Giter Club home page Giter Club logo

Comments (6)

Chaoses-Ib avatar Chaoses-Ib commented on September 25, 2024

Currently you cannot do this directly. This is the main limitation of virtual mode:

The main limitation of virtual mode is that one cannot get the output of nodes from Python before running the full workflow. However, this limitation can be mitigated by expanding a workflow dynamically and run it multiple times. See select and process for an example. (If comfyanonymous/ComfyUI#2666 is someday merged into ComfyUI, this limitation can be solved.)

There are several workarounds:

  • Use some expression nodes

    e.g. EvaluateFloats from https://github.com/jags111/efficiency-nodes-comfyui:

    _, duration, _ = EvaluateFloats('a - 10.0', a=duration)
  • Run multiple times

    e.g. With ShowAnyToJSONCrystools from https://github.com/crystian/ComfyUI-Crystools:

    json = ShowAnyToJSONCrystools(duration)
    duration = float(json.wait()._output['text'][0])
    
    audio = ClipAudio(audio, duration - 10.0, duration, model_sr)
  • Use real mode

    This is the most powerful approach, but it also has several drawbacks compared to virtual mode, such as no cache for node outputs and no auto model management.

from comfyscript.

Chaoses-Ib avatar Chaoses-Ib commented on September 25, 2024

By the way, _wait() is just for internal use, you can await video or await wf.queue() without calling _wait().

And wf.queue() is not necessary since Workflow will queue the workflow when exiting the context. You should either set Workflow(queue=False) or avoid calling wf.queue() manually.

from comfyscript.

ambocclusion avatar ambocclusion commented on September 25, 2024

Thanks! Yeah I kinda got desperate to get anything from the workflow and just threw everything at it.

from comfyscript.

Chaoses-Ib avatar Chaoses-Ib commented on September 25, 2024

I haven't written much about node results in the docs because there are many refactors not done yet. There will be some built-in interop support for basic types in the future, so that one can await image or await duration without manually calling output nodes like SaveImage/PreviewImage and ShowAnyToJSONCrystools. Probably also await image.to_pil() for easy type conversion. This also helps to unify virtual mode and real mode.

And Result._output may be removed in the future. Result may be replaced with a wrapped dict, so that one can write result['ui']['text']/result['text'] instead of result._output['text'].

from comfyscript.

ambocclusion avatar ambocclusion commented on September 25, 2024

Thinking about this some, I wonder if some simple built-in eval utility nodes would be too out of scope for ComfyScript? I may look into writing a solution for this I just wonder if there was any chance you saw this as a possible enhancement already.

from comfyscript.

Chaoses-Ib avatar Chaoses-Ib commented on September 25, 2024

Being able to mix Python code with nodes is one of the goals of ComfyScript. If ComfyUI is running in the same process as ComfyScript, this goal can be archived by directly executing nodes as normal Python functions, which is what real mode does. If ComfyUI is running remotely, either node value or user code needs to be passed around the client and the server.

Passing value around is more flexible in that the client can do anything to the value, like calling external libraries and showing GUIs to let the user input the new value. However, it has the disadvantage that passing big values (e.g. models) would be slow. Passing code is more limited than passing values, but can be faster in this case. So solutions of both ways are useful in certain cases and would both be added in the future.

The most common "pass code around" solution is using eval nodes. There are already many eval nodes made by the community, but most of them are bloated, including many other nodes unrelated to eval and not very useful with ComfyScript. So I didn't select one as built-in. If you are going to make one that isn't bloated, I'm very willing to add it as built-in.

And the "pass value around" solution I'm going to implement is to add a node to apply callbacks to values. For example:

audio, sr, duration = LoadAudio(params.snd_filename)
audio = ConvertAudio(audio, sr, model_sr, 1)
audio = ClipAudio(audio, Apply(duration, lambda x: x - 10.0), duration, model_sr)
# or
audio = ClipAudio(audio, duration.apply(lambda x: x - 10.0), duration, model_sr)

The only requirement of Apply is the value must support interop, i.e. can be sent to the client and then back to the server. Or, if ComfyUI is running in the same process, it's also possible to capture the variable directly.

Also note that currently none of these solutions can change workflow structures at runtime, i.e. no real control flows in the workflow (unless do some hacks to ComfyUI). As mentioned above, I'm waiting for comfyanonymous/ComfyUI#2666 to be merged. It allows a workflow to be dynamic, i.e. nodes can return sub-workflows to be executed at runtime. This allows the client to change the workflow structure at runtime, and doesn't have the inefficiency problem of the "run multiple times" solution.

from comfyscript.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.