Video To Text
Defines a base class for video-to-text converters used in Gen AI applications.
This module provides an abstract base class
BaseVideoToText
which defines a common interface for converting video content into text. It handles
initial input validation and delegates the actual conversion process to a subclass
implementation via the _convert method.
BaseVideoToText(transform=None, **kwargs)
Bases: BaseModalityConverter, ABC
Abstract base class for video-to-text conversion.
Subclasses must implement the _convert
and
from_preset
methods.
Initialize the video to text converter.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
transform
|
list[MediaToolkit] | None
|
Processor(s) to transform the video attachment. |
None
|
**kwargs
|
Any
|
Additional keyword arguments. |
{}
|
convert(source, **kwargs)
async
Execute the video to text conversion process.
This method validates the input parameters and delegates to _convert
to perform the actual conversion.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
source
|
str | bytes
|
The source of the video to convert to text. |
required |
**kwargs
|
Any
|
Additional conversion parameters. Implementations may
accept keyword arguments such as |
{}
|
Returns:
| Name | Type | Description |
|---|---|---|
TextResult |
TextResult
|
The result of processing the video. |
Raises:
| Type | Description |
|---|---|
ValueError
|
If |
TypeError
|
If |
from_preset(preset_name='default', **kwargs)
abstractmethod
classmethod
Initialize the video to text converter using preset model configurations.
This abstract classmethod must be implemented by subclasses to define how to create an instance from a preset configuration.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
preset_name
|
str | None
|
Name of the preset to use. Defaults to |
'default'
|
**kwargs
|
Any
|
Additional keyword arguments to pass to the preset configuration. |
{}
|
Returns:
| Name | Type | Description |
|---|---|---|
BaseVideoToText |
Self
|
An initialized video to text converter using the specified preset model. |
Raises:
| Type | Description |
|---|---|
NotImplementedError
|
If the method is not implemented in a subclass. |