Compare commits
@@ -0,0 +1,26 @@
|
||||
name: Publish to Comfy registry
|
||||
on:
|
||||
workflow_dispatch:
|
||||
push:
|
||||
branches:
|
||||
- main
|
||||
- master
|
||||
paths:
|
||||
- "pyproject.toml"
|
||||
|
||||
permissions:
|
||||
issues: write
|
||||
|
||||
jobs:
|
||||
publish-node:
|
||||
name: Publish Custom Node to registry
|
||||
runs-on: ubuntu-latest
|
||||
if: ${{ github.repository_owner == 'acorderob' }}
|
||||
steps:
|
||||
- name: Check out code
|
||||
uses: actions/checkout@v4
|
||||
- name: Publish Custom Node
|
||||
uses: Comfy-Org/publish-node-action@v1
|
||||
with:
|
||||
## Add your own personal access token to your Github Repository secrets and reference it here.
|
||||
personal_access_token: ${{ secrets.REGISTRY_ACCESS_TOKEN }}
|
||||
@@ -3,3 +3,5 @@
|
||||
.vscode/**/*
|
||||
!.vscode/settings.json
|
||||
!.vscode/launch.json
|
||||
|
||||
tests/tests_local.py
|
||||
|
||||
@@ -0,0 +1,6 @@
|
||||
{
|
||||
"default": true,
|
||||
"MD013": false,
|
||||
"MD024": false,
|
||||
"MD033": false
|
||||
}
|
||||
Vendored
+7
-1
@@ -4,9 +4,15 @@
|
||||
// For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
|
||||
"version": "0.2.0",
|
||||
"configurations": [
|
||||
{
|
||||
"name": "Python Debugger: Attach using Process Id",
|
||||
"type": "debugpy",
|
||||
"request": "attach",
|
||||
"processId": "${command:pickProcess}"
|
||||
},
|
||||
{
|
||||
"name": "Tests",
|
||||
"type": "python",
|
||||
"type": "debugpy",
|
||||
"request": "launch",
|
||||
"program": "tests/tests.py",
|
||||
"console": "integratedTerminal",
|
||||
|
||||
Vendored
+1
-1
@@ -9,7 +9,7 @@
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||||
],
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||||
"python.testing.pytestEnabled": false,
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||||
"python.testing.unittestEnabled": true,
|
||||
"python.analysis.typeCheckingMode": "basic",
|
||||
"python.analysis.typeCheckingMode": "off",
|
||||
"black-formatter.args": [
|
||||
"--line-length=120"
|
||||
]
|
||||
|
||||
@@ -1,110 +1,69 @@
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||||
# Send to Negative for Stable Diffusion WebUI
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||||
# Prompt PostProcessor for Stable Diffusion WebUI and ComfyUI
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||||
|
||||
Extension for the [AUTOMATIC1111 Stable Diffusion WebUI](https://github.com/AUTOMATIC1111/stable-diffusion-webui) or compatible UIs.
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||||
The Prompt PostProcessor (PPP), formerly known as "sd-webui-sendtonegative", is an extension designed to process the prompt, possibly after other extensions have modified it. This extension is compatible with:
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||||
|
||||
## Purpose
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||||
* [ComfyUI](https://github.com/comfyanonymous/ComfyUI)
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||||
* [AUTOMATIC1111 Stable Diffusion WebUI](https://github.com/AUTOMATIC1111/stable-diffusion-webui)
|
||||
* [Forge](https://github.com/lllyasviel/stable-diffusion-webui-forge)
|
||||
* [reForge](https://github.com/Panchovix/stable-diffusion-webui-reForge)
|
||||
* [SD.Next](https://github.com/vladmandic/automatic)
|
||||
* ...and probably other forks
|
||||
|
||||
This extension allows the tagging of parts of the prompt and moves them to the
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||||
negative prompt. This allows useful tricks when using a wildcard extension
|
||||
since you can add negative content from choices made in the positive prompt.
|
||||
Currently this extension has these functions:
|
||||
|
||||
Note: The extension must be loaded after the installed wildcards extension. Extensions
|
||||
load by their folder in alphanumeric order.
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||||
* Sending parts of the prompt to the negative prompt. This allows for useful tricks when using wildcards since you can add negative content from choices made in the positive prompt.
|
||||
* Set and modify local variables.
|
||||
* Filter content based on the loaded SD model or a variable.
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||||
* Process wildcards. Compatible with Dynamic Prompts formats. Can also detect invalid wildcards and act as you choose.
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||||
* Clean up the prompt and negative prompt.
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||||
|
||||
With the ["Dynamic Prompts" extension](https://github.com/adieyal/sd-dynamic-prompts)
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||||
this happens by default due to default folder names for both extensions. But if
|
||||
this is not the case, you can just rename the extension folder so the ordering
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||||
works out.
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||||
Note: when used in an *A1111* compatible webui, the extension must be loaded after any other extension that modifies the prompt (like another wildcards extension). Usually extensions load by their folder name in alphanumeric order, so if the extensions are not loading in the correct order just rename this extension's folder so the ordering works out. When in doubt, just rename this extension's folder with a "z" in front (for example) so that it is the last one to load, or manually set such folder name when installing it.
|
||||
|
||||
With the ["AUTOMATIC1111 Wildcards" extension](https://github.com/AUTOMATIC1111/stable-diffusion-webui-wildcards)
|
||||
you will have to rename one of the folders, so that it loads before than "Send to Negative".
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||||
If the extension runs before others, like Dynamic Prompts, and the "Process wildcards" is enabled, the wildcards will be processed by PPP and those extensions will not get them. If you disable processing the wildcards, and intend another extension to process them, you should keep the "What to do with remaining wildcards?" option as "ignore".
|
||||
|
||||
When in doubt, just rename this extension's folder with a "z" in front (for example) so that it is the last one to load, or manually set such folder name when installing it.
|
||||
Notes:
|
||||
|
||||
Note: it only recognizes regular A1111 prompt formats. So:
|
||||
1. Other than its own commands, it only recognizes regular *A1111* prompt formats. So:
|
||||
|
||||
* Attention: \[prompt\] (prompt) (prompt:weight)
|
||||
* Alternation: \[prompt1|prompt2|...\]
|
||||
* Scheduling: \[prompt1:prompt2:step\]
|
||||
* **Attention**: `[prompt] (prompt) (prompt:weight)`
|
||||
* **Alternation**: `[prompt1|prompt2|...]`
|
||||
* **Scheduling**: `[prompt1:prompt2:step]`
|
||||
* **Extra networks**: `<kind:model...>`
|
||||
* **BREAK**: `prompt1 BREAK prompt2`
|
||||
* **Composable Diffusion**: `prompt1:weight1 AND prompt2:weight2`
|
||||
|
||||
In SD.Next that means only the A1111 or Full parsers.
|
||||
In *SD.Next* that means only the *A1111* or *Full* parsers. It will warn you if you use the *Compel* parser.
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||||
|
||||
It does not build AND/BREAK separations into the negative prompt.
|
||||
Does not recognize tokenizer separators like `TE2:` and `TE3:`, so sending to negative prompt from those sections of the prompt will not add them in the corresponding section of the negative prompt.
|
||||
|
||||
*ComfyUI* only supports natively the attention using parenthesis, so the ones with the braces will be converted. The other constructs are not natively supported but some custom nodes implement them.
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||||
2. It recognizes wildcards in the `__wildcard__` and {choice|choice} formats (and almost everything that [Dynamic Prompts](https://github.com/adieyal/sd-dynamic-prompts) supports).
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||||
3. It does not create *AND/BREAK* constructs when moving content to the negative prompt.
|
||||
|
||||
## Installation
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||||
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||||
On *A1111* compatible webuis:
|
||||
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||||
1. Go to Extensions > Install from URL
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||||
2. Paste <https://github.com/acorderob/sd-webui-sendtonegative> in the URL for extension's git repository text field
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||||
2. Paste <https://github.com/acorderob/sd-webui-prompt-postprocessor> in the URL for extension's git repository text field
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||||
3. Click the Install button
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||||
4. Restart the webui
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||||
|
||||
On *SD.Next* I recommend you disable the native wildcard processing.
|
||||
|
||||
On *ComfyUI*:
|
||||
|
||||
1. Go to Manager > Custom Nodes Manager
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||||
2. Search for "Prompt PostProcessor" and install or click Install via Git URL and enter <https://github.com/acorderob/sd-webui-prompt-postprocessor>
|
||||
3. Restart
|
||||
|
||||
## Usage
|
||||
|
||||
The format of the tags is like this:
|
||||
|
||||
```text
|
||||
<!content!>
|
||||
```
|
||||
|
||||
And an optional position in the negative prompt can be specified like this:
|
||||
|
||||
```text
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||||
<!!position!content!>
|
||||
```
|
||||
|
||||
Where position can be:
|
||||
|
||||
* s: at the start (the default)
|
||||
* e: at the end
|
||||
* pN: at the position of the insertion point "<!!iN!!>" with N being 0-9
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||||
|
||||
If the insertion point is not found it inserts at the start.
|
||||
|
||||
## Example
|
||||
|
||||
You have a wildcard for hair colors (\_\_haircolors\_\_) with one being
|
||||
strawberry blonde, but you don't want strawberries. So in that option you add a
|
||||
tag to add to the negative prompt, like so:
|
||||
|
||||
```text
|
||||
blonde
|
||||
strawberry blonde <!strawberry!>
|
||||
brunette
|
||||
```
|
||||
|
||||
Then, if that option is chosen this extension will process it later and move
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||||
that part to the negative prompt.
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||||
See the [syntax documentation](docs/SYNTAX.md).
|
||||
|
||||
## Configuration
|
||||
|
||||
Separator used when adding to the negative prompt: You can specify the separator used when adding to the negative prompt (by default it's ", ").
|
||||
|
||||
Ignore tags with repeated content: by default it ignores repeated content to avoid repetitions in the negative prompt.
|
||||
|
||||
Join attention modifiers (weights) when possible: by default it joins attention modifiers when possible (joins into one, multipliying their values).
|
||||
|
||||
Try to clean-up the prompt after processing: by default cleans up the positive prompt after processing, removing extra spaces and separators.
|
||||
|
||||
## Notes
|
||||
|
||||
The content of the negative tags is not processed and is copied as is to the negative prompt. Other modifiers around the tags are processed in the following way.
|
||||
|
||||
### Attention modifiers (weights)
|
||||
|
||||
They will be translated to the negative prompt. For example:
|
||||
|
||||
* `(red<!square!>:1.5)` will end up as `(square:1.5)` in the negative prompt
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||||
* `(red[<!square!>]:1.5)` will end up as `(square:1.35)` in the negative prompt (weight=1.5*0.9)
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||||
* However `(red<![square]!>:1.5)` will end up as `([square]:1.5)` in the negative prompt. The content of the negative tag is copied as is, and not joined with the surrounding modifier.
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||||
|
||||
### Prompt editing constructs (alternation and scheduling)
|
||||
|
||||
Negative tags inside such constructs will copy the construct to the negative prompt, but separating its elements. For example:
|
||||
|
||||
* Alternation: `[red<!square!>|blue<!circle!>]` will end up as `[square|], [|circle]` in the negative prompt, instead of `[square|circle]`
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||||
* Scheduling: `[red<!square!>:blue<!circle!>:0.5]` will end up as `[square::0.5], [:circle:0.5]` instead of `[square:circle:0.5]`
|
||||
|
||||
This should still work as intended, and the only negative point i see is the unnecessary separators.
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||||
See the [configuration documentation](docs/CONFIG.md).
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||||
|
||||
## License
|
||||
|
||||
|
||||
+24
@@ -0,0 +1,24 @@
|
||||
"""
|
||||
@author: ACB
|
||||
@title: Prompt Post Processor
|
||||
@nickname: ACB PPP
|
||||
@description: Node for processing prompts. Includes the following options: send to negative prompt, set variables, if/elif/else command for conditional content, wildcards and choices.
|
||||
"""
|
||||
|
||||
import sys
|
||||
import os
|
||||
|
||||
sys.path.append(os.path.dirname(os.path.abspath(__file__)))
|
||||
|
||||
from .ppp_comfyui import PromptPostProcessorComfyUINode, PromptPostProcessorSelectVariableComfyUINode
|
||||
|
||||
NODE_CLASS_MAPPINGS = {
|
||||
"ACBPromptPostProcessor": PromptPostProcessorComfyUINode,
|
||||
"ACBPPPSelectVariable": PromptPostProcessorSelectVariableComfyUINode,
|
||||
}
|
||||
NODE_DISPLAY_NAME_MAPPINGS = {
|
||||
"ACBPromptPostProcessor": "ACB Prompt Post Processor",
|
||||
"ACBPPPSelectVariable": "ACB PPP Select Variable",
|
||||
}
|
||||
|
||||
__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS"]
|
||||
@@ -0,0 +1,82 @@
|
||||
# Prompt PostProcessor configuration
|
||||
|
||||
## ComfyUI specific (ACB Prompt Post Processor node)
|
||||
|
||||
### Inputs
|
||||
|
||||
* **model**: Connect here the MODEL or a string with the model class name used by *ComfyUI*. Needed for the model kind system variables.
|
||||
* **modelname**: Name of the model. Needed for the model name system variables and detection of pony (this also requieres for the model to be SDXL).
|
||||
* **seed**: Connect here the seed used. By default it is -1 (random).
|
||||
* **pos_prompt**: Connect here the prompt text, or fill it as a widget.
|
||||
* **neg_prompt**: Connect here the negative prompt text, or fill it as a widget.
|
||||
* **wc_wildcards_input**: Wildcards definitions (in yaml or json format). Direct input added to the ones found in the wildcards folders. Allows wildcards to be included in the workflow.
|
||||
|
||||
Other common settings (see [below](#common-settings)) also appear as inputs or widgets.
|
||||
|
||||
### Outputs
|
||||
|
||||
The outputs are the final positive and negative prompt and a variables dictionary.
|
||||
|
||||
You can use the "**ACB PPP Select Variable**" node to choose one and output its value. You can use this to send only part of the prompt to, for example, a detailer node. For example:
|
||||
|
||||
With this prompt: `__quality__, 1girl, ${head:__eyes__, __hair__, __expression__}, __body__, __clothes__, __background__, __style__` then you extract the `head` variable and send that as prompt for the head/face detailer.
|
||||
|
||||
## A1111 (and compatible UIs) panel options
|
||||
|
||||
* **Force equal seeds**: Changes the image seeds and variation seeds to be equal to the first of the batch. This allows using the same values for all the images in a batch.
|
||||
* **Unlink seed**: Uses the specified seed for the prompt generation instead of the one from the image. This seed is only used for wildcards and choices.
|
||||
* **Prompt seed**: The seed to use for the prompt generation. If -1 a random one will be used.
|
||||
* **Incremental seed**: When using a batch you can use this to set the rest of the prompt seeds with consecutive values.
|
||||
|
||||
## Common settings
|
||||
|
||||
### General settings
|
||||
|
||||
* **Debug level**: what to write to the console. Note: in *SD.Next* debug messages only show if you launch it with the `--debug` argument.
|
||||
* **What to do on invalid content warnings?**: warn on the console or stop the generation.
|
||||
* **Model variant definitions**: definitions for model variants to be recognized based on strings found in the full filename.
|
||||
|
||||
The format for each line is (with *kind* being one of the base model identifiers or not defined):
|
||||
|
||||
```name(kind)=comma separated list of substrings (case insensitive)```
|
||||
|
||||
The default value defines strings for *Pony* and *Illustrious* models.
|
||||
* **Apply in img2img**: check if you want to do the processing in img2img processes (*does not apply to the ComfyUI node*).
|
||||
* **Add original prompts to metadata**: adds original prompts to the metadata if they have changed (*does not apply to the ComfyUI node*).
|
||||
|
||||
### Wildcard settings
|
||||
|
||||
* **Process wildcards**: you can choose to process them with this extension or use a different one.
|
||||
* **Wildcards folders**: you can enter multiple folders separated by commas. In *ComfyUI* you can leave it empty and add a `wildcards` entry in the **extra_model_paths.yaml** file.
|
||||
* **What to do with remaining wildcards?**: select what do you want to do with any found wildcards.
|
||||
* **Ignore**: do not try to detect wildcards.
|
||||
* **Remove**: detect wildcards and remove them.
|
||||
* **Add visible warning**: detect wildcards and add a warning text to the prompt, that hopefully produces a noticeable generation.
|
||||
* **Stop the generation**: detect wildcards and stop the generation.
|
||||
* **Default separator used when adding multiple choices**: what do you want to use by default to separate multiple choices when the options allow it (by default it's ", ").
|
||||
* **Keep the order of selected choices**: if checked, a multiple choice construct will return them in the order they are in the construct.
|
||||
|
||||
### Send to negative prompt settings
|
||||
|
||||
* **Separator used when adding to the negative prompt**: you can specify the separator used when adding to the negative prompt (by default it's ", ").
|
||||
* **Ignore repeated content**: it ignores repeated content to avoid repetitions in the negative prompt.
|
||||
|
||||
### Clean up settings
|
||||
|
||||
* **Remove empty constructs**: removes attention/scheduling/alternation constructs when they are invalid.
|
||||
* **Remove extra separators**: removes unnecessary separators. This applies to the configured separator and regular commas.
|
||||
* **Remove additional extra separators**: removes unnecessary separators at start or end of lines. This applies to the configured separator and regular commas.
|
||||
* **The extra separators options also remove EOLs**: in the previous two options it also removes EOLs attached to the separators.
|
||||
* **Clean up around BREAKs**: removes consecutive BREAKs and unnecessary commas and space around them.
|
||||
* **Use EOL instead of Space before BREAKs**: add a newline before BREAKs.
|
||||
* **Clean up around ANDs**: removes consecutive ANDs and unnecessary commas and space around them.
|
||||
* **Use EOL instead of Space before ANDs**: add a newline before ANDs.
|
||||
* **Clean up around extra network tags**: removes spaces around them.
|
||||
* **Merge attention modifiers (weights) when possible**: it merges attention modifiers when possible (merges into one, multiplying their values). Only merges individually nested modifiers.
|
||||
* **Remove extra spaces**: removes other unnecessary spaces.
|
||||
|
||||
Please note that *ComfyUI* does not natively support the `BREAK` and `AND` constructs, but the related settings are kept in that UI.
|
||||
|
||||
### Content removal settings
|
||||
|
||||
* **Remove extra network tags**: removes all extra network tags.
|
||||
+276
@@ -0,0 +1,276 @@
|
||||
# Prompt PostProcessor syntax
|
||||
|
||||
## Commands
|
||||
|
||||
The extension uses a format for its commands similar to an extranetwork, but it has a "ppp:" prefix followed by the command, and then a space and any parameters (if any).
|
||||
|
||||
`<ppp:command parameters>`
|
||||
|
||||
When a command is associated with any content, it will be between an opening and a closing command:
|
||||
|
||||
`<ppp:command parameters>content<ppp:/command>`
|
||||
|
||||
For wildcards and choices it uses the formats from the *Dynamic Prompts* extension, but sometimes with some additional options for extra functionality.
|
||||
|
||||
## Choices
|
||||
|
||||
The generic format is: `{parameters$$opt1::choice1|opt2::choice2|opt3::choice3}`
|
||||
|
||||
Both the construct parameters (up to the `$$`) and the individual choice options (up to the '::') are optional.
|
||||
|
||||
There is also a format where instead of `parameters$$` you just put the sampler, for compatibility with *Dynamic Prompts*.
|
||||
|
||||
The construct parameters can be written with the following options (all are optional):
|
||||
|
||||
* "**~**" or "**@**": sampler (for compatibility with *Dynamic Prompts*), but only "**~**" (random) is supported.
|
||||
* "**r**": means it allows repetition of the choices.
|
||||
* "**n**" or "**n-m**" or "**n-**" or "**-m**": number or range of choices to select. Allows zero as the start of a range. Default is 1.
|
||||
* "**$$sep**": separator when multiple choices are selected. Default is set in settings.
|
||||
* "**$$**": end of the parameters.
|
||||
|
||||
The choice options are as follows:
|
||||
|
||||
* "**'identifiers'**": comma separated labels for the choice (optional, quotes can be single or double). Only makes sense inside a wildcard definition. Can be used when specifying the wildcard to select this specific choice. It's case insensitive.
|
||||
* "**n**": weight of the choice (optional, default 1).
|
||||
* "**if condition**": filters out the choice if the condition is false (optional; this is an extension to the *Dynamic Prompts* syntax). Same conditions as in the `if` command.
|
||||
* "**::**": end of choice options
|
||||
|
||||
Whitespace is allowed between parameters/options.
|
||||
|
||||
These are examples of formats you can use to insert a choice construct:
|
||||
|
||||
| Construct | Result |
|
||||
| --------- | ------ |
|
||||
| `{choice1\|5::choice2\|3::choice3}` | select 1 choice, two of them have weights |
|
||||
| `{3$$choice1\|5 if _is_sd1::choice2\|choice3}` | select 3 choices, one has a weight and a condition |
|
||||
| `{2-3$$2::choice1\|choice2\|choice3}` | select 2 to 3 choices, one of them has a weight |
|
||||
| `{r2-3$$choice1\|choice2\|choice3}` | select 2 to 3 choices allowing repetition |
|
||||
| `{2-3$$ / $$choice1\|choice2\|choice3}` | select 2 to 3 choices with separator " / " |
|
||||
|
||||
Notes:
|
||||
|
||||
* The *Dynamic Prompts* format `{2$$__flavours__}` does not work as expected. It will only output one value. You can write is as `{r2$$__flavours__}` to get two values, but they may repeat since the evaluation of the wildcard is independent of the choices selection.
|
||||
* Whitespace around the choices is not ignored like in *Dynamic Prompts*, but will be cleaned up if the appropriate cleaning settings are selected.
|
||||
|
||||
## Wildcards
|
||||
|
||||
The generic format is: `__parameters$$wildcard'filter'(var=value)__`
|
||||
|
||||
The parameters, the filter, and the setting of a variable are optional. The parameters follow the same format as for the choices.
|
||||
|
||||
The wildcard identifier can have a relative path and contain globbing formatting, to read multiple wildcards and merge their choices. Note that if there are no parameters specified, the globbing will use the ones from the first wildcard that matches and have parameters (sorted by keys), so if you don't want that you might want to specify them. Also note that, unlike with *Dynamic Prompts*, the wildcard name has to be specified with its full path (unless you use globbing).
|
||||
|
||||
The filter can be used to filter specific choices from the wildcard. The filtering works before applying the choice conditions (if any). The surrounding quotes can be single or double. The filter is a comma separated list of an integer (positional choice index; zero-based) or choice label. You can also compound them with `+`. That is, the comma separated items act as an OR and the `+` inside them as an AND. Using labels can simplify the definitions of complex wildcards where you want to have direct access to specific choices on occasion (you don't need to create wildcards for each individual choice). There are some additional formats when using filters. You can specify `^wildcard` as a filter to use the filter of a previous wildcard in the chain. You can start the filter (regular or inherited) with `#` and it will not be applied to the current wildcard choices, but the filter will remain in memory to use by other descendant wildcards. You use `#` and `^` when you want to pass a filter to inner wildcards (see the test files).
|
||||
|
||||
The variable value only applies during the evaluation of the selected choices and is discarded afterward (the variable keeps its original value if there was one).
|
||||
|
||||
These are examples of formats you can use to insert a wildcard:
|
||||
|
||||
| Construct | Result |
|
||||
| --------- | ------ |
|
||||
| `__wildcard__` | select 1 choice |
|
||||
| `__path/wildcard'0'__` | select the first choice |
|
||||
| `__path/wildcard'label'__` | select the choices with label "label" |
|
||||
| `__path/wildcard'0,label1,label2'__` | select the first choice and those with labels "label1" or "label2" |
|
||||
| `__path/wildcard'0,label1+label2'__` | select the first choice and those with both labels "label1" and "label2" |
|
||||
| `__3$$path/wildcard__` | select 3 choices |
|
||||
| `__2-3$$path/wildcard__` | select 2 to 3 choices |
|
||||
| `__r2-3$$path/wildcard__` | select 2 to 3 choices allowing repetition |
|
||||
| `__2-3$$ / $$path/wildcard__` | select 2 to 3 choices with separator " / " |
|
||||
| `__path/wildcard(var=value)__` | select 1 choice using the specified variable value in the evaluation. |
|
||||
|
||||
### Wildcard definitions
|
||||
|
||||
A wildcard definition can be:
|
||||
|
||||
* A txt file. The wildcard name will be the relative path of the file, without the extension. Each line will be a choice. Lines starting with `#` or empty are ignored. Doesn't support nesting.
|
||||
* An array or scalar value inside a json or yaml file. The wildcard name includes the relative folder path of the file, without the extension, but also the path of the value inside the file (if there is one). If the file contains a dictionary, the filename part is not used for the wildcard name. Supports nesting by having dictionaries inside dictionaries.
|
||||
|
||||
The best format is a yaml file with a dictionary of wildcards inside. An editor supporting yaml syntax and linting is recommended (f.e. vscode).
|
||||
|
||||
In a choice, the content after a `#` is ignored.
|
||||
|
||||
If the first choice follows the format of wildcard parameters, it will be used as default parameters for that wildcard (see examples in the tests folder). The choices of the wildcard follow the same format as in the choices construct, or the object format of *Dynamic Prompts* (only in structured files). If using the object format for a choice you can use a new `if` property for the condition, and the `labels` property (an array of strings) in addition to the standard `weight` and `text`/`content`.
|
||||
|
||||
```yaml
|
||||
{ labels: ["some_label"], weight: 2, if: "_is_pony", content: "the text" } # "text" property can be used instead of "content"
|
||||
```
|
||||
|
||||
Wildcard parameters in a json/yaml file can also be in object format, and support two additional properties, prefix and suffix:
|
||||
|
||||
```yaml
|
||||
{ sampler: "~", repeating: false, count: 2, prefix: "prefix-", suffix: "-suffix", separator: "/" }
|
||||
{ sampler: "~", repeating: false, from: 2, to: 3, prefix: "prefix-", suffix: "-suffix", separator: "/" }
|
||||
```
|
||||
|
||||
The prefix and suffix are added to the result along with the selected choices and separators. They can contain other constructs, but the separator can't.
|
||||
|
||||
It is recommended to use the object format for the wildcard parameters and for choices with complex options.
|
||||
|
||||
Wildcards can contain just one choice. In json and yaml formats this allows the use of a string value for the keys, rather than an array.
|
||||
|
||||
A choice inside a wildcard can also be a list or a dictionary of one element containing a list. These are considered anonymous wildcards. With a list it will be an anonymous wildcard with no choice options, and with a dictionary the key will be the options for the choice containing the anonymous wildcard and the value the choices of the anonymous wildcard. Anonymous wildcards can help formatting complex choice values that are used in only one place and thus creating a regular wildcard is not necessary. See test.yaml for examples.
|
||||
|
||||
### Detection of remaining wildcards
|
||||
|
||||
This extension should run after any other wildcard extensions, so if you don't use the internal wildcards processing, any remaining wildcards present in the prompt or negative_prompt at this point must be invalid. Usually you might not notice this problem until you check the image metadata, so this option gives you some ways to detect and treat the problem.
|
||||
|
||||
## Set command
|
||||
|
||||
This command sets the value of a variable that can be checked later.
|
||||
|
||||
The format is: `<ppp:set varname [modifiers]>value<ppp:/set>`
|
||||
|
||||
These are the available optional modifiers:
|
||||
|
||||
* `evaluate`: the value of the variable is evaluated at this moment, instead of when it is used.
|
||||
* `add`: the value is added to the current value of the variable. It does not force an immediate evaluation of the old nor the added value.
|
||||
* `ifundefined`: the value will only be set if the variable is undefined.
|
||||
|
||||
The `add` and `ifundefined` modifiers are mutually exclusive and cannot be used together.
|
||||
|
||||
The *Dynamic Prompts* format also works:
|
||||
|
||||
| Construct | Meaning |
|
||||
| --------- | ------- |
|
||||
| `${var=value}` | regular evaluation |
|
||||
| `${var=!value}` | immediate evaluation |
|
||||
|
||||
If also supports the addition and undefined check as an extension of the *Dynamic Prompts* format:
|
||||
|
||||
| Construct | Meaning |
|
||||
| --------- | ------- |
|
||||
| `${var+=value}` | equivalent to "add" |
|
||||
| `${var+=!value}` | equivalent to "evaluate add" |
|
||||
| `${var?=value}` | equivalent to "ifundefined" |
|
||||
| `${var?=!value}` | equivalent to "evaluate ifundefined" |
|
||||
|
||||
## Echo command
|
||||
|
||||
This command prints the value of a variable, or the specified default if it doesn't exist.
|
||||
|
||||
The format is:
|
||||
|
||||
| Construct |
|
||||
| --------- |
|
||||
| `<ppp:echo varname>` |
|
||||
| `<ppp:echo varname>default<ppp:/echo>` |
|
||||
|
||||
The *Dynamic Prompts* format is:
|
||||
|
||||
| Construct |
|
||||
| --------- |
|
||||
| `${varname}` |
|
||||
| `${varname:default}` |
|
||||
|
||||
## If command
|
||||
|
||||
This command allows you to filter content based on conditions.
|
||||
|
||||
The full format is:
|
||||
|
||||
`<ppp:if condition1>content one<ppp:elif condition2>content two<ppp:else>other content<ppp:/if>`
|
||||
|
||||
Any `elif`s (there can be multiple) and the `else` are optional.
|
||||
|
||||
The `conditionN` can be:
|
||||
|
||||
| Construct | Meaning |
|
||||
| --------- | ------- |
|
||||
| `variable` | check truthyness of the variable |
|
||||
| `variable [not] operation value` | check the variable against a value |
|
||||
| `variable [not] operation (value1,value2,...)` | check the variable against a list of values |
|
||||
|
||||
For a simple value the allowed operations are `eq`, `ne`, `gt`, `lt`, `ge`, `le`, `contains` and the value can be a quoted string or an integer. For a list of values the allowed operations are `contains`, `in` and the value of the variable is checked against all the elements of the list until one matches. The operation can be preceded by `not` for readability, instead of using it in the front.
|
||||
|
||||
You can also build complex conditions joining them with boolean operators and/or/not and parentheses.
|
||||
|
||||
The variable can be one set with the `set` or `add` commands (user variables) or you can use system variables like these (names starting with an underscore are reserved for system variables):
|
||||
|
||||
| System variable | Value |
|
||||
| --------------- | ----- |
|
||||
| `_model` | the loaded model identifier (`"sd1"`, `"sd2"`, `"sdxl"`, `"sd3"`, `"flux"`, `"auraflow"`). `_sd` also works but is deprecated. |
|
||||
| `_modelname` | the loaded model filename (without path). `_sdname` also works but is deprecated. |
|
||||
| `_modelfullname` | the loaded model filename (with path). `_sdfullname` also works but is deprecated. |
|
||||
| `_modelclass` | the class used for the model. Note that this is dependent on the webui. In A1111 all SD versions use the same class. Can be used for new models that are not supported yet with the `_is_*` variables. The debug setting will show all system variables when generating in case you need to see which one to use for a certain model. |
|
||||
| `_is_sd` | true if the loaded model version is any version of SD |
|
||||
| `_is_sd1` | true if the loaded model version is SD 1.x |
|
||||
| `_is_sd2` | true if the loaded model version is SD 2.x |
|
||||
| `_is_sdxl` | true if the loaded model version is SDXL (includes Pony models) |
|
||||
| `_is_sd3` | true if the loaded model version is SD 3.x |
|
||||
| `_is_flux` | true if the loaded model is Flux |
|
||||
| `_is_auraflow` | true if the loaded model is AuraFlow |
|
||||
| `_is_ssd` | true if the loaded model version is SSD (Segmind Stable Diffusion 1B). Note that for an SSD model `_is_sdxl` will also be true. |
|
||||
| `_is_sdxl_no_ssd` | true if the loaded model version is SDXL and not an SSD model. |
|
||||
| `_is_sdxl_no_pony` | true if the loaded model version is SDXL and not a Pony model (the "pony" variant must be defined in settings). Kept to maintain compatibility with previous versions. |
|
||||
| `_is_vvvv` | true if the loaded model matches the *vvvv* model variant definition (based on its filename). Note that the corresponding variable for the model kind will also be true. |
|
||||
| `_is_pure_kkkk` | true if the loaded model is of kind *kkkk* (f.e. sdxl) and not a variant. |
|
||||
| `_is_variant_kkkk` | true if the loaded model version is any variant of model kind *kkkk* and not the pure version. Note that the corresponding variable for the model kind will also be true.|
|
||||
|
||||
### Example
|
||||
|
||||
(multiline to be easier to read)
|
||||
|
||||
```text
|
||||
<ppp:if _is_sd1><lora:test_sd1> test sd1x
|
||||
<ppp:elif _sd_pony><lora:test_pony> test pony
|
||||
<ppp:elif _sd_pure_sdxl><lora:test_sdxl> test sdxl
|
||||
<ppp:else>unknown model
|
||||
<ppp:/if>
|
||||
```
|
||||
|
||||
Only one of the options will end up in the prompt, depending on the loaded model.
|
||||
|
||||
## Sending content to the negative prompt
|
||||
|
||||
The new format for this command is like this:
|
||||
|
||||
| Construct | Meaning |
|
||||
| --------- | ------- |
|
||||
| `<ppp:stn position>content<ppp:/stn>` | send to negative prompt |
|
||||
| `<ppp:stn iN>` | insertion point to be used in the negative prompt as destination for the pN position |
|
||||
|
||||
Where position is optional (defaults to the start) and can be:
|
||||
|
||||
* **s**: at the start of the negative prompt
|
||||
* **e**: at the end of the negative prompt
|
||||
* **pN**: at the position of the insertion point in the negative prompt with N being 0-9. If the insertion point is not found it inserts at the start.
|
||||
|
||||
### Example
|
||||
|
||||
You have a wildcard for hair colors (`__haircolors__`) with one being strawberry blonde, but you don't want strawberries. So in that option you add a command to add to the negative prompt, like so:
|
||||
|
||||
```text
|
||||
blonde
|
||||
strawberry blonde <ppp:stn>strawberry<ppp:/stn>
|
||||
brunette
|
||||
```
|
||||
|
||||
Then, if that option is chosen this extension will process it later and move that part to the negative prompt.
|
||||
|
||||
### Old format
|
||||
|
||||
The old format (`<!...!>`) is not supported anymore.
|
||||
|
||||
### Notes
|
||||
|
||||
Positional insertion commands have less priority that start/end commands, so even if they are at the start or end of the negative prompt, they will end up inside any start/end (and default position) commands.
|
||||
|
||||
The content of the negative commands is not processed and is copied as-is to the negative prompt. Other modifiers around the commands are processed in the following way.
|
||||
|
||||
### Attention modifiers (weights)
|
||||
|
||||
They will be translated to the negative prompt. For example:
|
||||
|
||||
* `(red<ppp:stn>square<ppp:/stn>:1.5)` will end up as `(square:1.5)` in the negative prompt
|
||||
* `(red[<ppp:stn>square<ppp:/stn>]:1.5)` will end up as `(square:1.35)` in the negative prompt (weight=1.5*0.9) if the merge attention option is enabled or `([square]:1.5)` otherwise.
|
||||
* However `(red<ppp:stn>[square]<ppp:/stn>:1.5)` will end up as `([square]:1.5)` in the negative prompt. The content of the negative tag is copied as is, and is not merged with the surrounding modifier because the insertions happen after the attention merging.
|
||||
|
||||
### Prompt editing constructs (alternation and scheduling)
|
||||
|
||||
Negative commands inside such constructs will copy the construct to the negative prompt, but separating its elements. For example:
|
||||
|
||||
* **Alternation**: `[red<ppp:stn>square<ppp:/stn>|blue<ppp:stn>circle<ppp:/stn>]` will end up as `[square|], [|circle]` in the negative prompt, instead of `[square|circle]`
|
||||
* **Scheduling**: `[red<ppp:stn>square<ppp:/stn>:blue<ppp:stn>circle<ppp:/stn>:0.5]` will end up as `[square::0.5], [:circle:0.5]` instead of `[square:circle:0.5]`
|
||||
|
||||
This should still work as intended, and the only negative point i see is the unnecessary separators.
|
||||
+114
@@ -0,0 +1,114 @@
|
||||
%import common (LETTER, DIGIT, INT, CNAME, SIGNED_NUMBER, NUMBER)
|
||||
|
||||
_WHITESPACE: /\s+/
|
||||
STRING: /("(?!"").*?(?<!\\)(\\\\)*?"|'(?!'').*?(?<!\\)(\\\\)*?')/i
|
||||
BOOLEAN: /true|false/i
|
||||
WILDCARD_NAME: /(?:(?!__|\$\$|[('"])\S)+/
|
||||
INDEX: INT | IDENTIFIER
|
||||
IDENTIFIER: CNAME
|
||||
SIMPLEVALUE: STRING | NUMBER | BOOLEAN
|
||||
|
||||
// plain text and weights
|
||||
?plain: /((?!__|\bAND\b|\${)[^\\()\[\]:<>${]|\\.)+/s // exclude only the starting ones
|
||||
?plain_choice: /((?!__|\bAND\b|\${|\$\$)[^\\()\[\]:<>${|}~@]|\\.)+/s // add the specific internal choice ones
|
||||
?plain_alternate: /((?!__|\bAND\b|\${)[^\\()\[\]:<>${|]|\\.)+/s // add the specific internal alternate ones
|
||||
?plain_var: /((?!__|\bAND\b|\${)[^\\()\[\]:<>${}]|\\.)+/s // add the specific internal var ones
|
||||
?specialchars: /[_{()\[\]:<>]|\$(?![{$])/ // include only the starting ones
|
||||
?specialchars_negtag: /[_{()\[\]:<>!|}]|\$(?![{$])/ // add the internal negtag ones
|
||||
?specialchars_alternate: /[_{()\[\]:<>|]|\$(?![{$])/ // add the internal alternate ones
|
||||
?specialchars_choice: /[_{()\[\]:<>|}]|\$(?![{$])/ // add the internal choice ones
|
||||
?specialchars_var: /[_{()\[\]:<>}]|\$(?![{$])/ // add the internal var ones
|
||||
?numpar: _WHITESPACE? SIGNED_NUMBER _WHITESPACE?
|
||||
|
||||
start: promptcomp | content
|
||||
|
||||
// prompt composition with AND
|
||||
promptcomp.4: promptcomppart ( [ ":" numpar ] ( /\bAND\b/ promptcomppart [ ":" numpar ] )+ )+
|
||||
promptcomppart: content
|
||||
|
||||
// simple prompts
|
||||
?content.2: ( old_content | new_content | plain | specialchars )*
|
||||
?inside_content.2: ( new_content | plain | specialchars )*
|
||||
?content_choice.2: ( old_content | new_content | plain_choice | specialchars_choice )*
|
||||
?content_var.2: ( old_content | new_content | plain_var | specialchars_var )*
|
||||
?content_negtag.2: ( old_content | new_content_negtag | plain | specialchars_negtag )*
|
||||
?content_alternate.2: ( old_content | new_content | plain_alternate | specialchars_alternate )*
|
||||
?old_content.2: ( attention | scheduled | alternate | extranetworktag )+
|
||||
?new_content.3: ( variableset | variableuse | commandstn | commandstni | commandset | commandecho | commandif | wildcard | choices )+
|
||||
?new_content_negtag.3: ( variableset | variableuse | commandset | commandecho | commandif | wildcard | choices )+
|
||||
|
||||
// attention modifiers
|
||||
attention: ( "(" content [ ":" numpar ] ")" ) | ( "[" content "]" )
|
||||
|
||||
// prompt scheduling and alternation
|
||||
alternate: "[" alternateoption ( "|" alternateoption )+ "]"
|
||||
alternateoption: content_alternate
|
||||
scheduled: "[" [ content ":" ] content ":" numpar "]"
|
||||
|
||||
// extra network tags
|
||||
extranetworktag: "<" /(?!ppp:)\w+:/ inside_content ">"
|
||||
|
||||
// command: stn (send to negative)
|
||||
commandstn: "<ppp:stn" [ _WHITESPACE /s|e|p\d/ ] _WHITESPACE? ">" content_negtag "<ppp:/stn>"
|
||||
commandstni: "<ppp:stn" _WHITESPACE /i\d/ _WHITESPACE? ">"
|
||||
|
||||
// command: if
|
||||
commandif.2: commandif_if commandif_elif* commandif_else? "<ppp:/if>"
|
||||
commandif_if: "<ppp:if" _WHITESPACE condition _WHITESPACE? ">" ifvalue
|
||||
commandif_elif: "<ppp:elif" _WHITESPACE condition _WHITESPACE? ">" ifvalue
|
||||
commandif_else: "<ppp:else" _WHITESPACE? ">" ifvalue
|
||||
ifvalue: content
|
||||
|
||||
// conditions
|
||||
?condition: grouped_condition | ungrouped_condition
|
||||
?ungrouped_condition: operation | basic_condition
|
||||
?grouped_condition: "(" _WHITESPACE? condition _WHITESPACE? ")"
|
||||
?basic_condition: comparison_simple_value | comparison_list_value | truthy_operand
|
||||
?operation: operation_not | operation_and | operation_or
|
||||
operation_and: condition _WHITESPACE "and" _WHITESPACE condition
|
||||
operation_or: condition _WHITESPACE "or" _WHITESPACE condition
|
||||
operation_not: "not" ( ( _WHITESPACE ungrouped_condition ) | ( _WHITESPACE? grouped_condition ) )
|
||||
truthy_operand: IDENTIFIER
|
||||
comparison_simple_value: IDENTIFIER _WHITESPACE ( /not/ _WHITESPACE )? /eq|ne|gt|lt|ge|le|contains/ _WHITESPACE SIMPLEVALUE
|
||||
comparison_list_value: IDENTIFIER _WHITESPACE ( /not/ _WHITESPACE )? /contains|in/ _WHITESPACE listvalue
|
||||
listvalue: "(" _WHITESPACE? SIMPLEVALUE ( _WHITESPACE? "," _WHITESPACE? SIMPLEVALUE )* _WHITESPACE? ")"
|
||||
|
||||
// command: set
|
||||
commandset: "<ppp:set" _WHITESPACE IDENTIFIER [ commandsetmodifiers ] _WHITESPACE? ">" content "<ppp:/set>"
|
||||
commandsetmodifiers: (_WHITESPACE /evaluate|ifundefined|add/ )+
|
||||
|
||||
// command: echo
|
||||
commandecho: "<ppp:echo" _WHITESPACE IDENTIFIER _WHITESPACE? ">" [ content "<ppp:/echo>" ]
|
||||
|
||||
// variable set
|
||||
variableset.2: "${" _WHITESPACE? IDENTIFIER [ variablesetmodifiers ] _WHITESPACE? "=" [ /!/ ] varvalue "}"
|
||||
variablesetmodifiers: /[+?!]+/
|
||||
|
||||
// variable use
|
||||
variableuse.2: "${" _WHITESPACE? IDENTIFIER _WHITESPACE? [ ":" varvalue ] "}"
|
||||
varvalue: content_var
|
||||
|
||||
// wildcards
|
||||
wildcard.2: "__" [ choicesoptions_sampler | ( choicesoptions _WHITESPACE? "$$" ) ] WILDCARD_NAME [ wc_filter ] [ wildcardvar ] "__"
|
||||
wc_filter: /["']/ ( [ /#/ ] wc_filter_or | ( /#?\^/ WILDCARD_NAME ) ) /["']/
|
||||
wc_filter_or: wc_filter_and ( _WHITESPACE? "," _WHITESPACE? wc_filter_and )*
|
||||
wc_filter_and: INDEX ( _WHITESPACE? "+" _WHITESPACE? INDEX )*
|
||||
wildcardvar: "(" _WHITESPACE? IDENTIFIER _WHITESPACE? "=" varvalue ")"
|
||||
|
||||
// choices
|
||||
choices.2: "{" [ choicesoptions_sampler | ( choicesoptions _WHITESPACE? "$$" ) ] choice ( "|" choice )* "}"
|
||||
|
||||
choicesoptions: [ choicesoptions_sampler ] [ _WHITESPACE? choicesoptions_rep ] ( ( [ _WHITESPACE? choicesoptions_from ] "-" [ _WHITESPACE? choicesoptions_to ] ) | [ _WHITESPACE? choicesoptions_num ] ) [ _WHITESPACE? choicesoptions_sep ]
|
||||
choicesoptions_sampler: /[~@]/ // ~ for random, @ for cyclical
|
||||
choicesoptions_rep: /r/
|
||||
choicesoptions_num: INT
|
||||
choicesoptions_from: INT
|
||||
choicesoptions_to: INT
|
||||
choicesoptions_sep: "$$" plain
|
||||
|
||||
choice: [ [ _WHITESPACE? choicelabels ] [ _WHITESPACE? choiceweight ] [ _WHITESPACE? choiceif ] _WHITESPACE? "::" ] choicevalue
|
||||
choicelabels: /["']/ IDENTIFIER ( _WHITESPACE? "," _WHITESPACE? IDENTIFIER )* /["']/
|
||||
choiceweight: NUMBER
|
||||
choiceif: "if" _WHITESPACE condition
|
||||
choicevalue: content_choice
|
||||
|
||||
+13
@@ -0,0 +1,13 @@
|
||||
import os
|
||||
|
||||
requirements_filename = os.path.join(os.path.dirname(os.path.realpath(__file__)), "requirements.txt")
|
||||
|
||||
try:
|
||||
from modules.launch_utils import requirements_met, run_pip # A1111
|
||||
|
||||
if not requirements_met(requirements_filename):
|
||||
run_pip(f'install -r "{requirements_filename}"', "requirements for Prompt Post-Processor")
|
||||
except ImportError:
|
||||
import launch
|
||||
|
||||
launch.run_pip(f'install -r "{requirements_filename}"', "requirements for Prompt Post-Processor")
|
||||
@@ -0,0 +1,5 @@
|
||||
[Extension]
|
||||
Name = sd-webui-prompt-postprocessor
|
||||
|
||||
[Scripts]
|
||||
After = sd-dynamic-prompts, stable-diffusion-webui-wildcards
|
||||
@@ -0,0 +1,31 @@
|
||||
from collections import OrderedDict
|
||||
from logging import Logger
|
||||
from typing import Tuple
|
||||
|
||||
from ppp_logging import DEBUG_LEVEL # pylint: disable=import-error
|
||||
|
||||
|
||||
class PPPLRUCache:
|
||||
|
||||
ProcessInput = Tuple[int, int, str, str] # (seed, wildcards_hash, positive_prompt, negative_prompt)
|
||||
ProcessResult = Tuple[str, str] # (positive_prompt, negative_prompt)
|
||||
|
||||
def __init__(self, capacity: int, logger: Logger = None, debug_level: DEBUG_LEVEL = DEBUG_LEVEL.none):
|
||||
self.cache = OrderedDict()
|
||||
self.capacity = capacity
|
||||
self._logger = logger
|
||||
self._debug_level = debug_level
|
||||
|
||||
def get(self, key: ProcessInput) -> ProcessResult:
|
||||
if key not in self.cache:
|
||||
return None
|
||||
self.cache.move_to_end(key)
|
||||
return self.cache[key]
|
||||
|
||||
def put(self, key: ProcessInput, value: ProcessResult) -> None:
|
||||
self.cache[key] = value
|
||||
self.cache.move_to_end(key)
|
||||
if len(self.cache) > self.capacity:
|
||||
self.cache.popitem(last=False)
|
||||
# if self._logger is not None and self._debug_level != DEBUG_LEVEL.none:
|
||||
# self._logger.debug(f"Cache size: {self.cache.__sizeof__()}")
|
||||
+551
@@ -0,0 +1,551 @@
|
||||
import os
|
||||
|
||||
# pylint: disable=import-error
|
||||
import folder_paths # type: ignore
|
||||
import nodes # type: ignore
|
||||
|
||||
from .ppp import PromptPostProcessor
|
||||
from .ppp_logging import DEBUG_LEVEL, PromptPostProcessorLogFactory
|
||||
from .ppp_wildcards import PPPWildcards
|
||||
|
||||
if __name__ == "__main__":
|
||||
raise SystemExit("This script must be run from ComfyUI")
|
||||
|
||||
|
||||
class PromptPostProcessorComfyUINode:
|
||||
"""
|
||||
Node for processing prompts.
|
||||
"""
|
||||
|
||||
logger = None
|
||||
|
||||
def __init__(self):
|
||||
lf = PromptPostProcessorLogFactory()
|
||||
self.logger = lf.log
|
||||
grammar_filename = os.path.join(os.path.dirname(os.path.realpath(__file__)), "grammar.lark")
|
||||
with open(grammar_filename, "r", encoding="utf-8") as file:
|
||||
self.grammar_content = file.read()
|
||||
self.wildcards_obj = PPPWildcards(lf.log)
|
||||
self.logger.info(f"{PromptPostProcessor.NAME} {PromptPostProcessor.VERSION} initialized")
|
||||
|
||||
class SmartType(str):
|
||||
def __ne__(self, other):
|
||||
if self == "*" or other == "*":
|
||||
return False
|
||||
selfset = set(self.split(","))
|
||||
otherset = set(other.split(","))
|
||||
return not otherset.issubset(selfset)
|
||||
|
||||
@classmethod
|
||||
def INPUT_TYPES(cls):
|
||||
return {
|
||||
"required": {
|
||||
"pos_prompt": (
|
||||
"STRING",
|
||||
{
|
||||
"multiline": True,
|
||||
"default": "",
|
||||
"dynamicPrompts": False,
|
||||
},
|
||||
),
|
||||
"neg_prompt": (
|
||||
"STRING",
|
||||
{
|
||||
"multiline": True,
|
||||
"default": "",
|
||||
"dynamicPrompts": False,
|
||||
},
|
||||
),
|
||||
},
|
||||
"optional": {
|
||||
"model": (
|
||||
cls.SmartType("MODEL,STRING"),
|
||||
{
|
||||
"default": "",
|
||||
"placeholder": "internal model class name",
|
||||
"forceInput": True,
|
||||
},
|
||||
),
|
||||
"modelname": (
|
||||
"STRING",
|
||||
{
|
||||
"default": "",
|
||||
"placeholder": "full path of the model",
|
||||
"dynamicPrompts": False,
|
||||
},
|
||||
),
|
||||
"seed": (
|
||||
"INT",
|
||||
{
|
||||
"default": -1,
|
||||
},
|
||||
),
|
||||
"debug_level": (
|
||||
[e.value for e in DEBUG_LEVEL],
|
||||
{
|
||||
"default": DEBUG_LEVEL.minimal.value,
|
||||
"tooltip": "Debug level",
|
||||
},
|
||||
),
|
||||
"on_warnings": (
|
||||
[e.value for e in PromptPostProcessor.ONWARNING_CHOICES],
|
||||
{
|
||||
"default": PromptPostProcessor.ONWARNING_CHOICES.warn.value,
|
||||
"tooltip": "How to handle invalid content warnings",
|
||||
},
|
||||
),
|
||||
"variants_definitions": (
|
||||
"STRING",
|
||||
{
|
||||
"default": PromptPostProcessor.DEFAULT_VARIANTS_DEFINITIONS,
|
||||
"multiline": True,
|
||||
"placeholder": "",
|
||||
"tooltip": "Definitions for variant models to be recognized based on strings found in the full filename. Format for each line is: 'name(kind)=comma separated list of substrings (case insensitive)' with kind being one of the base model types or not specified",
|
||||
"dynamicPrompts": False,
|
||||
},
|
||||
),
|
||||
"wc_process_wildcards": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": True,
|
||||
"tooltip": "Process wildcards in the prompt",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"wc_wildcards_folders": (
|
||||
"STRING",
|
||||
{
|
||||
"default": "",
|
||||
"tooltip": "Comma separated list of wildcards folders",
|
||||
"dynamicPrompts": False,
|
||||
},
|
||||
),
|
||||
"wc_wildcards_input": (
|
||||
"STRING",
|
||||
{
|
||||
"default": "",
|
||||
"multiline": True,
|
||||
"placeholder": "wildcards definitions",
|
||||
"tooltip": "Wildcards definitions in yaml/json format",
|
||||
"dynamicPrompts": False,
|
||||
},
|
||||
),
|
||||
"wc_if_wildcards": (
|
||||
[e.value for e in PromptPostProcessor.IFWILDCARDS_CHOICES],
|
||||
{
|
||||
"default": PromptPostProcessor.IFWILDCARDS_CHOICES.stop.value,
|
||||
"tooltip": "How to handle invalid wildcards in the prompt",
|
||||
},
|
||||
),
|
||||
"wc_choice_separator": (
|
||||
"STRING",
|
||||
{
|
||||
"default": PromptPostProcessor.DEFAULT_CHOICE_SEPARATOR,
|
||||
"tooltip": "Default separator for selected choices",
|
||||
"dynamicPrompts": False,
|
||||
},
|
||||
),
|
||||
"wc_keep_choices_order": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": True,
|
||||
"tooltip": "Keep the order of the choices in the prompt",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"stn_separator": (
|
||||
"STRING",
|
||||
{
|
||||
"default": PromptPostProcessor.DEFAULT_STN_SEPARATOR,
|
||||
"tooltip": "Separator for the content added to the negative prompt",
|
||||
"dynamicPrompts": False,
|
||||
},
|
||||
),
|
||||
"stn_ignore_repeats": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": True,
|
||||
"tooltip": "Ignore repeated content added to the negative prompt",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_extra_spaces": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": True,
|
||||
"tooltip": "Remove extra spaces",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_empty_constructs": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": True,
|
||||
"tooltip": "Remove empty constructs",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_extra_separators": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": True,
|
||||
"tooltip": "Remove extra separators",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_extra_separators2": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": True,
|
||||
"tooltip": "Remove extra separators (additional cases)",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_extra_separators_include_eol": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": False,
|
||||
"tooltip": "Extra separators options also remove EOLs",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_breaks": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": False,
|
||||
"tooltip": "Cleanup around BREAKs",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_breaks_eol": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": False,
|
||||
"tooltip": "Set BREAKs in their own line",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_ands": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": False,
|
||||
"tooltip": "Cleanup around ANDs",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_ands_eol": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": False,
|
||||
"tooltip": "Set ANDs in their own line",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_extranetwork_tags": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": False,
|
||||
"tooltip": "Clean up around extra network tags",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"cleanup_merge_attention": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": True,
|
||||
"tooltip": "Merge nested attention constructs",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
"remove_extranetwork_tags": (
|
||||
"BOOLEAN",
|
||||
{
|
||||
"default": False,
|
||||
"tooltip": "Remove extra network tags",
|
||||
"label_on": "Yes",
|
||||
"label_off": "No",
|
||||
},
|
||||
),
|
||||
},
|
||||
}
|
||||
|
||||
@classmethod
|
||||
def VALIDATE_INPUTS(cls, input_types: dict[str, str]):
|
||||
it = cls.INPUT_TYPES()
|
||||
expected = {
|
||||
k: cls.SmartType("COMBO,STRING") if isinstance(v[0], list) else v[0] # we allow string for combos
|
||||
for k, v in {**it["required"], **it["optional"]}.items()
|
||||
}
|
||||
for input_name, input_type in input_types.items():
|
||||
t = expected[input_name]
|
||||
if input_type != t:
|
||||
return f"Invalid type for input '{input_name}': {input_type} (expected {t})"
|
||||
return True
|
||||
|
||||
RETURN_TYPES = (
|
||||
"STRING",
|
||||
"STRING",
|
||||
"PPP_DICT",
|
||||
)
|
||||
RETURN_NAMES = (
|
||||
"pos_prompt",
|
||||
"neg_prompt",
|
||||
"variables",
|
||||
)
|
||||
|
||||
FUNCTION = "process"
|
||||
|
||||
CATEGORY = "ACB"
|
||||
|
||||
@classmethod
|
||||
def IS_CHANGED(
|
||||
cls,
|
||||
model,
|
||||
modelname,
|
||||
pos_prompt,
|
||||
neg_prompt,
|
||||
seed,
|
||||
debug_level, # pylint: disable=unused-argument
|
||||
on_warnings,
|
||||
variants_definitions,
|
||||
wc_process_wildcards,
|
||||
wc_wildcards_folders,
|
||||
wc_wildcards_input,
|
||||
wc_if_wildcards,
|
||||
wc_choice_separator,
|
||||
wc_keep_choices_order,
|
||||
stn_separator,
|
||||
stn_ignore_repeats,
|
||||
cleanup_extra_spaces,
|
||||
cleanup_empty_constructs,
|
||||
cleanup_extra_separators,
|
||||
cleanup_extra_separators2,
|
||||
cleanup_extra_separators_include_eol,
|
||||
cleanup_breaks,
|
||||
cleanup_breaks_eol,
|
||||
cleanup_ands,
|
||||
cleanup_ands_eol,
|
||||
cleanup_extranetwork_tags,
|
||||
cleanup_merge_attention,
|
||||
remove_extranetwork_tags,
|
||||
):
|
||||
if wc_process_wildcards:
|
||||
return float(
|
||||
"NaN"
|
||||
) # since we can't detect changes in wildcards we assume they are always changed when enabled
|
||||
new_run = { # everything except debug_level
|
||||
"model": model,
|
||||
"modelname": modelname,
|
||||
"pos_prompt": pos_prompt,
|
||||
"neg_prompt": neg_prompt,
|
||||
"seed": seed,
|
||||
"on_warnings": on_warnings,
|
||||
"variants_definitions": variants_definitions,
|
||||
"process_wildcards": wc_process_wildcards,
|
||||
"wildcards_folders": wc_wildcards_folders,
|
||||
"wildcards_input": wc_wildcards_input,
|
||||
"if_wildcards": wc_if_wildcards,
|
||||
"choice_separator": wc_choice_separator,
|
||||
"keep_choices_order": wc_keep_choices_order,
|
||||
"stn_separator": stn_separator,
|
||||
"stn_ignore_repeats": stn_ignore_repeats,
|
||||
"cleanup_extra_spaces": cleanup_extra_spaces,
|
||||
"cleanup_empty_constructs": cleanup_empty_constructs,
|
||||
"cleanup_extra_separators": cleanup_extra_separators,
|
||||
"cleanup_extra_separators2": cleanup_extra_separators2,
|
||||
"cleanup_extra_separators_include_eol": cleanup_extra_separators_include_eol,
|
||||
"cleanup_breaks": cleanup_breaks,
|
||||
"cleanup_breaks_eol": cleanup_breaks_eol,
|
||||
"cleanup_ands": cleanup_ands,
|
||||
"cleanup_ands_eol": cleanup_ands_eol,
|
||||
"cleanup_extranetwork_tags": cleanup_extranetwork_tags,
|
||||
"cleanup_merge_attention": cleanup_merge_attention,
|
||||
"remove_extranetwork_tags": remove_extranetwork_tags,
|
||||
}
|
||||
return new_run.__hash__
|
||||
# return float("NaN")
|
||||
|
||||
def process(
|
||||
self,
|
||||
model,
|
||||
modelname,
|
||||
pos_prompt,
|
||||
neg_prompt,
|
||||
seed,
|
||||
debug_level,
|
||||
on_warnings,
|
||||
variants_definitions,
|
||||
wc_process_wildcards,
|
||||
wc_wildcards_folders,
|
||||
wc_wildcards_input,
|
||||
wc_if_wildcards,
|
||||
wc_choice_separator,
|
||||
wc_keep_choices_order,
|
||||
stn_separator,
|
||||
stn_ignore_repeats,
|
||||
cleanup_extra_spaces,
|
||||
cleanup_empty_constructs,
|
||||
cleanup_extra_separators,
|
||||
cleanup_extra_separators2,
|
||||
cleanup_extra_separators_include_eol,
|
||||
cleanup_breaks,
|
||||
cleanup_breaks_eol,
|
||||
cleanup_ands,
|
||||
cleanup_ands_eol,
|
||||
cleanup_extranetwork_tags,
|
||||
cleanup_merge_attention,
|
||||
remove_extranetwork_tags,
|
||||
):
|
||||
modelclass = (
|
||||
model.model.model_config.__class__.__name__ if model is not None and not isinstance(model, str) else model
|
||||
) or ""
|
||||
if modelclass == "":
|
||||
self.logger.warning("Model class is not provided. System variables might not be properly set.")
|
||||
if modelname == "":
|
||||
self.logger.warning("Modelname is not provided. System variables will not be properly set.")
|
||||
# model class values in ComfyUI\comfy\supported_models.py
|
||||
env_info = {
|
||||
"app": "comfyui",
|
||||
"models_path": folder_paths.models_dir,
|
||||
"model_filename": modelname or "", # path is relative to checkpoints folder
|
||||
"model_class": modelclass,
|
||||
"is_sd1": modelclass in ("SD15", "SD15_instructpix2pix"),
|
||||
"is_sd2": modelclass in ("SD20", "SD21UnclipL", "SD21UnclipH", "LotusD"),
|
||||
"is_sdxl": (
|
||||
modelclass in ("SDXL", "SDXLRefiner", "SDXL_instructpix2pix", "Segmind_Vega", "KOALA_700M", "KOALA_1B")
|
||||
),
|
||||
"is_ssd": modelclass in ("SSD1B",),
|
||||
"is_sd3": modelclass in ("SD3",),
|
||||
"is_flux": modelclass in ("Flux", "FluxInpaint", "FluxSchnell"),
|
||||
"is_auraflow": modelclass in ("AuraFlow",),
|
||||
"is_pixart": modelclass in ("PixArtAlpha", "PixArtSigma"),
|
||||
"is_lumina2": modelclass in ("Lumina2",),
|
||||
"is_ltxv": modelclass in ("LTXV",),
|
||||
"is_cosmos": modelclass in ("CosmosT2V", "CosmosI2V"),
|
||||
"is_genmomochi": modelclass in ("GenmoMochi",),
|
||||
"is_hunyuan": modelclass in ("HunyuanDiT", "HunyuanDiT1"),
|
||||
"is_hunyuanvideo": modelclass in ("HunyuanVideo", "HunyuanVideoI2V", "HunyuanVideoSkyreelsI2V"),
|
||||
"is_hunyuan3d": modelclass in ("Hunyuan3Dv2", "Hunyuan3Dv2mini"),
|
||||
"is_wanvideo": modelclass in ("WAN21_T2V", "WAN21_I2V", "WAN21_FunControl2V"),
|
||||
"is_hidream": modelclass in ("HiDream",),
|
||||
}
|
||||
# Also supported: SVD_img2vid, SVD3D_u, SVD3_p, Stable_Zero123, SD_X4Upscaler, Stable_Cascade_C, Stable_Cascade_B, StableAudio
|
||||
|
||||
if wc_wildcards_folders == "":
|
||||
wc_wildcards_folders = ",".join(folder_paths.get_folder_paths("wildcards") or [])
|
||||
if wc_wildcards_folders == "":
|
||||
wc_wildcards_folders = os.getenv("WILDCARD_DIR", PPPWildcards.DEFAULT_WILDCARDS_FOLDER)
|
||||
wildcards_folders = [
|
||||
(f if os.path.isabs(f) else os.path.abspath(os.path.join(folder_paths.models_dir, f)))
|
||||
for f in wc_wildcards_folders.split(",")
|
||||
if f.strip() != ""
|
||||
]
|
||||
if variants_definitions != "" and not "=" in variants_definitions: # mainly to warn about the old format
|
||||
raise ValueError("Invalid variants_definitions format")
|
||||
options = {
|
||||
"debug_level": debug_level,
|
||||
"on_warnings": on_warnings,
|
||||
"variants_definitions": variants_definitions,
|
||||
"process_wildcards": wc_process_wildcards,
|
||||
"if_wildcards": wc_if_wildcards,
|
||||
"choice_separator": wc_choice_separator,
|
||||
"keep_choices_order": wc_keep_choices_order,
|
||||
"stn_separator": stn_separator,
|
||||
"stn_ignore_repeats": stn_ignore_repeats,
|
||||
"cleanup_extra_spaces": cleanup_extra_spaces,
|
||||
"cleanup_empty_constructs": cleanup_empty_constructs,
|
||||
"cleanup_extra_separators": cleanup_extra_separators,
|
||||
"cleanup_extra_separators2": cleanup_extra_separators2,
|
||||
"cleanup_extra_separators_include_eol": cleanup_extra_separators_include_eol,
|
||||
"cleanup_breaks": cleanup_breaks,
|
||||
"cleanup_breaks_eol": cleanup_breaks_eol,
|
||||
"cleanup_ands": cleanup_ands,
|
||||
"cleanup_ands_eol": cleanup_ands_eol,
|
||||
"cleanup_extranetwork_tags": cleanup_extranetwork_tags,
|
||||
"cleanup_merge_attention": cleanup_merge_attention,
|
||||
"remove_extranetwork_tags": remove_extranetwork_tags,
|
||||
}
|
||||
self.wildcards_obj.refresh_wildcards(
|
||||
debug_level,
|
||||
wildcards_folders if options["process_wildcards"] else None,
|
||||
wc_wildcards_input,
|
||||
)
|
||||
ppp = PromptPostProcessor(
|
||||
self.logger, self.interrupt, env_info, options, self.grammar_content, self.wildcards_obj
|
||||
)
|
||||
pos_prompt, neg_prompt, variables = ppp.process_prompt(pos_prompt, neg_prompt, seed if seed is not None else 1)
|
||||
return (
|
||||
pos_prompt,
|
||||
neg_prompt,
|
||||
variables,
|
||||
)
|
||||
|
||||
def interrupt(self):
|
||||
nodes.interrupt_processing(True)
|
||||
|
||||
|
||||
class PromptPostProcessorSelectVariableComfyUINode:
|
||||
"""
|
||||
Node for selecting a variable from a dictionary.
|
||||
"""
|
||||
|
||||
def __init__(self):
|
||||
pass
|
||||
|
||||
@classmethod
|
||||
def INPUT_TYPES(cls):
|
||||
return {
|
||||
"required": {
|
||||
"variables": (
|
||||
"PPP_DICT",
|
||||
{
|
||||
"forceInput": True,
|
||||
},
|
||||
),
|
||||
},
|
||||
"optional": {
|
||||
"name": (
|
||||
"STRING",
|
||||
{
|
||||
"placeholder": "variable name",
|
||||
"multiline": False,
|
||||
"default": "",
|
||||
"dynamicPrompts": False,
|
||||
},
|
||||
),
|
||||
},
|
||||
}
|
||||
|
||||
RETURN_TYPES = ("STRING",)
|
||||
RETURN_NAMES = ("value",)
|
||||
|
||||
FUNCTION = "select"
|
||||
|
||||
CATEGORY = "ACB"
|
||||
|
||||
def select(
|
||||
self,
|
||||
variables: dict[str, str],
|
||||
name: str,
|
||||
):
|
||||
value = ""
|
||||
if variables:
|
||||
if name == "":
|
||||
value = "\n".join(f"{k}: {v}" for k, v in variables.items())
|
||||
elif name in variables:
|
||||
value = variables[name]
|
||||
return (value,)
|
||||
Binary file not shown.
|
After Width: | Height: | Size: 21 KiB |
@@ -0,0 +1,92 @@
|
||||
from enum import Enum
|
||||
import logging
|
||||
import sys
|
||||
import copy
|
||||
|
||||
|
||||
class DEBUG_LEVEL(Enum):
|
||||
none = "none"
|
||||
minimal = "minimal"
|
||||
full = "full"
|
||||
|
||||
|
||||
class PromptPostProcessorLogFactory: # pylint: disable=too-few-public-methods
|
||||
"""
|
||||
Factory class for creating loggers for the PromptPostProcessor module.
|
||||
"""
|
||||
|
||||
class ColoredFormatter(logging.Formatter):
|
||||
"""
|
||||
A custom logging formatter that adds color to log records based on their level.
|
||||
|
||||
Attributes:
|
||||
COLORS (dict): A dictionary mapping log levels to ANSI escape codes for colors.
|
||||
|
||||
Methods:
|
||||
format(record): Formats the log record with color based on its level.
|
||||
|
||||
"""
|
||||
|
||||
COLORS = {
|
||||
"DEBUG": "\033[0;36m", # CYAN
|
||||
"INFO": "\033[0;32m", # GREEN
|
||||
"WARNING": "\033[0;33m", # YELLOW
|
||||
"ERROR": "\033[0;31m", # RED
|
||||
"CRITICAL": "\033[0;37;41m", # WHITE ON RED
|
||||
"RESET": "\033[0m", # RESET COLOR
|
||||
}
|
||||
|
||||
def format(self, record):
|
||||
"""
|
||||
Formats the log record with color based on the log level.
|
||||
|
||||
Args:
|
||||
record (LogRecord): The log record to be formatted.
|
||||
|
||||
Returns:
|
||||
str: The formatted log record.
|
||||
"""
|
||||
colored_record = copy.copy(record)
|
||||
levelname = colored_record.levelname
|
||||
seq = self.COLORS.get(levelname, self.COLORS["RESET"])
|
||||
colored_record.levelname = f"{seq}{levelname:8s}{self.COLORS['RESET']}"
|
||||
return super().format(colored_record)
|
||||
|
||||
def __init__(self):
|
||||
"""
|
||||
Initializes the PromptPostProcessor class.
|
||||
|
||||
This method sets up the logger for the PromptPostProcessor class and configures its log level and handlers.
|
||||
|
||||
Args:
|
||||
None
|
||||
|
||||
Returns:
|
||||
None
|
||||
"""
|
||||
ppplog = logging.getLogger("PromptPostProcessor")
|
||||
ppplog.propagate = False
|
||||
if not ppplog.handlers:
|
||||
handler = logging.StreamHandler(sys.stdout)
|
||||
handler.setFormatter(self.ColoredFormatter("%(asctime)s %(levelname)s %(message)s")) # Used in A1111 / Forge / reForge / ComfyUI, but not in SD.Next
|
||||
ppplog.addHandler(handler)
|
||||
ppplog.setLevel(logging.DEBUG)
|
||||
self.log = PromptPostProcessorLogCustomAdapter(ppplog)
|
||||
|
||||
|
||||
class PromptPostProcessorLogCustomAdapter(logging.LoggerAdapter):
|
||||
"""
|
||||
Custom logger adapter for the PromptPostProcessor.
|
||||
This adapter adds a prefix to log messages to indicate that they are related to the PromptPostProcessor.
|
||||
"""
|
||||
|
||||
def process(self, msg, kwargs):
|
||||
"""
|
||||
Process the log message and keyword arguments.
|
||||
Args:
|
||||
msg (str): The log message.
|
||||
kwargs (dict): The keyword arguments.
|
||||
Returns:
|
||||
tuple: A tuple containing the processed log message and keyword arguments.
|
||||
"""
|
||||
return f"[PPP] {msg}", kwargs
|
||||
@@ -0,0 +1,449 @@
|
||||
import fnmatch
|
||||
import os
|
||||
from typing import Optional
|
||||
import logging
|
||||
import yaml
|
||||
|
||||
from ppp_logging import DEBUG_LEVEL # pylint: disable=import-error
|
||||
|
||||
|
||||
def deep_freeze(obj):
|
||||
"""
|
||||
Deep freeze an object.
|
||||
|
||||
Args:
|
||||
obj (object): The object to freeze.
|
||||
|
||||
Returns:
|
||||
object: The frozen object.
|
||||
"""
|
||||
if isinstance(obj, dict):
|
||||
return tuple((k, deep_freeze(v)) for k, v in sorted(obj.items()))
|
||||
if isinstance(obj, list):
|
||||
return tuple(deep_freeze(i) for i in obj)
|
||||
if isinstance(obj, set):
|
||||
return tuple(deep_freeze(i) for i in sorted(obj))
|
||||
return obj
|
||||
|
||||
|
||||
class PPPWildcard:
|
||||
"""
|
||||
A wildcard object.
|
||||
|
||||
Attributes:
|
||||
key (str): The key of the wildcard.
|
||||
file (str): The path to the file where the wildcard is defined.
|
||||
unprocessed_choices (list[str]): The unprocessed choices of the wildcard.
|
||||
choices (list[dict]): The processed choices of the wildcard.
|
||||
options (dict): The options of the wildcard.
|
||||
"""
|
||||
|
||||
def __init__(self, fullpath: str, key: str, choices: list[str]):
|
||||
self.key: str = key
|
||||
self.file: str = fullpath
|
||||
self.unprocessed_choices: list[str] = choices
|
||||
self.choices: list[dict] = None
|
||||
self.options: dict = None
|
||||
|
||||
def __hash__(self) -> int:
|
||||
t = (self.key, deep_freeze(self.unprocessed_choices))
|
||||
return hash(t)
|
||||
|
||||
def __sizeof__(self):
|
||||
return (
|
||||
self.key.__sizeof__()
|
||||
+ self.file.__sizeof__()
|
||||
+ self.unprocessed_choices.__sizeof__()
|
||||
+ self.choices.__sizeof__()
|
||||
+ self.options.__sizeof__()
|
||||
)
|
||||
|
||||
|
||||
class PPPWildcards:
|
||||
"""
|
||||
A class to manage wildcards.
|
||||
|
||||
Attributes:
|
||||
wildcards (dict[str, PPPWildcard]): The wildcards.
|
||||
"""
|
||||
|
||||
DEFAULT_WILDCARDS_FOLDER = "wildcards"
|
||||
LOCALINPUT_FILENAME = "#INPUT"
|
||||
|
||||
def __init__(self, logger):
|
||||
self.__logger: logging.Logger = logger
|
||||
self.__debug_level = DEBUG_LEVEL.none
|
||||
self.__wildcards_folders = []
|
||||
self.__wildcard_files = {}
|
||||
self.wildcards: dict[str, PPPWildcard] = {}
|
||||
|
||||
def __hash__(self) -> int:
|
||||
return hash(deep_freeze(self.wildcards))
|
||||
|
||||
def __sizeof__(self):
|
||||
return self.wildcards.__sizeof__() + self.__wildcards_folders.__sizeof__() + self.__wildcard_files.__sizeof__()
|
||||
|
||||
def refresh_wildcards(
|
||||
self, debug_level: DEBUG_LEVEL, wildcards_folders: Optional[list[str]], wildcards_input: str = None
|
||||
):
|
||||
"""
|
||||
Initialize the wildcards.
|
||||
"""
|
||||
self.__debug_level = debug_level
|
||||
self.__wildcards_folders = wildcards_folders or []
|
||||
# if self.__debug_level != DEBUG_LEVEL.none:
|
||||
# self.__logger.info("Refreshing wildcards...")
|
||||
# t1 = time.time()
|
||||
for fullpath in list(self.__wildcard_files.keys()):
|
||||
if fullpath != self.LOCALINPUT_FILENAME:
|
||||
path = os.path.dirname(fullpath)
|
||||
if not os.path.exists(fullpath) or not any(
|
||||
os.path.commonpath([path, folder]) == folder for folder in self.__wildcards_folders
|
||||
):
|
||||
self.__remove_wildcards_from_path(fullpath)
|
||||
elif wildcards_input is None:
|
||||
self.__remove_wildcards_from_path(fullpath)
|
||||
if wildcards_folders is not None or wildcards_input is not None:
|
||||
if wildcards_folders is not None:
|
||||
for f in self.__wildcards_folders:
|
||||
self.__get_wildcards_in_directory(f, f)
|
||||
if wildcards_input is not None:
|
||||
self.__get_wildcards_in_input(wildcards_input)
|
||||
else:
|
||||
self.wildcards = {}
|
||||
self.__wildcard_files = {}
|
||||
# t2 = time.time()
|
||||
# if self.__debug_level != DEBUG_LEVEL.none:
|
||||
# self.__logger.info(f"Wildcards refresh time: {t2 - t1:.3f} seconds")
|
||||
|
||||
def get_wildcards(self, key: str) -> list[PPPWildcard]:
|
||||
"""
|
||||
Get all wildcards that match a key.
|
||||
|
||||
Args:
|
||||
key (str): The key to match.
|
||||
|
||||
Returns:
|
||||
list: A list of all wildcards that match the key.
|
||||
"""
|
||||
keys = sorted(fnmatch.filter(self.wildcards.keys(), key))
|
||||
return [self.wildcards[k] for k in keys]
|
||||
|
||||
def __get_keys_in_dict(self, dictionary: dict, prefix="") -> list[str]:
|
||||
"""
|
||||
Get all keys in a dictionary.
|
||||
|
||||
Args:
|
||||
dictionary (dict): The dictionary to check.
|
||||
prefix (str): The prefix for the current key.
|
||||
|
||||
Returns:
|
||||
list: A list of all keys in the dictionary, including nested keys.
|
||||
"""
|
||||
keys = []
|
||||
for key in dictionary.keys():
|
||||
if isinstance(dictionary[key], dict):
|
||||
keys.extend(self.__get_keys_in_dict(dictionary[key], prefix + key + "/"))
|
||||
else:
|
||||
keys.append(prefix + str(key))
|
||||
return keys
|
||||
|
||||
def __get_nested(self, dictionary: dict, keys: str) -> object:
|
||||
"""
|
||||
Get a nested value from a dictionary.
|
||||
|
||||
Args:
|
||||
dictionary (dict): The dictionary to check.
|
||||
keys (str): The keys to get the value from.
|
||||
|
||||
Returns:
|
||||
object: The value of the nested keys in the dictionary.
|
||||
"""
|
||||
keys = keys.split("/")
|
||||
current_dict = dictionary
|
||||
for key in keys:
|
||||
current_dict = current_dict.get(key)
|
||||
if current_dict is None:
|
||||
return None
|
||||
return current_dict
|
||||
|
||||
def __remove_wildcards_from_path(self, full_path: str, debug=True):
|
||||
"""
|
||||
Clear all wildcards in a file.
|
||||
|
||||
Args:
|
||||
full_path (str): The path to the file.
|
||||
debug (bool): Whether to print debug messages or not.
|
||||
"""
|
||||
last_modified_cached = self.__wildcard_files.get(full_path, None) # a time or a hash
|
||||
if debug and last_modified_cached is not None and self.__debug_level != DEBUG_LEVEL.none:
|
||||
if full_path == self.LOCALINPUT_FILENAME:
|
||||
self.__logger.debug("Removing wildcards from input")
|
||||
else:
|
||||
self.__logger.debug(f"Removing wildcards from file: {full_path}")
|
||||
if full_path in self.__wildcard_files.keys():
|
||||
del self.__wildcard_files[full_path]
|
||||
for key in list(self.wildcards.keys()):
|
||||
if self.wildcards[key].file == full_path:
|
||||
del self.wildcards[key]
|
||||
|
||||
def __get_wildcards_in_file(self, base, full_path: str):
|
||||
"""
|
||||
Get all wildcards in a file.
|
||||
|
||||
Args:
|
||||
base (str): The base path for the wildcards.
|
||||
full_path (str): The path to the file.
|
||||
"""
|
||||
last_modified = os.path.getmtime(full_path)
|
||||
last_modified_cached = self.__wildcard_files.get(full_path, None)
|
||||
if last_modified_cached is not None and last_modified == self.__wildcard_files[full_path]:
|
||||
return
|
||||
filename = os.path.basename(full_path)
|
||||
_, extension = os.path.splitext(filename)
|
||||
if extension not in (".txt", ".json", ".yaml", ".yml"):
|
||||
return
|
||||
self.__remove_wildcards_from_path(full_path, False)
|
||||
if last_modified_cached is not None and self.__debug_level != DEBUG_LEVEL.none:
|
||||
self.__logger.debug(f"Updating wildcards from file: {full_path}")
|
||||
if extension == ".txt":
|
||||
self.__get_wildcards_in_text_file(full_path, base)
|
||||
elif extension in (".json", ".yaml", ".yml"):
|
||||
self.__get_wildcards_in_structured_file(full_path, base)
|
||||
self.__wildcard_files[full_path] = last_modified
|
||||
|
||||
def __get_wildcards_in_input(self, wildcards_input: str):
|
||||
"""
|
||||
Get all wildcards in the string.
|
||||
|
||||
Args:
|
||||
wildcards_input (str): The input string containing wildcards in json or yaml format.
|
||||
"""
|
||||
new_h = hash(wildcards_input)
|
||||
h = self.__wildcard_files.get(self.LOCALINPUT_FILENAME, None)
|
||||
if h == new_h:
|
||||
return
|
||||
self.__remove_wildcards_from_path(self.LOCALINPUT_FILENAME, False)
|
||||
if h is not None and self.__debug_level != DEBUG_LEVEL.none:
|
||||
self.__logger.debug("Updating wildcards from input")
|
||||
wildcards_input = wildcards_input.strip()
|
||||
if wildcards_input != "":
|
||||
try:
|
||||
content = yaml.safe_load(wildcards_input)
|
||||
except yaml.YAMLError as e:
|
||||
self.__logger.warning(f"Invalid format for input wildcards: {e}")
|
||||
return
|
||||
if content is not None:
|
||||
self.__add_wildcard(content, self.LOCALINPUT_FILENAME, [self.LOCALINPUT_FILENAME])
|
||||
self.__wildcard_files[self.LOCALINPUT_FILENAME] = new_h
|
||||
|
||||
def is_dict_choices_options(self, d: dict) -> bool:
|
||||
"""
|
||||
Check if a dictionary is a valid choices options dictionary.
|
||||
|
||||
Args:
|
||||
d (dict): The dictionary to check.
|
||||
|
||||
Returns:
|
||||
bool: Whether the dictionary is a valid choices options dictionary or not.
|
||||
"""
|
||||
return all(
|
||||
k in ["sampler", "repeating", "count", "from", "to", "prefix", "suffix", "separator"] for k in d.keys()
|
||||
)
|
||||
|
||||
def is_dict_choice_options(self, d: dict) -> bool:
|
||||
"""
|
||||
Check if a dictionary is a valid choice options dictionary.
|
||||
|
||||
Args:
|
||||
d (dict): The dictionary to check.
|
||||
|
||||
Returns:
|
||||
bool: Whether the dictionary is a valid choice options dictionary or not.
|
||||
"""
|
||||
return all(k in ["labels", "weight", "if", "content", "text"] for k in d.keys())
|
||||
|
||||
def __get_choices(self, obj: object, full_path: str, key_parts: list[str]) -> list:
|
||||
"""
|
||||
We process the choices in the object and return them as a list.
|
||||
|
||||
Args:
|
||||
obj (object): the value of a wildcard
|
||||
full_path (str): path to the file where the wildcard is defined
|
||||
key_parts (list[str]): parts of the key for the wildcard
|
||||
|
||||
Returns:
|
||||
list: list of choices
|
||||
"""
|
||||
if obj is None:
|
||||
return None
|
||||
if isinstance(obj, (str, dict)):
|
||||
return [obj]
|
||||
if isinstance(obj, (int, float, bool)):
|
||||
return [str(obj)]
|
||||
if not isinstance(obj, list) or len(obj) == 0:
|
||||
self.__logger.warning(f"Invalid format in wildcard '{'/'.join(key_parts)}' in file '{full_path}'!")
|
||||
return None
|
||||
choices = []
|
||||
for i, c in enumerate(obj):
|
||||
if isinstance(c, (str, int, float, bool)):
|
||||
choices.append(str(c))
|
||||
elif isinstance(c, list):
|
||||
# we create an anonymous wildcard
|
||||
choices.append(self.__create_anonymous_wildcard(full_path, key_parts, i, c))
|
||||
elif isinstance(c, dict):
|
||||
choices.append(self.__process_dict_choice(c, full_path, key_parts, i))
|
||||
else:
|
||||
self.__logger.warning(
|
||||
f"Invalid choice {i+1} in wildcard '{'/'.join(key_parts)}' in file '{full_path}'!"
|
||||
)
|
||||
return choices
|
||||
|
||||
def __process_dict_choice(self, c: dict, full_path: str, key_parts: list[str], i: int) -> dict:
|
||||
"""
|
||||
Process a dictionary choice.
|
||||
|
||||
Args:
|
||||
c (dict): The dictionary choice.
|
||||
full_path (str): The path to the file.
|
||||
key_parts (list[str]): The parts of the key.
|
||||
i (int): The index of the choice.
|
||||
|
||||
Returns:
|
||||
dict: The processed choice.
|
||||
"""
|
||||
if self.is_dict_choices_options(c) or self.is_dict_choice_options(c):
|
||||
# we assume it is a choice or wildcard parameters in object format
|
||||
choice = c
|
||||
choice_content = choice.get("content", choice.get("text", None))
|
||||
if choice_content is not None and isinstance(choice_content, list):
|
||||
# we create an anonymous wildcard
|
||||
choice["content"] = self.__create_anonymous_wildcard(full_path, key_parts, i, choice_content)
|
||||
if "text" in choice:
|
||||
del choice["text"]
|
||||
return choice
|
||||
if len(c) == 1:
|
||||
# we assume it is an anonymous wildcard with options
|
||||
firstkey = list(c.keys())[0]
|
||||
return self.__create_anonymous_wildcard(full_path, key_parts, i, c[firstkey], firstkey)
|
||||
self.__logger.warning(f"Invalid choice {i+1} in wildcard '{'/'.join(key_parts)}' in file '{full_path}'!")
|
||||
return None
|
||||
|
||||
def __create_anonymous_wildcard(self, full_path, key_parts, i, content, options=None):
|
||||
"""
|
||||
Create an anonymous wildcard.
|
||||
|
||||
Args:
|
||||
full_path (str): The path to the file that contains it.
|
||||
key_parts (list[str]): The parts of the key.
|
||||
i (int): The index of the wildcard.
|
||||
content (object): The content of the wildcard.
|
||||
options (str): The options for the choice where the wildcard is defined.
|
||||
|
||||
Returns:
|
||||
str: The resulting value for the choice.
|
||||
"""
|
||||
new_parts = key_parts + [f"#ANON_{i}"]
|
||||
self.__add_wildcard(content, full_path, new_parts)
|
||||
value = f"__{'/'.join(new_parts)}__"
|
||||
if options is not None:
|
||||
value = f"{options}::{value}"
|
||||
return value
|
||||
|
||||
def __add_wildcard(self, content: object, full_path: str, external_key_parts: list[str]):
|
||||
"""
|
||||
Add a wildcard to the wildcards dictionary.
|
||||
|
||||
Args:
|
||||
content (object): The content of the wildcard.
|
||||
full_path (str): The path to the file that contains it.
|
||||
external_key_parts (list[str]): The parts of the key.
|
||||
"""
|
||||
key_parts = external_key_parts.copy()
|
||||
if isinstance(content, dict):
|
||||
key_parts.pop()
|
||||
keys = self.__get_keys_in_dict(content)
|
||||
for key in keys:
|
||||
tmp_key_parts = key_parts.copy()
|
||||
tmp_key_parts.extend(key.split("/"))
|
||||
fullkey = "/".join(tmp_key_parts)
|
||||
if self.wildcards.get(fullkey, None) is not None:
|
||||
self.__logger.warning(
|
||||
f"Duplicate wildcard '{fullkey}' in file '{full_path}' and '{self.wildcards[fullkey].file}'!"
|
||||
)
|
||||
else:
|
||||
obj = self.__get_nested(content, key)
|
||||
choices = self.__get_choices(obj, full_path, tmp_key_parts)
|
||||
if choices is None:
|
||||
self.__logger.warning(f"Invalid wildcard '{fullkey}' in file '{full_path}'!")
|
||||
else:
|
||||
self.wildcards[fullkey] = PPPWildcard(full_path, fullkey, choices)
|
||||
return
|
||||
if isinstance(content, str):
|
||||
content = [content]
|
||||
elif isinstance(content, (int, float, bool)):
|
||||
content = [str(content)]
|
||||
if not isinstance(content, list):
|
||||
self.__logger.warning(f"Invalid wildcard in file '{full_path}'!")
|
||||
return
|
||||
fullkey = "/".join(key_parts)
|
||||
if self.wildcards.get(fullkey, None) is not None:
|
||||
self.__logger.warning(
|
||||
f"Duplicate wildcard '{fullkey}' in file '{full_path}' and '{self.wildcards[fullkey].file}'!"
|
||||
)
|
||||
else:
|
||||
choices = self.__get_choices(content, full_path, key_parts)
|
||||
if choices is None:
|
||||
self.__logger.warning(f"Invalid wildcard '{fullkey}' in file '{full_path}'!")
|
||||
else:
|
||||
self.wildcards[fullkey] = PPPWildcard(full_path, fullkey, choices)
|
||||
|
||||
def __get_wildcards_in_structured_file(self, full_path, base):
|
||||
"""
|
||||
Get all wildcards in a structured file.
|
||||
|
||||
Args:
|
||||
full_path (str): The path to the file.
|
||||
base (str): The base path for the wildcards.
|
||||
"""
|
||||
external_key: str = os.path.relpath(os.path.splitext(full_path)[0], base)
|
||||
external_key_parts = external_key.split(os.sep)
|
||||
with open(full_path, "r", encoding="utf-8") as file:
|
||||
content = yaml.safe_load(file)
|
||||
self.__add_wildcard(content, full_path, external_key_parts)
|
||||
|
||||
def __get_wildcards_in_text_file(self, full_path, base):
|
||||
"""
|
||||
Get all wildcards in a text file.
|
||||
|
||||
Args:
|
||||
full_path (str): The path to the file.
|
||||
base (str): The base path for the wildcards.
|
||||
"""
|
||||
external_key: str = os.path.relpath(os.path.splitext(full_path)[0], base)
|
||||
external_key_parts = external_key.split(os.sep)
|
||||
with open(full_path, "r", encoding="utf-8") as file:
|
||||
text_content = map(lambda x: x.strip("\n\r"), file.readlines())
|
||||
text_content = list(filter(lambda x: x.strip() != "" and not x.strip().startswith("#"), text_content))
|
||||
text_content = [x.split("#")[0].rstrip() if len(x.split("#")) > 1 else x for x in text_content]
|
||||
self.__add_wildcard(text_content, full_path, external_key_parts)
|
||||
|
||||
def __get_wildcards_in_directory(self, base: str, directory: str):
|
||||
"""
|
||||
Get all wildcards in a directory.
|
||||
|
||||
Args:
|
||||
base (str): The base path for the wildcards.
|
||||
directory (str): The path to the directory.
|
||||
"""
|
||||
if not os.path.exists(directory):
|
||||
self.__logger.warning(f"Wildcard directory '{directory}' does not exist!")
|
||||
return
|
||||
for filename in os.listdir(directory):
|
||||
full_path = os.path.abspath(os.path.join(directory, filename))
|
||||
if os.path.basename(full_path).startswith("."):
|
||||
continue
|
||||
if os.path.isdir(full_path):
|
||||
self.__get_wildcards_in_directory(base, full_path)
|
||||
elif os.path.isfile(full_path):
|
||||
self.__get_wildcards_in_file(base, full_path)
|
||||
@@ -0,0 +1,15 @@
|
||||
[project]
|
||||
name = "sd-webui-prompt-postprocessor"
|
||||
description = "Stable Diffusion WebUI & ComfyUI extension to post-process the prompt, including sending content from the prompt to the negative prompt and wildcards."
|
||||
version = "2.11.0"
|
||||
license = { file = "LICENSE.txt" }
|
||||
dependencies = ["lark", "numpy", "pyyaml"]
|
||||
|
||||
[project.urls]
|
||||
Repository = "https://github.com/acorderob/sd-webui-prompt-postprocessor"
|
||||
# Used by Comfy Registry https://comfyregistry.org
|
||||
|
||||
[tool.comfy]
|
||||
PublisherId = "acorderob"
|
||||
DisplayName = "sd-webui-prompt-postprocessor"
|
||||
Icon = "ppp_icon.png"
|
||||
@@ -0,0 +1,3 @@
|
||||
lark
|
||||
numpy
|
||||
pyyaml
|
||||
@@ -1,73 +0,0 @@
|
||||
if __name__ == "__main__":
|
||||
raise SystemExit("This script must be run from a Stable Diffusion WebUI")
|
||||
|
||||
import sys
|
||||
import os
|
||||
|
||||
sys.path.insert(1, os.path.join(sys.path[0], ".."))
|
||||
|
||||
|
||||
# pylint: disable=import-error
|
||||
|
||||
from modules import scripts, shared, script_callbacks
|
||||
from modules.processing import StableDiffusionProcessing
|
||||
from modules.shared import opts
|
||||
from sendtonegative import SendToNegative
|
||||
from stnlogging import SendToNegativeLogFactory
|
||||
|
||||
|
||||
class SendToNegativeScript(scripts.Script):
|
||||
def __init__(self):
|
||||
if not hasattr(self, "callbacks_added"):
|
||||
lf = SendToNegativeLogFactory()
|
||||
self.__logstn = lf.log
|
||||
script_callbacks.on_ui_settings(self.__on_ui_settings)
|
||||
self.callbacks_added = True
|
||||
|
||||
def title(self):
|
||||
return f"{SendToNegative.NAME} v{SendToNegative.VERSION}"
|
||||
|
||||
def show(self, is_img2img):
|
||||
return scripts.AlwaysVisible
|
||||
|
||||
def process(self, p: StableDiffusionProcessing, *args, **kwargs):
|
||||
stn = SendToNegative(self.__logstn, opts=opts)
|
||||
for i in range(len(p.all_prompts)): # pylint: disable=consider-using-enumerate
|
||||
p.all_prompts[i], p.all_negative_prompts[i] = stn.process_prompt(
|
||||
p.all_prompts[i], p.all_negative_prompts[i]
|
||||
)
|
||||
|
||||
def __on_ui_settings(self):
|
||||
section = ("send-to-negative", SendToNegative.NAME)
|
||||
shared.opts.add_option(
|
||||
key="stn_separator",
|
||||
info=shared.OptionInfo(
|
||||
SendToNegative.DEFAULT_SEPARATOR,
|
||||
label="Separator used when adding to the negative prompt",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="stn_ignorerepeats",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Ignore tags with repeated content",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="stn_joinattention",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Join attention modifiers (weights) when possible",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="stn_cleanup",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Try to clean-up the prompt after processing (removes extra spaces or the configured separator)",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
@@ -0,0 +1,765 @@
|
||||
if __name__ == "__main__":
|
||||
raise SystemExit("This script must be run from a Stable Diffusion WebUI")
|
||||
|
||||
import sys
|
||||
import os
|
||||
import time
|
||||
from pathlib import Path
|
||||
import numpy as np
|
||||
|
||||
sys.path.append(str(Path(__file__).parent)) # base path for the extension
|
||||
|
||||
from modules import scripts, shared, script_callbacks # pylint: disable=import-error
|
||||
from modules.processing import StableDiffusionProcessing # pylint: disable=import-error
|
||||
from modules.shared import opts # pylint: disable=import-error
|
||||
from modules.paths import models_path # pylint: disable=import-error
|
||||
import gradio as gr # pylint: disable=import-error
|
||||
from ppp import PromptPostProcessor # pylint: disable=import-error
|
||||
from ppp_logging import DEBUG_LEVEL, PromptPostProcessorLogFactory # pylint: disable=import-error
|
||||
from ppp_cache import PPPLRUCache # pylint: disable=import-error
|
||||
from ppp_wildcards import PPPWildcards # pylint: disable=import-error
|
||||
|
||||
|
||||
class PromptPostProcessorA1111Script(scripts.Script):
|
||||
"""
|
||||
This class represents a script for prompt post-processing.
|
||||
It is responsible for processing prompts and applying various settings and cleanup operations.
|
||||
|
||||
Attributes:
|
||||
callbacks_added (bool): Flag indicating whether the script callbacks have been added.
|
||||
|
||||
Methods:
|
||||
__init__(): Initializes the PromptPostProcessorScript object.
|
||||
title(): Returns the title of the script.
|
||||
show(is_img2img): Determines whether the script should be shown based on the input type.
|
||||
process(p, *args, **kwargs): Processes the prompts and applies post-processing operations.
|
||||
ppp_interrupt(): Interrupts the generation.
|
||||
__on_ui_settings(): Callback function for UI settings.
|
||||
"""
|
||||
|
||||
instance_count = 0
|
||||
|
||||
@classmethod
|
||||
def increment_instance_count(cls):
|
||||
cls.instance_count += 1
|
||||
|
||||
@classmethod
|
||||
def get_instance_count(cls):
|
||||
return cls.instance_count
|
||||
|
||||
def __init__(self):
|
||||
"""
|
||||
Initializes the PromptPostProcessor object.
|
||||
|
||||
This method adds callbacks for UI settings and initializes the logger.
|
||||
|
||||
Parameters:
|
||||
None
|
||||
|
||||
Returns:
|
||||
None
|
||||
"""
|
||||
self.increment_instance_count()
|
||||
lf = PromptPostProcessorLogFactory()
|
||||
self.name = PromptPostProcessor.NAME
|
||||
self.ppp_logger = lf.log
|
||||
self.ppp_debug_level = DEBUG_LEVEL(getattr(opts, "ppp_gen_debug_level", DEBUG_LEVEL.none.value))
|
||||
self.lru_cache = PPPLRUCache(1000, logger=self.ppp_logger, debug_level=self.ppp_debug_level)
|
||||
grammar_filename = os.path.join(os.path.dirname(os.path.realpath(__file__)), "../grammar.lark")
|
||||
with open(grammar_filename, "r", encoding="utf-8") as file:
|
||||
self.grammar_content = file.read()
|
||||
self.wildcards_obj = PPPWildcards(lf.log)
|
||||
i = self.get_instance_count()
|
||||
if i == 1: # some UIs create multiple instances
|
||||
self.ppp_logger.info(f"{PromptPostProcessor.NAME} {PromptPostProcessor.VERSION} initialized")
|
||||
|
||||
def title(self):
|
||||
"""
|
||||
Returns the title of the script.
|
||||
|
||||
Returns:
|
||||
str: The title of the script.
|
||||
"""
|
||||
return PromptPostProcessor.NAME
|
||||
|
||||
def show(self, is_img2img): # pylint: disable=unused-argument
|
||||
"""
|
||||
Determines whether the script should be shown based on the kind of processing.
|
||||
|
||||
Args:
|
||||
is_img2img (bool): Flag indicating whether the processing is image-to-image.
|
||||
|
||||
Returns:
|
||||
scripts.Visibility: The visibility setting for the script.
|
||||
"""
|
||||
return scripts.AlwaysVisible
|
||||
|
||||
def ui(self, is_img2img): # pylint: disable=unused-argument
|
||||
with gr.Accordion(PromptPostProcessor.NAME, open=False):
|
||||
force_equal_seeds = gr.Checkbox(
|
||||
label="Force equal seeds",
|
||||
info="Force all image seeds and variation seeds to be equal to the first one, disabling the default autoincrease.",
|
||||
value=False,
|
||||
# show_label=True,
|
||||
elem_id="ppp_force_equal_seeds",
|
||||
)
|
||||
gr.HTML("<br>")
|
||||
gr.Markdown(
|
||||
"""
|
||||
Unlink the seed to use the specified one for the prompts instead of the image seed.
|
||||
|
||||
* A seed of -1 and "Incremental seed" checked will use a random seed for the first prompt and consecutive values for the rest. This is the same as when you use -1 for the image seed.
|
||||
* A seed of -1 and "Incremental seed" unchecked will use a random seed for each prompt.
|
||||
* Any other seed value and "Incremental seed" checked will use the specified seed for the first prompt and consecutive values for the rest.
|
||||
* Any other seed value and "Incremental seed" unchecked will use the specified seed for all the prompts.
|
||||
|
||||
Seeds are only used for the wildcards and choice constructs.
|
||||
"""
|
||||
)
|
||||
gr.HTML("<br>")
|
||||
with gr.Row(equal_height=True):
|
||||
unlink_seed = gr.Checkbox(
|
||||
label="Unlink seed",
|
||||
value=False,
|
||||
# show_label=True,
|
||||
elem_id="ppp_unlink_seed",
|
||||
)
|
||||
seed = gr.Number(
|
||||
label="Prompt seed",
|
||||
value=-1,
|
||||
precision=0,
|
||||
# minimum=-1,
|
||||
# maximum=2**32 - 1,
|
||||
# step=1,
|
||||
# show_label=True,
|
||||
min_width=100,
|
||||
elem_id="ppp_seed",
|
||||
)
|
||||
incremental_seed = gr.Checkbox(
|
||||
label="Incremental seed (only applies to batches)",
|
||||
value=False,
|
||||
# show_label=True,
|
||||
elem_id="ppp_incremental_seed",
|
||||
)
|
||||
return [force_equal_seeds, unlink_seed, seed, incremental_seed]
|
||||
|
||||
def process(
|
||||
self,
|
||||
p: StableDiffusionProcessing,
|
||||
input_force_equal_seeds,
|
||||
input_unlink_seed,
|
||||
input_seed,
|
||||
input_incremental_seed,
|
||||
): # pylint: disable=arguments-differ
|
||||
"""
|
||||
Processes the prompts and applies post-processing operations.
|
||||
|
||||
Args:
|
||||
p (StableDiffusionProcessing): The StableDiffusionProcessing object containing the prompts.
|
||||
input_force_equal_seeds (bool): Flag indicating whether to force equal seeds.
|
||||
input_unlink_seed (bool): Flag indicating whether to unlink the seed.
|
||||
input_seed (int): The seed value.
|
||||
input_incremental_seed (bool): Flag indicating whether to use incremental seed.
|
||||
|
||||
Returns:
|
||||
None
|
||||
"""
|
||||
t1 = time.time()
|
||||
if getattr(opts, "prompt_attention", "") == "Compel parser":
|
||||
self.ppp_logger.warning("Compel parser is not supported!")
|
||||
init_images = getattr(p, "init_images", [None]) or [None]
|
||||
is_i2i = bool(init_images[0])
|
||||
self.ppp_debug_level = DEBUG_LEVEL(getattr(opts, "ppp_gen_debug_level", DEBUG_LEVEL.none.value))
|
||||
do_i2i = getattr(opts, "ppp_gen_doi2i", False)
|
||||
add_prompts = getattr(opts, "ppp_gen_addpromptstometadata", True)
|
||||
if is_i2i and not do_i2i:
|
||||
if self.ppp_debug_level != DEBUG_LEVEL.none:
|
||||
self.ppp_logger.info("Not processing the prompt for i2i")
|
||||
return
|
||||
|
||||
p.extra_generation_params.update(
|
||||
{
|
||||
"PPP force equal seeds": input_force_equal_seeds,
|
||||
"PPP unlink seed": input_unlink_seed,
|
||||
"PPP prompt seed": input_seed,
|
||||
"PPP incremental seed": input_incremental_seed,
|
||||
}
|
||||
)
|
||||
|
||||
app_names = {
|
||||
"sdnext": "SD.Next",
|
||||
"forge": "Forge",
|
||||
"reforge": "reForge",
|
||||
"a1111": "A1111 (or compatible)",
|
||||
}
|
||||
app = (
|
||||
"forge"
|
||||
if hasattr(p.sd_model, "model_config")
|
||||
else (
|
||||
"reforge"
|
||||
if hasattr(p.sd_model, "forge_objects")
|
||||
else ("sdnext" if hasattr(p.sd_model, "is_sdxl") and not hasattr(p.sd_model, "is_ssd") else "a1111")
|
||||
)
|
||||
)
|
||||
if self.ppp_debug_level != DEBUG_LEVEL.none:
|
||||
self.ppp_logger.info(f"Post-processing prompts ({'i2i' if is_i2i else 't2i'}) running on {app_names[app]}")
|
||||
models_supported = {x: True for x in PromptPostProcessor.SUPPORTED_MODELS}
|
||||
if app == "sdnext":
|
||||
models_supported["ssd"] = False
|
||||
elif app == "forge":
|
||||
models_supported["ssd"] = False
|
||||
models_supported["auraflow"] = False
|
||||
elif app == "reforge":
|
||||
models_supported["flux"] = False
|
||||
models_supported["auraflow"] = False
|
||||
else: # assume A1111 compatible
|
||||
models_supported["flux"] = False
|
||||
models_supported["auraflow"] = False
|
||||
env_info = {
|
||||
"app": app,
|
||||
"models_path": models_path,
|
||||
"model_filename": getattr(p.sd_model.sd_checkpoint_info, "filename", ""),
|
||||
"model_class": "",
|
||||
"is_sd1": False, # Stable Diffusion 1
|
||||
"is_sd2": False, # Stable Diffusion 2
|
||||
"is_sdxl": False, # Stable Diffusion XL
|
||||
"is_ssd": False, # Segmind Stable Diffusion 1B
|
||||
"is_sd3": False, # Stable Diffusion 3
|
||||
"is_flux": False, # Flux
|
||||
"is_auraflow": False, # AuraFlow
|
||||
"is_pixart": False, # PixArt
|
||||
"is_lumina2": False, # Lumina2
|
||||
"is_ltxv": False, # LTXV
|
||||
"is_cosmos": False, # Cosmos
|
||||
"is_genmomochi": False, # GenmoMochi
|
||||
"is_hunyuan": False, # Hunyuan
|
||||
"is_hunyuanvideo": False, # HunyuanVideo
|
||||
"is_hunyuan3d": False, # Hunyuan3D
|
||||
"is_wanvideo": False, # WanVideo
|
||||
"is_hidream": False, # HiDream
|
||||
}
|
||||
if app == "sdnext":
|
||||
# cannot differentiate SD1 and SD2, we set True to both
|
||||
# LatentDiffusion is for the original backend, StableDiffusionPipeline is for the diffusers backend
|
||||
env_info["model_class"] = p.sd_model.__class__.__name__
|
||||
env_info["is_sd1"] = p.sd_model.__class__.__name__ in ("LatentDiffusion", "StableDiffusionPipeline")
|
||||
env_info["is_sd2"] = p.sd_model.__class__.__name__ in ("LatentDiffusion", "StableDiffusionPipeline")
|
||||
env_info["is_sdxl"] = p.sd_model.__class__.__name__ == "StableDiffusionXLPipeline"
|
||||
env_info["is_ssd"] = False # ?
|
||||
env_info["is_sd3"] = p.sd_model.__class__.__name__ == "StableDiffusion3Pipeline"
|
||||
env_info["is_flux"] = p.sd_model.__class__.__name__ == "FluxPipeline"
|
||||
env_info["is_auraflow"] = p.sd_model.__class__.__name__ == "AuraFlowPipeline"
|
||||
# also supports 'Latent Consistency Model': LatentConsistencyModelPipeline', 'PixArt-Alpha': 'PixArtAlphaPipeline', 'UniDiffuser': 'UniDiffuserPipeline', 'Wuerstchen': 'WuerstchenCombinedPipeline', 'Kandinsky 2.1': 'KandinskyPipeline', 'Kandinsky 2.2': 'KandinskyV22Pipeline', 'Kandinsky 3': 'Kandinsky3Pipeline', 'DeepFloyd IF': 'IFPipeline', 'Custom Diffusers Pipeline': 'DiffusionPipeline', 'InstaFlow': 'StableDiffusionPipeline', 'SegMoE': 'StableDiffusionPipeline', 'Kolors': 'KolorsPipeline', 'AuraFlow': 'AuraFlowPipeline', 'CogView': 'CogView3PlusPipeline'
|
||||
elif app == "forge":
|
||||
# from repositories\huggingface_guess\huggingface_guess\model_list.py
|
||||
env_info["model_class"] = p.sd_model.model_config.__class__.__name__
|
||||
env_info["is_sd1"] = getattr(p.sd_model, "is_sd1", False)
|
||||
env_info["is_sd2"] = getattr(p.sd_model, "is_sd2", False)
|
||||
env_info["is_sdxl"] = getattr(p.sd_model, "is_sdxl", False)
|
||||
env_info["is_ssd"] = False # ?
|
||||
env_info["is_sd3"] = getattr(
|
||||
p.sd_model, "is_sd3", False
|
||||
) # p.sd_model.model_config.__class__.__name__ == "SD3" # not actually supported?
|
||||
env_info["is_flux"] = p.sd_model.model_config.__class__.__name__ in ("Flux", "FluxSchnell")
|
||||
env_info["is_auraflow"] = False # p.sd_model.model_config.__class__.__name__ == "AuraFlow" # not supported
|
||||
elif app == "reforge":
|
||||
env_info["model_class"] = p.sd_model.__class__.__name__
|
||||
env_info["is_sd1"] = getattr(p.sd_model, "is_sd1", False)
|
||||
env_info["is_sd2"] = getattr(p.sd_model, "is_sd2", False)
|
||||
env_info["is_sdxl"] = getattr(p.sd_model, "is_sdxl", False)
|
||||
env_info["is_ssd"] = getattr(p.sd_model, "is_ssd", False)
|
||||
env_info["is_sd3"] = getattr(p.sd_model, "is_sd3", False)
|
||||
env_info["is_flux"] = False
|
||||
env_info["is_auraflow"] = False
|
||||
else: # assume A1111 compatible (p.sd_model.__class__.__name__=="DiffusionEngine")
|
||||
env_info["model_class"] = p.sd_model.__class__.__name__
|
||||
env_info["is_sd1"] = getattr(p.sd_model, "is_sd1", False)
|
||||
env_info["is_sd2"] = getattr(p.sd_model, "is_sd2", False)
|
||||
env_info["is_sdxl"] = getattr(p.sd_model, "is_sdxl", False)
|
||||
env_info["is_ssd"] = getattr(p.sd_model, "is_ssd", False)
|
||||
env_info["is_sd3"] = getattr(p.sd_model, "is_sd3", False)
|
||||
env_info["is_flux"] = False
|
||||
env_info["is_auraflow"] = False
|
||||
hash_envinfo = hash(tuple(sorted(env_info.items())))
|
||||
wc_wildcards_folders = getattr(opts, "ppp_wil_wildcardsfolders", "")
|
||||
if wc_wildcards_folders == "":
|
||||
wc_wildcards_folders = os.getenv("WILDCARD_DIR", PPPWildcards.DEFAULT_WILDCARDS_FOLDER)
|
||||
wildcards_folders = [
|
||||
(f if os.path.isabs(f) else os.path.abspath(os.path.join(models_path, f)))
|
||||
for f in wc_wildcards_folders.split(",")
|
||||
if f.strip() != ""
|
||||
]
|
||||
options = {
|
||||
"debug_level": getattr(opts, "ppp_gen_debug_level", DEBUG_LEVEL.none.value),
|
||||
"on_warning": getattr(opts, "ppp_gen_onwarning", PromptPostProcessor.ONWARNING_CHOICES.warn.value),
|
||||
"variants_definitions": getattr(
|
||||
opts, "ppp_gen_variantsdefinitions", PromptPostProcessor.DEFAULT_VARIANTS_DEFINITIONS
|
||||
),
|
||||
"process_wildcards": getattr(opts, "ppp_wil_processwildcards", True),
|
||||
"if_wildcards": getattr(opts, "ppp_wil_ifwildcards", PromptPostProcessor.IFWILDCARDS_CHOICES.stop.value),
|
||||
"choice_separator": getattr(opts, "ppp_wil_choice_separator", PromptPostProcessor.DEFAULT_CHOICE_SEPARATOR),
|
||||
"keep_choices_order": getattr(opts, "ppp_wil_keep_choices_order", False),
|
||||
"stn_separator": getattr(opts, "ppp_stn_separator", PromptPostProcessor.DEFAULT_STN_SEPARATOR),
|
||||
"stn_ignore_repeats": getattr(opts, "ppp_stn_ignorerepeats", True),
|
||||
"cleanup_extra_spaces": getattr(opts, "ppp_cup_extraspaces", True),
|
||||
"cleanup_empty_constructs": getattr(opts, "ppp_cup_emptyconstructs", True),
|
||||
"cleanup_extra_separators": getattr(opts, "ppp_cup_extraseparators", True),
|
||||
"cleanup_extra_separators2": getattr(opts, "ppp_cup_extraseparators2", True),
|
||||
"cleanup_extra_separators_include_eol": getattr(opts, "ppp_cup_extraseparators_include_eol", True),
|
||||
"cleanup_breaks": getattr(opts, "ppp_cup_breaks", True),
|
||||
"cleanup_breaks_eol": getattr(opts, "ppp_cup_breaks_eol", False),
|
||||
"cleanup_ands": getattr(opts, "ppp_cup_ands", True),
|
||||
"cleanup_ands_eol": getattr(opts, "ppp_cup_ands_eol", False),
|
||||
"cleanup_extranetwork_tags": getattr(opts, "ppp_cup_extranetworktags", False),
|
||||
"cleanup_merge_attention": getattr(opts, "ppp_cup_mergeattention", True),
|
||||
"remove_extranetwork_tags": getattr(opts, "ppp_rem_removeextranetworktags", False),
|
||||
}
|
||||
hash_options = hash(tuple(sorted(options.items())))
|
||||
self.wildcards_obj.refresh_wildcards(
|
||||
self.ppp_debug_level, wildcards_folders if options["process_wildcards"] else None
|
||||
)
|
||||
ppp = PromptPostProcessor(
|
||||
self.ppp_logger, self.ppp_interrupt, env_info, options, self.grammar_content, self.wildcards_obj
|
||||
)
|
||||
prompts_list = []
|
||||
|
||||
if input_force_equal_seeds:
|
||||
if self.ppp_debug_level != DEBUG_LEVEL.none:
|
||||
self.ppp_logger.info("Forcing equal seeds")
|
||||
seeds = getattr(p, "all_seeds", [])
|
||||
subseeds = getattr(p, "all_subseeds", [])
|
||||
p.all_seeds = [seeds[0] for _ in seeds]
|
||||
p.all_subseeds = [subseeds[0] for _ in subseeds]
|
||||
|
||||
if input_unlink_seed:
|
||||
if self.ppp_debug_level != DEBUG_LEVEL.none:
|
||||
self.ppp_logger.info("Using unlinked seed")
|
||||
num_seeds = len(getattr(p, "all_seeds", []))
|
||||
if input_incremental_seed:
|
||||
first_seed = np.random.randint(0, 2**32, dtype=np.int64) if input_seed == -1 else input_seed
|
||||
calculated_seeds = [first_seed + i for i in range(num_seeds)]
|
||||
elif input_seed == -1:
|
||||
calculated_seeds = np.random.randint(0, 2**32, size=num_seeds, dtype=np.int64)
|
||||
else:
|
||||
calculated_seeds = [input_seed for _ in range(num_seeds)]
|
||||
else:
|
||||
seeds = getattr(p, "all_seeds", [])
|
||||
subseeds = getattr(p, "all_subseeds", [])
|
||||
subseed_strength = getattr(p, "subseed_strength", 0.0)
|
||||
if subseed_strength > 0:
|
||||
calculated_seeds = [
|
||||
int(subseed * subseed_strength + seed * (1 - subseed_strength))
|
||||
for seed, subseed in zip(seeds, subseeds)
|
||||
]
|
||||
# if len(set(calculated_seeds)) < len(calculated_seeds):
|
||||
# self.ppp_logger.info("Adjusting seeds because some are equal.")
|
||||
# calculated_seeds = [seed + i for i, seed in enumerate(calculated_seeds)]
|
||||
else:
|
||||
calculated_seeds = seeds
|
||||
|
||||
# initialize extra generation parameters
|
||||
extra_params = {}
|
||||
|
||||
# adds regular prompts
|
||||
rpr: list[str] = getattr(p, "all_prompts", None)
|
||||
rnr: list[str] = getattr(p, "all_negative_prompts", None)
|
||||
if rpr is not None and rnr is not None:
|
||||
prompts_list += [
|
||||
("regular", seed, prompt, negative_prompt)
|
||||
for seed, prompt, negative_prompt in zip(calculated_seeds, rpr, rnr)
|
||||
if (seed, prompt, negative_prompt) not in prompts_list
|
||||
]
|
||||
# make it compatible with A1111 hires fix
|
||||
rph: list[str] = getattr(p, "all_hr_prompts", None)
|
||||
rnh: list[str] = getattr(p, "all_hr_negative_prompts", None)
|
||||
if rph is not None and rnh is not None and (rph != rpr or rnh != rnr):
|
||||
prompts_list += [
|
||||
("hiresfix", seed, prompt, negative_prompt)
|
||||
for seed, prompt, negative_prompt in zip(calculated_seeds, rph, rnh)
|
||||
if (seed, prompt, negative_prompt) not in prompts_list
|
||||
]
|
||||
|
||||
# processes prompts
|
||||
for i, (prompttype, seed, prompt, negative_prompt) in enumerate(prompts_list):
|
||||
if self.ppp_debug_level != DEBUG_LEVEL.none:
|
||||
self.ppp_logger.info(f"processing prompts[{i+1}] ({prompttype})")
|
||||
if (
|
||||
self.lru_cache.get(
|
||||
(hash_envinfo, hash_options, seed, hash(self.wildcards_obj), prompt, negative_prompt)
|
||||
)
|
||||
is None
|
||||
):
|
||||
posp, negp, _ = ppp.process_prompt(prompt, negative_prompt, seed)
|
||||
self.lru_cache.put(
|
||||
(hash_envinfo, hash_options, seed, hash(self.wildcards_obj), prompt, negative_prompt), (posp, negp)
|
||||
)
|
||||
# adds also the result so i2i doesn't process it unnecessarily
|
||||
self.lru_cache.put(
|
||||
(hash_envinfo, hash_options, seed, hash(self.wildcards_obj), posp, negp), (posp, negp)
|
||||
)
|
||||
elif self.ppp_debug_level != DEBUG_LEVEL.none:
|
||||
self.ppp_logger.info("result already in cache")
|
||||
|
||||
# updates the prompts
|
||||
rpr_copy = None
|
||||
rnr_copy = None
|
||||
if rpr is not None and rnr is not None:
|
||||
rpr_changes = False
|
||||
rnr_changes = False
|
||||
rpr_copy = rpr.copy()
|
||||
rnr_copy = rnr.copy()
|
||||
for i, (seed, prompt, negative_prompt) in enumerate(zip(calculated_seeds, rpr, rnr)):
|
||||
found = self.lru_cache.get(
|
||||
(hash_envinfo, hash_options, seed, hash(self.wildcards_obj), prompt, negative_prompt)
|
||||
)
|
||||
if found is not None:
|
||||
if rpr[i].strip() != found[0].strip():
|
||||
rpr_changes = True
|
||||
if rnr[i].strip() != found[1].strip():
|
||||
rnr_changes = True
|
||||
rpr[i] = found[0]
|
||||
rnr[i] = found[1]
|
||||
if add_prompts:
|
||||
if rpr_changes:
|
||||
extra_params["PPP original prompts"] = rpr_copy
|
||||
if rnr_changes:
|
||||
extra_params["PPP original negative prompts"] = rnr_copy
|
||||
if rph is not None and rnh is not None:
|
||||
rph_changes = False
|
||||
rnh_changes = False
|
||||
rph_copy = rph.copy()
|
||||
rnh_copy = rnh.copy()
|
||||
for i, (seed, prompt, negative_prompt) in enumerate(zip(calculated_seeds, rph, rnh)):
|
||||
found = self.lru_cache.get(
|
||||
(hash_envinfo, hash_options, seed, hash(self.wildcards_obj), prompt, negative_prompt)
|
||||
)
|
||||
if found is not None:
|
||||
if rph[i].strip() != found[0].strip() and (not rpr_copy or rph[i].strip() != rpr_copy[i].strip()):
|
||||
rph_changes = True
|
||||
if rnh[i].strip() != found[1].strip() and (not rnr_copy or rnh[i].strip() != rnr_copy[i].strip()):
|
||||
rnh_changes = True
|
||||
rph[i] = found[0]
|
||||
rnh[i] = found[1]
|
||||
if add_prompts:
|
||||
if rph_changes:
|
||||
extra_params["PPP original HR prompts"] = rph_copy
|
||||
if rnh_changes:
|
||||
extra_params["PPP original HR negative prompts"] = rnh_copy
|
||||
|
||||
# fill extra generation parameters only if not already present
|
||||
for k, v in extra_params.items():
|
||||
if p.extra_generation_params.get(k) is None:
|
||||
p.extra_generation_params[k] = v
|
||||
|
||||
t2 = time.time()
|
||||
if self.ppp_debug_level != DEBUG_LEVEL.none:
|
||||
self.ppp_logger.info(f"process time: {t2 - t1:.3f} seconds")
|
||||
|
||||
def ppp_interrupt(self):
|
||||
"""
|
||||
Interrupts the generation.
|
||||
|
||||
Returns:
|
||||
None
|
||||
"""
|
||||
shared.state.interrupted = True
|
||||
|
||||
|
||||
def on_ui_settings():
|
||||
"""
|
||||
Callback function for UI settings.
|
||||
|
||||
Returns:
|
||||
None
|
||||
"""
|
||||
|
||||
section = ("prompt-post-processor", PromptPostProcessor.NAME)
|
||||
|
||||
def import_old_settings(names, default):
|
||||
for name in names:
|
||||
if hasattr(opts, name):
|
||||
return getattr(opts, name)
|
||||
return default
|
||||
|
||||
def import_bool_to_any(name, value_false, value_true, default):
|
||||
if hasattr(opts, name):
|
||||
return value_true if getattr(opts, name) else value_false
|
||||
return default
|
||||
|
||||
def new_html_title(title):
|
||||
info = shared.OptionInfo(
|
||||
title,
|
||||
"",
|
||||
gr.HTML,
|
||||
section=section,
|
||||
)
|
||||
info.do_not_save = True
|
||||
return info
|
||||
|
||||
# general settings
|
||||
shared.opts.add_option(
|
||||
key="ppp_gen_sep",
|
||||
info=new_html_title("<h2>General settings</h2>"),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_gen_debug_level",
|
||||
info=shared.OptionInfo(
|
||||
default=import_bool_to_any(
|
||||
"ppp_gen_debug",
|
||||
DEBUG_LEVEL.minimal.value,
|
||||
DEBUG_LEVEL.full.value,
|
||||
DEBUG_LEVEL.minimal.value,
|
||||
),
|
||||
label="Debug level",
|
||||
component=gr.Radio,
|
||||
component_args={
|
||||
"choices": (
|
||||
("None", DEBUG_LEVEL.none.value),
|
||||
("Minimal", DEBUG_LEVEL.minimal.value),
|
||||
("Full", DEBUG_LEVEL.full.value),
|
||||
),
|
||||
},
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_gen_onwarning",
|
||||
info=shared.OptionInfo(
|
||||
default=PromptPostProcessor.ONWARNING_CHOICES.warn.value,
|
||||
label="What to do on invalid content warnings?",
|
||||
component=gr.Radio,
|
||||
component_args={
|
||||
"choices": (
|
||||
("Show warning in console", PromptPostProcessor.ONWARNING_CHOICES.warn.value),
|
||||
("Stop the generation", PromptPostProcessor.ONWARNING_CHOICES.stop.value),
|
||||
)
|
||||
},
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_gen_variantsdefinitions",
|
||||
info=shared.OptionInfo(
|
||||
PromptPostProcessor.DEFAULT_VARIANTS_DEFINITIONS,
|
||||
label="Definitions for variant models",
|
||||
comment_after="Recognized based on strings found in the full filename. Format for each line is: 'name(kind)=comma separated list of substrings (case insensitive)' with kind being one of the base model types ("
|
||||
+ ",".join(PromptPostProcessor.SUPPORTED_MODELS)
|
||||
+ ") or not specified.",
|
||||
component=gr.Textbox,
|
||||
component_args={"lines": 7},
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_gen_doi2i",
|
||||
info=shared.OptionInfo(
|
||||
False,
|
||||
label="Apply in img2img",
|
||||
comment_after='<span class="info">(this includes any pass that contains an initial image, like adetailer)</span>',
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_gen_addpromptstometadata",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Add original prompts to metadata (if they change)",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
|
||||
# wildcard settings
|
||||
shared.opts.add_option(
|
||||
key="ppp_wil_sep",
|
||||
info=new_html_title("<br><h2>Wildcard settings</h2>"),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_wil_processwildcards",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Process wildcards",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_wil_wildcardsfolders",
|
||||
info=shared.OptionInfo(
|
||||
PPPWildcards.DEFAULT_WILDCARDS_FOLDER,
|
||||
label="Wildcards folders",
|
||||
comment_after='<span class="info">(absolute or relative to the models folder)</span>',
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_wil_ifwildcards",
|
||||
info=shared.OptionInfo(
|
||||
default=import_old_settings(
|
||||
["ppp_gen_ifwildcards", "ppp_ifwildcards"],
|
||||
PromptPostProcessor.IFWILDCARDS_CHOICES.ignore.value,
|
||||
),
|
||||
label="What to do with remaining/invalid wildcards?",
|
||||
component=gr.Radio,
|
||||
component_args={
|
||||
"choices": (
|
||||
("Ignore", PromptPostProcessor.IFWILDCARDS_CHOICES.ignore.value),
|
||||
("Remove", PromptPostProcessor.IFWILDCARDS_CHOICES.remove.value),
|
||||
("Add visible warning", PromptPostProcessor.IFWILDCARDS_CHOICES.warn.value),
|
||||
("Stop the generation", PromptPostProcessor.IFWILDCARDS_CHOICES.stop.value),
|
||||
)
|
||||
},
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_wil_choice_separator",
|
||||
info=shared.OptionInfo(
|
||||
PromptPostProcessor.DEFAULT_CHOICE_SEPARATOR,
|
||||
label="Default separator used when adding multiple choices",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_wil_keep_choices_order",
|
||||
info=shared.OptionInfo(
|
||||
False,
|
||||
label="Keep the order of selected choices",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
|
||||
# content removal settings
|
||||
shared.opts.add_option(
|
||||
key="ppp_rem_sep",
|
||||
info=new_html_title("<br><h2>Content removal settings</h2>"),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_rem_removeextranetworktags",
|
||||
info=shared.OptionInfo(
|
||||
False,
|
||||
label="Remove extra network tags",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
|
||||
# send to negative settings
|
||||
shared.opts.add_option(
|
||||
key="ppp_stn_sep",
|
||||
info=new_html_title("<br><h2>Send to Negative settings</h2>"),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_stn_separator",
|
||||
info=shared.OptionInfo(
|
||||
PromptPostProcessor.DEFAULT_STN_SEPARATOR,
|
||||
label="Separator used when adding to the negative prompt",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_stn_ignorerepeats",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Ignore repeated content",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
# clean-up settings
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_sep",
|
||||
info=new_html_title("<br><h2>Clean-up settings</h2>"),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_emptyconstructs",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Remove empty constructs (attention, alternation, scheduling)",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_extraseparators",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Remove extra separators",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_extraseparators2",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Remove additional extra separators",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_extraseparators_include_eol",
|
||||
info=shared.OptionInfo(
|
||||
False,
|
||||
label="The extra separators options also remove EOLs",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_breaks",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Clean up around BREAKs",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_breaks_eol",
|
||||
info=shared.OptionInfo(
|
||||
False,
|
||||
label="Use EOL instead of Space before BREAKs",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_ands",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Clean up around ANDs",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_ands_eol",
|
||||
info=shared.OptionInfo(
|
||||
False,
|
||||
label="Use EOL instead of Space before ANDs",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_extranetworktags",
|
||||
info=shared.OptionInfo(
|
||||
False,
|
||||
label="Clean up around extra network tags",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_extraspaces",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Remove extra spaces",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
shared.opts.add_option(
|
||||
key="ppp_cup_mergeattention",
|
||||
info=shared.OptionInfo(
|
||||
True,
|
||||
label="Merge attention modifiers (weights) when possible",
|
||||
section=section,
|
||||
),
|
||||
)
|
||||
|
||||
# Remove old settings
|
||||
# for name in ["ppp_gen_ifwildcards", "ppp_ifwildcards", "ppp_gen_debug", "ppp_stn_doi2i", "ppp_cup_doi2i"]:
|
||||
# if hasattr(opts, name):
|
||||
# delattr(opts, name)
|
||||
|
||||
|
||||
script_callbacks.on_ui_settings(on_ui_settings)
|
||||
@@ -1,324 +0,0 @@
|
||||
from collections import namedtuple
|
||||
import logging
|
||||
import re
|
||||
import lark
|
||||
|
||||
|
||||
class SendToNegative: # pylint: disable=too-few-public-methods
|
||||
NAME = "Send to Negative"
|
||||
VERSION = "2.1"
|
||||
|
||||
DEFAULT_SEPARATOR = ", "
|
||||
|
||||
def __init__(
|
||||
self,
|
||||
log,
|
||||
separator=None,
|
||||
ignore_repeats=None,
|
||||
join_attention=None,
|
||||
cleanup=None,
|
||||
opts=None,
|
||||
):
|
||||
"""
|
||||
Format for the tag:
|
||||
<!content!>
|
||||
|
||||
<!!x!content!>
|
||||
|
||||
with x being:
|
||||
s - content is added at the start of the negative prompt. This is the default if no parameter exists.
|
||||
|
||||
e - content is added at the end of the negative prompt.
|
||||
|
||||
pN - content is added where the insertion point N is in the negative prompt or at the start if it does not exist. N can be 0 to 9.
|
||||
|
||||
iN - tags the position of insertion point N. Used only in the negative prompt and does not accept content. N can be 0 to 9.
|
||||
"""
|
||||
self.__logger = log
|
||||
if opts is not None and opts.prompt_attention == "Compel parser":
|
||||
self.__logger.warning("Compel parser is not supported!")
|
||||
self.__ignore_repeats = (
|
||||
ignore_repeats if ignore_repeats is not None else getattr(opts, "stn_ignorerepeats", True)
|
||||
)
|
||||
self.__join_attention = (
|
||||
join_attention
|
||||
if join_attention is not None
|
||||
else getattr(opts, "stn_joinattention", True)
|
||||
if opts is not None
|
||||
else True
|
||||
)
|
||||
self.__cleanup = (
|
||||
cleanup if cleanup is not None else getattr(opts, "stn_cleanup", True) if opts is not None else True
|
||||
)
|
||||
self.__separator = (
|
||||
separator
|
||||
if separator is not None
|
||||
else getattr(opts, "stn_separator", self.DEFAULT_SEPARATOR)
|
||||
if opts is not None
|
||||
else self.DEFAULT_SEPARATOR
|
||||
)
|
||||
self.__insertion_point_tags = [f"<!!i{x}!!>" for x in range(10)]
|
||||
# Process with lark (debug with https://www.lark-parser.org/ide/)
|
||||
self.__schedule_parser = lark.Lark(
|
||||
r"""
|
||||
start: (prompt | /[\][():|<>!]/+)*
|
||||
?prompt: (emphasized | deemphasized | scheduled | alternate | modeltag | negtag | plain)*
|
||||
?nonegprompt: (emphasized | deemphasized | scheduled | alternate | modeltag | plain)*
|
||||
emphasized: "(" prompt [":" numpar] ")"
|
||||
deemphasized: "[" prompt "]"
|
||||
scheduled: "[" [prompt ":"] prompt ":" numpar "]"
|
||||
alternate: "[" alternateoption ("|" alternateoption)+ "]"
|
||||
alternateoption: prompt
|
||||
negtag: "<!" [negtagparameters] nonegprompt "!>"
|
||||
negtagparameters: "!" /s|e|[ip]\d/ "!"
|
||||
modeltag: "<" /(?!!)[^>]+/ ">"
|
||||
numpar: WHITESPACE* NUMBER WHITESPACE*
|
||||
WHITESPACE: /\s+/
|
||||
?plain: /([^\\[\]():|<>!]|\\.)+/s
|
||||
%import common.SIGNED_NUMBER -> NUMBER
|
||||
""",
|
||||
propagate_positions=True,
|
||||
)
|
||||
|
||||
class ReadTree(lark.visitors.Interpreter):
|
||||
def __init__(self, logger, ignorerepeats, joinattention, prompt, add_at):
|
||||
super().__init__()
|
||||
self.__logger = logger
|
||||
self.__ignore_repeats = ignorerepeats
|
||||
self.__join_attention = joinattention
|
||||
self.__prompt = prompt
|
||||
self.AccumulatedShell = namedtuple("AccumulatedShell", ["type", "info1", "info2"])
|
||||
AccumulatedShell = self.AccumulatedShell
|
||||
self.__shell: list[AccumulatedShell] = []
|
||||
self.NegTag = namedtuple("NegTag", ["start", "end", "content", "parameters", "shell"])
|
||||
NegTag = self.NegTag
|
||||
self.__negtags: list[NegTag] = []
|
||||
self.__already_processed = []
|
||||
self.add_at = add_at
|
||||
self.remove = []
|
||||
|
||||
def scheduled(self, tree):
|
||||
if len(tree.children) > 2: # before & after
|
||||
before = tree.children[0]
|
||||
else:
|
||||
before = None
|
||||
after = tree.children[-2]
|
||||
numpar = tree.children[-1]
|
||||
pos = float(numpar.children[0].value)
|
||||
if pos >= 1:
|
||||
pos = int(pos)
|
||||
# self.__shell.append(self.AccumulatedShell("sc", tree.meta.start_pos, pos))
|
||||
if before is not None and hasattr(before, "data"):
|
||||
self.__logger.debug(
|
||||
f"Shell scheduled before at {[before.meta.start_pos,before.meta.end_pos] if hasattr(before,'meta') else '?'} : {pos}"
|
||||
)
|
||||
self.__shell.append(self.AccumulatedShell("scb", pos, None))
|
||||
self.visit(before)
|
||||
self.__shell.pop()
|
||||
if hasattr(after, "data"):
|
||||
self.__logger.debug(
|
||||
f"Shell scheduled after at {[after.meta.start_pos,after.meta.end_pos] if hasattr(after,'meta') else '?'} : {pos}"
|
||||
)
|
||||
self.__shell.append(self.AccumulatedShell("sca", pos, None))
|
||||
self.visit(after)
|
||||
self.__shell.pop()
|
||||
# self.__shell.pop()
|
||||
|
||||
def alternate(self, tree):
|
||||
# self.__shell.append(self.AccumulatedShell("al", tree.meta.start_pos, len(tree.children)))
|
||||
for i, opt in enumerate(tree.children):
|
||||
self.__logger.debug(
|
||||
f"Shell alternate at {[opt.meta.start_pos,opt.meta.end_pos] if hasattr(opt,'meta') else '?'} : {i+1}"
|
||||
)
|
||||
if hasattr(opt, "data"):
|
||||
self.__shell.append(self.AccumulatedShell("alo", i + 1, len(tree.children)))
|
||||
self.visit(opt)
|
||||
self.__shell.pop()
|
||||
# self.__shell.pop()
|
||||
|
||||
def emphasized(self, tree):
|
||||
numpar = tree.children[-1]
|
||||
weight = float(numpar.children[0].value) if numpar is not None else 1.1
|
||||
self.__logger.debug(
|
||||
f"Shell attention at {[tree.meta.start_pos,tree.meta.end_pos] if hasattr(tree,'meta') else '?'}: {weight}"
|
||||
)
|
||||
self.__shell.append(self.AccumulatedShell("at", weight, None))
|
||||
self.visit_children(tree)
|
||||
self.__shell.pop()
|
||||
|
||||
def deemphasized(self, tree):
|
||||
weight = 0.9
|
||||
self.__logger.debug(
|
||||
f"Shell attention at {[tree.meta.start_pos,tree.meta.end_pos] if hasattr(tree,'meta') else '?'}: {weight}"
|
||||
)
|
||||
self.__shell.append(self.AccumulatedShell("at", weight, None))
|
||||
self.visit_children(tree)
|
||||
self.__shell.pop()
|
||||
|
||||
def negtag(self, tree):
|
||||
negtagparameters = tree.children[0]
|
||||
parameters = negtagparameters.children[0].value if negtagparameters is not None else ""
|
||||
rest = []
|
||||
for x in tree.children[1::]:
|
||||
rest.append(self.__prompt[x.meta.start_pos : x.meta.end_pos] if hasattr(x, "meta") else x.value)
|
||||
content = "".join(rest)
|
||||
self.__negtags.append(
|
||||
self.NegTag(tree.meta.start_pos, tree.meta.end_pos, content, parameters, self.__shell.copy())
|
||||
)
|
||||
self.__logger.debug(
|
||||
f"Negative tag at {[tree.meta.start_pos,tree.meta.end_pos] if hasattr(tree,'meta') else '?'}: {parameters}: {content.encode('unicode_escape').decode('utf-8')}"
|
||||
)
|
||||
|
||||
def start(self, tree):
|
||||
self.visit_children(tree)
|
||||
# process the found negtags
|
||||
for nt in self.__negtags:
|
||||
if self.__join_attention:
|
||||
# join consecutive attention elements
|
||||
for i in range(len(nt.shell) - 1, 0, -1):
|
||||
if nt.shell[i].type == "at" and nt.shell[i - 1].type == "at":
|
||||
nt.shell[i - 1] = self.AccumulatedShell(
|
||||
"at",
|
||||
(100 * nt.shell[i - 1].info1 * nt.shell[i].info1) / 100, # we limit to two decimals
|
||||
None,
|
||||
)
|
||||
nt.shell.pop(i)
|
||||
start = ""
|
||||
end = ""
|
||||
for s in nt.shell:
|
||||
match s.type:
|
||||
case "at":
|
||||
if s.info1 == 0.9:
|
||||
start += "["
|
||||
end = "]" + end
|
||||
elif s.info1 == 1.1:
|
||||
start += "("
|
||||
end = ")" + end
|
||||
else:
|
||||
start += "("
|
||||
end = f":{s.info1})" + end
|
||||
# case "sc":
|
||||
case "scb":
|
||||
start += "["
|
||||
end = f"::{s.info1}]" + end
|
||||
case "sca":
|
||||
start += "["
|
||||
end = f":{s.info1}]" + end
|
||||
# case "al":
|
||||
case "alo":
|
||||
start += "[" + ("|" * int(s.info1 - 1))
|
||||
end = ("|" * int(s.info2 - s.info1)) + "]" + end
|
||||
content = start + nt.content + end
|
||||
position = nt.parameters or "s"
|
||||
if len(content) > 0:
|
||||
if content not in self.__already_processed:
|
||||
if self.__ignore_repeats:
|
||||
self.__already_processed.append(content)
|
||||
self.__logger.debug(
|
||||
f"Adding content at position {position}: {content.encode('unicode_escape').decode('utf-8')}"
|
||||
)
|
||||
if position == "e":
|
||||
self.add_at["end"].append(content)
|
||||
elif position.startswith("p"):
|
||||
n = int(position[1])
|
||||
self.add_at["insertion_point"][n].append(content)
|
||||
else: # position == "s" or invalid
|
||||
self.add_at["start"].append(content)
|
||||
else:
|
||||
self.__logger.warning(
|
||||
f"Ignoring repeated content: {content.encode('unicode_escape').decode('utf-8')}"
|
||||
)
|
||||
# remove from prompt
|
||||
self.remove.append([nt.start, nt.end])
|
||||
|
||||
def process_prompt(self, original_prompt, original_negative_prompt):
|
||||
"""
|
||||
Extract from the prompt the tagged parts and add them to the negative prompt
|
||||
"""
|
||||
try:
|
||||
prompt = original_prompt
|
||||
negative_prompt = original_negative_prompt
|
||||
self.__logger.debug(f"Input prompt: {prompt.encode('unicode_escape').decode('utf-8')}")
|
||||
self.__logger.debug(f"Input negative_prompt: {negative_prompt.encode('unicode_escape').decode('utf-8')}")
|
||||
prompt, add_at = self.__find_tags(prompt)
|
||||
negative_prompt = self.__add_to_insertion_points(negative_prompt, add_at["insertion_point"])
|
||||
if len(add_at["start"]) > 0:
|
||||
negative_prompt = self.__add_to_start(negative_prompt, add_at["start"])
|
||||
if len(add_at["end"]) > 0:
|
||||
negative_prompt = self.__add_to_end(negative_prompt, add_at["end"])
|
||||
self.__logger.debug(f"Output prompt: {prompt.encode('unicode_escape').decode('utf-8')}")
|
||||
self.__logger.debug(f"Output negative_prompt: {negative_prompt.encode('unicode_escape').decode('utf-8')}")
|
||||
return prompt, negative_prompt
|
||||
except Exception as e: # pylint: disable=broad-exception-caught
|
||||
self.__logger.exception(e)
|
||||
return original_prompt, original_negative_prompt
|
||||
|
||||
def __find_tags(self, prompt):
|
||||
add_at = {"start": [], "insertion_point": [[] for x in range(10)], "end": []}
|
||||
tree = self.__schedule_parser.parse(prompt)
|
||||
self.__logger.debug(f"Initial tree:\n{tree.pretty()}")
|
||||
|
||||
readtree = self.ReadTree(self.__logger, self.__ignore_repeats, self.__join_attention, prompt, add_at)
|
||||
readtree.visit(tree)
|
||||
|
||||
for r in readtree.remove[::-1]:
|
||||
prompt = prompt[: r[0]] + prompt[r[1] :]
|
||||
if self.__cleanup:
|
||||
prompt = re.sub(r"\((?::[+-]?[\d\.]+)?\)", "", prompt) # clean up empty attention
|
||||
prompt = re.sub(r"\[\]", "", prompt) # clean up empty attention
|
||||
prompt = re.sub(r"\[:?:[+-]?[\d\.]+\]", "", prompt) # clean up empty scheduling
|
||||
prompt = re.sub(r"\[\|+\]", "", prompt) # clean up empty alternation
|
||||
# clean up whitespace and extra separators
|
||||
prompt = (
|
||||
prompt.replace(" ", " ")
|
||||
.replace(self.__separator + self.__separator, self.__separator)
|
||||
.replace(" " + self.__separator, self.__separator)
|
||||
.removeprefix(self.__separator)
|
||||
.removesuffix(self.__separator)
|
||||
.strip()
|
||||
)
|
||||
add_at = readtree.add_at
|
||||
self.__logger.debug(f"New negative additions: {add_at}")
|
||||
|
||||
return prompt, add_at
|
||||
|
||||
def __add_to_insertion_points(self, negative_prompt, add_at_insertion_point):
|
||||
for n in range(10):
|
||||
ipp = negative_prompt.find(self.__insertion_point_tags[n])
|
||||
if ipp >= 0:
|
||||
ipl = len(self.__insertion_point_tags[n])
|
||||
if negative_prompt[ipp - len(self.__separator) : ipp] == self.__separator:
|
||||
ipp -= len(self.__separator) # adjust for existing start separator
|
||||
ipl += len(self.__separator)
|
||||
add_at_insertion_point[n].insert(0, negative_prompt[:ipp])
|
||||
if negative_prompt[ipp + ipl : ipp + ipl + len(self.__separator)] == self.__separator:
|
||||
ipl += len(self.__separator) # adjust for existing end separator
|
||||
endPart = negative_prompt[ipp + ipl :]
|
||||
if len(endPart) > 0:
|
||||
add_at_insertion_point[n].append(endPart)
|
||||
negative_prompt = self.__separator.join(add_at_insertion_point[n])
|
||||
else:
|
||||
ipp = 0
|
||||
if negative_prompt.startswith(self.__separator):
|
||||
ipp = len(self.__separator)
|
||||
add_at_insertion_point[n].append(negative_prompt[ipp:])
|
||||
negative_prompt = self.__separator.join(add_at_insertion_point[n])
|
||||
return negative_prompt
|
||||
|
||||
def __add_to_start(self, negative_prompt, add_at_start):
|
||||
if len(negative_prompt) > 0:
|
||||
ipp = 0
|
||||
if negative_prompt.startswith(self.__separator):
|
||||
ipp = len(self.__separator) # adjust for existing end separator
|
||||
add_at_start.append(negative_prompt[ipp:])
|
||||
negative_prompt = self.__separator.join(add_at_start)
|
||||
return negative_prompt
|
||||
|
||||
def __add_to_end(self, negative_prompt, add_at_end):
|
||||
if len(negative_prompt) > 0:
|
||||
ipl = len(negative_prompt)
|
||||
if negative_prompt.endswith(self.__separator):
|
||||
ipl -= len(self.__separator) # adjust for existing start separator
|
||||
add_at_end.insert(0, negative_prompt[:ipl])
|
||||
negative_prompt = self.__separator.join(add_at_end)
|
||||
return negative_prompt
|
||||
@@ -1,40 +0,0 @@
|
||||
import sys
|
||||
import copy
|
||||
import logging
|
||||
|
||||
|
||||
class SendToNegativeLogFactory:
|
||||
class ColoredFormatter(logging.Formatter):
|
||||
COLORS = {
|
||||
"DEBUG": "\033[0;36m", # CYAN
|
||||
"INFO": "\033[0;32m", # GREEN
|
||||
"WARNING": "\033[0;33m", # YELLOW
|
||||
"ERROR": "\033[0;31m", # RED
|
||||
"CRITICAL": "\033[0;37;41m", # WHITE ON RED
|
||||
"RESET": "\033[0m", # RESET COLOR
|
||||
}
|
||||
|
||||
def format(self, record):
|
||||
colored_record = copy.copy(record)
|
||||
levelname = colored_record.levelname
|
||||
seq = self.COLORS.get(levelname, self.COLORS["RESET"])
|
||||
colored_record.levelname = f"{seq}{levelname}{self.COLORS['RESET']}"
|
||||
return super().format(colored_record)
|
||||
|
||||
def __init__(self):
|
||||
logsd = logging.getLogger("sd")
|
||||
stnlog = logging.getLogger("SendToNegative")
|
||||
stnlog.setLevel(logging.INFO)
|
||||
stnlog.handlers = logsd.handlers
|
||||
if not stnlog.handlers:
|
||||
handler = logging.StreamHandler(sys.stdout)
|
||||
handler.setFormatter(self.ColoredFormatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s"))
|
||||
stnlog.addHandler(handler)
|
||||
self.log = stnlog
|
||||
else:
|
||||
self.log = SendToNegativeLogCustomAdapter(stnlog)
|
||||
|
||||
|
||||
class SendToNegativeLogCustomAdapter(logging.LoggerAdapter):
|
||||
def process(self, msg, kwargs):
|
||||
return f"[SendToNegative] {msg}", kwargs
|
||||
+988
-115
File diff suppressed because it is too large
Load Diff
@@ -0,0 +1,19 @@
|
||||
{
|
||||
"json": {
|
||||
"wildcard1": [
|
||||
"choice1",
|
||||
"choice2",
|
||||
"choice3"
|
||||
],
|
||||
"wildcard2": [
|
||||
"r2-3$$-",
|
||||
"4::choice1",
|
||||
"3:: choice2 ",
|
||||
"2::choice3",
|
||||
"5 if _is_sd1::choice4"
|
||||
],
|
||||
"wildcard3": [
|
||||
"__2$$,$$json/wildcard2__"
|
||||
]
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,69 @@
|
||||
yaml:
|
||||
wildcard1:
|
||||
- choice1
|
||||
- choice2
|
||||
- choice3
|
||||
|
||||
wildcard2:
|
||||
- ~r2-3$$-
|
||||
- "'label1,label2'4::choice1"
|
||||
- "3:: choice2 "
|
||||
- { labels: ["label1", "label3"], weight: 2, content: choice3 }
|
||||
- 5 if _is_sd1::choice4
|
||||
|
||||
wildcard2bis:
|
||||
- __1$$yaml/wildcard2'^yaml/wildcard2bis'__bis
|
||||
|
||||
wildcard2bisbis:
|
||||
- __1$$yaml/wildcard2bis'#^yaml/wildcard2bisbis'__bis
|
||||
|
||||
wildcard3:
|
||||
- __2$$,$$yaml/wildcard2__
|
||||
|
||||
wildcard4: inline text
|
||||
|
||||
wildcard5: inline ${var:default}
|
||||
|
||||
wildcard6:
|
||||
- { weight: 2, text: choice1 }
|
||||
- { weight: 3, content: choice2 }
|
||||
- { text: choice3 }
|
||||
- { weight: 4, if: _is_ssd, text: choice4 }
|
||||
|
||||
wildcard7:
|
||||
- <lora:test1:1>
|
||||
- <lora:test2:1>
|
||||
- <lora:test3:1>
|
||||
|
||||
wildcardPS:
|
||||
- {
|
||||
sampler: "~",
|
||||
repeating: false,
|
||||
count: 2,
|
||||
prefix: "prefix-",
|
||||
suffix: "-suffix",
|
||||
separator: "/",
|
||||
}
|
||||
- { weight: 3, text: choice1 }
|
||||
- { weight: 2, text: choice2 }
|
||||
- { weight: 1, text: choice3 }
|
||||
|
||||
more_nested:
|
||||
even_more_nested: # this would be __yaml/more_nested/even_more_nested__
|
||||
- one
|
||||
- two
|
||||
|
||||
anonwildcards:
|
||||
- one
|
||||
- two
|
||||
- # choice without options and anonymous wildcard
|
||||
- three
|
||||
- four
|
||||
- 3 if _is_sdxl: # choice with options and anonymous wildcard
|
||||
- five
|
||||
- six
|
||||
- { weight: 1, text: [seven, eight] } # anonymous wildcard used in a choice in object format
|
||||
- # choice without options and anonymous wildcard with parameters
|
||||
- { count: 2, prefix: "#" }
|
||||
- nine
|
||||
- ten
|
||||
@@ -0,0 +1,3 @@
|
||||
- one
|
||||
- 2
|
||||
- three
|
||||
@@ -0,0 +1 @@
|
||||
one choice
|
||||
@@ -0,0 +1,4 @@
|
||||
# wildcard1
|
||||
choice1
|
||||
choice2
|
||||
choice3
|
||||
@@ -0,0 +1,6 @@
|
||||
# wildcard2
|
||||
r2-3$$-
|
||||
4::choice1
|
||||
3:: choice2
|
||||
2::choice3
|
||||
5 if _is_sd1::choice4
|
||||
@@ -0,0 +1,2 @@
|
||||
# wildcard3
|
||||
__2$$,$$text/wildcard2__
|
||||
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user