Clip I/O

Clip I/O is extension of Stable diffusion Web UI. This extension allows you to investigate embeddings/conditioning and feed conditioning to Stable Diffusion.

Clip Output

Clip Output allows you to export embeddings/conditioning whitch processed by Clip for investigation.

Options

Transpose matrix

Swap column (token axis) and row (dimension axis).

Don't add bos / eos / pad tokens

In default settings, automatically append pad (padding) tokens to make chunk 75 tokens long then prepend bos (start of text) token and append eos (end of text) token.
This option disables that behavior.

Ignore emphasis

This option makes multiplier of all tokens to 1.0 .
Note that unlike disabling Settings -> Stable Diffusion -> Enable emphasis, emphasis syntax is still parsed.

Bypass conditioning normalization

In default settings, mean average of emphasized conditioning will be adjusted to match mean average of pre-emphasized conditioning.
This option disabled that behavior.

Add token strings

Add token string for readability.
Location of token string is affected by "Transpose matrix" option.

Overwrite

Overwrite pre-existing file with same name as Output name.

Clip Input

Clip Input is, in spite of its name, bypasses Clip and allows you to feed your conditioning to Stable Diffusion model.
This is useful not just for investigation, but using special conditioning which is impossible with using Clip.
e.g. Combining two conditionings which exported with different Clip Skip settings.

How to use

1. Expand "Clip Input" accordion.
2. Enable "Enable" checkbox.
3. Select "Positive/Negative prompt mode". Note: Clip Input uses Positive/Negative Prompt textbox. For syntax, see section below.

Syntax for "Simple" mode

Each space-separated text represents file in /extensions/Clip_IO/conditioning/ .
For filename without extension, if it does not exist, will searched with appending ".csv" or ".pt" in that order.
If filename has space, you can enclose with single double-quotation or single single-quotation.
You can include prompt which to be processed by Clip, by enclosing prompt with triple double-quotation or triple single-quotation.
After gathering all conditionings, these conditionings will be concaterated.

Syntax for "Directive" mode

NOTE: Currently, because of syntax mess, "Directive" mode does not support Prompt editing and Alternating words.
In addition of "Simple" mode syntax, "Directive" mode supportes inline directives.
The syntax of inline directive is:
?DirectiveName(DirectiveInner) or
?DirectiveName_DirectiveOrder(DirectiveInner)
"DirectiveName" is name of directive such as "eval" or "exec" (case-insensitive).
"DirectiveOrder" is order of directive. Larger order makes processing directive later. If directives with same order exists, these directives will be processed from left to right. If "DirectiveOrder" is absent, it will be treated as order is 0.

Directives

eval

"eval" does component-wise python's eval to conditioning.
Local objects for eval are:
i: torch.Tensor : input conditioning
o: torch.Tensor : output conditioning
g: dict : dict for carrying over
p: modules.processing.StableDiffusionProcessing : See source code of Stable diffusion Web UI.
t: int : 0th dimension (token-wise) of index of input conditioning
d: int : 1st dimension (dimension-wise) of index of input conditioning
torch module and all objects in math module

exec

"exec" does component-wise python's exec.
Global objects for exec are:
i: torch.Tensor : input conditioning
o: torch.Tensor : output conditioning
g: dict : dict for carrying over
p: modules.processing.StableDiffusionProcessing : See source code of Stable diffusion Web UI.
NOTE: If you want to change seed, change both p.seed: int and p.seeds: list[int] .
torch module and all objects in math module

prompt

"prompt" is prompt with some additional options.
syntax example: ?prompt("""prompt must be triple single/double quoted""", clip_skip=2, no_padding=False)
arguments can be written as positional or omitted: ?prompt('''this also work''',,True)
prompt and clip_skip can be with list or tuple syntax: ?prompt(("This part of clip_skip is 2", 'Here is 1', "1 is broadcasted because clip_skip is exhausted"),[2,1]) no_padding does same behavior of Don't add bos / eos / pad tokens in Clip Output.