Instructor on AI Knowledge Basehttps://learn-ai.blindshot.kz/source/instructor/Recent content in Instructor on AI Knowledge BaseHugoen-usAliashttps://learn-ai.blindshot.kz/docs/instructor/concepts/alias/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/alias/_overview/Anthropichttps://learn-ai.blindshot.kz/docs/instructor/integrations/anthropic/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/anthropic/_overview/Anyscalehttps://learn-ai.blindshot.kz/docs/instructor/integrations/anyscale/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/anyscale/_overview/AWS Bedrockhttps://learn-ai.blindshot.kz/docs/instructor/integrations/bedrock/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/bedrock/_overview/Azure OpenAIhttps://learn-ai.blindshot.kz/docs/instructor/integrations/azure/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/azure/_overview/Batch Processinghttps://learn-ai.blindshot.kz/docs/instructor/concepts/batch/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/batch/_overview/Cachinghttps://learn-ai.blindshot.kz/docs/instructor/concepts/caching/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/caching/_overview/Cerebrashttps://learn-ai.blindshot.kz/docs/instructor/integrations/cerebras/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/cerebras/_overview/Citationshttps://learn-ai.blindshot.kz/docs/instructor/concepts/citation/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/citation/_overview/Coherehttps://learn-ai.blindshot.kz/docs/instructor/integrations/cohere/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/cohere/_overview/Cortexhttps://learn-ai.blindshot.kz/docs/instructor/integrations/cortex/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/cortex/_overview/Databrickshttps://learn-ai.blindshot.kz/docs/instructor/integrations/databricks/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/databricks/_overview/DeepSeekhttps://learn-ai.blindshot.kz/docs/instructor/integrations/deepseek/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/deepseek/_overview/Dictionary Operationshttps://learn-ai.blindshot.kz/docs/instructor/concepts/dictionary_operations/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/dictionary_operations/_overview/Distillationhttps://learn-ai.blindshot.kz/docs/instructor/concepts/distillation/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/distillation/_overview/Enumshttps://learn-ai.blindshot.kz/docs/instructor/concepts/enums/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/enums/_overview/Error Handlinghttps://learn-ai.blindshot.kz/docs/instructor/concepts/error_handling/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/error_handling/_overview/FastAPIhttps://learn-ai.blindshot.kz/docs/instructor/concepts/fastapi/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/fastapi/_overview/Fieldshttps://learn-ai.blindshot.kz/docs/instructor/concepts/fields/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/fields/_overview/Fireworkshttps://learn-ai.blindshot.kz/docs/instructor/integrations/fireworks/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/fireworks/_overview/from_providerhttps://learn-ai.blindshot.kz/docs/instructor/concepts/from_provider/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/from_provider/_overview/Geminihttps://learn-ai.blindshot.kz/docs/instructor/integrations/google/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/google/_overview/Getting Startedhttps://learn-ai.blindshot.kz/docs/instructor/getting-started/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/getting-started/_overview/Quick start guideGoogle GenAIhttps://learn-ai.blindshot.kz/docs/instructor/integrations/genai/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/genai/_overview/Groqhttps://learn-ai.blindshot.kz/docs/instructor/integrations/groq/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/groq/_overview/Hookshttps://learn-ai.blindshot.kz/docs/instructor/concepts/hooks/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/hooks/_overview/Installationhttps://learn-ai.blindshot.kz/docs/instructor/installation/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/installation/_overview/Installation instructionsLists and Arrayshttps://learn-ai.blindshot.kz/docs/instructor/concepts/lists/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/lists/_overview/LiteLLMhttps://learn-ai.blindshot.kz/docs/instructor/integrations/litellm/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/litellm/_overview/llama-cpp-pythonhttps://learn-ai.blindshot.kz/docs/instructor/integrations/llama-cpp-python/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/llama-cpp-python/_overview/Logginghttps://learn-ai.blindshot.kz/docs/instructor/concepts/logging/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/logging/_overview/Migration Guidehttps://learn-ai.blindshot.kz/docs/instructor/concepts/migration/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/migration/_overview/Missinghttps://learn-ai.blindshot.kz/docs/instructor/concepts/maybe/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/maybe/_overview/Mistralhttps://learn-ai.blindshot.kz/docs/instructor/integrations/mistral/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/mistral/_overview/Mode Migrationhttps://learn-ai.blindshot.kz/docs/instructor/concepts/mode-migration/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/mode-migration/_overview/Modelshttps://learn-ai.blindshot.kz/docs/instructor/concepts/models/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/models/_overview/Multimodalhttps://learn-ai.blindshot.kz/docs/instructor/concepts/multimodal/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/multimodal/_overview/Ollamahttps://learn-ai.blindshot.kz/docs/instructor/integrations/ollama/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/ollama/_overview/OpenAIhttps://learn-ai.blindshot.kz/docs/instructor/integrations/openai/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/openai/_overview/OpenAI Responseshttps://learn-ai.blindshot.kz/docs/instructor/integrations/openai-responses/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/openai-responses/_overview/OpenRouterhttps://learn-ai.blindshot.kz/docs/instructor/integrations/openrouter/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/openrouter/_overview/Overviewhttps://learn-ai.blindshot.kz/docs/instructor/concepts/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/_overview/Overviewhttps://learn-ai.blindshot.kz/docs/instructor/integrations/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/_overview/Parallel Toolshttps://learn-ai.blindshot.kz/docs/instructor/concepts/parallel/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/parallel/_overview/Patchinghttps://learn-ai.blindshot.kz/docs/instructor/concepts/patching/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/patching/_overview/Perplexityhttps://learn-ai.blindshot.kz/docs/instructor/integrations/perplexity/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/perplexity/_overview/Philosophyhttps://learn-ai.blindshot.kz/docs/instructor/concepts/philosophy/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/philosophy/_overview/Prompt Cachinghttps://learn-ai.blindshot.kz/docs/instructor/concepts/prompt_caching/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/prompt_caching/_overview/Promptinghttps://learn-ai.blindshot.kz/docs/instructor/concepts/prompting/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/prompting/_overview/Raw Responsehttps://learn-ai.blindshot.kz/docs/instructor/concepts/raw_response/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/raw_response/_overview/Retryinghttps://learn-ai.blindshot.kz/docs/instructor/concepts/retrying/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/retrying/_overview/SambaNovahttps://learn-ai.blindshot.kz/docs/instructor/integrations/sambanova/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/sambanova/_overview/Semantic Validationhttps://learn-ai.blindshot.kz/docs/instructor/concepts/semantic_validation/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/semantic_validation/_overview/Stream Iterablehttps://learn-ai.blindshot.kz/docs/instructor/concepts/iterable/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/iterable/_overview/Stream Partialhttps://learn-ai.blindshot.kz/docs/instructor/concepts/partial/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/partial/_overview/Structured Outputs for LLMshttps://learn-ai.blindshot.kz/docs/instructor/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/_overview/Introduction to structured outputs with LLMsTemplatinghttps://learn-ai.blindshot.kz/docs/instructor/concepts/templating/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/templating/_overview/Togetherhttps://learn-ai.blindshot.kz/docs/instructor/integrations/together/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/together/_overview/TrueFoundryhttps://learn-ai.blindshot.kz/docs/instructor/integrations/truefoundry/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/truefoundry/_overview/Type Adapterhttps://learn-ai.blindshot.kz/docs/instructor/concepts/typeadapter/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/typeadapter/_overview/TypedDictshttps://learn-ai.blindshot.kz/docs/instructor/concepts/typeddicts/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/typeddicts/_overview/Typeshttps://learn-ai.blindshot.kz/docs/instructor/concepts/types/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/types/_overview/Unionhttps://learn-ai.blindshot.kz/docs/instructor/concepts/union/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/union/_overview/Unionshttps://learn-ai.blindshot.kz/docs/instructor/concepts/unions/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/unions/_overview/Usage Tokenshttps://learn-ai.blindshot.kz/docs/instructor/concepts/usage/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/usage/_overview/Validationhttps://learn-ai.blindshot.kz/docs/instructor/concepts/validation/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/validation/_overview/Validatorshttps://learn-ai.blindshot.kz/docs/instructor/concepts/reask_validation/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/concepts/reask_validation/_overview/Vertex AIhttps://learn-ai.blindshot.kz/docs/instructor/integrations/vertex/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/vertex/_overview/Writerhttps://learn-ai.blindshot.kz/docs/instructor/integrations/writer/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/writer/_overview/xAIhttps://learn-ai.blindshot.kz/docs/instructor/integrations/xai/_overview/Mon, 01 Jan 0001 00:00:00 +0000https://learn-ai.blindshot.kz/docs/instructor/integrations/xai/_overview/