Rename to SnapRef v1a
Browse files- NOTICE.txt +1 -1
- README.md +13 -12
- SHA256SUMS +10 -10
- comfyui/{anima_ref_kv_nodes → snapref}/__init__.py +14 -11
- figures/external.jpg +2 -2
- figures/heldout.jpg +2 -2
- anima_ref_kv_v1.safetensors → snapref_v1a.safetensors +2 -2
- anima_ref_kv_v1_fp8.safetensors → snapref_v1a_fp8.safetensors +2 -2
- workflows/compare_with_other_adapters.json +1248 -1248
- workflows/{anima_ref_kv_v1.json → snapref_v1a.json} +583 -583
- workflows/{anima_ref_kv_v1_two_characters.json → snapref_v1a_two_characters.json} +684 -684
NOTICE.txt
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@@ -1,7 +1,7 @@
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The CircleStone Model is licensed by CircleStone Labs LLC under the CircleStone Non-Commercial License. Copyright CircleStone Labs LLC.
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IN NO EVENT SHALL CIRCLESTONE LABS LLC BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH USE OF THIS MODEL.
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-
Modification notice:
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CircleStone Model (Anima base v1.0). They hold LoRA weights trained on images generated by that model, and they
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modify the model's behaviour when applied. They are not an official product of CircleStone Labs LLC and are not
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endorsed, approved or validated by it.
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The CircleStone Model is licensed by CircleStone Labs LLC under the CircleStone Non-Commercial License. Copyright CircleStone Labs LLC.
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IN NO EVENT SHALL CIRCLESTONE LABS LLC BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH USE OF THIS MODEL.
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+
Modification notice: snapref_v1a.safetensors and snapref_v1a_fp8.safetensors (SnapRef v1a) are derivatives of the
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CircleStone Model (Anima base v1.0). They hold LoRA weights trained on images generated by that model, and they
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modify the model's behaviour when applied. They are not an official product of CircleStone Labs LLC and are not
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endorsed, approved or validated by it.
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README.md
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@@ -11,9 +11,10 @@ tags:
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- reference-image
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- character-consistency
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- anime
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---
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#
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### One reference image. Your character, in any pose and scene you prompt.
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@@ -34,9 +35,9 @@ describes only the scene.</sub>
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## Quick start
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1. Install [Anima base v1.0](https://huggingface.co/circlestone-labs/Anima) with its text encoder and VAE.
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-
2. Copy `comfyui/
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3. Put `
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-
4. Open `workflows/
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Write only the scene. Hair, eyes, outfit and style come from the reference.
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@@ -45,7 +46,7 @@ masterpiece, best quality, score_7, safe, 1girl, solo, full body, sitting, cross
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```
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> [!NOTE]
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> The adapter is not a regular LoRA. Load it with the **
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## Settings
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@@ -61,7 +62,7 @@ masterpiece, best quality, score_7, safe, 1girl, solo, full body, sitting, cross
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| setting | default | |
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|---|---|---|
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-
| `adapter` | `
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| `ref_in_uncond` | off | on: the reference is followed more loosely and the prompt more closely |
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| `ref_megapixels` | `1.0` | the reference is shrunk to this size if it is larger |
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| `ref_caption` | empty | optional appearance tags of the reference; can help with accessories |
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@@ -76,13 +77,13 @@ Recommended sampling: euler or er_sde, `simple`, 28–30 steps, cfg 4.5.
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Put the two references side by side with the core **Image Stitch** node and connect the result as the reference.
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In the prompt, use `2girls` (or `1boy, 1girl`) instead of `solo`, and say in a few words who is on the left and who
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is on the right. A landscape size works best. See `workflows/
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## Results
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<img src="figures/external.jpg" width="100%" alt="outside reference images">
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-
| |
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|---|---:|---:|---:|---:|
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| seconds per image ¹ | **8.9** | 14.4 | 12.5 | 7.7 |
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## FP8
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`
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with the [FP8 Anima base](https://huggingface.co/Bedovyy/Anima-FP8).
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## Known limitations
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@@ -120,9 +121,9 @@ with the [FP8 Anima base](https://huggingface.co/Bedovyy/Anima-FP8).
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| file | |
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|---|---|
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| `
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| `
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| `comfyui/
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| `workflows/` | single character, two characters, side-by-side comparison with other adapters |
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## License
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- reference-image
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- character-consistency
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- anime
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- snapref
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---
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# SnapRef v1a
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### One reference image. Your character, in any pose and scene you prompt.
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## Quick start
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1. Install [Anima base v1.0](https://huggingface.co/circlestone-labs/Anima) with its text encoder and VAE.
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2. Copy `comfyui/snapref/` into `ComfyUI/custom_nodes/` and restart ComfyUI.
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3. Put `snapref_v1a.safetensors` into `ComfyUI/models/loras/`.
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4. Open `workflows/snapref_v1a.json`, load a reference image and queue.
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Write only the scene. Hair, eyes, outfit and style come from the reference.
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```
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> [!NOTE]
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> The adapter is not a regular LoRA. Load it with the **SnapRef** node, not with LoraLoader.
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## Settings
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| setting | default | |
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|---|---|---|
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| `adapter` | `snapref_v1a.safetensors` | the bf16 file or the FP8 file |
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| `ref_in_uncond` | off | on: the reference is followed more loosely and the prompt more closely |
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| `ref_megapixels` | `1.0` | the reference is shrunk to this size if it is larger |
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| `ref_caption` | empty | optional appearance tags of the reference; can help with accessories |
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Put the two references side by side with the core **Image Stitch** node and connect the result as the reference.
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In the prompt, use `2girls` (or `1boy, 1girl`) instead of `solo`, and say in a few words who is on the left and who
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is on the right. A landscape size works best. See `workflows/snapref_v1a_two_characters.json`.
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## Results
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<img src="figures/external.jpg" width="100%" alt="outside reference images">
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| | SnapRef v1a | ElectronGirl v2 | Role-Ref-KV | Anima, no reference |
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|---|---:|---:|---:|---:|
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| seconds per image ¹ | **8.9** | 14.4 | 12.5 | 7.7 |
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## FP8
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`snapref_v1a_fp8.safetensors` is half the size (195 MB) and gives practically the same images. It also works
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with the [FP8 Anima base](https://huggingface.co/Bedovyy/Anima-FP8).
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## Known limitations
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| file | |
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|---|---|
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| `snapref_v1a.safetensors` | adapter, bf16 (382 MB) |
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| `snapref_v1a_fp8.safetensors` | adapter, FP8 (195 MB) |
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| `comfyui/snapref/` | ComfyUI node |
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| `workflows/` | single character, two characters, side-by-side comparison with other adapters |
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## License
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SHA256SUMS
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ee956174133d7c2cdcf220440c7726187eaf4b50e8e48ee32194353a22164d15 *./LICENSE.md
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-
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-
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-
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-
4a298f72320a2df27ab05ef76df3e934b8200231508edace34de585f481e008e *./anima_ref_kv_v1_fp8.safetensors
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-
2e0e9d5c2663ea8161e5214e479fcfb1baefc73a4c7638cf9f8196bfec88c110 *./comfyui/anima_ref_kv_nodes/__init__.py
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07d247f119e96843744d2103b1ae5b04900bb8b61bae6993c0d086f8a3f5fdf1 *./figures/comparison_summary.json
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-
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-
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05cd7c7137084cab60d732e651b53792a3a448f4ee4ccc3ed2aa93c72fefb233 *./heldout_loss.json
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07ddaf2db0b1bb684b9a1086614860cff7b078f309d19711dd8d959173badbc3 *./training_config.json
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-
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-
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-
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ee956174133d7c2cdcf220440c7726187eaf4b50e8e48ee32194353a22164d15 *./LICENSE.md
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+
0f9164e542c2e10df4e51b93a336c9cc8cc235edda053cb0270b775d841e4a1a *./NOTICE.txt
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+
9ff4604cbb6741405483a3fe19f954f99bc3501348ea883f9373595104bb8f5c *./README.md
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5bf826aeeb5a264392379caeabdd9a8dd78556cda04d3bc34b054872a35f2c5e *./comfyui/snapref/__init__.py
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07d247f119e96843744d2103b1ae5b04900bb8b61bae6993c0d086f8a3f5fdf1 *./figures/comparison_summary.json
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+
c53601f28286d6b0103971f2fa33428bdf344d1bfd99544d54debff6b6a8c70d *./figures/external.jpg
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3c6c946bbd7a158b5e029c98b451090eb5b2cc9ccd839bc711d5a4d724fccb88 *./figures/heldout.jpg
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05cd7c7137084cab60d732e651b53792a3a448f4ee4ccc3ed2aa93c72fefb233 *./heldout_loss.json
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+
0b8c6897845bb721c46977eae034a95492aa39cf22342b345f7e0315f4bd81fd *./snapref_v1a.safetensors
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423b6efb7f0ddf9022b3a9b78a082a2baaaa5cbff38b6089a37637185b8193ce *./snapref_v1a_fp8.safetensors
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07ddaf2db0b1bb684b9a1086614860cff7b078f309d19711dd8d959173badbc3 *./training_config.json
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33cb69e9d02125f31782709ec3180896d02c1ca343a2d97284772b7c163aa7f1 *./workflows/compare_with_other_adapters.json
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5a75b525948b77a6b7b9c009e09423b85a391f24b19e644dc7a32e7e7ec1cbac *./workflows/snapref_v1a.json
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102ea31d8551df87dd053fec08538bd7812336ba4dc5d858bb672240317d728e *./workflows/snapref_v1a_two_characters.json
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comfyui/{anima_ref_kv_nodes → snapref}/__init__.py
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-
"""
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The reference runs once per sampling run through its own stream (sigma 0, its own LoRA, RoPE frame t = ref_t,
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centred on the target) and every block's self-attention K/V are kept. Each target forward then prepends those
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@@ -14,7 +14,8 @@ ComfyUI-Anima-Ref-Adapter, Apache-2.0). One extra model call per step until ref_
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Two characters: stitch two references side by side into one image and say who is left / right in the prompt.
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Node:
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"""
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from __future__ import annotations
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import comfy.utils
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import folder_paths
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-
WRAPPER_KEY = "
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NO_REF_KEY = "
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_STATE = {"adapter": None, "stream": None} # LoRA hooks apply only while an adapter is active
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_adapters: dict[str, "_Adapter"] = {}
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def __init__(self, path: str):
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tensors = load_file(path)
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with safe_open(path, "pt") as handle:
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-
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if self.meta.get("format") != "anima_ref_kv/1":
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raise ValueError(f"{path} is not an anima_ref_kv/1 adapter")
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self.ref_t = int(self.meta.get("ref_t", 10))
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@@ -259,10 +261,11 @@ def _make_ref_guidance(ref_guidance: float, correction: str, ref_end: float):
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def _adapter_files():
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-
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class
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@classmethod
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def INPUT_TYPES(cls):
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return {"required": {
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RETURN_TYPES = ("MODEL",)
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FUNCTION = "apply"
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CATEGORY = "
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def apply(self, model, clip, vae, image, adapter, mode, ref_in_uncond, ref_megapixels, strength=0.0, ref_caption="",
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ref_guidance_on=False, ref_guidance=4.5, correction="apg", ref_end=1.0):
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@@ -322,10 +325,10 @@ class AnimaRefKV:
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m.add_wrapper_with_key(comfy.patcher_extension.WrappersMP.OUTER_SAMPLE, WRAPPER_KEY, _make_outer(ad))
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if ref_guidance_on:
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m.set_model_sampler_post_cfg_function(_make_ref_guidance(ref_guidance, correction, ref_end))
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logging.info(f"[
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f"strength {strength}, ref_guidance {ref_guidance if ref_guidance_on else 'off'}")
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return (m,)
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NODE_CLASS_MAPPINGS = {"
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NODE_DISPLAY_NAME_MAPPINGS = {"
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+
"""SnapRef: ComfyUI node for the SnapRef reference adapter for Anima (asymmetric attention + cached reference K/V).
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The reference runs once per sampling run through its own stream (sigma 0, its own LoRA, RoPE frame t = ref_t,
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centred on the target) and every block's self-attention K/V are kept. Each target forward then prepends those
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Two characters: stitch two references side by side into one image and say who is left / right in the prompt.
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Node: SnapRef (MODEL, CLIP, VAE, reference IMAGE, adapter) -> MODEL for KSampler.
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Weight files keep the internal tensor format anima_ref_kv/1 (key prefix anima_ref_kv.*).
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"""
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from __future__ import annotations
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import comfy.utils
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import folder_paths
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WRAPPER_KEY = "snapref"
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NO_REF_KEY = "snapref_off" # transformer_options flag: run this call without the reference
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_STATE = {"adapter": None, "stream": None} # LoRA hooks apply only while an adapter is active
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_adapters: dict[str, "_Adapter"] = {}
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def __init__(self, path: str):
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tensors = load_file(path)
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with safe_open(path, "pt") as handle:
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md = handle.metadata() or {}
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self.meta = json.loads(md.get("snapref") or md.get("anima_ref_kv") or "{}")
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if self.meta.get("format") != "anima_ref_kv/1":
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raise ValueError(f"{path} is not an anima_ref_kv/1 adapter")
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self.ref_t = int(self.meta.get("ref_t", 10))
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def _adapter_files():
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names = folder_paths.get_filename_list("loras")
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return [n for n in names if "snapref" in n.lower() or "anima_ref_kv" in n] or names
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class SnapRef:
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@classmethod
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def INPUT_TYPES(cls):
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return {"required": {
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RETURN_TYPES = ("MODEL",)
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FUNCTION = "apply"
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CATEGORY = "SnapRef"
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def apply(self, model, clip, vae, image, adapter, mode, ref_in_uncond, ref_megapixels, strength=0.0, ref_caption="",
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ref_guidance_on=False, ref_guidance=4.5, correction="apg", ref_end=1.0):
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m.add_wrapper_with_key(comfy.patcher_extension.WrappersMP.OUTER_SAMPLE, WRAPPER_KEY, _make_outer(ad))
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if ref_guidance_on:
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m.set_model_sampler_post_cfg_function(_make_ref_guidance(ref_guidance, correction, ref_end))
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+
logging.info(f"[SnapRef] {adapter} step {ad.meta.get('step')}, reference {width}x{height}, mode {mode}, "
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f"strength {strength}, ref_guidance {ref_guidance if ref_guidance_on else 'off'}")
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return (m,)
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NODE_CLASS_MAPPINGS = {"SnapRef": SnapRef}
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NODE_DISPLAY_NAME_MAPPINGS = {"SnapRef": "SnapRef"}
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figures/external.jpg
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Git LFS Details
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Git LFS Details
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figures/heldout.jpg
CHANGED
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Git LFS Details
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Git LFS Details
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anima_ref_kv_v1.safetensors → snapref_v1a.safetensors
RENAMED
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:0b8c6897845bb721c46977eae034a95492aa39cf22342b345f7e0315f4bd81fd
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size 381822008
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anima_ref_kv_v1_fp8.safetensors → snapref_v1a_fp8.safetensors
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version https://git-lfs.github.com/spec/v1
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:423b6efb7f0ddf9022b3a9b78a082a2baaaa5cbff38b6089a37637185b8193ce
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size 194652728
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workflows/compare_with_other_adapters.json
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{
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"last_node_id": 22,
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"last_link_id": 38,
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"nodes": [
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{
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"id": 1,
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|
workflows/{anima_ref_kv_v1.json → snapref_v1a.json}
RENAMED
|
@@ -1,584 +1,584 @@
|
|
| 1 |
-
{
|
| 2 |
-
"last_node_id": 12,
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| 3 |
-
"last_link_id": 13,
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| 4 |
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| 5 |
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| 6 |
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| 8 |
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| 9 |
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| 12 |
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| 15 |
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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| 39 |
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|
| 40 |
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| 41 |
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|
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| 49 |
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| 51 |
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| 52 |
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| 54 |
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| 55 |
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| 56 |
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| 57 |
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| 58 |
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| 61 |
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| 62 |
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| 63 |
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| 64 |
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| 65 |
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| 67 |
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| 68 |
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|
| 69 |
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|
| 70 |
-
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|
| 71 |
-
"default"
|
| 72 |
-
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|
| 73 |
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|
| 74 |
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{
|
| 75 |
-
"id": 3,
|
| 76 |
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|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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320,
|
| 83 |
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130
|
| 84 |
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|
| 85 |
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"flags": {},
|
| 86 |
-
"order": 2,
|
| 87 |
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"mode": 0,
|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
-
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|
| 92 |
-
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|
| 93 |
-
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|
| 94 |
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|
| 95 |
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|
| 96 |
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| 97 |
-
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|
| 98 |
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|
| 99 |
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|
| 100 |
-
"properties": {
|
| 101 |
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"Node name for S&R": "VAELoader"
|
| 102 |
-
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|
| 103 |
-
"widgets_values": [
|
| 104 |
-
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|
| 105 |
-
]
|
| 106 |
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|
| 107 |
-
{
|
| 108 |
-
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|
| 109 |
-
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|
| 110 |
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|
| 111 |
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| 112 |
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|
| 113 |
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| 114 |
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| 115 |
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| 116 |
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|
| 117 |
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|
| 118 |
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| 119 |
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|
| 120 |
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|
| 121 |
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| 122 |
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|
| 123 |
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|
| 124 |
-
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|
| 125 |
-
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|
| 126 |
-
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|
| 127 |
-
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|
| 128 |
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|
| 129 |
-
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|
| 130 |
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|
| 131 |
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|
| 132 |
-
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|
| 133 |
-
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|
| 134 |
-
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|
| 135 |
-
"slot_index": 1
|
| 136 |
-
}
|
| 137 |
-
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|
| 138 |
-
"properties": {
|
| 139 |
-
"Node name for S&R": "LoadImage"
|
| 140 |
-
},
|
| 141 |
-
"widgets_values": [
|
| 142 |
-
"reference.png",
|
| 143 |
-
"image"
|
| 144 |
-
]
|
| 145 |
-
},
|
| 146 |
-
{
|
| 147 |
-
"id": 5,
|
| 148 |
-
"type": "CLIPTextEncode",
|
| 149 |
-
"pos": [
|
| 150 |
-
360,
|
| 151 |
-
0
|
| 152 |
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|
| 153 |
-
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|
| 154 |
-
420,
|
| 155 |
-
260
|
| 156 |
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|
| 157 |
-
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|
| 158 |
-
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|
| 159 |
-
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|
| 160 |
-
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|
| 161 |
-
{
|
| 162 |
-
"name": "clip",
|
| 163 |
-
"type": "CLIP",
|
| 164 |
-
"link": 1
|
| 165 |
-
}
|
| 166 |
-
],
|
| 167 |
-
"outputs": [
|
| 168 |
-
{
|
| 169 |
-
"name": "CONDITIONING",
|
| 170 |
-
"type": "CONDITIONING",
|
| 171 |
-
"links": [
|
| 172 |
-
8
|
| 173 |
-
],
|
| 174 |
-
"slot_index": 0
|
| 175 |
-
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|
| 176 |
-
],
|
| 177 |
-
"properties": {
|
| 178 |
-
"Node name for S&R": "CLIPTextEncode"
|
| 179 |
-
},
|
| 180 |
-
"widgets_values": [
|
| 181 |
-
"masterpiece, best quality, score_7, safe, 1girl, solo, full body, standing, looking at viewer, smile, park, day"
|
| 182 |
-
],
|
| 183 |
-
"title": "positive (scene only)"
|
| 184 |
-
},
|
| 185 |
-
{
|
| 186 |
-
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|
| 187 |
-
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|
| 188 |
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| 189 |
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|
| 190 |
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|
| 191 |
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| 192 |
-
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| 193 |
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| 194 |
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|
| 195 |
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| 196 |
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|
| 197 |
-
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|
| 198 |
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|
| 199 |
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|
| 200 |
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|
| 201 |
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|
| 202 |
-
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|
| 203 |
-
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|
| 204 |
-
}
|
| 205 |
-
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|
| 206 |
-
"outputs": [
|
| 207 |
-
{
|
| 208 |
-
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|
| 209 |
-
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|
| 210 |
-
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|
| 211 |
-
9
|
| 212 |
-
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|
| 213 |
-
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|
| 214 |
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|
| 215 |
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|
| 216 |
-
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|
| 217 |
-
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|
| 218 |
-
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|
| 219 |
-
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|
| 220 |
-
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|
| 221 |
-
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|
| 222 |
-
"title": "negative"
|
| 223 |
-
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|
| 224 |
-
{
|
| 225 |
-
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|
| 226 |
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| 227 |
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| 228 |
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| 229 |
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| 231 |
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| 232 |
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| 234 |
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| 235 |
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| 236 |
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| 237 |
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| 238 |
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| 239 |
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|
| 240 |
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|
| 241 |
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|
| 242 |
-
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| 243 |
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| 244 |
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| 245 |
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| 246 |
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| 247 |
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| 248 |
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| 249 |
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| 250 |
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| 251 |
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| 257 |
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| 274 |
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| 275 |
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| 276 |
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| 277 |
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| 278 |
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| 279 |
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| 280 |
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| 281 |
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|
| 282 |
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|
| 283 |
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| 284 |
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|
| 285 |
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| 286 |
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|
| 287 |
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|
| 288 |
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| 289 |
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|
| 290 |
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| 291 |
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| 292 |
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| 293 |
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| 294 |
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| 295 |
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| 296 |
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| 297 |
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| 341 |
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| 344 |
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| 345 |
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| 346 |
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| 347 |
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| 348 |
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| 349 |
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| 350 |
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| 351 |
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|
| 352 |
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| 353 |
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| 354 |
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| 355 |
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| 356 |
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| 357 |
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| 358 |
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| 359 |
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| 361 |
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| 362 |
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| 363 |
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| 364 |
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| 372 |
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| 373 |
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| 374 |
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|
| 375 |
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| 376 |
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|
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|
| 379 |
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| 380 |
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| 381 |
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| 401 |
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| 403 |
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| 404 |
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| 405 |
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| 406 |
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| 408 |
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| 411 |
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| 412 |
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| 413 |
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| 419 |
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| 420 |
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| 423 |
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|
workflows/{anima_ref_kv_v1_two_characters.json → snapref_v1a_two_characters.json}
RENAMED
|
@@ -1,685 +1,685 @@
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| 146 |
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|
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| 182 |
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|
| 183 |
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| 218 |
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| 219 |
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| 221 |
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],
|
| 222 |
-
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| 240 |
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420,
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"Node name for S&R": "Note"
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},
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"widgets_values": [
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"Two characters: load one reference per character (left, right). Image Stitch puts them side by side into one reference. In the prompt use 2girls / 1boy, 1girl instead of solo and say who is on the left and who is on the right with a few words each. A landscape size works best."
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|
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