Visualization for the ollama-python codebase

.codeboarding/API_Client_Core.md

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+```mermaid
+
+graph LR
+
+    API_Client_Core["API Client Core"]
+
+    Synchronous_HTTP_Client["Synchronous HTTP Client"]
+
+    Asynchronous_HTTP_Client["Asynchronous HTTP Client"]
+
+    API_Error_Handling["API Error Handling"]
+
+    API_Client_Core -- "Delegates To" --> Synchronous_HTTP_Client
+
+    API_Client_Core -- "Manages" --> Synchronous_HTTP_Client
+
+    API_Client_Core -- "Delegates To" --> Asynchronous_HTTP_Client
+
+    API_Client_Core -- "Manages" --> Asynchronous_HTTP_Client
+
+    API_Client_Core -- "Consumes" --> API_Error_Handling
+
+    Synchronous_HTTP_Client -- "Raises" --> API_Error_Handling
+
+    Synchronous_HTTP_Client -- "Handles" --> API_Error_Handling
+
+    Asynchronous_HTTP_Client -- "Raises" --> API_Error_Handling
+
+    Asynchronous_HTTP_Client -- "Handles" --> API_Error_Handling
+
+    click API_Client_Core href "https://github.com/ollama/ollama-python/blob/main/.codeboarding//API_Client_Core.md" "Details"
+
+```
+
+[![CodeBoarding](https://img.shields.io/badge/Generated%20by-CodeBoarding-9cf?style=flat-square)](https://github.com/CodeBoarding/GeneratedOnBoardings)[![Demo](https://img.shields.io/badge/Try%20our-Demo-blue?style=flat-square)](https://www.codeboarding.org/demo)[![Contact](https://img.shields.io/badge/Contact%20us%20-%[email protected]?style=flat-square)](mailto:[email protected])
+
+
+
+## Component Details
+
+
+
+This subsystem provides the core functionality for interacting with the Ollama API, offering both synchronous and asynchronous interfaces, robust error handling, and foundational HTTP communication.
+
+
+
+### API Client Core
+
+This component serves as the primary entry point for users, providing both synchronous (`Client`) and asynchronous (`AsyncClient`) interfaces to interact with the Ollama API. It encapsulates the foundational setup, including host URL parsing, HTTP client initialization (`httpx`), and default configurations (headers, timeouts). It acts as the orchestrator, exposing high-level methods that delegate to specific API functionalities.
+
+
+
+
+
+**Related Classes/Methods**:
+
+
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_client.py#L73-L107" target="_blank" rel="noopener noreferrer">`ollama._client.BaseClient` (73:107)</a>
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_client.py#L113-L622" target="_blank" rel="noopener noreferrer">`ollama._client.Client` (113:622)</a>
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_client.py#L625-L1142" target="_blank" rel="noopener noreferrer">`ollama._client.AsyncClient` (625:1142)</a>
+
+
+
+
+
+### Synchronous HTTP Client
+
+This component provides the functionality for making synchronous HTTP requests to the Ollama API. It handles the low-level network communication, request preparation, and initial error detection for blocking operations. It is a specialized part of the `API Client Core`, specifically implemented within the `Client` class.
+
+
+
+
+
+**Related Classes/Methods**:
+
+
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_client.py#L117-L125" target="_blank" rel="noopener noreferrer">`ollama._client.Client._request_raw` (117:125)</a>
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_client.py#L128-L134" target="_blank" rel="noopener noreferrer">`ollama._client.Client._request` (128:134)</a>
+
+
+
+
+
+### Asynchronous HTTP Client
+
+This component mirrors the Synchronous HTTP Client but is designed for non-blocking, asynchronous operations. It enables concurrent communication with the Ollama API, which is essential for applications requiring high performance or integration into asynchronous frameworks. It is a specialized part of the `API Client Core`, specifically implemented within the `AsyncClient` class.
+
+
+
+
+
+**Related Classes/Methods**:
+
+
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_client.py#L629-L637" target="_blank" rel="noopener noreferrer">`ollama._client.AsyncClient._request_raw` (629:637)</a>
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_client.py#L640-L646" target="_blank" rel="noopener noreferrer">`ollama._client.AsyncClient._request` (640:646)</a>
+
+
+
+
+
+### API Error Handling
+
+This component defines a custom exception class (`ResponseError`) specifically for errors returned by the Ollama API. It standardizes how API-specific errors are represented, providing details like the error message and HTTP status code. This ensures consistent and user-friendly error management across both synchronous and asynchronous client interactions.
+
+
+
+
+
+**Related Classes/Methods**:
+
+
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_types.py#L547-L566" target="_blank" rel="noopener noreferrer">`ollama._types.ResponseError` (547:566)</a>
+
+
+
+
+
+
+
+
+
+### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)

.codeboarding/Data_Transformation_Utilities.md

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+```mermaid
+
+graph LR
+
+    Data_Transformation_Utilities["Data Transformation Utilities"]
+
+    Data_Type_Definitions["Data Type Definitions"]
+
+    Data_Transformation_Utilities -- "uses" --> Data_Type_Definitions
+
+    click Data_Transformation_Utilities href "https://github.com/ollama/ollama-python/blob/main/.codeboarding//Data_Transformation_Utilities.md" "Details"
+
+```
+
+[![CodeBoarding](https://img.shields.io/badge/Generated%20by-CodeBoarding-9cf?style=flat-square)](https://github.com/CodeBoarding/GeneratedOnBoardings)[![Demo](https://img.shields.io/badge/Try%20our-Demo-blue?style=flat-square)](https://www.codeboarding.org/demo)[![Contact](https://img.shields.io/badge/Contact%20us%20-%[email protected]?style=flat-square)](mailto:[email protected])
+
+
+
+## Component Details
+
+
+
+This analysis focuses on two fundamental components within the `ollama-python` library: `Data Transformation Utilities` and `Data Type Definitions`. These components are crucial for ensuring that data is correctly structured, validated, and exchanged within the library and with the Ollama API.
+
+
+
+### Data Transformation Utilities
+
+This component provides a set of helper functions responsible for transforming and preparing various complex data types (such as images, message lists, and Python functions) into the specific formats required by the Ollama API. It abstracts away the complexities of data formatting, ensuring that data is correctly structured and encoded before being sent in API requests. This component is fundamental because it acts as an essential intermediary, translating diverse user inputs into the standardized data models expected by the Ollama API, thereby simplifying client-side interactions and preventing data inconsistencies.
+
+
+
+
+
+**Related Classes/Methods**:
+
+
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_client.py#L1145-L1147" target="_blank" rel="noopener noreferrer">`ollama._client._copy_images` (1145:1147)</a>
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_client.py#L1150-L1154" target="_blank" rel="noopener noreferrer">`ollama._client._copy_messages` (1150:1154)</a>
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_client.py#L1157-L1159" target="_blank" rel="noopener noreferrer">`ollama._client._copy_tools` (1157:1159)</a>
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_utils.py#L55-L88" target="_blank" rel="noopener noreferrer">`ollama._utils.convert_function_to_tool` (55:88)</a>
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_utils.py#L12-L52" target="_blank" rel="noopener noreferrer">`ollama._utils._parse_docstring` (12:52)</a>
+
+
+
+
+
+### Data Type Definitions
+
+This foundational component defines the canonical data structures and models used across the `ollama-python` library. These types (e.g., `Image`, `Tool`, `Tool.Function`, and `Tool.Function.Parameters`) are primarily Pydantic models that enforce data consistency, facilitate clear communication with the Ollama API, and serve as the common language for data exchange within the library. This component is fundamental as it establishes the schema and validation rules for all data, ensuring type safety, predictable data structures, and robust error handling throughout the system.
+
+
+
+
+
+**Related Classes/Methods**:
+
+
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_types.py#L160-L185" target="_blank" rel="noopener noreferrer">`ollama._types.Image` (160:185)</a>
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_types.py#L311-L337" target="_blank" rel="noopener noreferrer">`ollama._types.Tool` (311:337)</a>
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_types.py#L314-L335" target="_blank" rel="noopener noreferrer">`ollama._types.Tool.Function` (314:335)</a>
+
+- `ollama._types.Tool.Function.Parameters` (0:0)
+
+- <a href="https://github.com/ollama/ollama-python/blob/master/ollama/_types.py#L260-L308" target="_blank" rel="noopener noreferrer">`ollama._types.Message` (260:308)</a>
+
+
+
+
+
+
+
+
+
+### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)