Preview-2: multi-resolution pose adapter (512/768/1024) + Anima Pose Control node + workflows

README.md

@@ -15,50 +15,44 @@ tags:
 pipeline_tag: text-to-image
 ---
 
-# Anima Control — Pose (Preview-1)
+# Anima Control — Pose (Preview-2)
 
-> ⚠️ **Preview-1 — experimental.** This is an early, lightly-trained release of pose control for
-> Anima v1.0. Because it is a preview, it will often generate bad images: deformed or split bodies,
-> wrong or extra limbs, and similar artifacts. It simply has not had enough training and refining
-> yet. Treat it as a proof of concept, not a finished tool. It is not production-ready for now.
-> **Non-commercial use only** (inherits the Anima base model license). Behavior and weights may change.
+> ⚠️ **Preview-2 — still experimental.** Better than Preview-1, but not finished. It will still
+> miss poses and produce deformed bodies, fused hands, and similar artifacts. Treat it as a
+> work-in-progress preview, not a production tool. **Non-commercial use only** (inherits the Anima
+> base model license). Behaviour and weights may still change.
 
 A native **pose control adapter** for the Anima v1.0 image model: condition generation on a
-skeleton pose map so the subject follows a target pose.
-
-## Abstract
-
-Anima Control adds spatial conditioning to the frozen Anima v1.0 diffusion transformer without
-retraining the base model. Preview-1 ships the first component, pose, as a channel-concat
-control-LoRA. A small, zero-initialized embedder injects a VAE-encoded skeleton at the model
-input, and a low-rank adapter on the transformer blocks lets the frozen network act on that
-signal. Because the embedder starts at zero, an untrained or zero-strength adapter is an exact
-no-op: the output is identical to the base model. Control is optional and off by default.
-
-## Highlights
-
-- **Pose conditioning for Anima v1.0:** drive the subject's pose from a skeleton map.
-- **Zero-init no-op:** at `strength = 0` the output is exactly the base model.
-- **Small trainable footprint:** only the control embedder and a rank-16 adapter train; the base stays frozen.
-- **Part of a shared control platform:** the same harness is meant to host other control types (see roadmap below).
+skeleton pose map so the subject follows a target pose. Preview-2 is the same idea as Preview-1,
+trained at higher resolutions on a larger corpus, and shipped with a friendlier ComfyUI node.
+
+## What changed since Preview-1
+
+- **Multi-resolution: 512, 768 and 1024.** Preview-1 was 512-only; this runs at all three, and the
+  bodies hold together much better at the larger sizes. 1024 looks best.
+- **Larger training corpus** than Preview-1's ~3,900 examples, which shows up as cleaner anatomy and
+  steadier poses.
+- **Better pose-following at every resolution**, with the biggest gains at 768 and 1024.
+- **New ComfyUI node, "Anima Pose Control."** Drop in a reference photo; it detects the pose for you
+  and renders the skeleton, and you can pick how the skeleton is drawn (thin, thick, puppet, heatmap,
+  or with hands/face stripped). The plain thin skeleton is still the best default — it's the only one
+  the model trained on — but a different render occasionally lands a stubborn pose when the seed
+  alone won't.
 
 ## Method
 
-The adapter has one fusion point at the model input and trains two small parts.
+Unchanged from Preview-1: a channel-concat control-LoRA on the frozen Anima DiT.
 
-**Conditioning.** The base VAE encodes the skeleton pose map into a control latent, the same
-latent space as the noisy image, so the control stays spatially aligned with the generation.
+**Conditioning.** The base VAE encodes the skeleton pose map into a control latent, the same latent
+space as the noisy image, so the control stays spatially aligned with the generation.
 
-**Fusion (`ControlEmbedder` + `ControlInitialLayer`).** A zero-initialized `ControlEmbedder`
-(a patch projection on the control latent) produces control tokens that are **added to the frozen
-base patch-embed output** inside an overridden `ControlInitialLayer`. This is the only place the
-forward pass changes. Zero-initialization means training starts as an exact no-op (output == base)
-and the control contribution grows only as it earns loss.
+**Fusion (`ControlEmbedder` + `ControlInitialLayer`).** A zero-initialized `ControlEmbedder` produces
+control tokens that are **added to the frozen base patch-embed output**. Zero-init means training
+starts as an exact no-op (output == base) and the control contribution grows only as it earns loss,
+so at `strength = 0` the adapter is exactly the base model.
 
 **Trainable parameters.** The `ControlEmbedder` plus a rank-16 low-rank adapter on the transformer
-`Block`s. The base transformer, text encoder, and VAE are frozen.
-
-**Objective.** The base model's native flow-matching objective, unchanged.
+blocks. The base transformer, text encoder, and VAE stay frozen.
 
 ```
 skeleton ─▶ VAE ─▶ control latent ─┐
@@ -68,125 +62,88 @@ noisy latent ─▶ patch-embed ─▶ [ControlInitialLayer] ─▶ Block×N (+
 
 ## Training
 
-**Data.** 3,914 (image, skeleton, caption) triples. Images are generated by Anima from a broad
-prompt distribution; skeletons are rendered from each image's detected keypoints (DWPose,
-COCO-WholeBody, black background); captions are quality-prefixed tag lists.
-
-**Configuration.**
+**Data.** (image, skeleton, caption) triples generated by Anima from a broad prompt distribution;
+skeletons rendered from each image's detected keypoints (DWPose, COCO-WholeBody, black background).
+Preview-2 uses a substantially larger corpus than Preview-1.
 
 | Setting | Value |
 |---|---|
-| Resolution | 512, aspect-ratio bucketed (AR 0.5–2.0, 7 buckets) |
+| Resolution | **512 + 768 + 1024**, aspect-ratio bucketed |
 | Adapter rank | 16 |
 | Learning rate | 1e-4 |
-| Epochs | 10 |
+| Epochs | 8 |
 | Control dropout | 0.1 |
 | Precision | bf16 |
-| Optimizer | adamw (optimi) |
 
-> **Final training loss:** ≈ 0.13 (denoising MSE, mean over the final 400 optimizer steps); stable across all 10 epochs.
+> Final training loss ≈ 0.11 (denoising MSE, mean over the final 400 steps).
 
 ## Results
 
-> Preliminary — measured on **10 held-out full-body poses** (fresh generations not seen in training).
-> Pose agreement is scored by re-detecting keypoints on each generated output and comparing to the
-> target skeleton (PCK@0.1 = fraction of keypoints within 10% of the pose bounding-box diagonal).
+Measured on held-out full-body poses (fresh generations, not seen in training). Pose agreement is
+body-PCK@0.1: re-detect keypoints on each output, compare to the target skeleton.
 
-![Base vs pose control on held-out poses](samples/grid.png)
+![Pose control across skeleton styles](samples/grid.png)
 
-*Each row: the input reference, the DWPose skeleton extracted from it, base Anima at the same prompt
-and seed, then the pose-controlled output. Base ignores the skeleton; control follows it.*
+*Each grid: the BASE column shows the reference and the no-control generation (same prompt, different
+seed — it ignores the pose); the remaining columns show the skeleton, drawn in each style, over the
+pose-controlled output. Control follows the pose; no-control doesn't.*
 
-| Metric (PCK@0.1) | Control off (0.0) | Control on (1.0) |
+| body-PCK@0.1 | control off | control on |
 |---|---|---|
-| Body pose — 17 COCO joints | 0.20 | **0.59** |
-| Whole-body — 133 keypoints | 0.32 | **0.59** |
-
-- Control **roughly triples** body-pose agreement (0.20 → 0.59); several held-out poses (standing,
-  waving, hands-on-hips) reach near-perfect adherence.
-- With control **off (strength 0.0)** the output matches base Anima whatever the skeleton: the
-  adapter is a clean no-op when disabled.
-- **Strength sweep (0.0 / 0.5 / 1.0):** raising strength moves the subject from the base pose toward
-  the target skeleton; 0.5 is a partial blend, 1.0 follows the skeleton.
-- **Limitations:** adherence is strongest on upright / static poses; highly dynamic poses (running,
-  jumping) are followed only partially at this preview's scale and resolution.
-
-## Usage (ComfyUI)
+| 512 | ~0.33 | **~0.59** |
+| 768 | ~0.38 | **~0.67** |
+| 1024 | ~0.37 | **~0.83** |
 
-Preview-1 runs as a small ComfyUI custom node, **Anima Control Apply** (`AnimaControlApply`,
-category `AnimaControl`).
+Preview-1 reached ~0.59 at 512. Preview-2 matches that at 512 and pulls clearly ahead at 768 and
+1024 — the gains grow with resolution.
 
-### Install
+**What's still off (honest):**
+- It doesn't always follow the skeleton, even a clean, correct one.
+- A thin stick figure on black isn't how anime is drawn, so the model only half-reads it; the worst
+  artifacts (fused hands, mush) cluster where the skeleton is busiest.
+- Dynamic poses — running, jumping, sitting — are the least reliable.
+- On short or vague prompts the style flattens toward a samey default; a richer prompt fixes it.
 
-1. Download `adapter_model.safetensors` from this repo into `ComfyUI/models/loras/`.
-2. Copy the `comfyui/anima_control_lora/` folder from this repo into `ComfyUI/custom_nodes/`, then
-   restart ComfyUI. That folder is the whole node: `__init__.py` and its one helper,
-   `control_embedder.py`.
-3. Load `pose_control.json` from the ComfyUI workflow menu, or build the graph by hand (below).
-
-One file does two jobs. `adapter_model.safetensors` holds both a low-rank adapter (`lora.*` keys)
-and the control embedder (`control_embedder.*` keys). `LoraLoaderModelOnly` reads the first set,
-Anima Control Apply reads the second. A bare filename in `control_embedder_path` is resolved
-against `models/loras/`, so both nodes just point at `adapter_model.safetensors`.
-
-Two workflows are included:
-
-- `pose_control_demo.json` — the easiest way to test everything. Drop in any reference image; it
-  runs DWPose to extract the skeleton, then generates the same prompt twice, once on base Anima and
-  once with pose control, so you can compare side by side. The DWPose step needs the
-  `comfyui_controlnet_aux` nodes.
-- `pose_control.json` — the core control graph, where you supply a skeleton image yourself.
-
-### Prepare a skeleton
-
-The control input is a skeleton pose map: DWPose keypoints (COCO-WholeBody) drawn on a black
-background. You can make one two ways:
-
-- A DWPose preprocessor node (for example, from `comfyui_controlnet_aux`) run on a reference image
-  inside ComfyUI.
-- The bundled `scripts/render_skeletons.py`, which needs `pip install rtmlib opencv-python`:
-  ```bash
-  python scripts/render_skeletons.py --imgs <ref_dir> --out <skeleton_dir>
-  ```
+## Usage (ComfyUI)
 
-### Graph
+Preview-2 uses two small custom nodes: **Anima Control Apply** (`AnimaControlApply`) applies the
+adapter, and **Anima Pose Control** (`AnimaPoseControl`) detects the pose from a photo and renders
+the skeleton for you.
 
-1. Load base Anima with your usual model loader.
-2. `LoraLoaderModelOnly`: set `lora_name` to `adapter_model.safetensors`.
-3. `VAEEncode`: encode the skeleton image to a `LATENT` (this is the `control_latent`).
-4. Anima Control Apply: inputs are `model`, `control_latent`, `control_embedder_path`
-   (`adapter_model.safetensors`), and `strength`. It returns a patched `MODEL`.
-5. Sample from the patched model as usual.
+### Install
 
-**Strength.** `0.0` is the base model with no control; `1.0` follows the skeleton. The range is 0
-to 2. Higher values track the pose more closely but can cost some image quality.
+1. Download `anima_pose_preview2.safetensors` into `ComfyUI/models/loras/`.
+2. Copy both folders from `comfyui/` in this repo into `ComfyUI/custom_nodes/`:
+   `anima_control_lora/` and `ComfyUI-anima-pose-control/`. Restart ComfyUI. ComfyUI-Manager installs
+   the second node's `requirements.txt` automatically; otherwise:
+   `pip install -r ComfyUI-anima-pose-control/requirements.txt` (rtmlib, opencv-python, onnxruntime,
+   numpy; torch and Pillow come with ComfyUI).
+3. Load a workflow from the menu. `pose_control_demo.json` is the easiest — control vs no-control side
+   by side. Also included: `pose_control.json` (simple), `pose_control_edit.json` (single node, pick
+   the skeleton style), `pose_control_compare.json` (one pose across every style at once).
 
-## Limitations
+`anima_pose_preview2.safetensors` holds both the low-rank adapter (`lora.*` keys) and the control
+embedder (`control_embedder.*` keys); `LoraLoaderModelOnly` reads the first set and Anima Control
+Apply reads the second, both pointing at the same file.
 
-- **Preview quality.** Lightly trained; pose adherence may be inconsistent and is still under evaluation.
-- **512×512 only.** The adapter is trained at 512, and the control latent has to line up spatially
-  with the generation latent, so the skeleton input and the output are both fixed at 512×512. Other
-  resolutions are not supported yet: off-512 the latents do not match and the pose is not tracked.
-  Fine detail (hands, faces) is also limited at this resolution.
-- **Single input injection.** Control is asserted once, at the input; at low strength the model may
-  under-follow the pose. Raising strength helps but can reduce image quality.
-- **Pose only.** Other control types are roadmap, not in this release.
-- **Non-commercial.** Inherits the Anima base model license.
+**Strength.** `0.0` is the base model with no control; `1.0` follows the skeleton (range 0–2). Higher
+tracks the pose more closely but can cost some image quality.
 
-## The platform & its v1 components
+## Roadmap
 
-Pose is the first component on a shared control harness for Anima. The harness owns the frozen
-base, the adapter machinery, and the data/caching path; each control type plugs in by supplying a
-conditioning encoder and a fusion point. Planned v1 components:
+**Preview-3** targets the headline weakness: the model only half-reads the skeleton. The thin
+lines-on-black signal seems foreign to it, so a representation bake-off is testing other renders
+(thicker, puppet/segmentation, depth-mannequin) to find what Anima follows best, plus the smaller
+fixes (default strength, dropping noisy hand points, more varied captions). The other half is the
+detector: the one used here was built for photos, not anime, so on art it produces noisy skeletons.
+Preview-3 will most likely wait on a purpose-built **anime pose detector** ("DWPose for anime"),
+then retrain on the winning representation with a lot more dynamic-pose data.
 
-- **Pose v1:** this preview, hardened for higher fidelity and reliable adherence.
-- **IP-Adapter v1:** image-prompt conditioning, to drive style and content from a reference image.
-- **Identity v1:** face-identity conditioning, to keep a subject's identity across generations.
+**Version 1.0** comes after Preview-3, if it lands clean — the first non-preview release, trained on
+a good deal more data again.
 
-A pose detector trained specifically for Anima is also on the table. The skeletons here come from
-DWPose, a general detector built for photographs, so it is noisy on anime art. An Anima-native
-detector would give cleaner skeletons for both the training data and inference, which should
-directly improve how closely generations follow the target pose.
+Pose is the first component on a shared control harness for Anima; planned siblings are image-prompt
+(IP-Adapter) and face-identity conditioning.
 
 ## License
 
@@ -196,23 +153,22 @@ the **CircleStone Labs Non-Commercial License**, and — because Anima is itself
 Cosmos-Predict2 — the [NVIDIA Open Model License](https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license/).
 
 The **model weights are for non-commercial use only.** Generated images (outputs) are not restricted
-by these terms and may be used commercially. See the base model card and the bundled
-[`LICENSE`](./LICENSE) for the full text.
+by these terms and may be used commercially. See the bundled [`LICENSE`](./LICENSE) for the full text.
 
 ## Support
 
-Building these models means mining and labeling hundreds of thousands of images and renting GPUs to
-train on them, which takes real time and money. If they are useful to you and you want to chip in,
-it is appreciated and never expected: https://ko-fi.com/claquasse
+Building these models means mining and labeling a lot of images and renting GPUs to train on them. If
+they're useful to you and you want to chip in, it's appreciated and never expected:
+https://ko-fi.com/claquasse
 
 ## Citation
 
 ```bibtex
-@misc{anima_control_pose_preview1,
-  title  = {Anima Control --- Pose (Preview-1)},
+@misc{anima_control_pose_preview2,
+  title  = {Anima Control --- Pose (Preview-2)},
   author = {Claquasse},
   year   = {2026},
-  note   = {Preview-1 pose control adapter for Anima v1.0},
+  note   = {Preview-2 multi-resolution pose control adapter for Anima v1.0},
   howpublished = {\url{https://huggingface.co/Claquasse/Anima-Control-Pose}}
 }
 ```

anima_control_tools.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3794f4bba2119c44d51e43846f6a95e101a99b585dec6c7291a46c4cc7ee9ff
+size 25669

anima_pose_preview2.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c10fa11628e9b1bf16dfe095ac5c6dc4ddd9ae77d7fe023d0a1857f7e29c516f
+size 75051096

comfyui/ComfyUI-anima-pose-control/README.md

@@ -0,0 +1,34 @@
+# ComfyUI-anima-pose-control
+
+A single ComfyUI node — **Anima Pose Control** (`AnimaPoseControl`) — that detects a pose from a photo,
+lets you drag the body joints on a mini-canvas in the node, picks a predefined skeleton style, paints the
+styled skeleton inline, and outputs the control image for a pose-control LoRA.
+
+## Install
+Clone into `ComfyUI/custom_nodes/` and restart ComfyUI (ComfyUI-Manager installs `requirements.txt` for you):
+```bash
+cd ComfyUI/custom_nodes
+git clone <this repo> ComfyUI-anima-pose-control
+ComfyUI/venv/bin/python -m pip install -r ComfyUI-anima-pose-control/requirements.txt
+```
+Dependencies: `rtmlib` (DWPose Wholebody-133 detection — same model/convention as the training data),
+`opencv-python`, `onnxruntime`, `numpy`. torch / Pillow are provided by ComfyUI.
+
+## Node: Anima Pose Control
+**Inputs:** `image` (optional) · widgets `style` (R0_thin / R1_thick / R2_puppet / heatmap),
+`hands` / `face` / `feet` toggles, `redetect`, `resolution`, hidden `pose_json`.
+**Outputs:** `skeleton` (IMAGE) · `keypoints` (POSE_KEYPOINT).
+
+### Use
+1. Connect a reference photo to `image`, **Queue** once (`redetect` on) — detects the pose, fills the canvas,
+   paints the styled skeleton on the node.
+2. **Mute** the node's re-detect (toggle `redetect` off — auto-set when you drag) and drag body joints in the
+   mini-canvas.
+3. **Queue** — only this node + downstream re-run (detection is skipped). Output feeds `ImageScale → VAEEncode`.
+
+### Styles & toggles
+`R0_thin` = DWPose-style thin skeleton (matches typical pose-LoRA training); `R1_thick` / `R2_puppet` =
+thicker limbs; `heatmap` = gaussian joint blobs. `hands`/`face`/`feet` add/remove those parts (R1/R2/heatmap
+are body-only; `feet` adds foot joints). No color picker — the palette is the fixed DWPose palette.
+
+Pure-Python renderer (`pose_render.py`) is the single source of truth and is unit-tested headless.

comfyui/ComfyUI-anima-pose-control/__init__.py

@@ -0,0 +1,6 @@
+from .node import AnimaPoseControl
+
+NODE_CLASS_MAPPINGS = {"AnimaPoseControl": AnimaPoseControl}
+NODE_DISPLAY_NAME_MAPPINGS = {"AnimaPoseControl": "Anima Pose Control (detect+edit+style)"}
+WEB_DIRECTORY = "./js"
+__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"]

comfyui/ComfyUI-anima-pose-control/detect.py

@@ -0,0 +1,37 @@
+"""DWPose detection wrapper. Uses rtmlib Wholebody — the same model + 133-keypoint convention
+v2 trained on (render_skeletons.py / eval used the identical call). Injectable for tests.
+
+Wholebody-133: body 0-16, feet 17-22, face 23-90, L-hand 91-111, R-hand 112-132."""
+import numpy as np
+
+
+class NoPersonError(RuntimeError):
+    pass
+
+
+_POSE = None
+
+
+def _default_estimator(resolution):
+    """Lazily build the rtmlib Wholebody estimator (ComfyUI venv). Returns a callable
+    img_rgb -> (kp[N,133,2], sc[N,133]) in pixel coords on a `resolution`-square canvas."""
+    global _POSE
+    if _POSE is None:
+        from rtmlib import Wholebody
+        _POSE = Wholebody(to_openpose=False, mode="balanced", backend="onnxruntime", device="cpu")
+    pose = _POSE
+    res = int(resolution)
+
+    def run(img):
+        import cv2
+        bgr = cv2.cvtColor(cv2.resize(img, (res, res)), cv2.COLOR_RGB2BGR)
+        return pose(bgr)            # (N,133,2), (N,133)
+    return run
+
+
+def detect(image_rgb, resolution, estimator=None):
+    est = _default_estimator(resolution) if estimator is None else estimator
+    kp_all, sc_all = est(image_rgb)
+    if kp_all is None or len(kp_all) == 0:
+        raise NoPersonError("no person detected")
+    return np.asarray(kp_all[0], float), np.asarray(sc_all[0], float)

comfyui/ComfyUI-anima-pose-control/js/anima_pose_control.js

@@ -0,0 +1,16 @@
+// js/anima_pose_control.js — Anima Pose Control: hide the machine-managed pose_json text box.
+// (Joint-drag editing removed for now; the node shows the styled skeleton via ComfyUI's image preview.)
+import { app } from "../../scripts/app.js";
+
+app.registerExtension({
+  name: "anima.pose.control",
+  async beforeRegisterNodeDef(nodeType, nodeData) {
+    if (nodeData.name !== "AnimaPoseControl") return;
+    const onNodeCreated = nodeType.prototype.onNodeCreated;
+    nodeType.prototype.onNodeCreated = function () {
+      onNodeCreated?.apply(this, arguments);
+      const pj = this.widgets?.find((w) => w.name === "pose_json");
+      if (pj) { pj.hidden = true; pj.computeSize = () => [0, -4]; pj.type = "hidden_pose_json"; }
+    };
+  },
+});

comfyui/ComfyUI-anima-pose-control/keypoints.py

@@ -0,0 +1,21 @@
+"""Codec between the JS canvas pose JSON and numpy keypoint arrays, plus body-17 edit merge."""
+import json
+import numpy as np
+
+
+def to_json(kp, sc, canvas):
+    kp = np.asarray(kp, float); sc = np.asarray(sc, float)
+    pts = [[float(kp[i][0]), float(kp[i][1]), float(sc[i])] for i in range(133)]
+    return json.dumps({"canvas": int(canvas), "points": pts})
+
+
+def from_json(s):
+    d = json.loads(s)
+    pts = np.asarray(d["points"], float)            # (133,3)
+    return pts[:, :2].copy(), pts[:, 2].copy(), int(d["canvas"])
+
+
+def merge_body(full_kp, full_sc, body_kp):
+    out = np.asarray(full_kp, float).copy()
+    out[:17] = np.asarray(body_kp, float)
+    return out

comfyui/ComfyUI-anima-pose-control/node.py

@@ -0,0 +1,70 @@
+"""AnimaPoseControl ComfyUI node: detect -> edit (JS) -> styled skeleton -> control IMAGE."""
+import numpy as np
+
+try:                                   # keep the helper importable without the package context (tests)
+    from .pose_render import render, STYLES
+    from .keypoints import from_json, to_json
+    from .detect import detect
+except ImportError:                    # flat import when running tests inside the package dir
+    from pose_render import render, STYLES
+    from keypoints import from_json, to_json
+    from detect import detect
+
+
+def compose(image, pose_json, style, hands, face, feet, redetect, resolution, estimator=None):
+    """Pure branch logic. Returns (skeleton uint8 [H,W,3] RGB, pose_json_out str)."""
+    if redetect and image is not None:
+        kp, sc = detect(image, int(resolution), estimator=estimator)
+    elif pose_json and pose_json.strip():
+        kp, sc, _ = from_json(pose_json)
+    elif image is not None:
+        kp, sc = detect(image, int(resolution), estimator=estimator)   # no pose yet -> detect
+    else:
+        raise ValueError("AnimaPoseControl: no pose to render — connect an image, or Queue once with redetect on first")
+    img = render(kp, sc, style, int(resolution), hands=hands, face=face, feet=feet)
+    return img, to_json(kp, sc, int(resolution))
+
+
+class AnimaPoseControl:
+    @classmethod
+    def INPUT_TYPES(cls):
+        return {
+            "required": {
+                "style": (list(STYLES),),
+                "hands": ("BOOLEAN", {"default": True}),
+                "face": ("BOOLEAN", {"default": True}),
+                "feet": ("BOOLEAN", {"default": True}),
+                "redetect": ("BOOLEAN", {"default": True}),
+                "resolution": ("INT", {"default": 768, "min": 256, "max": 2048, "step": 64}),
+                "pose_json": ("STRING", {"multiline": True, "default": ""}),
+            },
+            "optional": {"image": ("IMAGE",)},
+        }
+
+    RETURN_TYPES = ("IMAGE", "POSE_KEYPOINT")
+    RETURN_NAMES = ("skeleton", "keypoints")
+    FUNCTION = "run"
+    OUTPUT_NODE = True
+    CATEGORY = "Anima/pose"
+
+    def run(self, style, hands, face, feet, redetect, resolution, pose_json, image=None):
+        import torch
+        img_in = None
+        if image is not None:
+            img_in = (image[0].cpu().numpy() * 255).astype(np.uint8)   # ComfyUI IMAGE -> HWC uint8
+        skel, pj = compose(img_in, pose_json, style, hands, face, feet, redetect, resolution)
+        t = torch.from_numpy(skel.astype(np.float32) / 255.0)[None, ...]
+        import json
+        kpts = json.loads(pj)
+        # Show the styled render inline via ComfyUI's standard image preview.
+        return {"ui": {"images": _save_preview(skel), "pose_json": [pj]}, "result": (t, kpts)}
+
+
+def _save_preview(skel_uint8):
+    """Write the styled skeleton to ComfyUI's temp dir; return a /view descriptor for the JS to load."""
+    import folder_paths, os, uuid
+    from PIL import Image
+    d = folder_paths.get_temp_directory(); os.makedirs(d, exist_ok=True)
+    fn = "anima_pose_%s.png" % uuid.uuid4().hex[:8]
+    Image.fromarray(skel_uint8).save(os.path.join(d, fn))
+    return [{"filename": fn, "subfolder": "", "type": "temp"}]

comfyui/ComfyUI-anima-pose-control/pose_render.py

@@ -0,0 +1,62 @@
+"""Styled pose-skeleton renderer for AnimaPoseControl. Pure numpy + cv2 (no torch).
+Single source of truth for the predefined skeleton looks.
+Wholebody-133: body 0-16, feet 17-22, face 23-90, L-hand 91-111, R-hand 112-132."""
+import numpy as np
+import cv2
+
+BODY = list(range(17)); FEET = list(range(17, 23)); FACE = list(range(23, 91)); HAND = list(range(91, 133))
+COCO_LIMBS = [(5, 7), (7, 9), (6, 8), (8, 10), (11, 13), (13, 15), (12, 14), (14, 16),
+              (5, 6), (11, 12), (5, 11), (6, 12), (0, 5), (0, 6)]
+_PAL = [(255, 0, 0), (255, 128, 0), (255, 255, 0), (128, 255, 0), (0, 255, 0), (0, 255, 128), (0, 255, 255),
+        (0, 128, 255), (0, 0, 255), (128, 0, 255), (255, 0, 255), (255, 0, 128), (180, 180, 180), (220, 220, 220)]
+LIMB_COLOR = {l: _PAL[i % len(_PAL)] for i, l in enumerate(COCO_LIMBS)}
+JOINT_COLOR = [_PAL[i % len(_PAL)] for i in range(17)]
+STYLES = ("R0_thin", "R1_thick", "R2_puppet", "heatmap")
+_W = {"R0_thin": {"stick": 2, "joint": 3}, "R1_thick": {"stick": 8, "joint": 6}, "R2_puppet": {"stick": 22, "joint": 11}, "heatmap": {"stick": 2, "joint": 3}}
+
+
+def _toggle(sc, hands, face, feet):
+    sc = np.asarray(sc, float).copy()
+    if not hands: sc[HAND] = 0.0
+    if not face: sc[FACE] = 0.0
+    if not feet: sc[FEET] = 0.0
+    return sc
+
+
+def render(kp, sc, style, resolution, hands=True, face=True, feet=True, kpt_thr=0.3):
+    if style not in STYLES:
+        raise ValueError(f"unknown style {style!r}")
+    H = W = int(resolution)
+    kp = np.asarray(kp, float); sc = _toggle(sc, hands, face, feet)
+    if style == "heatmap":
+        return _heatmap(kp, sc, H, W, feet, kpt_thr)
+    cfg = _W[style]; cv = np.zeros((H, W, 3), np.uint8)
+    for a, b in COCO_LIMBS:
+        if sc[a] >= kpt_thr and sc[b] >= kpt_thr:
+            cv2.line(cv, (int(kp[a][0]), int(kp[a][1])), (int(kp[b][0]), int(kp[b][1])), LIMB_COLOR[(a, b)], cfg["stick"])
+    for i in BODY:
+        if sc[i] >= kpt_thr:
+            cv2.circle(cv, (int(kp[i][0]), int(kp[i][1])), cfg["joint"], (255, 255, 255), -1)
+    for i in FEET:
+        if sc[i] >= kpt_thr:
+            cv2.circle(cv, (int(kp[i][0]), int(kp[i][1])), max(1, cfg["joint"] // 2), (255, 255, 255), -1)
+    if style == "R0_thin":              # only R0 draws hands + face (DWPose-style small visible dots)
+        for i in HAND:
+            if sc[i] >= kpt_thr:
+                cv2.circle(cv, (int(kp[i][0]), int(kp[i][1])), 2, (0, 255, 255), -1)
+        for i in FACE:
+            if sc[i] >= kpt_thr:
+                cv2.circle(cv, (int(kp[i][0]), int(kp[i][1])), 2, (255, 255, 255), -1)
+    return cv
+
+
+def _heatmap(kp, sc, H, W, feet, thr, sig=11):
+    acc = np.zeros((H, W, 3), np.float32)
+    for i in BODY + (FEET if feet else []):
+        if sc[i] >= thr:
+            x, y = int(round(kp[i][0])), int(round(kp[i][1]))
+            if 0 <= x < W and 0 <= y < H:
+                b = np.zeros((H, W), np.float32); b[y, x] = 1.0
+                b = cv2.GaussianBlur(b, (0, 0), sig); b /= (b.max() + 1e-9)
+                acc += b[..., None] * np.array(JOINT_COLOR[i % 17], np.float32)
+    return np.clip(acc, 0, 255).astype(np.uint8)

comfyui/ComfyUI-anima-pose-control/requirements.txt

@@ -0,0 +1,7 @@
+# ComfyUI-anima-pose-control runtime dependencies.
+# ComfyUI already provides torch, Pillow and numpy; these are the extras the node needs.
+# ComfyUI-Manager installs this automatically on first load.
+rtmlib
+opencv-python
+onnxruntime
+numpy

pose_control.json

@@ -1,6 +1,8 @@
 {
-  "last_node_id": 15,
-  "last_link_id": 16,
+  "id": "release",
+  "revision": 0,
+  "last_node_id": 16,
+  "last_link_id": 17,
   "nodes": [
     {
       "id": 1,
@@ -10,21 +12,41 @@
         40
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 0,
+      "order": 1,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "localized_name": "unet_name",
+          "name": "unet_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "unet_name"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "weight_dtype",
+          "name": "weight_dtype",
+          "type": "COMBO",
+          "widget": {
+            "name": "weight_dtype"
+          },
+          "link": null
+        }
+      ],
       "outputs": [
         {
+          "localized_name": "MODEL",
           "name": "MODEL",
           "type": "MODEL",
+          "slot_index": 0,
           "links": [
             1
-          ],
-          "slot_index": 0
+          ]
         }
       ],
       "properties": {
@@ -37,178 +59,262 @@
     },
     {
       "id": 2,
-      "type": "CLIPLoader",
+      "type": "LoraLoaderModelOnly",
       "pos": [
         40,
-        200
+        180
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 1,
+      "order": 2,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "localized_name": "model",
+          "name": "model",
+          "type": "MODEL",
+          "link": 1
+        },
+        {
+          "localized_name": "lora_name",
+          "name": "lora_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "lora_name"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "strength_model",
+          "name": "strength_model",
+          "type": "FLOAT",
+          "widget": {
+            "name": "strength_model"
+          },
+          "link": null
+        }
+      ],
       "outputs": [
         {
-          "name": "CLIP",
-          "type": "CLIP",
+          "localized_name": "MODEL",
+          "name": "MODEL",
+          "type": "MODEL",
+          "slot_index": 0,
           "links": [
-            2,
-            3
-          ],
-          "slot_index": 0
+            8
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "CLIPLoader"
+        "Node name for S&R": "LoraLoaderModelOnly"
       },
       "widgets_values": [
-        "qwen_3_06b_base.safetensors",
-        "stable_diffusion",
-        "default"
+        "anima_pose_preview2.safetensors",
+        1
       ]
     },
     {
       "id": 3,
-      "type": "VAELoader",
+      "type": "CLIPLoader",
       "pos": [
         40,
-        360
+        320
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 2,
+      "order": 3,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "localized_name": "clip_name",
+          "name": "clip_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "clip_name"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "type",
+          "name": "type",
+          "type": "COMBO",
+          "widget": {
+            "name": "type"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "device",
+          "name": "device",
+          "shape": 7,
+          "type": "COMBO",
+          "widget": {
+            "name": "device"
+          },
+          "link": null
+        }
+      ],
       "outputs": [
         {
-          "name": "VAE",
-          "type": "VAE",
+          "localized_name": "CLIP",
+          "name": "CLIP",
+          "type": "CLIP",
+          "slot_index": 0,
           "links": [
-            4,
-            5
-          ],
-          "slot_index": 0
+            2,
+            3
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "VAELoader"
+        "Node name for S&R": "CLIPLoader"
       },
       "widgets_values": [
-        "qwen_image_vae.safetensors"
+        "qwen_3_06b_base.safetensors",
+        "stable_diffusion",
+        "default"
       ]
     },
     {
       "id": 4,
-      "type": "LoadImage",
+      "type": "VAELoader",
       "pos": [
         40,
-        520
+        450
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 3,
+      "order": 4,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "localized_name": "vae_name",
+          "name": "vae_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "vae_name"
+          },
+          "link": null
+        }
+      ],
       "outputs": [
         {
-          "name": "IMAGE",
-          "type": "IMAGE",
+          "localized_name": "VAE",
+          "name": "VAE",
+          "type": "VAE",
+          "slot_index": 0,
           "links": [
-            6
-          ],
-          "slot_index": 0
-        },
-        {
-          "name": "MASK",
-          "type": "MASK",
-          "links": null,
-          "slot_index": 1
+            7,
+            16
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "LoadImage"
+        "Node name for S&R": "VAELoader"
       },
       "widgets_values": [
-        "skeleton.png",
-        "image"
+        "qwen_image_vae.safetensors"
       ]
     },
     {
       "id": 5,
       "type": "CLIPTextEncode",
       "pos": [
-        400,
-        40
+        40,
+        560
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 4,
+      "order": 5,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "clip",
           "name": "clip",
           "type": "CLIP",
           "link": 2
+        },
+        {
+          "localized_name": "text",
+          "name": "text",
+          "type": "STRING",
+          "widget": {
+            "name": "text"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
+          "localized_name": "CONDITIONING",
           "name": "CONDITIONING",
           "type": "CONDITIONING",
+          "slot_index": 0,
           "links": [
             12
-          ],
-          "slot_index": 0
+          ]
         }
       ],
       "properties": {
         "Node name for S&R": "CLIPTextEncode"
       },
       "widgets_values": [
-        "newest, masterpiece, best quality, score_9\n\n1girl, solo, standing, simple background"
-      ]
+        "newest, masterpiece, best quality, score_9, safe\n\n1girl, solo, simple background"
+      ],
+      "title": "prompt"
     },
     {
       "id": 6,
       "type": "CLIPTextEncode",
       "pos": [
-        400,
-        200
+        40,
+        760
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 5,
+      "order": 6,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "clip",
           "name": "clip",
           "type": "CLIP",
           "link": 3
+        },
+        {
+          "localized_name": "text",
+          "name": "text",
+          "type": "STRING",
+          "widget": {
+            "name": "text"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
+          "localized_name": "CONDITIONING",
           "name": "CONDITIONING",
           "type": "CONDITIONING",
+          "slot_index": 0,
           "links": [
             13
-          ],
-          "slot_index": 0
+          ]
         }
       ],
       "properties": {
@@ -216,76 +322,253 @@
       },
       "widgets_values": [
         "worst quality, low quality, score_1, score_2, blurry, jpeg artifacts"
-      ]
+      ],
+      "title": "negative"
     },
     {
       "id": 7,
-      "type": "LoraLoaderModelOnly",
+      "type": "EmptyLatentImage",
       "pos": [
-        400,
-        360
+        40,
+        960
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 6,
+      "order": 7,
       "mode": 0,
       "inputs": [
         {
-          "name": "model",
-          "type": "MODEL",
-          "link": 1
+          "localized_name": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "batch_size",
+          "name": "batch_size",
+          "type": "INT",
+          "widget": {
+            "name": "batch_size"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
-          "name": "MODEL",
-          "type": "MODEL",
+          "localized_name": "LATENT",
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
           "links": [
-            9
-          ],
-          "slot_index": 0
+            14
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "LoraLoaderModelOnly"
+        "Node name for S&R": "EmptyLatentImage"
       },
       "widgets_values": [
-        "adapter_model.safetensors",
-        1.0
+        768,
+        768,
+        1
       ]
     },
     {
       "id": 8,
+      "type": "LoadImage",
+      "pos": [
+        380,
+        120
+      ],
+      "size": [
+        300,
+        314
+      ],
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [
+        {
+          "localized_name": "image",
+          "name": "image",
+          "type": "COMBO",
+          "widget": {
+            "name": "image"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "choose file to upload",
+          "name": "upload",
+          "type": "IMAGEUPLOAD",
+          "widget": {
+            "name": "upload"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "localized_name": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            4
+          ]
+        },
+        {
+          "localized_name": "MASK",
+          "name": "MASK",
+          "type": "MASK",
+          "slot_index": 1,
+          "links": []
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "cmp_source.png",
+        "image"
+      ],
+      "title": "reference PHOTO"
+    },
+    {
+      "id": 9,
+      "type": "AnimaPoseControl",
+      "pos": [
+        680,
+        120
+      ],
+      "size": [
+        260,
+        200
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "properties": {
+        "Node name for S&R": "AnimaPoseControl"
+      },
+      "widgets_values": [
+        "R0_thin",
+        true,
+        true,
+        true,
+        true,
+        768,
+        ""
+      ],
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 4
+        }
+      ],
+      "outputs": [
+        {
+          "name": "skeleton",
+          "type": "IMAGE",
+          "links": [
+            5
+          ],
+          "slot_index": 0
+        },
+        {
+          "name": "keypoints",
+          "type": "POSE_KEYPOINT",
+          "links": [],
+          "slot_index": 1
+        }
+      ],
+      "title": "POSE: detect + style",
+      "color": "#533",
+      "bgcolor": "#223"
+    },
+    {
+      "id": 10,
       "type": "ImageScale",
       "pos": [
-        400,
-        520
+        980,
+        120
       ],
       "size": [
-        315,
+        300,
         130
       ],
       "flags": {},
-      "order": 7,
+      "order": 10,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "image",
           "name": "image",
           "type": "IMAGE",
-          "link": 6
+          "link": 5
+        },
+        {
+          "localized_name": "upscale_method",
+          "name": "upscale_method",
+          "type": "COMBO",
+          "widget": {
+            "name": "upscale_method"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "crop",
+          "name": "crop",
+          "type": "COMBO",
+          "widget": {
+            "name": "crop"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
+          "localized_name": "IMAGE",
           "name": "IMAGE",
           "type": "IMAGE",
+          "slot_index": 0,
           "links": [
-            7
-          ],
-          "slot_index": 0
+            6
+          ]
         }
       ],
       "properties": {
@@ -293,45 +576,48 @@
       },
       "widgets_values": [
         "nearest-exact",
-        512,
-        512,
+        768,
+        768,
         "disabled"
       ]
     },
     {
-      "id": 9,
+      "id": 11,
       "type": "VAEEncode",
       "pos": [
-        760,
-        520
+        1280,
+        120
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 8,
+      "order": 11,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "pixels",
           "name": "pixels",
           "type": "IMAGE",
-          "link": 7
+          "link": 6
         },
         {
+          "localized_name": "vae",
           "name": "vae",
           "type": "VAE",
-          "link": 4
+          "link": 7
         }
       ],
       "outputs": [
         {
+          "localized_name": "LATENT",
           "name": "LATENT",
           "type": "LATENT",
+          "slot_index": 0,
           "links": [
-            8
-          ],
-          "slot_index": 0
+            9
+          ]
         }
       ],
       "properties": {
@@ -340,65 +626,87 @@
       "widgets_values": []
     },
     {
-      "id": 10,
+      "id": 12,
       "type": "AnimaControlApply",
       "pos": [
-        760,
-        360
+        1580,
+        120
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 9,
+      "order": 12,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "model",
           "name": "model",
           "type": "MODEL",
-          "link": 9
+          "link": 8
         },
         {
+          "localized_name": "control_latent",
           "name": "control_latent",
           "type": "LATENT",
-          "link": 8
+          "link": 9
+        },
+        {
+          "localized_name": "control_embedder_path",
+          "name": "control_embedder_path",
+          "type": "STRING",
+          "widget": {
+            "name": "control_embedder_path"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "strength",
+          "name": "strength",
+          "type": "FLOAT",
+          "widget": {
+            "name": "strength"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
+          "localized_name": "MODEL",
           "name": "MODEL",
           "type": "MODEL",
+          "slot_index": 0,
           "links": [
             10
-          ],
-          "slot_index": 0
+          ]
         }
       ],
       "properties": {
         "Node name for S&R": "AnimaControlApply"
       },
       "widgets_values": [
-        "adapter_model.safetensors",
-        1.0
+        "anima_pose_preview2.safetensors",
+        1
       ]
     },
     {
-      "id": 11,
+      "id": 13,
       "type": "CFGZeroStar",
       "pos": [
-        1120,
-        360
+        1880,
+        120
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 10,
+      "order": 13,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "model",
           "name": "model",
           "type": "MODEL",
           "link": 10
@@ -406,12 +714,13 @@
       ],
       "outputs": [
         {
-          "name": "MODEL",
+          "localized_name": "patched_model",
+          "name": "patched_model",
           "type": "MODEL",
+          "slot_index": 0,
           "links": [
             11
-          ],
-          "slot_index": 0
+          ]
         }
       ],
       "properties": {
@@ -420,132 +729,160 @@
       "widgets_values": []
     },
     {
-      "id": 12,
-      "type": "EmptyLatentImage",
-      "pos": [
-        760,
-        40
-      ],
-      "size": [
-        315,
-        130
-      ],
-      "flags": {},
-      "order": 11,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "LATENT",
-          "type": "LATENT",
-          "links": [
-            14
-          ],
-          "slot_index": 0
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "EmptyLatentImage"
-      },
-      "widgets_values": [
-        512,
-        512,
-        1
-      ]
-    },
-    {
-      "id": 13,
+      "id": 14,
       "type": "KSampler",
       "pos": [
-        1120,
-        40
+        2180,
+        120
       ],
       "size": [
-        315,
-        130
+        300,
+        262
       ],
       "flags": {},
-      "order": 12,
+      "order": 14,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "model",
           "name": "model",
           "type": "MODEL",
           "link": 11
         },
         {
+          "localized_name": "positive",
           "name": "positive",
           "type": "CONDITIONING",
           "link": 12
         },
         {
+          "localized_name": "negative",
           "name": "negative",
           "type": "CONDITIONING",
           "link": 13
         },
         {
+          "localized_name": "latent_image",
           "name": "latent_image",
           "type": "LATENT",
           "link": 14
+        },
+        {
+          "localized_name": "seed",
+          "name": "seed",
+          "type": "INT",
+          "widget": {
+            "name": "seed"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "steps",
+          "name": "steps",
+          "type": "INT",
+          "widget": {
+            "name": "steps"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "cfg",
+          "name": "cfg",
+          "type": "FLOAT",
+          "widget": {
+            "name": "cfg"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "sampler_name",
+          "name": "sampler_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "sampler_name"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "scheduler",
+          "name": "scheduler",
+          "type": "COMBO",
+          "widget": {
+            "name": "scheduler"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "denoise",
+          "name": "denoise",
+          "type": "FLOAT",
+          "widget": {
+            "name": "denoise"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
+          "localized_name": "LATENT",
           "name": "LATENT",
           "type": "LATENT",
+          "slot_index": 0,
           "links": [
             15
-          ],
-          "slot_index": 0
+          ]
         }
       ],
       "properties": {
         "Node name for S&R": "KSampler"
       },
       "widgets_values": [
-        42,
+        2024,
         "fixed",
         30,
-        4.0,
+        4,
         "er_sde",
         "simple",
-        1.0
+        1
       ]
     },
     {
-      "id": 14,
+      "id": 15,
       "type": "VAEDecode",
       "pos": [
-        1480,
-        40
+        2480,
+        120
       ],
       "size": [
-        315,
-        130
+        300,
+        120
       ],
       "flags": {},
-      "order": 13,
+      "order": 15,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "samples",
           "name": "samples",
           "type": "LATENT",
           "link": 15
         },
         {
+          "localized_name": "vae",
           "name": "vae",
           "type": "VAE",
-          "link": 5
+          "link": 16
         }
       ],
       "outputs": [
         {
+          "localized_name": "IMAGE",
           "name": "IMAGE",
           "type": "IMAGE",
+          "slot_index": 0,
           "links": [
-            16
-          ],
-          "slot_index": 0
+            17
+          ]
         }
       ],
       "properties": {
@@ -554,24 +891,34 @@
       "widgets_values": []
     },
     {
-      "id": 15,
+      "id": 16,
       "type": "SaveImage",
       "pos": [
-        1480,
-        200
+        2780,
+        120
       ],
       "size": [
-        315,
-        130
+        300,
+        270
       ],
       "flags": {},
-      "order": 14,
+      "order": 16,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "images",
           "name": "images",
           "type": "IMAGE",
-          "link": 16
+          "link": 17
+        },
+        {
+          "localized_name": "filename_prefix",
+          "name": "filename_prefix",
+          "type": "STRING",
+          "widget": {
+            "name": "filename_prefix"
+          },
+          "link": null
         }
       ],
       "outputs": [],
@@ -579,8 +926,9 @@
         "Node name for S&R": "SaveImage"
       },
       "widgets_values": [
-        "pose_control"
-      ]
+        "anima_pose_control"
+      ],
+      "title": "GENERATION"
     }
   ],
   "links": [
@@ -588,13 +936,13 @@
       1,
       1,
       0,
-      7,
+      2,
       0,
       "MODEL"
     ],
     [
       2,
-      2,
+      3,
       0,
       5,
       0,
@@ -602,7 +950,7 @@
     ],
     [
       3,
-      2,
+      3,
       0,
       6,
       0,
@@ -610,73 +958,73 @@
     ],
     [
       4,
-      3,
+      8,
       0,
       9,
-      1,
-      "VAE"
+      0,
+      "IMAGE"
     ],
     [
       5,
-      3,
+      9,
       0,
-      14,
-      1,
-      "VAE"
+      10,
+      0,
+      "IMAGE"
     ],
     [
       6,
-      4,
+      10,
       0,
-      8,
+      11,
       0,
       "IMAGE"
     ],
     [
       7,
-      8,
-      0,
-      9,
+      4,
       0,
-      "IMAGE"
+      11,
+      1,
+      "VAE"
     ],
     [
       8,
-      9,
+      2,
       0,
-      10,
-      1,
-      "LATENT"
+      12,
+      0,
+      "MODEL"
     ],
     [
       9,
-      7,
-      0,
-      10,
+      11,
       0,
-      "MODEL"
+      12,
+      1,
+      "LATENT"
     ],
     [
       10,
-      10,
+      12,
       0,
-      11,
+      13,
       0,
       "MODEL"
     ],
     [
       11,
-      11,
-      0,
       13,
       0,
+      14,
+      0,
       "MODEL"
     ],
     [
       12,
       5,
       0,
-      13,
+      14,
       1,
       "CONDITIONING"
     ],
@@ -684,37 +1032,53 @@
       13,
       6,
       0,
-      13,
+      14,
       2,
       "CONDITIONING"
     ],
     [
       14,
-      12,
+      7,
       0,
-      13,
+      14,
       3,
       "LATENT"
     ],
     [
       15,
-      13,
-      0,
       14,
       0,
+      15,
+      0,
       "LATENT"
     ],
     [
       16,
-      14,
+      4,
       0,
       15,
+      1,
+      "VAE"
+    ],
+    [
+      17,
+      15,
+      0,
+      16,
       0,
       "IMAGE"
     ]
   ],
   "groups": [],
   "config": {},
-  "extra": {},
+  "extra": {
+    "ds": {
+      "scale": 1.2284597357367357,
+      "offset": [
+        -896.6673282988922,
+        -2098.6519356376084
+      ]
+    }
+  },
   "version": 0.4
 }

pose_control_demo.json

@@ -1,4 +1,6 @@
 {
+  "id": "release",
+  "revision": 0,
   "last_node_id": 21,
   "last_link_id": 26,
   "nodes": [
@@ -6,26 +8,46 @@
       "id": 1,
       "type": "UNETLoader",
       "pos": [
-        0,
-        0
+        40,
+        40
       ],
       "size": [
         300,
         120
       ],
       "flags": {},
-      "order": 0,
+      "order": 1,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "localized_name": "unet_name",
+          "name": "unet_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "unet_name"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "weight_dtype",
+          "name": "weight_dtype",
+          "type": "COMBO",
+          "widget": {
+            "name": "weight_dtype"
+          },
+          "link": null
+        }
+      ],
       "outputs": [
         {
+          "localized_name": "MODEL",
           "name": "MODEL",
           "type": "MODEL",
+          "slot_index": 0,
           "links": [
             1,
-            2
-          ],
-          "slot_index": 0
+            18
+          ]
         }
       ],
       "properties": {
@@ -38,28 +60,117 @@
     },
     {
       "id": 2,
+      "type": "LoraLoaderModelOnly",
+      "pos": [
+        40,
+        180
+      ],
+      "size": [
+        300,
+        120
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "inputs": [
+        {
+          "localized_name": "model",
+          "name": "model",
+          "type": "MODEL",
+          "link": 1
+        },
+        {
+          "localized_name": "lora_name",
+          "name": "lora_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "lora_name"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "strength_model",
+          "name": "strength_model",
+          "type": "FLOAT",
+          "widget": {
+            "name": "strength_model"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "localized_name": "MODEL",
+          "name": "MODEL",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            8
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoraLoaderModelOnly"
+      },
+      "widgets_values": [
+        "anima_pose_preview2.safetensors",
+        1
+      ]
+    },
+    {
+      "id": 3,
       "type": "CLIPLoader",
       "pos": [
-        0,
-        280
+        40,
+        320
       ],
       "size": [
         300,
         120
       ],
       "flags": {},
-      "order": 1,
+      "order": 3,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "localized_name": "clip_name",
+          "name": "clip_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "clip_name"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "type",
+          "name": "type",
+          "type": "COMBO",
+          "widget": {
+            "name": "type"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "device",
+          "name": "device",
+          "shape": 7,
+          "type": "COMBO",
+          "widget": {
+            "name": "device"
+          },
+          "link": null
+        }
+      ],
       "outputs": [
         {
+          "localized_name": "CLIP",
           "name": "CLIP",
           "type": "CLIP",
+          "slot_index": 0,
           "links": [
-            3,
-            4
-          ],
-          "slot_index": 0
+            2,
+            3
+          ]
         }
       ],
       "properties": {
@@ -72,30 +183,41 @@
       ]
     },
     {
-      "id": 3,
+      "id": 4,
       "type": "VAELoader",
       "pos": [
-        0,
-        560
+        40,
+        450
       ],
       "size": [
         300,
         120
       ],
       "flags": {},
-      "order": 2,
+      "order": 4,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "localized_name": "vae_name",
+          "name": "vae_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "vae_name"
+          },
+          "link": null
+        }
+      ],
       "outputs": [
         {
+          "localized_name": "VAE",
           "name": "VAE",
           "type": "VAE",
+          "slot_index": 0,
           "links": [
-            5,
-            6,
-            7
-          ],
-          "slot_index": 0
+            7,
+            16,
+            24
+          ]
         }
       ],
       "properties": {
@@ -106,273 +228,388 @@
       ]
     },
     {
-      "id": 16,
-      "type": "EmptyLatentImage",
+      "id": 5,
+      "type": "CLIPTextEncode",
       "pos": [
-        0,
-        840
+        40,
+        560
       ],
       "size": [
         300,
         120
       ],
       "flags": {},
-      "order": 3,
+      "order": 5,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "localized_name": "clip",
+          "name": "clip",
+          "type": "CLIP",
+          "link": 2
+        },
+        {
+          "localized_name": "text",
+          "name": "text",
+          "type": "STRING",
+          "widget": {
+            "name": "text"
+          },
+          "link": null
+        }
+      ],
       "outputs": [
         {
-          "name": "LATENT",
-          "type": "LATENT",
+          "localized_name": "CONDITIONING",
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
           "links": [
-            18,
-            22
-          ],
-          "slot_index": 0
+            12,
+            20
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "EmptyLatentImage"
+        "Node name for S&R": "CLIPTextEncode"
       },
       "widgets_values": [
-        512,
-        512,
-        1
-      ]
+        "newest, masterpiece, best quality, score_9, safe\n\n1girl, solo, simple background"
+      ],
+      "title": "prompt"
     },
     {
-      "id": 8,
+      "id": 6,
       "type": "CLIPTextEncode",
       "pos": [
-        0,
-        1120
+        40,
+        760
       ],
       "size": [
         300,
         120
       ],
       "flags": {},
-      "order": 4,
+      "order": 6,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "clip",
           "name": "clip",
           "type": "CLIP",
           "link": 3
+        },
+        {
+          "localized_name": "text",
+          "name": "text",
+          "type": "STRING",
+          "widget": {
+            "name": "text"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
+          "localized_name": "CONDITIONING",
           "name": "CONDITIONING",
           "type": "CONDITIONING",
+          "slot_index": 0,
           "links": [
-            16,
-            20
-          ],
-          "slot_index": 0
+            13,
+            21
+          ]
         }
       ],
       "properties": {
         "Node name for S&R": "CLIPTextEncode"
       },
       "widgets_values": [
-        "newest, masterpiece, best quality, score_9\n\n1girl, solo, simple background"
-      ]
+        "worst quality, low quality, score_1, score_2, blurry, jpeg artifacts"
+      ],
+      "title": "negative"
     },
     {
-      "id": 9,
-      "type": "CLIPTextEncode",
+      "id": 7,
+      "type": "EmptyLatentImage",
       "pos": [
-        0,
-        1480
+        40,
+        960
       ],
       "size": [
         300,
         120
       ],
       "flags": {},
-      "order": 5,
+      "order": 7,
       "mode": 0,
       "inputs": [
         {
-          "name": "clip",
-          "type": "CLIP",
-          "link": 4
+          "localized_name": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "batch_size",
+          "name": "batch_size",
+          "type": "INT",
+          "widget": {
+            "name": "batch_size"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
-          "name": "CONDITIONING",
-          "type": "CONDITIONING",
+          "localized_name": "LATENT",
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
           "links": [
-            17,
-            21
-          ],
-          "slot_index": 0
+            14,
+            22
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "CLIPTextEncode"
+        "Node name for S&R": "EmptyLatentImage"
       },
       "widgets_values": [
-        "worst quality, low quality, score_1, score_2, blurry, jpeg artifacts"
+        768,
+        768,
+        1
       ]
     },
     {
-      "id": 4,
+      "id": 8,
       "type": "LoadImage",
       "pos": [
-        0,
-        1840
+        380,
+        120
       ],
       "size": [
         300,
-        120
+        314
       ],
       "flags": {},
-      "order": 6,
+      "order": 8,
       "mode": 0,
-      "inputs": [],
+      "inputs": [
+        {
+          "localized_name": "image",
+          "name": "image",
+          "type": "COMBO",
+          "widget": {
+            "name": "image"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "choose file to upload",
+          "name": "upload",
+          "type": "IMAGEUPLOAD",
+          "widget": {
+            "name": "upload"
+          },
+          "link": null
+        }
+      ],
       "outputs": [
         {
+          "localized_name": "IMAGE",
           "name": "IMAGE",
           "type": "IMAGE",
+          "slot_index": 0,
           "links": [
-            8
-          ],
-          "slot_index": 0
+            4
+          ]
         },
         {
+          "localized_name": "MASK",
           "name": "MASK",
           "type": "MASK",
-          "links": null,
-          "slot_index": 1
+          "slot_index": 1,
+          "links": []
         }
       ],
       "properties": {
         "Node name for S&R": "LoadImage"
       },
       "widgets_values": [
-        "example.png",
+        "cmp_source.png",
         "image"
-      ]
+      ],
+      "title": "reference PHOTO"
     },
     {
-      "id": 14,
-      "type": "CFGZeroStar",
+      "id": 9,
+      "type": "AnimaPoseControl",
       "pos": [
-        520,
-        0
+        680,
+        120
       ],
       "size": [
-        300,
-        120
+        260,
+        200
       ],
       "flags": {},
-      "order": 7,
+      "order": 9,
       "mode": 0,
+      "properties": {
+        "Node name for S&R": "AnimaPoseControl"
+      },
+      "widgets_values": [
+        "R0_thin",
+        true,
+        true,
+        true,
+        true,
+        768,
+        ""
+      ],
       "inputs": [
         {
-          "name": "model",
-          "type": "MODEL",
-          "link": 2
+          "name": "image",
+          "type": "IMAGE",
+          "link": 4
         }
       ],
       "outputs": [
         {
-          "name": "MODEL",
-          "type": "MODEL",
+          "name": "skeleton",
+          "type": "IMAGE",
           "links": [
-            19
+            5,
+            26
           ],
           "slot_index": 0
+        },
+        {
+          "name": "keypoints",
+          "type": "POSE_KEYPOINT",
+          "links": [],
+          "slot_index": 1
         }
       ],
-      "properties": {
-        "Node name for S&R": "CFGZeroStar"
-      },
-      "widgets_values": []
+      "title": "POSE: detect + style",
+      "color": "#533",
+      "bgcolor": "#223"
     },
     {
-      "id": 15,
-      "type": "KSampler",
+      "id": 10,
+      "type": "ImageScale",
       "pos": [
-        1040,
-        0
+        980,
+        120
       ],
       "size": [
         300,
-        120
+        130
       ],
       "flags": {},
-      "order": 8,
+      "order": 10,
       "mode": 0,
       "inputs": [
         {
-          "name": "model",
-          "type": "MODEL",
-          "link": 19
+          "localized_name": "image",
+          "name": "image",
+          "type": "IMAGE",
+          "link": 5
         },
         {
-          "name": "positive",
-          "type": "CONDITIONING",
-          "link": 20
+          "localized_name": "upscale_method",
+          "name": "upscale_method",
+          "type": "COMBO",
+          "widget": {
+            "name": "upscale_method"
+          },
+          "link": null
         },
         {
-          "name": "negative",
-          "type": "CONDITIONING",
-          "link": 21
+          "localized_name": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": null
         },
         {
-          "name": "latent_image",
-          "type": "LATENT",
-          "link": 22
+          "localized_name": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "crop",
+          "name": "crop",
+          "type": "COMBO",
+          "widget": {
+            "name": "crop"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
-          "name": "LATENT",
-          "type": "LATENT",
+          "localized_name": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
           "links": [
-            24
-          ],
-          "slot_index": 0
+            6
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "KSampler"
+        "Node name for S&R": "ImageScale"
       },
       "widgets_values": [
-        42,
-        "fixed",
-        30,
-        4.0,
-        "er_sde",
-        "simple",
-        1.0
+        "nearest-exact",
+        768,
+        768,
+        "disabled"
       ]
     },
     {
-      "id": 19,
-      "type": "VAEDecode",
+      "id": 11,
+      "type": "VAEEncode",
       "pos": [
-        1560,
-        0
+        1280,
+        120
       ],
       "size": [
         300,
         120
       ],
       "flags": {},
-      "order": 9,
+      "order": 11,
       "mode": 0,
       "inputs": [
         {
-          "name": "samples",
-          "type": "LATENT",
-          "link": 24
+          "localized_name": "pixels",
+          "name": "pixels",
+          "type": "IMAGE",
+          "link": 6
         },
         {
+          "localized_name": "vae",
           "name": "vae",
           "type": "VAE",
           "link": 7
@@ -380,93 +617,26 @@
       ],
       "outputs": [
         {
-          "name": "IMAGE",
-          "type": "IMAGE",
+          "localized_name": "LATENT",
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
           "links": [
-            26
-          ],
-          "slot_index": 0
+            9
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "VAEDecode"
+        "Node name for S&R": "VAEEncode"
       },
       "widgets_values": []
     },
     {
-      "id": 20,
-      "type": "SaveImage",
-      "pos": [
-        2080,
-        0
-      ],
-      "size": [
-        300,
-        120
-      ],
-      "flags": {},
-      "order": 10,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "images",
-          "type": "IMAGE",
-          "link": 26
-        }
-      ],
-      "outputs": [],
-      "properties": {
-        "Node name for S&R": "SaveImage"
-      },
-      "widgets_values": [
-        "anima_control_BASE"
-      ]
-    },
-    {
-      "id": 10,
-      "type": "LoraLoaderModelOnly",
-      "pos": [
-        520,
-        560
-      ],
-      "size": [
-        300,
-        120
-      ],
-      "flags": {},
-      "order": 11,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "model",
-          "type": "MODEL",
-          "link": 1
-        }
-      ],
-      "outputs": [
-        {
-          "name": "MODEL",
-          "type": "MODEL",
-          "links": [
-            13
-          ],
-          "slot_index": 0
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "LoraLoaderModelOnly"
-      },
-      "widgets_values": [
-        "adapter_model.safetensors",
-        1.0
-      ]
-    },
-    {
-      "id": 11,
+      "id": 12,
       "type": "AnimaControlApply",
       "pos": [
-        1040,
-        560
+        1580,
+        120
       ],
       "size": [
         300,
@@ -477,40 +647,61 @@
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "model",
           "name": "model",
           "type": "MODEL",
-          "link": 13
+          "link": 8
         },
         {
+          "localized_name": "control_latent",
           "name": "control_latent",
           "type": "LATENT",
-          "link": 12
+          "link": 9
+        },
+        {
+          "localized_name": "control_embedder_path",
+          "name": "control_embedder_path",
+          "type": "STRING",
+          "widget": {
+            "name": "control_embedder_path"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "strength",
+          "name": "strength",
+          "type": "FLOAT",
+          "widget": {
+            "name": "strength"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
+          "localized_name": "MODEL",
           "name": "MODEL",
           "type": "MODEL",
+          "slot_index": 0,
           "links": [
-            14
-          ],
-          "slot_index": 0
+            10
+          ]
         }
       ],
       "properties": {
         "Node name for S&R": "AnimaControlApply"
       },
       "widgets_values": [
-        "adapter_model.safetensors",
-        1.0
+        "anima_pose_preview2.safetensors",
+        1
       ]
     },
     {
-      "id": 12,
+      "id": 13,
       "type": "CFGZeroStar",
       "pos": [
-        1560,
-        560
+        1880,
+        120
       ],
       "size": [
         300,
@@ -521,19 +712,21 @@
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "model",
           "name": "model",
           "type": "MODEL",
-          "link": 14
+          "link": 10
         }
       ],
       "outputs": [
         {
-          "name": "MODEL",
+          "localized_name": "patched_model",
+          "name": "patched_model",
           "type": "MODEL",
+          "slot_index": 0,
           "links": [
-            15
-          ],
-          "slot_index": 0
+            11
+          ]
         }
       ],
       "properties": {
@@ -542,70 +735,129 @@
       "widgets_values": []
     },
     {
-      "id": 13,
+      "id": 14,
       "type": "KSampler",
       "pos": [
-        2080,
-        560
+        2180,
+        120
       ],
       "size": [
         300,
-        120
+        262
       ],
       "flags": {},
       "order": 14,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "model",
           "name": "model",
           "type": "MODEL",
-          "link": 15
+          "link": 11
         },
         {
+          "localized_name": "positive",
           "name": "positive",
           "type": "CONDITIONING",
-          "link": 16
+          "link": 12
         },
         {
+          "localized_name": "negative",
           "name": "negative",
           "type": "CONDITIONING",
-          "link": 17
+          "link": 13
         },
         {
+          "localized_name": "latent_image",
           "name": "latent_image",
           "type": "LATENT",
-          "link": 18
+          "link": 14
+        },
+        {
+          "localized_name": "seed",
+          "name": "seed",
+          "type": "INT",
+          "widget": {
+            "name": "seed"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "steps",
+          "name": "steps",
+          "type": "INT",
+          "widget": {
+            "name": "steps"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "cfg",
+          "name": "cfg",
+          "type": "FLOAT",
+          "widget": {
+            "name": "cfg"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "sampler_name",
+          "name": "sampler_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "sampler_name"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "scheduler",
+          "name": "scheduler",
+          "type": "COMBO",
+          "widget": {
+            "name": "scheduler"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "denoise",
+          "name": "denoise",
+          "type": "FLOAT",
+          "widget": {
+            "name": "denoise"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
+          "localized_name": "LATENT",
           "name": "LATENT",
           "type": "LATENT",
+          "slot_index": 0,
           "links": [
-            23
-          ],
-          "slot_index": 0
+            15
+          ]
         }
       ],
       "properties": {
         "Node name for S&R": "KSampler"
       },
       "widgets_values": [
-        42,
+        2024,
         "fixed",
         30,
-        4.0,
+        4,
         "er_sde",
         "simple",
-        1.0
+        1
       ]
     },
     {
-      "id": 17,
+      "id": 15,
       "type": "VAEDecode",
       "pos": [
-        2600,
-        560
+        2480,
+        120
       ],
       "size": [
         300,
@@ -616,24 +868,27 @@
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "samples",
           "name": "samples",
           "type": "LATENT",
-          "link": 23
+          "link": 15
         },
         {
+          "localized_name": "vae",
           "name": "vae",
           "type": "VAE",
-          "link": 6
+          "link": 16
         }
       ],
       "outputs": [
         {
+          "localized_name": "IMAGE",
           "name": "IMAGE",
           "type": "IMAGE",
+          "slot_index": 0,
           "links": [
-            25
-          ],
-          "slot_index": 0
+            17
+          ]
         }
       ],
       "properties": {
@@ -642,24 +897,34 @@
       "widgets_values": []
     },
     {
-      "id": 18,
+      "id": 16,
       "type": "SaveImage",
       "pos": [
-        3120,
-        560
+        2780,
+        120
       ],
       "size": [
         300,
-        120
+        270
       ],
       "flags": {},
       "order": 16,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "images",
           "name": "images",
           "type": "IMAGE",
-          "link": 25
+          "link": 17
+        },
+        {
+          "localized_name": "filename_prefix",
+          "name": "filename_prefix",
+          "type": "STRING",
+          "widget": {
+            "name": "filename_prefix"
+          },
+          "link": null
         }
       ],
       "outputs": [],
@@ -667,15 +932,16 @@
         "Node name for S&R": "SaveImage"
       },
       "widgets_values": [
-        "anima_control_CONTROL"
-      ]
+        "anima_pose_control"
+      ],
+      "title": "GENERATION"
     },
     {
-      "id": 5,
-      "type": "DWPreprocessor",
+      "id": 17,
+      "type": "CFGZeroStar",
       "pos": [
-        520,
-        1120
+        1880,
+        580
       ],
       "size": [
         300,
@@ -686,88 +952,152 @@
       "mode": 0,
       "inputs": [
         {
-          "name": "image",
-          "type": "IMAGE",
-          "link": 8
+          "localized_name": "model",
+          "name": "model",
+          "type": "MODEL",
+          "link": 18
         }
       ],
       "outputs": [
         {
-          "name": "IMAGE",
-          "type": "IMAGE",
+          "localized_name": "patched_model",
+          "name": "patched_model",
+          "type": "MODEL",
+          "slot_index": 0,
           "links": [
-            9,
-            10
-          ],
-          "slot_index": 0
-        },
-        {
-          "name": "POSE_KEYPOINT",
-          "type": "POSE_KEYPOINT",
-          "links": null,
-          "slot_index": 1
+            19
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "DWPreprocessor"
+        "Node name for S&R": "CFGZeroStar"
       },
-      "widgets_values": [
-        "enable",
-        "enable",
-        "enable",
-        512,
-        "yolox_l.onnx",
-        "dw-ll_ucoco_384_bs5.torchscript.pt",
-        "disable"
-      ]
+      "widgets_values": []
     },
     {
-      "id": 6,
-      "type": "ImageScale",
+      "id": 18,
+      "type": "KSampler",
       "pos": [
-        1040,
-        1120
+        2180,
+        580
       ],
       "size": [
         300,
-        120
+        262
       ],
       "flags": {},
       "order": 18,
       "mode": 0,
       "inputs": [
         {
-          "name": "image",
-          "type": "IMAGE",
-          "link": 9
+          "localized_name": "model",
+          "name": "model",
+          "type": "MODEL",
+          "link": 19
+        },
+        {
+          "localized_name": "positive",
+          "name": "positive",
+          "type": "CONDITIONING",
+          "link": 20
+        },
+        {
+          "localized_name": "negative",
+          "name": "negative",
+          "type": "CONDITIONING",
+          "link": 21
+        },
+        {
+          "localized_name": "latent_image",
+          "name": "latent_image",
+          "type": "LATENT",
+          "link": 22
+        },
+        {
+          "localized_name": "seed",
+          "name": "seed",
+          "type": "INT",
+          "widget": {
+            "name": "seed"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "steps",
+          "name": "steps",
+          "type": "INT",
+          "widget": {
+            "name": "steps"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "cfg",
+          "name": "cfg",
+          "type": "FLOAT",
+          "widget": {
+            "name": "cfg"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "sampler_name",
+          "name": "sampler_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "sampler_name"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "scheduler",
+          "name": "scheduler",
+          "type": "COMBO",
+          "widget": {
+            "name": "scheduler"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "denoise",
+          "name": "denoise",
+          "type": "FLOAT",
+          "widget": {
+            "name": "denoise"
+          },
+          "link": null
         }
       ],
       "outputs": [
         {
-          "name": "IMAGE",
-          "type": "IMAGE",
+          "localized_name": "LATENT",
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
           "links": [
-            11
-          ],
-          "slot_index": 0
+            23
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "ImageScale"
+        "Node name for S&R": "KSampler"
       },
       "widgets_values": [
-        "nearest-exact",
-        512,
-        512,
-        "disabled"
+        2024,
+        "fixed",
+        30,
+        4,
+        "er_sde",
+        "simple",
+        1
       ]
     },
     {
-      "id": 7,
-      "type": "VAEEncode",
+      "id": 19,
+      "type": "VAEDecode",
       "pos": [
-        1560,
-        1120
+        2480,
+        580
       ],
       "size": [
         300,
@@ -778,50 +1108,63 @@
       "mode": 0,
       "inputs": [
         {
-          "name": "pixels",
-          "type": "IMAGE",
-          "link": 11
+          "localized_name": "samples",
+          "name": "samples",
+          "type": "LATENT",
+          "link": 23
         },
         {
+          "localized_name": "vae",
           "name": "vae",
           "type": "VAE",
-          "link": 5
+          "link": 24
         }
       ],
       "outputs": [
         {
-          "name": "LATENT",
-          "type": "LATENT",
+          "localized_name": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
           "links": [
-            12
-          ],
-          "slot_index": 0
+            25
+          ]
         }
       ],
       "properties": {
-        "Node name for S&R": "VAEEncode"
+        "Node name for S&R": "VAEDecode"
       },
       "widgets_values": []
     },
     {
-      "id": 21,
+      "id": 20,
       "type": "SaveImage",
       "pos": [
-        1040,
-        1480
+        2780,
+        580
       ],
       "size": [
         300,
-        120
+        270
       ],
       "flags": {},
       "order": 20,
       "mode": 0,
       "inputs": [
         {
+          "localized_name": "images",
           "name": "images",
           "type": "IMAGE",
-          "link": 10
+          "link": 25
+        },
+        {
+          "localized_name": "filename_prefix",
+          "name": "filename_prefix",
+          "type": "STRING",
+          "widget": {
+            "name": "filename_prefix"
+          },
+          "link": null
         }
       ],
       "outputs": [],
@@ -829,8 +1172,49 @@
         "Node name for S&R": "SaveImage"
       },
       "widgets_values": [
-        "anima_control_SKELETON"
-      ]
+        "anima_pose_BASE"
+      ],
+      "title": "BASE (no control)"
+    },
+    {
+      "id": 21,
+      "type": "SaveImage",
+      "pos": [
+        980,
+        580
+      ],
+      "size": [
+        300,
+        270
+      ],
+      "flags": {},
+      "order": 21,
+      "mode": 0,
+      "inputs": [
+        {
+          "localized_name": "images",
+          "name": "images",
+          "type": "IMAGE",
+          "link": 26
+        },
+        {
+          "localized_name": "filename_prefix",
+          "name": "filename_prefix",
+          "type": "STRING",
+          "widget": {
+            "name": "filename_prefix"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [],
+      "properties": {
+        "Node name for S&R": "SaveImage"
+      },
+      "widgets_values": [
+        "anima_pose_SKELETON"
+      ],
+      "title": "SKELETON (control image)"
     }
   ],
   "links": [
@@ -838,247 +1222,248 @@
       1,
       1,
       0,
-      10,
+      2,
       0,
       "MODEL"
     ],
     [
       2,
-      1,
+      3,
       0,
-      14,
+      5,
       0,
-      "MODEL"
+      "CLIP"
     ],
     [
       3,
-      2,
+      3,
       0,
-      8,
+      6,
       0,
       "CLIP"
     ],
     [
       4,
-      2,
+      8,
       0,
       9,
       0,
-      "CLIP"
+      "IMAGE"
     ],
     [
       5,
-      3,
+      9,
       0,
-      7,
-      1,
-      "VAE"
+      10,
+      0,
+      "IMAGE"
     ],
     [
       6,
-      3,
+      10,
       0,
-      17,
-      1,
-      "VAE"
+      11,
+      0,
+      "IMAGE"
     ],
     [
       7,
-      3,
+      4,
       0,
-      19,
+      11,
       1,
       "VAE"
     ],
     [
       8,
-      4,
+      2,
       0,
-      5,
+      12,
       0,
-      "IMAGE"
+      "MODEL"
     ],
     [
       9,
-      5,
-      0,
-      6,
+      11,
       0,
-      "IMAGE"
+      12,
+      1,
+      "LATENT"
     ],
     [
       10,
-      5,
+      12,
       0,
-      21,
+      13,
       0,
-      "IMAGE"
+      "MODEL"
     ],
     [
       11,
-      6,
+      13,
       0,
-      7,
+      14,
       0,
-      "IMAGE"
+      "MODEL"
     ],
     [
       12,
-      7,
+      5,
       0,
-      11,
+      14,
       1,
-      "LATENT"
+      "CONDITIONING"
     ],
     [
       13,
-      10,
-      0,
-      11,
+      6,
       0,
-      "MODEL"
+      14,
+      2,
+      "CONDITIONING"
     ],
     [
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   ],
   "groups": [
     {
-      "title": "BASE  (no control)",
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+      "title": "CONTROL (pose LoRA)",
       "bounding": [
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-        -90,
-        2020,
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         300
       ],
-      "color": "#595924",
-      "font_size": 28
+      "color": "#2a3f2a",
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+      "flags": {}
     },
     {
-      "title": "CONTROL  (pose adapter on)",
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-      "bounding": [
-        480,
-        1030,
-        1500,
-        720
-      ],
-      "color": "#1f4a6b",
-      "font_size": 28
+      "color": "#3f2a2a",
+      "font_size": 22,
+      "flags": {}
     }
   ],
   "config": {},
-  "extra": {},
+  "extra": {
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+      "offset": [
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+        -2098.6519356376084
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+    }
+  },
   "version": 0.4
 }

pose_control_edit.json

@@ -0,0 +1,1082 @@
+{
+  "id": "pose_control_edit",
+  "revision": 0,
+  "last_node_id": 16,
+  "last_link_id": 17,
+  "nodes": [
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+        120
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+      "order": 1,
+      "mode": 0,
+      "inputs": [
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+          "name": "unet_name",
+          "type": "COMBO",
+          "widget": {
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+          },
+          "link": null
+        },
+        {
+          "localized_name": "weight_dtype",
+          "name": "weight_dtype",
+          "type": "COMBO",
+          "widget": {
+            "name": "weight_dtype"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "localized_name": "MODEL",
+          "name": "MODEL",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            1
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "UNETLoader"
+      },
+      "widgets_values": [
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+        "default"
+      ]
+    },
+    {
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+      "type": "CLIPLoader",
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+          "widget": {
+            "name": "clip_name"
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+          "link": null
+        },
+        {
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+          "name": "type",
+          "type": "COMBO",
+          "widget": {
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+        {
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+          "type": "COMBO",
+          "widget": {
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+          "link": null
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+        {
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+          "name": "lora_name",
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+          "widget": {
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+        },
+        {
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+          "type": "FLOAT",
+          "widget": {
+            "name": "strength_model"
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+          "link": null
+        }
+      ],
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+          "slot_index": 0,
+          "links": [
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+          ]
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+      "properties": {
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+      },
+      "widgets_values": [
+        "anima_pose_preview2.safetensors",
+        1
+      ]
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+      "type": "CLIPTextEncode",
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+      "mode": 0,
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+          "name": "clip",
+          "type": "CLIP",
+          "link": 2
+        },
+        {
+          "localized_name": "text",
+          "name": "text",
+          "type": "STRING",
+          "widget": {
+            "name": "text"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "localized_name": "CONDITIONING",
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
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+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CLIPTextEncode"
+      },
+      "widgets_values": [
+        "newest, masterpiece, best quality, score_9, safe\n\n1girl, solo, simple background"
+      ]
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+      "type": "CLIPTextEncode",
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+          "name": "clip",
+          "type": "CLIP",
+          "link": 3
+        },
+        {
+          "localized_name": "text",
+          "name": "text",
+          "type": "STRING",
+          "widget": {
+            "name": "text"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "localized_name": "CONDITIONING",
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            13
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CLIPTextEncode"
+      },
+      "widgets_values": [
+        "worst quality, low quality, score_1, score_2, blurry, jpeg artifacts"
+      ]
+    },
+    {
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+      "type": "EmptyLatentImage",
+      "pos": [
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+      ],
+      "size": [
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+        120
+      ],
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [
+        {
+          "localized_name": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "batch_size",
+          "name": "batch_size",
+          "type": "INT",
+          "widget": {
+            "name": "batch_size"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "localized_name": "LATENT",
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            14
+          ]
+        }
+      ],
+      "properties": {
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+      },
+      "widgets_values": [
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+        1
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+    {
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+      "type": "LoadImage",
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+      "flags": {},
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+      "mode": 0,
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+          "localized_name": "image",
+          "name": "image",
+          "type": "COMBO",
+          "widget": {
+            "name": "image"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "choose file to upload",
+          "name": "upload",
+          "type": "IMAGEUPLOAD",
+          "widget": {
+            "name": "upload"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "localized_name": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            4
+          ]
+        },
+        {
+          "localized_name": "MASK",
+          "name": "MASK",
+          "type": "MASK",
+          "slot_index": 1,
+          "links": []
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "cmp_source.png",
+        "image"
+      ],
+      "title": "reference PHOTO"
+    },
+    {
+      "id": 9,
+      "type": "AnimaPoseControl",
+      "pos": [
+        680,
+        160
+      ],
+      "size": [
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+        180
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "properties": {
+        "Node name for S&R": "AnimaPoseControl"
+      },
+      "widgets_values": [
+        "R0_thin",
+        true,
+        true,
+        true,
+        true,
+        768,
+        ""
+      ],
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 4
+        }
+      ],
+      "outputs": [
+        {
+          "name": "skeleton",
+          "type": "IMAGE",
+          "links": [
+            5
+          ],
+          "slot_index": 0
+        },
+        {
+          "name": "keypoints",
+          "type": "POSE_KEYPOINT",
+          "links": [],
+          "slot_index": 1
+        }
+      ],
+      "title": "POSE: detect + style",
+      "color": "#533",
+      "bgcolor": "#223"
+    },
+    {
+      "id": 10,
+      "type": "ImageScale",
+      "pos": [
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+        160
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+        130
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+      "mode": 0,
+      "inputs": [
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+          "localized_name": "image",
+          "name": "image",
+          "type": "IMAGE",
+          "link": 5
+        },
+        {
+          "localized_name": "upscale_method",
+          "name": "upscale_method",
+          "type": "COMBO",
+          "widget": {
+            "name": "upscale_method"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "crop",
+          "name": "crop",
+          "type": "COMBO",
+          "widget": {
+            "name": "crop"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "localized_name": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            6
+          ]
+        }
+      ],
+      "properties": {
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+      },
+      "widgets_values": [
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+        768,
+        768,
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+      "mode": 0,
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+          "localized_name": "pixels",
+          "name": "pixels",
+          "type": "IMAGE",
+          "link": 6
+        },
+        {
+          "localized_name": "vae",
+          "name": "vae",
+          "type": "VAE",
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+        }
+      ],
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+          "localized_name": "LATENT",
+          "name": "LATENT",
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+        },
+        {
+          "localized_name": "control_latent",
+          "name": "control_latent",
+          "type": "LATENT",
+          "link": 9
+        },
+        {
+          "localized_name": "control_embedder_path",
+          "name": "control_embedder_path",
+          "type": "STRING",
+          "widget": {
+            "name": "control_embedder_path"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "strength",
+          "name": "strength",
+          "type": "FLOAT",
+          "widget": {
+            "name": "strength"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "localized_name": "MODEL",
+          "name": "MODEL",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            10
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+      "properties": {
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+      "widgets_values": [
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+          "name": "model",
+          "type": "MODEL",
+          "link": 10
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+      ],
+      "outputs": [
+        {
+          "localized_name": "patched_model",
+          "name": "patched_model",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            11
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CFGZeroStar"
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+      "widgets_values": []
+    },
+    {
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+      "type": "KSampler",
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+        {
+          "localized_name": "positive",
+          "name": "positive",
+          "type": "CONDITIONING",
+          "link": 12
+        },
+        {
+          "localized_name": "negative",
+          "name": "negative",
+          "type": "CONDITIONING",
+          "link": 13
+        },
+        {
+          "localized_name": "latent_image",
+          "name": "latent_image",
+          "type": "LATENT",
+          "link": 14
+        },
+        {
+          "localized_name": "seed",
+          "name": "seed",
+          "type": "INT",
+          "widget": {
+            "name": "seed"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "steps",
+          "name": "steps",
+          "type": "INT",
+          "widget": {
+            "name": "steps"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "cfg",
+          "name": "cfg",
+          "type": "FLOAT",
+          "widget": {
+            "name": "cfg"
+          },
+          "link": null
+        },
+        {
+          "localized_name": "sampler_name",
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+          "type": "COMBO",
+          "widget": {
+            "name": "sampler_name"
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+        },
+        {
+          "localized_name": "scheduler",
+          "name": "scheduler",
+          "type": "COMBO",
+          "widget": {
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+          "widget": {
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+          "link": null
+        }
+      ],
+      "outputs": [
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+          "localized_name": "LATENT",
+          "name": "LATENT",
+          "type": "LATENT",
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+          "links": [
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