Adelie │ Biscoe │ 44 │\n└───────────┴───────────┴───────┘\n\n\n\n\n\nGet attachments\nYou can get the table attachment back:\n\nt = res.attachments[-1].open()\nt\n\n┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━┓\n┃ species ┃ island ┃ count ┃\n┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━┩\n│ string │ string │ int64 │\n├───────────┼───────────┼───────┤\n│ Gentoo │ Biscoe │ 124 │\n│ Chinstrap │ Dream │ 68 │\n│ Adelie │ Dream │ 56 │\n│ Adelie │ Torgersen │ 52 │\n│ Adelie │ Biscoe │ 44 │\n└───────────┴───────────┴───────┘",
"text": "Setup the bot\nFirst, import relevant modules:\n\nimport ibis\n\nfrom ibis_birdbrain import Bot\n\nSet Ibis interactive mode:\n\nibis.options.interactive = True\n\n\nCreate an Ibis connection\nCreate an Ibis connection to your database:\n\n\n\n\n\n\nWarning\n\n\n\nWe’ll create a demo database for this tutorial.\n\n\n\ncon = ibis.connect(\"duckdb://penguins.ddb\")\ncon.create_table(\n \"penguins\", ibis.examples.penguins.fetch().to_pyarrow(), overwrite=True\n)\ncon = ibis.connect(\"duckdb://penguins.ddb\")\ncon.list_tables()\n\nINFO:pins.cache:cache file: /Users/cody/Library/Caches/pins-py/gcs_332a30997e141da0e08f15fbfae8b3c3ec90463922d117a96fa3b1bef85a2a4c/penguins/20230905T090411Z-9aae2/data.txt\nINFO:pins.cache:cache file: /Users/cody/Library/Caches/pins-py/gcs_332a30997e141da0e08f15fbfae8b3c3ec90463922d117a96fa3b1bef85a2a4c/penguins/20230905T090411Z-9aae2/penguins.csv.gz\n\n\n['penguins']\n\n\n\n\nCreate the bot\nYou’ll create the bot by passing in the connection:\n\n\n\n\n\n\nTip\n\n\n\nFor increased accuracy, you should also pass in a data_description containing information about the dataset. This could be fetched from the database itself, manually created, or otherwise obtained.\nYou should not include table names and schemas – this will be inferred automatically.\n\n\n\nbot = Bot(con=con, data_description=\"the Palmer Penguins dataset\")\nbot\n\nINFO:root:Bot birdbrain initialized...\n\n\n&lt;ibis_birdbrain.bot.Bot at 0x282385090&gt;\n\n\n\n\nTest the bot\nYou can ask the bot questions:\n\nres = bot(\"\"\"give me the counts of penguins by species and island from highest\nto lowest\"\"\")\nres\n\nINFO:root:Bot birdbrain called with text: give me the counts of penguins by species and island from highest\nto lowest\nINFO:root:Selected flow: data\nINFO:root:Executing the data flow\nINFO:root:Text to SQL task\nINFO:httpx:HTTP Request: POST https://birdbrain-eh.openai.azure.com/openai/deployments/gpt-4-turbo/chat/completions?api-version=2023-12-01-preview \"HTTP/1.1 200 OK\"\nINFO:root:Executing the SQL task\n\n\n\n\n\n\n\n\n\nTo: user\nFrom: birdbrain\nSubject: give me the counts of pengu...\nSent at: 2024-03-05 11:31:58.342810\nMessage: 0da2fb4c-30f7-4c2d-a646-ed500e3f99a6\nIbis Birdbrain has attached the results.\nAttachments:\nCodeAttachment\n **guid**: 14125164-2a86-479b-ba97-9847e894d7a7\n **time**: 2024-03-05 11:31:58.340826\n **name**: None\n **desc**: None\n **language**: sql\n **code**:\nSELECT species, island, COUNT(*) AS count \nFROM penguins \nGROUP BY species, island \nORDER BY count DESC\nTableAttachment\n **guid**: 537a8847-568d-45c8-b306-4f5363ad5ca1\n **time**: 2024-03-05 11:31:58.342725\n **name**: None\n **desc**: \nibis.Schema {\n species string\n island string\n count int64\n}\n **table**:\n┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━┓\n┃ species ┃ island ┃ count ┃\n┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━┩\n│ string │ string │ int64 │\n├───────────┼───────────┼───────┤\n│ Gentoo │ Biscoe │ 124 │\n│ Chinstrap │ Dream │ 68 │\n│ Adelie │ Dream │ 56 │\n│ Adelie │ Torgersen │ 52 │\n│ Adelie │ Biscoe │ 44 │\n└───────────┴───────────┴───────┘\n\n\n\n\n\nGet attachments\nYou can get the table from the attachment:\n\nt = res.attachments[-1].open()\nt\n\n┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━┓\n┃ species ┃ island ┃ count ┃\n┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━┩\n│ string │ string │ int64 │\n├───────────┼───────────┼───────┤\n│ Gentoo │ Biscoe │ 124 │\n│ Chinstrap │ Dream │ 68 │\n│ Adelie │ Dream │ 56 │\n│ Adelie │ Torgersen │ 52 │\n│ Adelie │ Biscoe │ 44 │\n└───────────┴───────────┴───────┘\n\n\n\nAnd do whatever you want with it:\n\nt.order_by(ibis._[\"count\"].asc())\n\n┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━┓\n┃ species ┃ island ┃ count ┃\n┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━┩\n│ string │ string │ int64 │\n├───────────┼───────────┼───────┤\n│ Adelie │ Biscoe │ 44 │\n│ Adelie │ Torgersen │ 52 │\n│ Adelie │ Dream │ 56 │\n│ Chinstrap │ Dream │ 68 │\n│ Gentoo │ Biscoe │ 124 │\n└───────────┴───────────┴───────┘",
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48 changes: 24 additions & 24 deletions sitemap.xml
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