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Local Deployment & Hardware

Start here for documentation-based local-model setup and diagnostics. Choose the guide for your operating system, then verify the server and exact model tag before changing memory, storage or network settings.Ollama setup and configuration Windows installation macOS installation Ubuntu and Linux services Connection and GPU diagnostics Storage locations and environment settings Remove a model and verify the result

Conceptual image card transformed into blue data tiles entering a model cube, with a separate file-folder outline

Local Deployment & Hardware October 26, 2026

Ollama Vision API: Send a Local Image as Base64 in Python

Conceptual long paper ribbon approaching a blue model aperture beside shorter complete document cards arranged in separate slots

Local Deployment & Hardware October 25, 2026

Ollama Embedding Truncation: Diagnose Long Inputs Before Indexing

Conceptual model cube sending a request through a validation gate to a calculator, with rejected cards and a returning result

Local Deployment & Hardware October 24, 2026

Ollama Tool Calling in Python: Validate Calls and Bound the Loop

Conceptual illustration of separate transparent channels carrying pale thinking ribbons and a blue answer card into different trays

Local Deployment & Hardware October 23, 2026

Ollama Empty Response? Separate Thinking from the Final Answer

Illustration of a blue client control connected to a glass memory frame, with a separate server-default control and magnifying lens

Local Deployment & Hardware October 23, 2026

Ollama num_ctx Ignored? Check Client Context Overrides

Illustration of transparent trays with different counts of blue vector rods beside documents and a separate candidate search-index tray

Local Deployment & Hardware October 23, 2026

Ollama Embedding Dimension Mismatch: Check Before Reindexing

Illustration of a computer beside a translucent memory tray holding a blue model cube, with a circular clock arc and a second cube outside the tray

Local Deployment & Hardware October 22, 2026

Ollama keep_alive: Diagnose Reload Delays Before Tuning

Illustration of a local computer sending a document through a geometric template checker, with an accepted document and blue check mark

Local Deployment & Hardware October 22, 2026

Ollama Structured JSON: Validate Schemas and Evidence in Python

Illustration of a local server sending separate blue data cards into a collector that assembles a single document

Local Deployment & Hardware October 22, 2026

Ollama Streaming JSON in Python: Fix Extra Data Errors

Illustration of a local server connected to model packages, with a missing package outlined and a magnifying glass checking the connection

Local Deployment & Hardware October 21, 2026

Ollama Model Not Found: Check Tags, Server and API Paths

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