diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/.github/workflows/publish.yml b/custom_nodes/ComfyUI-VideoHelperSuite/.github/workflows/publish.yml new file mode 100644 index 0000000000000000000000000000000000000000..8b92ef96c38b7437942f1764fc98964a177444ce --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/.github/workflows/publish.yml @@ -0,0 +1,24 @@ +name: Publish to Comfy registry +on: + workflow_dispatch: + push: + branches: + - main + paths: + - "pyproject.toml" + +permissions: + issues: write + +jobs: + publish-node: + name: Publish Custom Node to registry + runs-on: ubuntu-latest + if: ${{ github.repository_owner == 'Kosinkadink' }} + steps: + - name: Check out code + uses: actions/checkout@v4 + - name: Publish Custom Node + uses: Comfy-Org/publish-node-action@v1 + with: + personal_access_token: ${{ secrets.REGISTRY_ACCESS_TOKEN }} ## Add your own personal access token to your Github Repository secrets and reference it here. diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/.gitignore b/custom_nodes/ComfyUI-VideoHelperSuite/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..5c7c13e881ebb88465736a5078d3e6c895925e05 --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/.gitignore @@ -0,0 +1,162 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. 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If not, see . + +Also add information on how to contact you by electronic and paper mail. + + If the program does terminal interaction, make it output a short +notice like this when it starts in an interactive mode: + + Copyright (C) + This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. + This is free software, and you are welcome to redistribute it + under certain conditions; type `show c' for details. + +The hypothetical commands `show w' and `show c' should show the appropriate +parts of the General Public License. Of course, your program's commands +might be different; for a GUI interface, you would use an "about box". + + You should also get your employer (if you work as a programmer) or school, +if any, to sign a "copyright disclaimer" for the program, if necessary. +For more information on this, and how to apply and follow the GNU GPL, see +. + + The GNU General Public License does not permit incorporating your program +into proprietary programs. If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/README.md b/custom_nodes/ComfyUI-VideoHelperSuite/README.md new file mode 100644 index 0000000000000000000000000000000000000000..15169af51764a76539ef6da790ca7babddfa9e6d --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/README.md @@ -0,0 +1,110 @@ +# ComfyUI-VideoHelperSuite +Nodes related to video workflows + +## I/O Nodes +### Load Video +Converts a video file into a series of images +- video: The video file to be loaded +- force_rate: Discards or duplicates frames as needed to hit a target frame rate. Disabled by setting to 0. This can be used to quickly match a suggested frame rate like the 8 fps of AnimateDiff. +- force_size: Allows for quick resizing to a number of suggested sizes. Several options allow you to set only width or height and determine the other from aspect ratio. +- frame_load_cap: The maximum number of frames which will be returned. This could also be thought of as the maximum batch size. +- skip_first_frames: How many frames to skip from the start of the video after adjusting for a forced frame rate. By incrementing this number by the frame_load_cap, you can easily process a longer input video in parts. +- select_every_nth: Allows for skipping a number of frames without considering the base frame rate or risking frame duplication. Often useful when working with animated gifs +A path variant of the Load Video node exists that allows loading videos from external paths +![step](https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite/assets/4284322/b5fc993c-5c9b-4608-afa4-48ae2e1380ef) +![resize](https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite/assets/4284322/98d2e78e-1c44-443c-a8fe-0dab0b5947f3) +If [Advanced Previews](#advanced-previews) is enabled in the options menu of the web ui, the preview will reflect the current settings on the node. +### Load Image Sequence +Loads all image files from a subfolder. Options are similar to Load Video. +- image_load_cap: The maximum number of images which will be returned. This could also be thought of as the maximum batch size. +- skip_first_images: How many images to skip. By incrementing this number by image_load_cap, you can easily divide a long sequence of images into multiple batches. +- select_every_nth: Allows for skipping a number of images between every returned frame. + +A path variant of Load Image sequence also exists. +### Video Combine +Combines a series of images into an output video +If the optional audio input is provided, it will also be combined into the output video +- frame_rate: How many of the input frames are displayed per second. A higher frame rate means that the output video plays faster and has less duration. This should usually be kept to 8 for AnimateDiff, or matched to the force_rate of a Load Video node. +- loop_count: How many additional times the video should repeat +- filename_prefix: The base file name used for output. + - You can save output to a subfolder: `subfolder/video` + - Like the builtin Save Image node, you can add timestamps. `%date:yyyy-MM-ddThh:mm:ss%` might become 2023-10-31T6:45:25 +- format: The file format to use. Advanced information on configuring or adding additional video formats can be found in the [Video Formats](#video-formats) section. +- pingpong: Causes the input to be played back in the reverse to create a clean loop. +- save_output: Whether the image should be put into the output directory or the temp directory. +Returns: a `VHS_FILENAMES` which consists of a boolean indicating if save_output is enabled and a list of the full filepaths of all generated outputs in the order created. Accordingly `output[1][-1]` will be the most complete output. + +Depending on the format chosen, additional options may become available, including +- crf: Describes the quality of the output video. A lower number gives a higher quality video and a larger file size, while a higher number gives a lower quality video with a smaller size. Scaling varies by codec, but visually lossless output generally occurs around 20. +- save_metadata: Includes a copy of the workflow in the output video which can be loaded by dragging and dropping the video, just like with images. +- pix_fmt: Changes how the pixel data is stored. `yuv420p10le` has higher color quality, but won't work on all devices +### Load Audio +Provides a way to load standalone audio files. +- seek_seconds: An optional start time for the audio file in seconds. + +## Latent/Image Nodes +A number of utility nodes exist for managing latents. For each, there is an equivalent node which works on images. +### Split Batch +Divides the latents into two sets. The first `split_index` latents go to output A and the remainder to output B. If less then `split_index` latents are provided as input, all are passed to output A and output B is empty. +### Merge Batch +Combines two groups of latents into a single output. The order of the output is the latents in A followed by the latents in B. +If the input groups are not the same size, the node provides options for rescaling the latents before merging. +### Select Every Nth +The first of every `select_every_nth` input is passed and the remainder are discarded +### Get Count +### Duplicate Batch + +## Video Previews +Load Video (Upload), Load Video (Path), Load Images (Upload), Load Images (Path) and Video Combine provide animated previews. +Nodes with previews provide additional functionality when right clicked +- Open preview +- Save preview +- Pause preview: Can improve performance with very large videos +- Hide preview: Can improve performance, save space +- Sync preview: Restarts all previews for side-by-side comparisons + +### Advanced Previews +Advanced Previews must be manually enabled by clicking the settings gear next to Queue Prompt and checking the box for VHS Advanced Previews. +If enabled, videos which are displayed in the ui will be converted with ffmpeg on request. This has several benefits +- Previews for Load Video nodes will reflect the settings on the node such as skip_first_frames and frame_load_cap + - This makes it easy to select an exact portion of an input video and sync it with outputs +- It can use substantially less bandwidth if running the server remotely +- It can greatly improve the browser performance by downsizing videos to the in ui resolution, particularly useful with animated gifs +- It allows for previews of videos that would not normally be playable in browser. +- Can be limited to subdirectories of ComyUI if `VHS_STRICT_PATHS` is set as an environment variable. + +This fucntionality is disabled since it comes with several downsides +- There is a delay before videos show in the browser. This delay can become quite large if the input video is long +- The preview videos are lower quality (The original can always be viewed with Right Click -> Open preview) + +## Video Formats +Those familiar with ffmpeg are able to add json files to the video_formats folders to add new output types to Video Combine. +Consider the following example for av1-webm +```json +{ + "main_pass": + [ + "-n", "-c:v", "libsvtav1", + "-pix_fmt", "yuv420p10le", + "-crf", ["crf","INT", {"default": 23, "min": 0, "max": 100, "step": 1}] + ], + "audio_pass": ["-c:a", "libopus"], + "extension": "webm", + "environment": {"SVT_LOG": "1"} +} +``` +Most configuration takes place in `main_pass`, which is a list of arguments that are passed to ffmpeg. +- `"-n"` designates that the command should fail if a file of the same name already exists. This should never happen, but if some bug were to occur, it would ensure other files aren't overwritten. +- `"-c:v", "libsvtav1"` designates that the video should be encoded with an av1 codec using the new SVT-AV1 encoder. SVT-AV1 is much faster than libaom-av1, but may not exist in older versions of ffmpeg. Alternatively, av1_nvenc could be used for gpu encoding with newer nvidia cards. +- `"-pix_fmt", "yuv420p10le"` designates the standard pixel format with 10-bit color. It's important that some pixel format be specified to ensure a nonconfigurable input pix_fmt isn't used. + +`audio pass` contains a list of arguments which are passed to ffmpeg when audio is passed into Video Combine + +`extension` designates both the file extension and the container format that is used. If some of the above options are omitted from `main_pass` it can affect what default options are chosen. +`environment` can optionally be provided to set environment variables during execution. For av1 it's used to reduce the verbosity of logging so that only major errors are displayed. +`input_color_depth` effects the format in which pixels are passed to the ffmpeg subprocess. Current valid options are `8bit` and `16bit`. The later will produce higher quality output, but is experimental. + +Fields can be exposed in the webui as a widget using a format similar to what is used in the creation of custom nodes. In the above example, the argument for `-crf` will be exposed as a format widget in the webui. Format widgets are a list of up to 3 terms +- The name of the widget that will be displayed in the web ui +- Either a primitive such as "INT" or "BOOLEAN", or a list of string options +- A dictionary of options diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/__init__.py b/custom_nodes/ComfyUI-VideoHelperSuite/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..815246deb017888fe254ab7df37818bd0c4ffb4e --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/__init__.py @@ -0,0 +1,9 @@ +from .videohelpersuite.nodes import NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS +import folder_paths +from .videohelpersuite.server import server +from .videohelpersuite import documentation +from .videohelpersuite import latent_preview + +WEB_DIRECTORY = "./web" +__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"] +documentation.format_descriptions(NODE_CLASS_MAPPINGS) diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/__pycache__/__init__.cpython-311.pyc b/custom_nodes/ComfyUI-VideoHelperSuite/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..571178127e9d6bd6bdea96514f8b379398775ea9 Binary files /dev/null and b/custom_nodes/ComfyUI-VideoHelperSuite/__pycache__/__init__.cpython-311.pyc differ diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/__pycache__/__init__.cpython-312.pyc b/custom_nodes/ComfyUI-VideoHelperSuite/__pycache__/__init__.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..45a2f326883bf5b2ae2e2773b6ca42445f83ce8c Binary files /dev/null and b/custom_nodes/ComfyUI-VideoHelperSuite/__pycache__/__init__.cpython-312.pyc differ diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/pyproject.toml b/custom_nodes/ComfyUI-VideoHelperSuite/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..bcb7ece85d1bec1834624d89b4f48fc0b932cbe5 --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/pyproject.toml @@ -0,0 +1,15 @@ +[project] +name = "comfyui-videohelpersuite" +description = "Nodes related to video workflows" +version = "1.5.1" +license = { file = "LICENSE" } +dependencies = ["opencv-python", "imageio-ffmpeg"] + +[project.urls] +Repository = "https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite" + +# Used by Comfy Registry https://comfyregistry.org +[tool.comfy] +PublisherId = "kosinkadink" +DisplayName = "ComfyUI-VideoHelperSuite" +Icon = "" diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/requirements.txt b/custom_nodes/ComfyUI-VideoHelperSuite/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..22b32b33290903a6ed55fabbfdb24e4f54a6a52f --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/requirements.txt @@ -0,0 +1,2 @@ +opencv-python +imageio-ffmpeg diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/testframework/README.md b/custom_nodes/ComfyUI-VideoHelperSuite/testframework/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f12ec58d4190e8cbaac909510f77d8bb9bb764dd --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/testframework/README.md @@ -0,0 +1,5 @@ +Code to automate execution of the tests and evaluate the results. +Distributed as a `custom node`, and can be installed by copying or simlinking to the `custom_nodes` directory. +Requires that ffprobe be available and added to the path. Note that imageio-ffmpeg does not bundle ffprobe. + +When installed, it adds a new sidebar tab to automate running one, or a folder of tests. This requires that the `Use new menu and workflow management` setting not be disabled diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/testframework/__init__.py b/custom_nodes/ComfyUI-VideoHelperSuite/testframework/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..93a6b43e84e566ccf709d58817afbccfdd968d66 --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/testframework/__init__.py @@ -0,0 +1,6 @@ +from . import server +NODE_CLASS_MAPPINGS = {} +NODE_DISPLAY_NAME_MAPPINGS = {} + +WEB_DIRECTORY = "./web" +__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"] diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/testframework/server.py b/custom_nodes/ComfyUI-VideoHelperSuite/testframework/server.py new file mode 100644 index 0000000000000000000000000000000000000000..90d5c63c9850e6c52a69126cee209f284aded30f --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/testframework/server.py @@ -0,0 +1,60 @@ +import subprocess +import json +import os +import torch +import shutil + +import server +import folder_paths + +web = server.web + +@server.PromptServer.instance.routes.post("/VHS_test") +async def test(request): + try: + req_data = await request.json() + output = req_data['output']['gifs'][0] + filename = output['filename'] + typ = output['type'] + base_args = ["ffprobe", "-v", "error", '-count_packets', "-show_entries", "stream", "-of", "json"] + video = folder_paths.get_annotated_filepath(f'{filename} [{typ}]') + vprobe = json.loads(subprocess.run(base_args + ['-select_streams', 'v:0', video], + capture_output=True, check=True).stdout)['streams'][0] + aprobe = json.loads(subprocess.run(base_args + ['-select_streams', 'a:0', video], + capture_output=True, check=True).stdout)['streams'] + probe = {'video': vprobe} + if len(aprobe) > 0: + probe['audio'] = aprobe[0] + errors = [] + compare = None + for test in req_data['tests']: + if test['type'] == 'compare': + compare = test + continue + key = test['key'] + expected = test['value'] + actual = probe[test['type']][key] + if expected != actual: + #Consider always dumping type? + errors.append(f'{key}: {expected} != {actual}') + if len(errors) == 0 and compare is not None: + if not os.path.exists(compare['filename']): + os.makedirs(os.path.split(compare['filename'])[0], exist_ok=True) + shutil.copy(video, compare['filename']) + print("Missing comparison file has been initialized from output:", os.path.abspath(compare['filename'])) + else: + #NOTE: This does not include the full memory optimizations of VHS + #Tests should be small + #TODO: Figure out way to do opacity comparison. May need to do blending in python + #(easy, but slower and more memory intensive) + diff = subprocess.run(['ffmpeg', '-v', 'error', '-i', video, '-i', compare['filename'], '-filter_complex', 'blend=all_mode=grainextract', '-pix_fmt', 'rgb24', '-f', 'rawvideo', '-'], stdout=subprocess.PIPE, check=True).stdout + diff = torch.frombuffer(diff, dtype=torch.uint8).to(dtype=torch.float32).div_(255) + #diff = diff.reshape((-1,4)) + d = (diff-0.5).abs().sum()/diff.size(0) + if d > compare['tolerance']: + errors.append(f'Similarity is outside specified tolerance: {d}') + else: + print('d:', d) + return web.json_response(errors) + except Exception as e: + return web.json_response(str(e)) diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/testframework/web/js/testRunner.js b/custom_nodes/ComfyUI-VideoHelperSuite/testframework/web/js/testRunner.js new file mode 100644 index 0000000000000000000000000000000000000000..93e06526686f83c29c02ee9e1f592fa138bdaa38 --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/testframework/web/js/testRunner.js @@ -0,0 +1,93 @@ + +import {app} from "../../../scripts/app.js"; +import {api} from "../../../scripts/api.js"; + +let watched_nodes = {} +let resolve = undefined +let testURL = api.apiURL("/VHS_test") +let errors = [] +api.addEventListener("executed", async function ({detail}) { + if (watched_nodes && watched_nodes[detail?.node]) { + if (detail?.output?.unfinished_batch) { + return + } + let requestBody = {tests: watched_nodes[detail.node], output: detail.output} + try { + let req = await fetch(api.apiURL("/VHS_test"), + {method: "POST", body: JSON.stringify(requestBody)}); + let testResult = await req.json() + if (testResult.length != 0) { + errors.push(testResult) + } + } catch(e) { + errors.push(e) + } + if (!(watched_nodes.length -= 1)) { + resolve() + } + } +}); + +async function runTest(file) { + if (!file?.name?.endsWith(".json")) { + return false + } + let workflow = JSON.parse(await file.text()) + await app.loadGraphData(workflow) + //NOTE: API is not used so workflow data is actually processed + watched_nodes = workflow.tests + errors = [] + let p = new Promise((r) => resolve = r) + await app.queuePrompt() + //block until execution completes + await p + watched_nodes = {} + if (errors.length > 0) { + app.ui.dialog.show("Failed " + errors.length + " tests:\n" + errors) + return true + } + return false +} +let iconOverride = document.createElement("style") +iconOverride.innerHTML = `.VHSTestIcon:before {content: '๐Ÿงช';}` +document.body.append(iconOverride) + +let testSidebar = {id: 'VHStest', title: 'VHS Test', icon: 'VHSTestIcon', type: 'custom', + render: (e) => { + e.innerHTML = `Select a folder containing tests + + Or select a single test + + ` + + const folderInput = e.children[0] + const fileInput = e.children[1] + Object.assign(folderInput, { + type: "file", + webkitdirectory: true, + onchange: async function() { + const startTime = Date.now() + let failedTests = false + for(const file of this.files) { + failedTests ||= await runTest(file) + } + this.value="" + if (!failedTests) { + console.log("All tests passed in " + ((Date.now() - startTime)/1000) + "s") + } + }, + }); + Object.assign(fileInput, { + type: "file", + accept: ".json", + onchange: async function() { + if (this.files.length) { + if(!(await runTest(this.files[0]))) { + console.log("Test complete") + } + this.value="" + } + }, + }); + }} +app.extensionManager.registerSidebarTab(testSidebar) diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/tests/README.md b/custom_nodes/ComfyUI-VideoHelperSuite/tests/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f5f175925de0f896f7db8ceb408aabd52f71e6a6 --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/tests/README.md @@ -0,0 +1 @@ +Workflows for automated testing of VHS. Most include an additional tests key to check the properties or perform comparisons on node outputs diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/tests/batch4x4.json b/custom_nodes/ComfyUI-VideoHelperSuite/tests/batch4x4.json new file mode 100644 index 0000000000000000000000000000000000000000..ccd75770ba21d95d7731197012dcd273093c0bc6 --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/tests/batch4x4.json @@ -0,0 +1,535 @@ +{ + "last_node_id": 18, + "last_link_id": 28, + "nodes": [ + { + "id": 16, + "type": "SolidMask", + "pos": [ + 38, + 1066 + ], + "size": { + "0": 315, + "1": 106 + }, + "flags": {}, + "order": 0, + "mode": 0, + "outputs": [ + { + "name": "MASK", + "type": "MASK", + "links": [ + 18 + ], + "slot_index": 0, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "SolidMask" + }, + "widgets_values": [ + 1, + 512, + 512 + ] + }, + { + "id": 15, + "type": "ImageCompositeMasked", + "pos": [ + 412.0800030517579, + 591.4099975585939 + ], + "size": { + "0": 315, + "1": 146 + }, + "flags": {}, + "order": 5, + "mode": 0, + "inputs": [ + { + "name": "destination", + "type": "IMAGE", + "link": 16 + }, + { + "name": "source", + "type": "IMAGE", + "link": 17 + }, + { + "name": "mask", + "type": "MASK", + "link": 18 + } + ], + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 19 + ], + "slot_index": 0, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "ImageCompositeMasked" + }, + "widgets_values": [ + 0, + 0, + false + ] + }, + { + "id": 18, + "type": "VHS_BatchManager", + "pos": [ + 329.8000881958008, + -87.40008056640622 + ], + "size": { + "0": 315, + "1": 58 + }, + "flags": {}, + "order": 1, + "mode": 0, + "outputs": [ + { + "name": "VHS_BatchManager", + "type": "VHS_BatchManager", + "links": [ + 24, + 25, + 26, + 27 + ], + "slot_index": 0, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "VHS_BatchManager" + }, + "widgets_values": { + "frames_per_batch": 4, + "count": 2 + } + }, + { + "id": 10, + "type": "VHS_LoadVideoPath", + "pos": [ + 24, + 102 + ], + "size": [ + 320, + 420.7188019966722 + ], + "flags": {}, + "order": 2, + "mode": 0, + "inputs": [ + { + "name": "meta_batch", + "type": "VHS_BatchManager", + "link": 25, + "slot_index": 0 + }, + { + "name": "vae", + "type": "VAE", + "link": null + } + ], + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 16, + 22 + ], + "slot_index": 0, + "shape": 3 + }, + { + "name": "frame_count", + "type": "INT", + "links": null, + "shape": 3 + }, + { + "name": "audio", + "type": "AUDIO", + "links": [ + 28 + ], + "slot_index": 2, + "shape": 3 + }, + { + "name": "video_info", + "type": "VHS_VIDEOINFO", + "links": null, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "VHS_LoadVideoPath" + }, + "widgets_values": { + "video": "input/bigbuckbunny.mp4", + "force_rate": 8, + "force_size": "512x?", + "custom_width": 512, + "custom_height": 512, + "frame_load_cap": 16, + "skip_first_frames": 64, + 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b/custom_nodes/ComfyUI-VideoHelperSuite/videohelpersuite/__pycache__/utils.cpython-312.pyc differ diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/videohelpersuite/batched_nodes.py b/custom_nodes/ComfyUI-VideoHelperSuite/videohelpersuite/batched_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..57d0e933e45294d0d0f9557c6ba1383051c88113 --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/videohelpersuite/batched_nodes.py @@ -0,0 +1,56 @@ +import torch +from nodes import VAEEncode +from comfy.utils import ProgressBar + + +class VAEDecodeBatched: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "samples": ("LATENT", ), + "vae": ("VAE", ), + "per_batch": ("INT", {"default": 16, "min": 1}) + } + } + + CATEGORY = "Video Helper Suite ๐ŸŽฅ๐Ÿ…ฅ๐Ÿ…—๐Ÿ…ข/batched nodes" + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "decode" + + def decode(self, vae, samples, per_batch): + decoded = [] + pbar = ProgressBar(samples["samples"].shape[0]) + for start_idx in range(0, samples["samples"].shape[0], per_batch): + decoded.append(vae.decode(samples["samples"][start_idx:start_idx+per_batch])) + pbar.update(per_batch) + return (torch.cat(decoded, dim=0), ) + + +class VAEEncodeBatched: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "pixels": ("IMAGE", ), "vae": ("VAE", ), + "per_batch": ("INT", {"default": 16, "min": 1}) + } + } + + CATEGORY = "Video Helper Suite ๐ŸŽฅ๐Ÿ…ฅ๐Ÿ…—๐Ÿ…ข/batched nodes" + + RETURN_TYPES = ("LATENT",) + FUNCTION = "encode" + + def encode(self, vae, pixels, per_batch): + t = [] + pbar = ProgressBar(pixels.shape[0]) + for start_idx in range(0, pixels.shape[0], per_batch): + try: + sub_pixels = vae.vae_encode_crop_pixels(pixels[start_idx:start_idx+per_batch]) + except: + sub_pixels = VAEEncode.vae_encode_crop_pixels(pixels[start_idx:start_idx+per_batch]) + t.append(vae.encode(sub_pixels[:,:,:,:3])) + pbar.update(per_batch) + return ({"samples": torch.cat(t, dim=0)}, ) diff --git a/custom_nodes/ComfyUI-VideoHelperSuite/videohelpersuite/documentation.py b/custom_nodes/ComfyUI-VideoHelperSuite/videohelpersuite/documentation.py new file mode 100644 index 0000000000000000000000000000000000000000..3a8248dba9d03d55ef9e688d1b19d860a9fe9ccf --- /dev/null +++ b/custom_nodes/ComfyUI-VideoHelperSuite/videohelpersuite/documentation.py @@ -0,0 +1,606 @@ +from .logger import logger + +def image(src): + return f'' +def video(src): + return f'