Duplicate from rzgar/Bernini-R-S2V

Co-authored-by: Rzgar <rzgar@users.noreply.huggingface.co>

.gitattributes

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Bernini-R-S2V-FP16/wan2.2_bernini_r_high_noise_fp16_s2v.safetensors

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ComfyUI-WanBerniniS2V/__init__.py

@@ -0,0 +1,7 @@
+from .model_patch import apply_wan_s2v_bernini_model_patch
+
+apply_wan_s2v_bernini_model_patch()
+
+from .nodes import comfy_entrypoint
+
+__all__ = ["comfy_entrypoint"]

ComfyUI-WanBerniniS2V/model_patch.py

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+import inspect
+import logging
+
+import torch
+
+import comfy.model_management
+
+
+def _append_context_latents(self, x, kwargs):
+    context_latents = kwargs.get("context_latents", None)
+    if context_latents is None:
+        return x
+    for lat in context_latents:
+        cl = self.patch_embedding(lat.float().to(x.device)).to(x.dtype).flatten(2).transpose(1, 2)
+        x = torch.cat([x, cl], dim=1)
+    return x
+
+
+def apply_wan_s2v_bernini_model_patch():
+    from comfy.ldm.wan.model import WanModel_S2V
+
+    try:
+        source = inspect.getsource(WanModel_S2V.forward_orig)
+    except (OSError, TypeError):
+        source = ""
+    if "context_latents" in source:
+        return False
+
+    if getattr(WanModel_S2V.forward_orig, "__wan_bernini_s2v_patch__", False):
+        return True
+
+    original = WanModel_S2V.forward_orig
+
+    def forward_orig(
+        self,
+        x,
+        t,
+        context,
+        audio_embed=None,
+        reference_latent=None,
+        control_video=None,
+        reference_motion=None,
+        clip_fea=None,
+        freqs=None,
+        transformer_options={},
+        **kwargs,
+    ):
+        if audio_embed is not None:
+            num_embeds = x.shape[-3] * 4
+            audio_emb_global, audio_emb = self.casual_audio_encoder(audio_embed[:, :, :, :num_embeds])
+        else:
+            audio_emb = None
+            audio_emb_global = None
+
+        bs, _, time, height, width = x.shape
+        x = self.patch_embedding(x.float()).to(x.dtype)
+        if control_video is not None:
+            x = x + self.cond_encoder(control_video)
+
+        if t.ndim == 1:
+            t = t.unsqueeze(1).repeat(1, x.shape[2])
+
+        grid_sizes = x.shape[2:]
+        x = x.flatten(2).transpose(1, 2)
+        seq_len = x.size(1)
+
+        cond_mask_weight = comfy.model_management.cast_to(self.trainable_cond_mask.weight, dtype=x.dtype, device=x.device).unsqueeze(1).unsqueeze(1)
+        x = x + cond_mask_weight[0]
+        x = _append_context_latents(self, x, kwargs)
+
+        if reference_latent is not None:
+            ref = self.patch_embedding(reference_latent.float()).to(x.dtype)
+            ref = ref.flatten(2).transpose(1, 2)
+            freqs_ref = self.rope_encode(reference_latent.shape[-3], reference_latent.shape[-2], reference_latent.shape[-1], t_start=max(30, time + 9), device=x.device, dtype=x.dtype)
+            ref = ref + cond_mask_weight[1]
+            x = torch.cat([x, ref], dim=1)
+            freqs = torch.cat([freqs, freqs_ref], dim=1)
+            t = torch.cat([t, torch.zeros((t.shape[0], reference_latent.shape[-3]), device=t.device, dtype=t.dtype)], dim=1)
+
+        if reference_motion is not None:
+            motion_encoded, freqs_motion = self.frame_packer(reference_motion, self)
+            motion_encoded = motion_encoded + cond_mask_weight[2]
+            x = torch.cat([x, motion_encoded], dim=1)
+            freqs = torch.cat([freqs, freqs_motion], dim=1)
+            t = torch.repeat_interleave(t, 2, dim=1)
+            t = torch.cat([t, torch.zeros((t.shape[0], 3), device=t.device, dtype=t.dtype)], dim=1)
+
+        from comfy.ldm.wan.model import sinusoidal_embedding_1d
+
+        e = self.time_embedding(
+            sinusoidal_embedding_1d(self.freq_dim, t.flatten()).to(dtype=x[0].dtype))
+        e = e.reshape(t.shape[0], -1, e.shape[-1])
+        e0 = self.time_projection(e).unflatten(2, (6, self.dim))
+
+        context = self.text_embedding(context)
+
+        patches_replace = transformer_options.get("patches_replace", {})
+        blocks_replace = patches_replace.get("dit", {})
+        transformer_options["total_blocks"] = len(self.blocks)
+        transformer_options["block_type"] = "double"
+        for i, block in enumerate(self.blocks):
+            transformer_options["block_index"] = i
+            if ("double_block", i) in blocks_replace:
+                def block_wrap(args):
+                    out = {}
+                    out["img"] = block(args["img"], context=args["txt"], e=args["vec"], freqs=args["pe"], transformer_options=args["transformer_options"])
+                    return out
+                out = blocks_replace[("double_block", i)]({"img": x, "txt": context, "vec": e0, "pe": freqs, "transformer_options": transformer_options}, {"original_block": block_wrap})
+                x = out["img"]
+            else:
+                x = block(x, e=e0, freqs=freqs, context=context, transformer_options=transformer_options)
+            if audio_emb is not None:
+                x = self.audio_injector(x, i, audio_emb, audio_emb_global, seq_len)
+        x = self.head(x, e)
+        x = self.unpatchify(x, grid_sizes)
+        return x
+
+    forward_orig.__wan_bernini_s2v_patch__ = True
+    forward_orig.__wan_bernini_s2v_original__ = original
+    WanModel_S2V.forward_orig = forward_orig
+    logging.info("ComfyUI-WanBerniniS2V: patched WanModel_S2V.forward_orig for Bernini context_latents")
+    return True

ComfyUI-WanBerniniS2V/nodes.py

@@ -0,0 +1,92 @@
+import torch
+from typing_extensions import override
+
+import comfy.model_management
+import comfy.utils
+import node_helpers
+from comfy_api.latest import ComfyExtension, io
+
+from .wan_audio import apply_wan_s2v_audio_conditioning
+
+
+def _resize_long_edge(image, max_size, stride=16):
+    h, w = image.shape[1], image.shape[2]
+    scale = min(max_size / max(h, w), 1.0)
+    nh = max(stride, round(h * scale / stride) * stride)
+    nw = max(stride, round(w * scale / stride) * stride)
+    return comfy.utils.common_upscale(image[:, :, :, :3].movedim(-1, 1), nw, nh, "area", "disabled").movedim(1, -1)
+
+
+class BerniniS2VConditioning(io.ComfyNode):
+    """Bernini in-context conditioning plus Wan 2.2 S2V audio."""
+
+    @classmethod
+    def define_schema(cls):
+        return io.Schema(
+            node_id="BerniniS2VConditioning",
+            display_name="Bernini S2V Conditioning",
+            category="model/conditioning/bernini",
+            description="Bernini in-context video/image conditioning with optional S2V audio. Requires a Wan2.2 S2V grafted diffusion model.",
+            inputs=[
+                io.Conditioning.Input("positive"),
+                io.Conditioning.Input("negative"),
+                io.Vae.Input("vae"),
+                io.Int.Input("width", default=832, min=16, max=8192, step=16),
+                io.Int.Input("height", default=480, min=16, max=8192, step=16),
+                io.Int.Input("length", default=81, min=1, max=8192, step=4),
+                io.Int.Input("batch_size", default=1, min=1, max=4096),
+                io.AudioEncoderOutput.Input("audio_encoder_output", optional=True),
+                io.Image.Input("source_video", optional=True),
+                io.Image.Input("reference_video", optional=True),
+                io.Autogrow.Input("reference_images", optional=True,
+                    template=io.Autogrow.TemplatePrefix(
+                        input=io.Image.Input("reference_image"),
+                        prefix="reference_image_", min=0, max=8)),
+                io.Int.Input("ref_max_size", default=848, min=16, max=8192, step=16, optional=True),
+            ],
+            outputs=[
+                io.Conditioning.Output(display_name="positive"),
+                io.Conditioning.Output(display_name="negative"),
+                io.Latent.Output(display_name="latent"),
+            ],
+        )
+
+    @classmethod
+    def execute(cls, positive, negative, vae, width, height, length, batch_size, audio_encoder_output=None, source_video=None, reference_video=None, reference_images=None, ref_max_size=848) -> io.NodeOutput:
+        positive, negative, _ = apply_wan_s2v_audio_conditioning(positive, negative, length, audio_encoder_output=audio_encoder_output)
+
+        latent = torch.zeros([batch_size, 16, ((length - 1) // 4) + 1, height // 8, width // 8], device=comfy.model_management.intermediate_device())
+
+        context = []
+        if source_video is not None:
+            vid = comfy.utils.common_upscale(source_video[:length, :, :, :3].movedim(-1, 1), width, height, "area", "center").movedim(1, -1)
+            context.append(vae.encode(vid[:, :, :, :3]))
+
+        if reference_video is not None:
+            ref_vid = _resize_long_edge(reference_video[:length], ref_max_size)
+            context.append(vae.encode(ref_vid[:, :, :, :3]))
+
+        if reference_images:
+            for name in sorted(reference_images):
+                imgs = reference_images[name]
+                if imgs is None:
+                    continue
+                for i in range(imgs.shape[0]):
+                    img = _resize_long_edge(imgs[i:i + 1], ref_max_size)
+                    context.append(vae.encode(img[:, :, :, :3]))
+
+        if context:
+            positive = node_helpers.conditioning_set_values(positive, {"context_latents": context})
+            negative = node_helpers.conditioning_set_values(negative, {"context_latents": context})
+
+        return io.NodeOutput(positive, negative, {"samples": latent})
+
+
+class WanBerniniS2VExtension(ComfyExtension):
+    @override
+    async def get_node_list(self) -> list[type[io.ComfyNode]]:
+        return [BerniniS2VConditioning]
+
+
+async def comfy_entrypoint() -> WanBerniniS2VExtension:
+    return WanBerniniS2VExtension()

ComfyUI-WanBerniniS2V/wan_audio.py

@@ -0,0 +1,29 @@
+import torch
+
+import node_helpers
+from comfy_extras.nodes_wan import get_audio_embed_bucket_fps, linear_interpolation
+
+
+def apply_wan_s2v_audio_conditioning(positive, negative, length, audio_encoder_output=None, frame_offset=0):
+    if audio_encoder_output is None:
+        return positive, negative, frame_offset
+
+    latent_t = ((length - 1) // 4) + 1
+    feat = torch.cat(audio_encoder_output["encoded_audio_all_layers"])
+    video_rate = 30
+    fps = 16
+    feat = linear_interpolation(feat, input_fps=50, output_fps=video_rate)
+    batch_frames = latent_t * 4
+    audio_embed_bucket, _ = get_audio_embed_bucket_fps(feat, fps=fps, batch_frames=batch_frames, m=0, video_rate=video_rate)
+    audio_embed_bucket = audio_embed_bucket.unsqueeze(0)
+    if len(audio_embed_bucket.shape) == 3:
+        audio_embed_bucket = audio_embed_bucket.permute(0, 2, 1)
+    elif len(audio_embed_bucket.shape) == 4:
+        audio_embed_bucket = audio_embed_bucket.permute(0, 2, 3, 1)
+
+    audio_embed_bucket = audio_embed_bucket[:, :, :, frame_offset:frame_offset + batch_frames]
+    if audio_embed_bucket.shape[3] > 0:
+        positive = node_helpers.conditioning_set_values(positive, {"audio_embed": audio_embed_bucket})
+        negative = node_helpers.conditioning_set_values(negative, {"audio_embed": audio_embed_bucket * 0.0})
+        frame_offset += batch_frames
+    return positive, negative, frame_offset

ComfyUI-WanBerniniS2V_v2/ComfyUI-WanBerniniS2V_v2.zip

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ComfyUI-WanBerniniS2V_v2/Workflow/Bernini-R-S2V-Workflow-V2.json

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+        {
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+          "type": "IMAGE",
+          "links": [
+            580
+          ]
+        }
+      ],
+      "properties": {
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+        "models": [
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+            "url": "https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors",
+            "directory": "text_encoders"
+          }
+        ]
+      },
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+            629
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+      ],
+      "properties": {
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+          ]
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+      ],
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+                "name": "STRING",
+                "type": "STRING",
+                "links": [
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+                "name": "INT",
+                "type": "INT",
+                "links": [
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+                "widget": {
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+                "name": "STRING",
+                "type": "STRING",
+                "links": [
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+}

ComfyUI-WanBerniniS2V_v2/__init__.py

@@ -0,0 +1,7 @@
+from .model_patch import apply_model_patches
+
+apply_model_patches()
+
+from .nodes import comfy_entrypoint
+
+__all__ = ["comfy_entrypoint"]

ComfyUI-WanBerniniS2V_v2/audio_mask.py

@@ -0,0 +1,68 @@
+import torch
+
+import comfy.utils
+
+WAN_VAE_SCALE = 8
+WAN_PATCH_SPATIAL = 2
+
+
+def _padded_latent_dim(pixels: int) -> int:
+    latent = pixels // WAN_VAE_SCALE
+    return latent + (WAN_PATCH_SPATIAL - latent % WAN_PATCH_SPATIAL) % WAN_PATCH_SPATIAL
+
+
+def token_grid_size(width: int, height: int) -> tuple[int, int]:
+    return _padded_latent_dim(height) // WAN_PATCH_SPATIAL, _padded_latent_dim(width) // WAN_PATCH_SPATIAL
+
+
+def mask_to_token_grid(mask_image: torch.Tensor, width: int, height: int) -> torch.Tensor:
+    token_h, token_w = token_grid_size(width, height)
+    mask = mask_image[0] if mask_image.ndim == 3 else mask_image
+    mask = mask.unsqueeze(0).unsqueeze(0)
+    mask = comfy.utils.common_upscale(mask, width, height, "area", "center")
+    mask = comfy.utils.common_upscale(mask, token_w, token_h, "area", "center")
+    return (mask > 0.5).to(dtype=torch.float32).flatten(2).squeeze(1)
+
+
+def _latent_frame_weight(video_frame: int, start_frame: int, end_frame: int, crossfade_frames: int) -> float:
+    if video_frame < start_frame or video_frame >= end_frame:
+        return 0.0
+    if crossfade_frames <= 0:
+        return 1.0
+    weight = 1.0
+    if video_frame < start_frame + crossfade_frames:
+        weight = min(weight, (video_frame - start_frame + 1) / crossfade_frames)
+    if video_frame >= end_frame - crossfade_frames:
+        weight = min(weight, (end_frame - video_frame) / crossfade_frames)
+    return max(0.0, weight)
+
+
+def build_timeline_audio_inject_mask(
+    width: int,
+    height: int,
+    length: int,
+    segments,
+    crossfade_frames: int = 0,
+    device=None,
+) -> torch.Tensor:
+    latent_t = ((length - 1) // 4) + 1
+    token_h, token_w = token_grid_size(width, height)
+    n_tokens = token_h * token_w
+    mask = torch.zeros(1, latent_t, n_tokens, 1)
+
+    for segment in segments:
+        tokens = mask_to_token_grid(segment["mask_image"], width, height)
+        start_frame = int(segment["start_frame"])
+        end_frame = int(segment["end_frame"])
+        for latent_idx in range(latent_t):
+            vf0 = latent_idx * 4
+            vf1 = vf0 + 4
+            weight = 0.0
+            for video_frame in range(vf0, vf1):
+                weight = max(weight, _latent_frame_weight(video_frame, start_frame, end_frame, crossfade_frames))
+            if weight > 0.0:
+                mask[:, latent_idx, :, 0] = torch.maximum(mask[:, latent_idx, :, 0], tokens * weight)
+
+    if device is not None:
+        mask = mask.to(device)
+    return mask

ComfyUI-WanBerniniS2V_v2/demo_assets/ComfyUI_00207-audio.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a01ab587948bca585beb7422d10cdb7a0cd05dc06740bb97400e8b894e1417ff
+size 1877791

ComfyUI-WanBerniniS2V_v2/demo_assets/I am The Dude Playing The Dude.wav

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1b1dcc8ec7a4ca3b26196713e65ab214f7a2516778f45d9273829255d098bab2
+size 191604

ComfyUI-WanBerniniS2V_v2/demo_assets/Im the Dude.wav

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4590983cee3e79dda5b59979b84ffa8b811e86c7f19f97483a1fb7ce0c824d97
+size 404056

ComfyUI-WanBerniniS2V_v2/model_patch.py

@@ -0,0 +1,226 @@
+import inspect
+import logging
+
+import torch
+
+import comfy.conds
+import comfy.model_management
+from comfy.ldm.wan.model import AudioInjector_WAN, WanModel_S2V
+from comfy.model_base import WAN22_S2V
+
+
+def _append_context_latents(self, x, kwargs):
+    context_latents = kwargs.get("context_latents", None)
+    if context_latents is None:
+        return x
+    for lat in context_latents:
+        cl = self.patch_embedding(lat.float().to(x.device)).to(x.dtype).flatten(2).transpose(1, 2)
+        x = torch.cat([x, cl], dim=1)
+    return x
+
+
+def _patch_wan_model_s2v_forward():
+    if getattr(WanModel_S2V.forward_orig, "__wan_bernini_s2v_v2_patch__", False):
+        return
+
+    try:
+        source = inspect.getsource(WanModel_S2V.forward_orig)
+    except (OSError, TypeError):
+        source = ""
+    if "context_latents" in source and getattr(WanModel_S2V.forward_orig, "__wan_bernini_s2v_patch__", False):
+        WanModel_S2V.forward_orig.__wan_bernini_s2v_v2_patch__ = True
+        return
+
+    original = WanModel_S2V.forward_orig
+
+    def forward_orig(
+        self,
+        x,
+        t,
+        context,
+        audio_embed=None,
+        reference_latent=None,
+        control_video=None,
+        reference_motion=None,
+        clip_fea=None,
+        freqs=None,
+        transformer_options={},
+        **kwargs,
+    ):
+        if audio_embed is not None:
+            num_embeds = x.shape[-3] * 4
+            audio_emb_global, audio_emb = self.casual_audio_encoder(audio_embed[:, :, :, :num_embeds])
+        else:
+            audio_emb = None
+            audio_emb_global = None
+
+        bs, _, time, height, width = x.shape
+        x = self.patch_embedding(x.float()).to(x.dtype)
+        if control_video is not None:
+            x = x + self.cond_encoder(control_video)
+
+        if t.ndim == 1:
+            t = t.unsqueeze(1).repeat(1, x.shape[2])
+
+        grid_sizes = x.shape[2:]
+        x = x.flatten(2).transpose(1, 2)
+        seq_len = x.size(1)
+
+        cond_mask_weight = comfy.model_management.cast_to(self.trainable_cond_mask.weight, dtype=x.dtype, device=x.device).unsqueeze(1).unsqueeze(1)
+        x = x + cond_mask_weight[0]
+        x = _append_context_latents(self, x, kwargs)
+
+        if reference_latent is not None:
+            ref = self.patch_embedding(reference_latent.float()).to(x.dtype)
+            ref = ref.flatten(2).transpose(1, 2)
+            freqs_ref = self.rope_encode(reference_latent.shape[-3], reference_latent.shape[-2], reference_latent.shape[-1], t_start=max(30, time + 9), device=x.device, dtype=x.dtype)
+            ref = ref + cond_mask_weight[1]
+            x = torch.cat([x, ref], dim=1)
+            freqs = torch.cat([freqs, freqs_ref], dim=1)
+            t = torch.cat([t, torch.zeros((t.shape[0], reference_latent.shape[-3]), device=t.device, dtype=t.dtype)], dim=1)
+
+        if reference_motion is not None:
+            motion_encoded, freqs_motion = self.frame_packer(reference_motion, self)
+            motion_encoded = motion_encoded + cond_mask_weight[2]
+            x = torch.cat([x, motion_encoded], dim=1)
+            freqs = torch.cat([freqs, freqs_motion], dim=1)
+            t = torch.repeat_interleave(t, 2, dim=1)
+            t = torch.cat([t, torch.zeros((t.shape[0], 3), device=t.device, dtype=t.dtype)], dim=1)
+
+        from comfy.ldm.wan.model import sinusoidal_embedding_1d
+
+        e = self.time_embedding(
+            sinusoidal_embedding_1d(self.freq_dim, t.flatten()).to(dtype=x[0].dtype))
+        e = e.reshape(t.shape[0], -1, e.shape[-1])
+        e0 = self.time_projection(e).unflatten(2, (6, self.dim))
+
+        context = self.text_embedding(context)
+
+        patches_replace = transformer_options.get("patches_replace", {})
+        blocks_replace = patches_replace.get("dit", {})
+        transformer_options["total_blocks"] = len(self.blocks)
+        transformer_options["block_type"] = "double"
+        for i, block in enumerate(self.blocks):
+            transformer_options["block_index"] = i
+            if ("double_block", i) in blocks_replace:
+                def block_wrap(args):
+                    out = {}
+                    out["img"] = block(args["img"], context=args["txt"], e=args["vec"], freqs=args["pe"], transformer_options=args["transformer_options"])
+                    return out
+                out = blocks_replace[("double_block", i)]({"img": x, "txt": context, "vec": e0, "pe": freqs, "transformer_options": transformer_options}, {"original_block": block_wrap})
+                x = out["img"]
+            else:
+                x = block(x, e=e0, freqs=freqs, context=context, transformer_options=transformer_options)
+            if audio_emb is not None:
+                inject_scale = kwargs.get("audio_inject_scale", 1.0)
+                if isinstance(inject_scale, torch.Tensor):
+                    inject_scale = inject_scale.reshape(-1)[0].item()
+                x = self.audio_injector(
+                    x, i, audio_emb, audio_emb_global, seq_len,
+                    scale=inject_scale,
+                    token_mask=kwargs.get("audio_inject_mask", None),
+                )
+        x = self.head(x, e)
+        x = self.unpatchify(x, grid_sizes)
+        return x
+
+    forward_orig.__wan_bernini_s2v_v2_patch__ = True
+    forward_orig.__wan_bernini_s2v_patch__ = True
+    forward_orig.__wan_bernini_s2v_original__ = original
+    WanModel_S2V.forward_orig = forward_orig
+
+
+def _patch_audio_injector():
+    if getattr(AudioInjector_WAN.forward, "__wan_bernini_s2v_v2_masked_patch__", False):
+        return
+
+    original_forward = AudioInjector_WAN.forward
+
+    def forward(self, x, block_id, audio_emb, audio_emb_global, seq_len, scale=1.0, token_mask=None):
+        if token_mask is None:
+            return original_forward(self, x, block_id, audio_emb, audio_emb_global, seq_len, scale=scale)
+
+        audio_attn_id = self.injected_block_id.get(block_id, None)
+        if audio_attn_id is None:
+            return x
+
+        from einops import rearrange
+
+        num_frames = audio_emb.shape[1]
+        input_hidden_states = rearrange(x[:, :seq_len], "b (t n) c -> (b t) n c", t=num_frames)
+        if self.enable_adain and self.adain_mode == "attn_norm":
+            audio_emb_global = rearrange(audio_emb_global, "b t n c -> (b t) n c")
+            adain_hidden_states = self.injector_adain_layers[audio_attn_id](input_hidden_states, temb=audio_emb_global[:, 0])
+            attn_hidden_states = adain_hidden_states
+        else:
+            attn_hidden_states = self.injector_pre_norm_feat[audio_attn_id](input_hidden_states)
+
+        if audio_emb.dim() == 3:
+            attn_audio_emb = rearrange(audio_emb, "b t c -> (b t) 1 c", t=num_frames)
+        else:
+            attn_audio_emb = rearrange(audio_emb, "b t n c -> (b t) n c", t=num_frames)
+
+        residual_out = self.injector[audio_attn_id](x=attn_hidden_states, context=attn_audio_emb)
+        residual_out = rearrange(residual_out, "(b t) n c -> b (t n) c", t=num_frames)
+
+        if token_mask.ndim == 4:
+            token_mask = token_mask.flatten(1, 2)
+        if token_mask.shape[1] == residual_out.shape[1]:
+            residual_out = residual_out * token_mask.to(device=residual_out.device, dtype=residual_out.dtype)
+        else:
+            logging.warning(
+                "ComfyUI-WanBerniniS2V_v2: mask length %s does not match token count %s; using global audio injection",
+                token_mask.shape[1],
+                residual_out.shape[1],
+            )
+
+        x[:, :seq_len] = x[:, :seq_len] + residual_out * scale
+        return x
+
+    forward.__wan_bernini_s2v_v2_masked_patch__ = True
+    forward.__wan_bernini_s2v_masked_patch__ = True
+    forward.__wan_bernini_s2v_masked_original__ = original_forward
+    AudioInjector_WAN.forward = forward
+
+
+def _patch_wan22_s2v_extra_conds():
+    if getattr(WAN22_S2V.extra_conds, "__wan_bernini_s2v_v2_masked_patch__", False):
+        return
+
+    original_extra_conds = WAN22_S2V.extra_conds
+
+    def extra_conds(self, **kwargs):
+        out = original_extra_conds(self, **kwargs)
+        audio_inject_mask = kwargs.get("audio_inject_mask", None)
+        if audio_inject_mask is not None:
+            out["audio_inject_mask"] = comfy.conds.CONDRegular(audio_inject_mask)
+        audio_inject_scale = kwargs.get("audio_inject_scale", None)
+        if audio_inject_scale is not None:
+            out["audio_inject_scale"] = comfy.conds.CONDRegular(torch.FloatTensor([audio_inject_scale]))
+        return out
+
+    extra_conds.__wan_bernini_s2v_v2_masked_patch__ = True
+    extra_conds.__wan_bernini_s2v_masked_patch__ = True
+    extra_conds.__wan_bernini_s2v_masked_original__ = original_extra_conds
+    WAN22_S2V.extra_conds = extra_conds
+
+    original_resize = WAN22_S2V.resize_cond_for_context_window
+
+    def resize_cond_for_context_window(self, cond_key, cond_value, window, x_in, device, retain_index_list=[]):
+        if cond_key == "audio_inject_mask":
+            mask = cond_value.cond
+            if mask.ndim == 4 and mask.shape[1] == x_in.shape[2]:
+                return cond_value._copy_with(window.get_tensor(mask, device, dim=1))
+        return original_resize(self, cond_key, cond_value, window, x_in, device, retain_index_list=retain_index_list)
+
+    resize_cond_for_context_window.__wan_bernini_s2v_v2_masked_patch__ = True
+    resize_cond_for_context_window.__wan_bernini_s2v_masked_patch__ = True
+    resize_cond_for_context_window.__wan_bernini_s2v_masked_original__ = original_resize
+    WAN22_S2V.resize_cond_for_context_window = resize_cond_for_context_window
+
+
+def apply_model_patches():
+    _patch_wan_model_s2v_forward()
+    _patch_audio_injector()
+    _patch_wan22_s2v_extra_conds()
+    logging.info("ComfyUI-WanBerniniS2V_v2: applied Bernini S2V model patches")

ComfyUI-WanBerniniS2V_v2/nodes.py

@@ -0,0 +1,153 @@
+import torch
+from typing_extensions import override
+
+import comfy.model_management
+import comfy.utils
+import node_helpers
+from comfy_api.latest import ComfyExtension, io
+
+from .audio_mask import build_timeline_audio_inject_mask
+from .wan_audio import apply_timeline_audio_conditioning, resolve_timeline_segment_ranges
+
+
+def _resize_long_edge(image, max_size, stride=16):
+    h, w = image.shape[1], image.shape[2]
+    scale = min(max_size / max(h, w), 1.0)
+    nh = max(stride, round(h * scale / stride) * stride)
+    nw = max(stride, round(w * scale / stride) * stride)
+    return comfy.utils.common_upscale(image[:, :, :, :3].movedim(-1, 1), nw, nh, "area", "disabled").movedim(1, -1)
+
+
+def _build_context_latents(vae, width, height, length, source_video=None, reference_video=None, reference_images=None, ref_max_size=848):
+    context = []
+    if source_video is not None:
+        vid = comfy.utils.common_upscale(source_video[:length, :, :, :3].movedim(-1, 1), width, height, "area", "center").movedim(1, -1)
+        context.append(vae.encode(vid[:, :, :, :3]))
+
+    if reference_video is not None:
+        ref_vid = _resize_long_edge(reference_video[:length], ref_max_size)
+        context.append(vae.encode(ref_vid[:, :, :, :3]))
+
+    if reference_images:
+        for name in sorted(reference_images):
+            imgs = reference_images[name]
+            if imgs is None:
+                continue
+            for i in range(imgs.shape[0]):
+                img = _resize_long_edge(imgs[i:i + 1], ref_max_size)
+                context.append(vae.encode(img[:, :, :, :3]))
+    return context
+
+
+class BerniniS2VConditioningV2(io.ComfyNode):
+    @classmethod
+    def define_schema(cls):
+        return io.Schema(
+            node_id="BerniniS2VConditioningV2",
+            display_name="Bernini S2V Conditioning v2",
+            category="model/conditioning/bernini",
+            description="Bernini in-context conditioning with masked S2V audio for one or two speakers. Requires a Wan 2.2 S2V grafted Bernini-R model. Paint speaker masks on the output frame; reference_image_0 maps to image0 in prompts.",
+            inputs=[
+                io.Conditioning.Input("positive"),
+                io.Conditioning.Input("negative"),
+                io.Vae.Input("vae"),
+                io.Int.Input("width", default=832, min=16, max=8192, step=16),
+                io.Int.Input("height", default=480, min=16, max=8192, step=16),
+                io.Int.Input("length", default=81, min=1, max=8192, step=4),
+                io.Int.Input("batch_size", default=1, min=1, max=4096),
+                io.AudioEncoderOutput.Input("audio_1"),
+                io.Mask.Input("mask_1", tooltip="White = speaker 1 lip-sync region on the output frame."),
+                io.AudioEncoderOutput.Input("audio_2", optional=True),
+                io.Mask.Input("mask_2", optional=True, tooltip="Required when audio_2 is connected."),
+                io.Int.Input("speaker_2_start_frame", default=-1, min=-1, max=8192, step=1,
+                    tooltip="-1 auto-starts speaker 2 when speaker 1 audio ends."),
+                io.Image.Input("source_video", optional=True),
+                io.Image.Input("reference_video", optional=True),
+                io.Autogrow.Input("reference_images", optional=True,
+                    template=io.Autogrow.TemplatePrefix(
+                        input=io.Image.Input("reference_image"),
+                        prefix="reference_image_", min=0, max=8)),
+                io.Int.Input("ref_max_size", default=848, min=16, max=8192, step=16, optional=True),
+                io.Int.Input("mask_crossfade_frames", default=4, min=0, max=64, step=1,
+                    tooltip="Softens the mask handoff between speakers. 0 = hard cut."),
+                io.Float.Input("audio_inject_scale", default=1.0, min=0.0, max=10.0, step=0.01),
+            ],
+            outputs=[
+                io.Conditioning.Output(display_name="positive"),
+                io.Conditioning.Output(display_name="negative"),
+                io.Latent.Output(display_name="latent"),
+            ],
+        )
+
+    @classmethod
+    def execute(
+        cls,
+        positive,
+        negative,
+        vae,
+        width,
+        height,
+        length,
+        batch_size,
+        audio_1,
+        mask_1,
+        audio_2=None,
+        mask_2=None,
+        speaker_2_start_frame=-1,
+        source_video=None,
+        reference_video=None,
+        reference_images=None,
+        ref_max_size=848,
+        mask_crossfade_frames=4,
+        audio_inject_scale=1.0,
+    ) -> io.NodeOutput:
+        if audio_1 is None:
+            raise ValueError("Bernini S2V Conditioning v2 requires audio_1.")
+        if mask_1 is None:
+            raise ValueError("Bernini S2V Conditioning v2 requires mask_1.")
+        if audio_2 is not None and mask_2 is None:
+            raise ValueError("mask_2 is required when audio_2 is connected.")
+
+        segments = [{"audio_encoder_output": audio_1, "start_frame": 0, "mask_image": mask_1}]
+        if audio_2 is not None:
+            segments.append({
+                "audio_encoder_output": audio_2,
+                "start_frame": speaker_2_start_frame,
+                "mask_image": mask_2,
+            })
+
+        latent = torch.zeros(
+            [batch_size, 16, ((length - 1) // 4) + 1, height // 8, width // 8],
+            device=comfy.model_management.intermediate_device())
+
+        context = _build_context_latents(vae, width, height, length, source_video, reference_video, reference_images, ref_max_size)
+        if context:
+            positive = node_helpers.conditioning_set_values(positive, {"context_latents": context})
+            negative = node_helpers.conditioning_set_values(negative, {"context_latents": context})
+
+        positive, negative = apply_timeline_audio_conditioning(positive, negative, length, segments)
+        resolved_segments = resolve_timeline_segment_ranges(length, segments)
+        cond_values = {
+            "audio_inject_scale": audio_inject_scale,
+            "audio_inject_mask": build_timeline_audio_inject_mask(
+                width, height, length, resolved_segments,
+                crossfade_frames=mask_crossfade_frames,
+                device=comfy.model_management.intermediate_device(),
+            ),
+        }
+        positive = node_helpers.conditioning_set_values(positive, cond_values)
+        negative_values = dict(cond_values)
+        negative_values["audio_inject_mask"] = negative_values["audio_inject_mask"] * 0.0
+        negative = node_helpers.conditioning_set_values(negative, negative_values)
+
+        return io.NodeOutput(positive, negative, {"samples": latent})
+
+
+class WanBerniniS2VV2Extension(ComfyExtension):
+    @override
+    async def get_node_list(self) -> list[type[io.ComfyNode]]:
+        return [BerniniS2VConditioningV2]
+
+
+async def comfy_entrypoint() -> WanBerniniS2VV2Extension:
+    return WanBerniniS2VV2Extension()

ComfyUI-WanBerniniS2V_v2/wan_audio.py

@@ -0,0 +1,89 @@
+import math
+
+import torch
+
+import node_helpers
+from comfy_extras.nodes_wan import get_audio_embed_bucket_fps, linear_interpolation
+
+WAN_AUDIO_INPUT_FPS = 50
+WAN_AUDIO_VIDEO_RATE = 30
+WAN_AUDIO_FPS = 16
+WAN_AUDIO_SAMPLE_RATE = 16000
+
+
+def _audio_feat(audio_encoder_output):
+    feat = torch.cat(audio_encoder_output["encoded_audio_all_layers"])
+    return linear_interpolation(feat, input_fps=WAN_AUDIO_INPUT_FPS, output_fps=WAN_AUDIO_VIDEO_RATE)
+
+
+def audio_encoder_output_video_frames(audio_encoder_output, fps=WAN_AUDIO_FPS):
+    audio_samples = audio_encoder_output.get("audio_samples")
+    if audio_samples is not None:
+        return max(1, int(round(audio_samples / float(WAN_AUDIO_SAMPLE_RATE) * fps)))
+    feat = _audio_feat(audio_encoder_output)
+    return max(1, int(round(feat.shape[1] * fps / WAN_AUDIO_VIDEO_RATE)))
+
+
+def _permute_audio_embed_bucket(audio_embed_bucket):
+    audio_embed_bucket = audio_embed_bucket.unsqueeze(0)
+    if len(audio_embed_bucket.shape) == 3:
+        return audio_embed_bucket.permute(0, 2, 1)
+    return audio_embed_bucket.permute(0, 2, 3, 1)
+
+
+def build_timeline_audio_embed(length, segments):
+    latent_t = ((length - 1) // 4) + 1
+    batch_frames = latent_t * 4
+    total_feat_frames = int(math.ceil(batch_frames * WAN_AUDIO_VIDEO_RATE / WAN_AUDIO_FPS))
+
+    composite = None
+    cursor_auto = 0
+    for segment in segments:
+        feat = _audio_feat(segment["audio_encoder_output"])
+        if composite is None:
+            composite = torch.zeros(
+                feat.shape[0], total_feat_frames, feat.shape[2],
+                dtype=feat.dtype, device=feat.device)
+
+        start_frame = segment.get("start_frame", -1)
+        if start_frame is None or start_frame < 0:
+            start_frame = cursor_auto
+        else:
+            start_frame = int(start_frame)
+
+        start_feat = int(round(start_frame * WAN_AUDIO_VIDEO_RATE / WAN_AUDIO_FPS))
+        copy_len = min(feat.shape[1], total_feat_frames - start_feat)
+        if copy_len > 0 and start_feat < total_feat_frames:
+            composite[:, start_feat:start_feat + copy_len, :] = feat[:, :copy_len, :]
+
+        cursor_auto = start_frame + audio_encoder_output_video_frames(segment["audio_encoder_output"])
+
+    audio_embed_bucket, _ = get_audio_embed_bucket_fps(
+        composite, fps=WAN_AUDIO_FPS, batch_frames=batch_frames, m=0, video_rate=WAN_AUDIO_VIDEO_RATE)
+    audio_embed_bucket = _permute_audio_embed_bucket(audio_embed_bucket)
+    return audio_embed_bucket[:, :, :, :batch_frames]
+
+
+def resolve_timeline_segment_ranges(length, segments):
+    batch_frames = (((length - 1) // 4) + 1) * 4
+    resolved = []
+    cursor_auto = 0
+    for segment in segments:
+        start_frame = segment.get("start_frame", -1)
+        if start_frame is None or start_frame < 0:
+            start_frame = cursor_auto
+        else:
+            start_frame = int(start_frame)
+        end_frame = min(batch_frames, start_frame + audio_encoder_output_video_frames(segment["audio_encoder_output"]))
+        resolved.append({**segment, "start_frame": start_frame, "end_frame": end_frame})
+        cursor_auto = end_frame
+    return resolved
+
+
+def apply_timeline_audio_conditioning(positive, negative, length, segments):
+    audio_embed_bucket = build_timeline_audio_embed(length, segments)
+    if audio_embed_bucket is None or audio_embed_bucket.shape[3] <= 0:
+        return positive, negative
+    positive = node_helpers.conditioning_set_values(positive, {"audio_embed": audio_embed_bucket})
+    negative = node_helpers.conditioning_set_values(negative, {"audio_embed": audio_embed_bucket * 0.0})
+    return positive, negative

README.md

@@ -0,0 +1,98 @@
+---
+license: apache-2.0
+base_model:
+- ByteDance/Bernini-R
+tags:
+- text-to-video
+- image-to-video
+- video-to-video
+- image-to-image
+- audio-to-video
+- wan-s2v
+- bernini-r-s2v
+---
+
+# Bernini-R-S2V
+
+## ComfyUI Bernini-R-S2V custom node v2 (update)
+
+**Bernini S2V Conditioning v2** - Bernini in-context video/image conditioning with masked lip-sync for one or two speakers.
+<video controls width="100%" height="480">
+  <source src="https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/video/ComfyUI__00003-audio.mp4" type="video/mp4">
+  Your browser does not support the video tag.
+</video>
+
+Unzip [ComfyUI-WanBerniniS2V_v2.zip](https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/ComfyUI-WanBerniniS2V_v2/ComfyUI-WanBerniniS2V_v2.zip) into `ComfyUI/custom_nodes/`, then restart ComfyUI.
+
+```
+or save the Python files in: ComfyUI/custom_nodes/ComfyUI-WanBerniniS2V_v2/
+```
+
+Disable or remove the older `ComfyUI-WanBerniniS2V` folder if you only want v2.
+
+### One speaker
+
+- `audio_1` + `mask_1`
+- Leave `audio_2` / `mask_2` unwired
+
+### Two speakers (dialog)
+
+- `audio_1` + `mask_1` - first speaker
+- `audio_2` + `mask_2` - second speaker
+- `speaker_2_start_frame = -1` - second audio starts when the first clip ends
+
+### Masks
+
+Paint on the **output frame** where each speaker's face appears. Masks control lip-sync placement only, they are not tied to `reference_image_N` slots.
+<img src="https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/ComfyUI-WanBerniniS2V_v2/demo_assets/Screenshot_ComfyUI-WanBerniniS2V_v2.png" width="1280" height="720" />
+________
+<video controls width="100%" height="480">
+  <source src="https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/Bernini-R-S2V-FP8/video/ComfyUI__00005-audio.mp4" type="video/mp4">
+  Your browser does not support the video tag.
+</video>
+
+*Speech-driven video on Bernini-R , T2V, I2V, and V2V with lip-sync.*
+
+This model adds single-speaker audio support to Bernini-R, so you can drive video with speech in text-to-video, image-to-video, and video-to-video setups. 
+It is not state-of-the-art audio-to-video, but it removes the need for post-processing or extra models just to add speech to Wan videos. 
+For basic talking-head work, or longer videos built from short sequences, it is a handy all-in-one option on top of Bernini's motion and editing strengths.
+
+
+| File | Role |
+|---|---|
+| '[wan2.2_bernini_r_high_noise_fp16_s2v.safetensors](https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/Bernini-R-S2V-FP16/wan2.2_bernini_r_high_noise_fp16_s2v.safetensors)'| High noise |
+| '[wan2.2_bernini_r_low_noise_fp16_s2v.safetensors](https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/Bernini-R-S2V-FP16/wan2.2_bernini_r_low_noise_fp16_s2v.safetensors)'| Low noise |
+| '[wan2.2_bernini_r_high_noise_fp8_scaled_s2v.safetensors](https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/Bernini-R-S2V-FP8/wan2.2_bernini_r_high_noise_fp8_scaled_s2v.safetensors)' | High noise |
+| '[wan2.2_bernini_r_low_noise_fp8_scaled_s2v.safetensors](https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/Bernini-R-S2V-FP8/wan2.2_bernini_r_low_noise_fp8_scaled_s2v.safetensors)' | Low noise |
+| '[wan2.2_bernini_r_high_noise_int8_convrot_s2v.safetensors](https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/Bernini-R-S2V-int8-convrot/wan2.2_bernini_r_high_noise_int8_convrot_s2v.safetensors)' | High noise |
+| '[wan2.2_bernini_r_low_noise_int8_convrot_s2v.safetensors](https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/Bernini-R-S2V-int8-convrot/wan2.2_bernini_r_low_noise_int8_convrot_s2v.safetensors)' | Low noise |
+
+ComfyUI detects these as **`WAN22_S2V`** / 'WanModel_S2V' (audio keys trigger S2V model type).
+
+## Usage
+
+1. Download  the checkpoints.
+2. Place in:
+   ```
+   ComfyUI/models/diffusion_models/
+   ```
+3. Add [wav2vec2](https://huggingface.co/rzgar/Bernini-R-S2V/resolve/main/audio_encoders/wav2vec2_large_english_fp16.safetensors) to: 
+   ```
+   ComfyUI/models/audio_encoders/
+   ```
+4. Install **[ComfyUI-WanBerniniS2V](https://huggingface.co/rzgar/Bernini-R-S2V/tree/main/ComfyUI-WanBerniniS2V)** custom node:
+   ```
+   (Create a folder in 'ComfyUI/custom_nodes/'  named 'ComfyUI-WanBerniniS2V', then save the Python files in that folder.)
+   ```
+5. Restart ComfyUI.
+6. Search for the Bernini S2V Conditioning node or use the example [workfllow](https://huggingface.co/rzgar/Bernini-R-S2V/blob/main/Workflow/Bernini-R-S2V_Workflow.json)
+
+## Audio tips
+
+| Setting | Recommendation |
+|---|---|
+| **Channels** | **Mono**, wav2vec2 downmixes stereo internally |
+| **Sample rate** | 44.1 khz or 48 khz (resampled to 16 kHz) |
+| **Content** | Clear speech, less background music = better sync |
+| **Length** | in my testing, max 9 to 15 seconds |
+

Workflow/Bernini-R-S2V_Workflow.json

@@ -0,0 +1,2174 @@
+{
+  "id": "ea7ba43e-ab56-40d4-a298-423f5bfe4462",
+  "revision": 0,
+  "last_node_id": 252,
+  "last_link_id": 664,
+  "nodes": [
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+      "type": "VAEDecode",
+      "pos": [
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+        170
+      ],
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+        50
+      ],
+      "flags": {},
+      "order": 28,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 533
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 285
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            580
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.54",
+        "Node name for S&R": "VAEDecode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 57,
+      "type": "AudioEncoderLoader",
+      "pos": [
+        -80,
+        850
+      ],
+      "size": [
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+        70
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "AUDIO_ENCODER",
+          "type": "AUDIO_ENCODER",
+          "links": [
+            120
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.54",
+        "Node name for S&R": "AudioEncoderLoader",
+        "models": [
+          {
+            "name": "wav2vec2_large_english_fp16.safetensors",
+            "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/audio_encoders/wav2vec2_large_english_fp16.safetensors",
+            "directory": "audio_encoders"
+          }
+        ]
+      },
+      "widgets_values": [
+        "wav2vec2_large_english_fp16.safetensors"
+      ]
+    },
+    {
+      "id": 235,
+      "type": "Reroute",
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+          "type": "AUDIO",
+          "links": [
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+            630
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+        }
+      ],
+      "properties": {
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+        "horizontal": false
+      },
+      "color": "#323",
+      "bgcolor": "#535"
+    },
+    {
+      "id": 238,
+      "type": "ComfyMathExpression",
+      "pos": [
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+      "size": [
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+      "flags": {
+        "collapsed": true
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+        }
+      ],
+      "outputs": [
+        {
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+          "type": "FLOAT",
+          "links": null
+        },
+        {
+          "name": "INT",
+          "type": "INT",
+          "links": [
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+            653
+          ]
+        },
+        {
+          "name": "BOOL",
+          "type": "BOOLEAN",
+          "links": null
+        }
+      ],
+      "title": "16 F/S",
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.27.0",
+        "Node name for S&R": "ComfyMathExpression"
+      },
+      "widgets_values": [
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+      ]
+    },
+    {
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+      "type": "CLIPLoader",
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+            "url": "https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors",
+            "directory": "text_encoders"
+          }
+        ]
+      },
+      "widgets_values": [
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+      "properties": {
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+      "properties": {
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+        "Node name for S&R": "LoraLoaderModelOnly",
+        "models": [
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+      "widgets_values": [
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+          "type": "AUDIO",
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+        }
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+      "mode": 0,
+      "inputs": [],
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+          "type": "VAE",
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+            "url": "https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/vae/wan_2.1_vae.safetensors",
+            "directory": "vae"
+          }
+        ]
+      },
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