Returns a new ToolResult with the given fields replaced.

Save the memory to persistence.

Executes a python command on the server. Only return tuple of x,y when action is "pyautogui.position()"

Compute Euclidean distance between two points.

Executes a sequence of actions on the given controller. :param actions: List of action strings to execute. :param controller: An instanc

Check if a wall is approximately horizontal.

Parse a wall position string into start and end coordinates.

Extract wall ID from a wall position string.

Generate HTML to view a file based on its type

Check if a wall is approximately vertical.

Map coordinates from the original space to the new bounding box without stretching. Preserves the original scale/aspect ratio. Args:

Convert a coordinate point to integer values.

Add data to memory. Args: **kwargs: Other keyword arguments that subclasses might use.

Detect new files in the uploads folder and add them to the state

Load the memory from persistence.

Euclidean distance between two points.

Assemble a path relative to the project root directory

Loads the pretrained model from the specified directory.

Assemble a prompt with two parts: 1. System message: The first paragraph of the template. 2. User message: All subse

Create a chat completion using the OpenAI API Supports both GPT-4 and GPT-4V). Example Usage: image_path = "path_to_your_ima

Compute Euclidean distance between two points.

Process either an image path or Image object Args: image_source: Either a file path (str) or PIL Image object ...

Process the image and return parsed content with absolute pixel coordinates.

Synchronous agentic sampling loop for the assistant/tool interaction of computer use.

Scale coordinates to a target maximum resolution.

Create a reusable embeddings object.

Truncate long strings for concise printing.

Truncate long strings for concise printing.

This function annotates an image with bounding boxes and labels. Parameters: image_source (np.ndarray): The source image to be annot

Assemble a path relative to the project root directory

Process the single floor plan (with keys 'walls' and 'openings') and visualize each step for debugging. 1. Align, merge, connect,

Returns the minimum distance from point P to the finite segment AB.

Encode image file to base64.

Generate HTML to view a file based on its type

Capture screenshot by requesting from HTTP endpoint - returns native resolution unless resized

Group walls by a position key within tolerance.

Read markdown files, embed them, and persist to a local Chroma DB. Calling this repeatedly will *append* only NEW docs if the DB already exists.

Checks if the 'short' segment (shortA->shortB) is very close to the 'long' segment (longA->longB). The criteria: 1) Both endpoints of t

Length of the segment from A to B.

Merge a group of aligned walls (horizontal or vertical).

Parse the wall position string into coordinates.

Replace placeholders in each paragraph and join them.

Remove duplicate walls from the list, including walls that are almost (but not fully) overlapping. - tol, coord_tol: as before - dis

Run a chat completion through Groq's API, ignoring any images in the messages.

Set fixed seed and temperature for reproducibility.

Return a list of LangChain Document objects for every .md file found.

Initializes a TensorFlow session and loads the pretrained model.