WAS节点套件扩展ComfyUI处理与检索

WAS-NS v3 Reborn; Tools for image processing, filters, masking, text, logic, numbers, latents, files, 3D scenes, and animation.

WAS Node Suite v3 WAS Node Suite has been going since 2023 on Civitai and on GitHub, and was among the first packs to put hundreds of nodes into users' hands. WAS-NS has over a million downloads, and is used by thousands of users daily. It has been MIT since the first commit: use it, change it, teach with it, or run it in paid services. The pack contains 657 nodes for ComfyUI, across images, filters and colour, masking, text and prompts, logic and flow, numbers, latents and sampling, files, animation and video, and Llama-Index in ComfyUI. Llama-Index in ComfyUI puts llama-index on the canvas. Models, document loaders, splitters, indexes, vector stores, retrievers, query and chat engines, memory, tools, agents and evaluation are each a node, wired and queued like any other. They run on the models a graph already loads, such as the Qwen3 or Gemma inside a core Load CLIP, as well as GGUF files, Hugging Face folders, local servers such as Ollama, and hosted providers. Pictures and video frames are indexed beside text, so a graph can answer from a folder of notes, find a render by what it shows, or send an agent to look things up before it writes a prompt. The group installs on its own and ships off; without it the pack needs no packages. What it covers. See NODES.md for reference. Consider donating to the project to help me afford caffeine. Installation ComfyUI Manager, search for WAS Node Suite v3 and install. This is the recommended route. Manually, clone into custom_nodes: cd ComfyUI/custom_nodes git clone https://github.com/WASasquatch/was-node-suite-comfyui.git Requires ComfyUI 0.14.0 or newer and Python 3.10+. That is the whole install. Nothing is installed, downloaded or built, now or on any later start. The pack never runs pip on its own. The first start takes a second or two longer than the rest. Your config.yaml, the state database and the wildcard, LUT and view-extension folders are written under <ComfyUI user dir>/was-node-suite/, and python compiles the pack to bytecode. An update recompiles, so it happens once more each time you pull. Three optional groups want packages and ship off: document_export, which lets Save DOC write .docx, .odt and .pdf, llm, the language model nodes, and vector_stores, which adds Chroma, LanceDB, FAISS and Postgres to the LLM nodes' vector stores. # portable ComfyUI, from the ComfyUI_windows_portable directory python_embeded\python.exe -m pip install -r ComfyUI\custom_nodes\was-node-suite-comfyui\requirements\document_export.txt python_embeded\python.exe -m pip install -r ComfyUI\custom_nodes\was-node-suite-comfyui\requirements\llm.txt python_embeded\python.exe -m pip install -r ComfyUI\custom_nodes\was-node-suite-comfyui\requirements\vector_stores.txt Then set document_export: true, llm: true or vector_stores: true under features: in config.yaml. The llm group's keys, model folders and servers: docs/LLM.md. docs/CONFIG.md has every group, what it needs and what it gates. What changed since v2 657 nodes across a package of source files. The pack itself needs no packages, and nothing is fetched from a git URL. What it bundles ships in the repository with its licence beside it, listed in docs/THIRD_PARTY.md. v2 v3 Nodes 220 657 Default packages installed 20 0 Installed from a git URL 3 0 Third-party carried in the repository SAM and BLIP, 75 files of python 143 files: browser libraries, fonts, eight face cascades, three sets of weights and two networks, each with its licence Optional node groups none 26 keys in config.yaml, 10 of them off out of the box. Per-node disable group. 213 of the 220 node ids are unchanged. Four are retired onto replacements, three are removed outright, and the section below says what opens in their place. Face detection, gradient maps, background removal, frame interpolation, seamless textures, colour matching, levels, palettes, masks and deconvolution all run on torch, on ComfyUI's own device, so OpenCV, numba, rembg, timm, scipy, scikit-image, scikit-learn and matplotlib are not installed. Everything else a node reaches for either ships with ComfyUI or belongs to an optional group. 420 new nodes Area New Area New Llama-Index in ComfyUI 79 Bounds 10 Three.js scenes 43 HDR and linear light 9 Audio 39 Affine sampling 7 Files, archives and documents 28 Everything else 157 Logic and flow 26 Layers 22 What each area does: FEATURES.md. Opening a workflow saved before v3 No node id is renamed. Two nodes are now a different node under the same menu name, two ids are gone and another node does the job of each, and ComfyUI offers to swap all four in. Five ids are removed with nothing in their place. Widgets, slot counts, three menu labels and six results changed, and a workflow saved before v3 is carried across as it loads. Four retired ids. Each one opens listed in ComfyUI's missing-node dialog. Tick it, press the replace button, and the node comes back in place. Leave the dialog and it stays missing. The old name still finds its replacement in the Add Node search. Saved as Comes back as With Image Crop Face the same name, on a replacement running the same eight cascades wiring, crop padding, cascade choice, flip setting Image Gradient Map the same name, on a replacement running the same gradients wiring and settings Load Lora Lora Loader (Advanced), same five inputs and three outputs model and CLIP wired, all three outputs wired, LoRA choice, both strengths Number to Text Number to String, same NUMBER, INT and FLOAT input, same STRING output both wires. Neither node has a widget, so nothing is retyped The two face and gradient nodes ran through OpenCV, which the pack no longer installs. Their replacements run on ComfyUI's own device and need nothing installed. Five removed ids. Each opens as a red box where it stood, with its links dropped. There is no replacement for any of them; delete the node. Saved as What it did What to do Image Send HTTP Posted an image batch to an address Write the batch with Image Save Text Random Prompt Re