{"id":9962,"date":"2023-03-04T01:29:04","date_gmt":"2023-03-03T21:59:04","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/prompt-templates-and-task-chains-57m8\/"},"modified":"2023-03-04T01:29:04","modified_gmt":"2023-03-03T21:59:04","slug":"prompt-templates-and-task-chains-57m8","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/prompt-templates-and-task-chains-57m8\/","title":{"rendered":"\u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0648\u0638\u0627\u06cc\u0641"},"content":{"rendered":"
\n

<\/p>\n

\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 \u06cc\u06a9 \u0633\u0631\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f txtai\u060c \u06cc\u06a9 \u067e\u0644\u062a \u0641\u0631\u0645 \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a.<\/em><\/p>\n

txtai \u06af\u0631\u062f\u0634\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0633\u0627\u062e\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n

txtai \u0645\u062f\u062a\u0647\u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u06af\u0631\u062f\u0634\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0645\u062a\u0635\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f.<\/p>\n

\u0627\u062e\u06cc\u0631\u0627\u064b \u0639\u0644\u0627\u0642\u0647\u200c\u0627\u06cc \u0628\u0647 “\u062a\u0634\u0648\u06cc\u0642 \u0645\u062f\u0644” \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a\u060c \u06a9\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062a\u0648\u0635\u06cc\u0641 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0632 \u06cc\u06a9 \u06a9\u0627\u0631 \u0648 \u0627\u0646\u062a\u0642\u0627\u0644 \u0622\u0646 \u0628\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u0627\u0633\u062a. txtai \u0627\u062e\u06cc\u0631\u0627\u064b \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0642\u0627\u0644\u0628\u200c\u0628\u0646\u062f\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0631\u0634\u062a\u0647\u200c\u0627\u06cc \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n

\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u06af\u0631\u062f\u0634\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc txtai \u0628\u0631\u0627\u06cc \u0627\u0639\u0645\u0627\u0644 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0632\u0646\u062c\u06cc\u0631\u0647\u200c\u0627\u06cc \u06a9\u0631\u062f\u0646 \u0622\u0646 \u0648\u0638\u0627\u06cc\u0641 \u0628\u0627 \u0647\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n

\u0646\u0635\u0628 txtai<\/code> \u0648 \u0647\u0645\u0647 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627<\/p>\n

\n
# Install txtai\npip install txtai[api]\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u0628\u062a\u062f\u0627\u060c \u0645\u0627 \u0628\u0647 \u0633\u0627\u062e\u062a \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0628\u0627 \u06cc\u06a9 \u0633\u0631\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0645\u062f\u0644 \u0646\u06af\u0627\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0627\u06cc\u0646 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u06cc\u06a9 \u062a\u0631\u062c\u0645\u0647 \u0634\u0631\u0637\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u062f\u0633\u062a\u0648\u0631 \u0648 \u0632\u0628\u0627\u0646 \u0645\u0642\u0635\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u06a9\u0627\u0631 \u062f\u06cc\u06af\u0631 \u0622\u0646 \u0645\u062a\u0646 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0646\u062f \u0648 \u0632\u0628\u0627\u0646 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n
\u0627\u06cc\u0646 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0627\u0632 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u062a\u0648\u0627\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0646\u0628\u0627\u0644\u0647\u200c\u0647\u0627 \u06cc\u06a9 \u062a\u0648\u0627\u0644\u06cc \u0686\u0647\u0631\u0647 \u062f\u0631 \u0622\u063a\u0648\u0634 \u06af\u0631\u0641\u062a\u0647 \u0628\u0647 \u0645\u062f\u0644 \u062a\u0648\u0627\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f FLAN-T5.  \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0646\u0628\u0627\u0644\u0647 \u0647\u0627 \u06cc\u06a9 \u062f\u0633\u062a\u0648\u0631 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u062f\u0644 \u0631\u0627 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n
\u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0635\u0631\u0641\u0627\u064b \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0642\u0627\u0628\u0644 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0627\u0633\u062a.  \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u062a\u0645\u0627\u0633 \u0628\u0647 \u06cc\u06a9 API \u062e\u0627\u0631\u062c\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0631\u062f.<\/p>\n
\n
from<\/span> txtai.pipeline<\/span> import<\/span> Sequences<\/span>\nfrom<\/span> txtai.workflow<\/span> import<\/span> Workflow<\/span>,<\/span> TemplateTask<\/span>\n\n# Create sequences pipeline\n<\/span>sequences<\/span> =<\/span> Sequences<\/span>(<\/span>\"google\/flan-t5-large\"<\/span>)<\/span>\n\n# Define workflow or chaining of tasks together.\n<\/span>workflow<\/span> =<\/span> Workflow<\/span>([<\/span>\n    TemplateTask<\/span>(<\/span>\n        template<\/span>=<\/span>\"Translate '{statement}' to {language} if it's English\"<\/span>,<\/span>\n        action<\/span>=<\/span>sequences<\/span>\n    ),<\/span>\n    TemplateTask<\/span>(<\/span>\n        template<\/span>=<\/span>\"What language is the following text? {text}\"<\/span>,<\/span>\n        action<\/span>=<\/span>sequences<\/span>\n    )<\/span>\n])<\/span>\n\ninputs<\/span> =<\/span> [<\/span>\n    {<\/span>\"statement\"<\/span>:<\/span> \"Hello, how are you\"<\/span>,<\/span> \"language\"<\/span>:<\/span> \"French\"<\/span>},<\/span>\n    {<\/span>\"statement\"<\/span>:<\/span> \"Hallo, wie geht's dir\"<\/span>,<\/span> \"language\"<\/span>:<\/span> \"French\"<\/span>}<\/span>\n]<\/span>\n\nprint<\/span>(<\/span>list<\/span>(<\/span>workflow<\/span>(<\/span>inputs<\/span>)))<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
['French', 'German']\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u062a\u0641\u0627\u0642 \u0627\u0641\u062a\u0627\u062f \u0631\u0627 \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u0645.  \u0627\u0648\u0644\u06cc\u0646 \u0648\u0638\u06cc\u0641\u0647 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u060c \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0634\u0631\u0648\u0637 \u0628\u0647 \u0632\u0628\u0627\u0646\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u06af\u0631 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0628\u0627\u0634\u062f.<\/p>\n
\u0628\u06cc\u0627\u0646\u06cc\u0647 \u0627\u0648\u0644 \u0627\u06cc\u0646 \u0627\u0633\u062a Hello, how are you<\/code> \u0628\u0627 \u0632\u0628\u0627\u0646 \u0645\u0642\u0635\u062f \u0641\u0631\u0627\u0646\u0633\u0648\u06cc  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u06cc\u0627\u0646\u06cc\u0647 \u0628\u0647 \u0641\u0631\u0627\u0646\u0633\u0648\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n
\u0639\u0628\u0627\u0631\u062a \u062f\u0648\u0645 \u0622\u0644\u0645\u0627\u0646\u06cc \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0647 \u0641\u0631\u0627\u0646\u0633\u0648\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0646\u0645\u06cc \u0634\u0648\u062f.<\/p>\n
\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0645\u06cc \u067e\u0631\u0633\u062f \u06a9\u0647 \u0632\u0628\u0627\u0646 \u0686\u06cc\u0633\u062a \u0648 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f French<\/code> \u0648 German<\/code>.<\/p>\n
\u0647\u0645\u0627\u0646 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0628\u0627\u0644\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc YAML \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f.<\/p>\n
\n
sequences<\/span>:<\/span>\n  path<\/span>:<\/span> google\/flan-t5-large<\/span>\n\nworkflow<\/span>:<\/span>\n  chain<\/span>:<\/span>\n    tasks<\/span>:<\/span>\n      -<\/span> task<\/span>:<\/span> template<\/span>\n        template<\/span>:<\/span> Translate '{statement}' to {language} if it's English<\/span>\n        action<\/span>:<\/span> sequences<\/span>\n      -<\/span> task<\/span>:<\/span> template<\/span>\n        template<\/span>:<\/span> What language is the following text? {text}<\/span>\n        action<\/span>:<\/span> sequences<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
from<\/span> txtai.app<\/span> import<\/span> Application<\/span>\n\napp<\/span> =<\/span> Application<\/span>(<\/span>\"workflow.yml\"<\/span>)<\/span>\nprint<\/span>(<\/span>list<\/span>(<\/span>app<\/span>.<\/span>workflow<\/span>(<\/span>\"chain\"<\/span>,<\/span> inputs<\/span>)))<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
['French', 'German']\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u0631\u0641\u062a\u060c \u0647\u0645\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647!  \u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0648\u0644\u0648\u06cc\u062a \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0627\u0633\u062a.  \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 YAML \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 API \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0627\u0632 \u0641\u0627\u06cc\u0644 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f.<\/p>\n
\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u0645\u0627\u0633 API \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0627\u0634\u062f.  \u062e\u0648\u0628 \u062e\u0628\u0631 \u062e\u0648\u0628\u060c txtai \u062f\u0627\u0631\u0627\u06cc \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645 API \u062f\u0627\u062e\u0644\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 FastAPI \u0627\u0633\u062a.<\/p>\n
\n
# Start an API service\n!CONFIG=workflow.yml nohup uvicorn \"txtai.api:app\" &> api.log &\n!sleep 60\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
import<\/span> requests<\/span>\n\n# Run API request\n<\/span>requests<\/span>.<\/span>post<\/span>(<\/span>\"http:\/\/localhost:8000\/workflow\"<\/span>,<\/span> json<\/span>=<\/span>{<\/span>\"name\"<\/span>:<\/span> \"chain\"<\/span>,<\/span> \"elements\"<\/span>:<\/span> inputs<\/span>}).<\/span>json<\/span>()<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
['French', 'German']\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u062f\u0631\u0633\u062a \u0645\u0627\u0646\u0646\u062f \u0645\u0631\u0627\u062d\u0644 \u0642\u0628\u0644\u06cc\u060c \u0628\u0647 \u062c\u0632 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u0645\u0627\u0633 API.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u062e\u0648\u0628\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 cURL \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645.<\/p>\n
\n
curl -s -X POST \"http:\/\/localhost:8000\/workflow\" \\\n     -H \"Content-Type: application\/json\" \\\n     --data @- << EOF\n{\n  \"name\": \"chain\",\n  \"elements\": [\n    {\"statement\": \"Hello, how are you\", \"language\": \"French\"},\n    {\"statement\": \"Hallo, wie geht's dir\", \"language\": \"French\"}\n  ]\n}\nEOF\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
[\"French\",\"German\"]\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0622\u062e\u0631\u06cc\u0646 \u0628\u0627\u0631\u060c \u0647\u0645\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n
\u0627\u06af\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647 \u0627\u0648\u0644\u06cc\u0647 \u0634\u0645\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u06cc\u0633\u062a\u060c txtai \u062f\u0627\u0631\u0627\u06cc \u067e\u06cc\u0648\u0646\u062f\u0647\u0627\u06cc API \u0628\u0631\u0627\u06cc \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u060c Rust\u060c Go \u0648 \u062c\u0627\u0648\u0627 \u0627\u0633\u062a.<\/p>\n
\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f API \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.<\/p>\n
\u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u06a9\u0627\u0644\u0645\u0647 \u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u0647\u0645 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0631 \u0633\u0627\u0644 2023 \u0627\u0633\u062a. txtchat \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u06a9\u0627\u0644\u0645\u0647 \u0627\u0633\u062a.  \u0628\u0647 \u0634\u062f\u062a \u0628\u0647 txtai \u0645\u062a\u06a9\u06cc \u0627\u0633\u062a.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0645\u06a9\u0627\u0644\u0645\u0647 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645.<\/p>\n
\n
writable<\/span>:<\/span> false<\/span>\ncloud<\/span>:<\/span>\n  provider<\/span>:<\/span> huggingface-hub<\/span>\n  container<\/span>:<\/span> neuml\/txtai-intro<\/span>\n\nextractor<\/span>:<\/span>\n  path<\/span>:<\/span> google\/flan-t5-large<\/span>\n  output<\/span>:<\/span> reference<\/span>\n\nworkflow<\/span>:<\/span>\n  search<\/span>:<\/span>\n    tasks<\/span>:<\/span>\n      -<\/span> task<\/span>:<\/span> extractor<\/span>\n        template<\/span>:<\/span> |<\/span>\n          Answer the following question using only the context below. Give a detailed answer.<\/span>\n          Say 'I don't have data on that' when the question can't be answered.<\/span>\n          Question: {text}<\/span>\n          Context: <\/span>\n        action<\/span>:<\/span> extractor<\/span>\n      -<\/span> task<\/span>:<\/span> template<\/span>\n        template<\/span>:<\/span> \"<\/span>{answer}<\/span>\\n\\n<\/span>Reference:<\/span> <\/span>{reference}\"<\/span>\n        rules<\/span>:<\/span>\n          answer<\/span>:<\/span> I don't have data on that<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n
app<\/span> =<\/span> Application<\/span>(<\/span>\"search.yml\"<\/span>)<\/span>\nprint<\/span>(<\/span>list<\/span>(<\/span>app<\/span>.<\/span>workflow<\/span>(<\/span>\"search\"<\/span>,<\/span> [<\/span>\"Tell me something about North America\"<\/span>])))<\/span>\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
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[\"Canada's last fully intact ice shelf has suddenly collapsed, forming a Manhattan-sized iceberg\\n\\nReference: 1\"]\n<\/code><\/pre>\n
\n
\n    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n
\u0627\u0648\u0644\u06cc\u0646 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u06a9\u062f \u0628\u0627\u0644\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc embeddings \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0632\u0645\u06cc\u0646\u0647 \u0645\u06a9\u0627\u0644\u0645\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  \u0633\u067e\u0633 \u0627\u0632 \u0622\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0627\u0639\u0644\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 LLM \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f. <\/p>\n
\u06a9\u0627\u0631 \u0628\u0639\u062f\u06cc \u062e\u0631\u0648\u062c\u06cc \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0631\u062c\u0627\u0639 \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u06a9\u0648\u0631\u062f \u0645\u0646\u0637\u0628\u0642 \u0641\u0631\u0645\u062a \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f\u060c \u0641\u0642\u0637 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0627\u0632 1 \u0627\u0633\u062a. \u0627\u0645\u0627 \u0627\u06af\u0631 \u0634\u0646\u0627\u0633\u0647 \u06cc\u06a9 URL \u0628\u0627\u0634\u062f \u06cc\u0627 \u0645\u0646\u0637\u0642\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u06a9\u0647 \u0634\u0646\u0627\u0633\u0647 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0645\u0631\u062c\u0639 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f\u062a\u0631 \u0628\u0627\u0634\u062f.<\/p>\n
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