[Partner Nodes] hash video via memoryview to avoid memory copy

Signed-off-by: bigcat88 <bigcat88@icloud.com>

.github/workflows/backport_release.yaml

@@ -458,6 +458,41 @@ jobs:
 
           echo "Released ${NEW_VERSION} on ${RELEASE_BRANCH}."
 
+      - name: Delete remote source branch
+        env:
+          GH_TOKEN:        ${{ steps.app-token.outputs.token }}
+          REPO:            ${{ github.repository }}
+          SOURCE_BRANCH:   ${{ steps.resolve.outputs.source_branch }}
+          SOURCE_COMMIT:   ${{ inputs.commit }}
+          RELEASE_BRANCH:  ${{ steps.latest.outputs.release_branch }}
+          DEFAULT_BRANCH:  ${{ github.event.repository.default_branch }}
+        run: |
+          set -euo pipefail
+
+          # Belt-and-braces: the resolve step already refuses the default branch,
+          # but never delete the default or the release branch under any
+          # circumstances.
+          if [[ "${SOURCE_BRANCH}" == "${DEFAULT_BRANCH}" || "${SOURCE_BRANCH}" == "${RELEASE_BRANCH}" ]]; then
+            echo "::error::Refusing to delete '${SOURCE_BRANCH}' (matches default or release branch)."
+            exit 1
+          fi
+
+          # Delete the source branch on origin, but only if its tip is still the
+          # SHA we released from. If someone pushed new commits to it after we
+          # resolved it, leave it alone — those commits would be silently lost.
+          current_tip="$(git ls-remote origin "refs/heads/${SOURCE_BRANCH}" | awk '{print $1}')"
+          if [[ -z "${current_tip}" ]]; then
+            echo "Source branch '${SOURCE_BRANCH}' no longer exists on origin; nothing to delete."
+            exit 0
+          fi
+          if [[ "${current_tip}" != "${SOURCE_COMMIT}" ]]; then
+            echo "::warning::Source branch '${SOURCE_BRANCH}' tip (${current_tip}) no longer matches released commit (${SOURCE_COMMIT}). Leaving it in place."
+            exit 0
+          fi
+
+          git push origin --delete "refs/heads/${SOURCE_BRANCH}"
+          echo "Deleted remote branch '${SOURCE_BRANCH}'."
+
       - name: Summary
         if: always()
         env:

README.md

@@ -433,7 +433,7 @@ See also: [https://www.comfy.org/](https://www.comfy.org/)
 
 ## Frontend Development
 
-As of August 15, 2024, we have transitioned to a new frontend, which is now hosted in a separate repository: [ComfyUI Frontend](https://github.com/Comfy-Org/ComfyUI_frontend). This repository now hosts the compiled JS (from TS/Vue) under the `web/` directory.
+As of August 15, 2024, we have transitioned to a new frontend, which is now hosted in a separate repository: [ComfyUI Frontend](https://github.com/Comfy-Org/ComfyUI_frontend). The compiled JS files (from TS/Vue) are published to [pypi](https://pypi.org/project/comfyui-frontend-package) and installed as a dependency in ComfyUI.
 
 ### Reporting Issues and Requesting Features
 

app/logger.py

@@ -5,6 +5,40 @@ import logging
 import sys
 import threading
 
+ANSI_NAMED_COLORS = {
+    'black':   '\033[30m',
+    'red':     '\033[31m',
+    'green':   '\033[32m',
+    'yellow':  '\033[33m',
+    'blue':    '\033[34m',
+    'magenta': '\033[35m',
+    'cyan':    '\033[36m',
+    'white':   '\033[37m',
+}
+
+ANSI_LEVEL_COLORS = {
+    'DEBUG':    ANSI_NAMED_COLORS['cyan'],
+    'INFO':     ANSI_NAMED_COLORS['green'],
+    'WARNING':  ANSI_NAMED_COLORS['yellow'],
+    'ERROR':    ANSI_NAMED_COLORS['red'],
+    'CRITICAL': ANSI_NAMED_COLORS['magenta'],
+}
+
+ANSI_RESET = '\033[0m'
+ANSI_BOLD  = '\033[1m'
+
+
+class ColoredFormatter(logging.Formatter):
+    def format(self, record):
+        color = ANSI_LEVEL_COLORS.get(record.levelname, '')
+        bold  = ANSI_BOLD if record.levelno >= logging.WARNING else ''
+        level_tag = f"{bold}{color}[{record.levelname}]{ANSI_RESET} "
+        message = super().format(record)
+        line_color = ANSI_NAMED_COLORS.get(getattr(record, 'color', ''), '')
+        if line_color:
+            return f"{level_tag}{line_color}{message}{ANSI_RESET}"
+        return level_tag + message
+
 logs = None
 stdout_interceptor = None
 stderr_interceptor = None
@@ -68,8 +102,10 @@ def setup_logger(log_level: str = 'INFO', capacity: int = 300, use_stdout: bool
     logger = logging.getLogger()
     logger.setLevel(log_level)
 
+    formatter = ColoredFormatter("%(message)s")
+
     stream_handler = logging.StreamHandler()
-    stream_handler.setFormatter(logging.Formatter("%(message)s"))
+    stream_handler.setFormatter(formatter)
 
     if use_stdout:
         # Only errors and critical to stderr
@@ -77,7 +113,7 @@ def setup_logger(log_level: str = 'INFO', capacity: int = 300, use_stdout: bool
 
         # Lesser to stdout
         stdout_handler = logging.StreamHandler(sys.stdout)
-        stdout_handler.setFormatter(logging.Formatter("%(message)s"))
+        stdout_handler.setFormatter(formatter)
         stdout_handler.addFilter(lambda record: record.levelno < logging.ERROR)
         logger.addHandler(stdout_handler)
 

comfy/cli_args.py

@@ -111,7 +111,7 @@ parser.add_argument("--preview-method", type=LatentPreviewMethod, default=Latent
 parser.add_argument("--preview-size", type=int, default=512, help="Sets the maximum preview size for sampler nodes.")
 
 cache_group = parser.add_mutually_exclusive_group()
-cache_group.add_argument("--cache-ram", nargs='*', type=float, default=[], metavar="GB", help="Use RAM pressure caching with the specified headroom thresholds. This is the default caching mode. The first value sets the active-cache threshold; the optional second value sets the inactive-cache/pin threshold. Defaults when no values are provided: active 25%% of system RAM (min 4GB, max 32GB), inactive 75%% of system RAM (min 12GB, max 96GB).")
+cache_group.add_argument("--cache-ram", nargs='*', type=float, default=[], metavar="GB", help="Use RAM pressure caching with the specified headroom thresholds. This is the default caching mode. The first value sets the active-cache threshold; the optional second value sets the inactive-cache/pin threshold. Defaults when no values are provided: active 10%% of system RAM (min 2GB, max 10GB), inactive 100%% of system RAM (max 96GB).")
 cache_group.add_argument("--cache-classic", action="store_true", help="Use the old style (aggressive) caching.")
 cache_group.add_argument("--cache-lru", type=int, default=0, help="Use LRU caching with a maximum of N node results cached. May use more RAM/VRAM.")
 cache_group.add_argument("--cache-none", action="store_true", help="Reduced RAM/VRAM usage at the expense of executing every node for each run.")

comfy/ldm/modules/attention.py

@@ -741,12 +741,12 @@ optimized_attention = attention_basic
 if model_management.sage_attention_enabled():
     logging.info("Using sage attention")
     optimized_attention = attention_sage
-elif model_management.xformers_enabled():
-    logging.info("Using xformers attention")
-    optimized_attention = attention_xformers
 elif model_management.flash_attention_enabled():
     logging.info("Using Flash Attention")
     optimized_attention = attention_flash
+elif model_management.xformers_enabled():
+    logging.info("Using xformers attention")
+    optimized_attention = attention_xformers
 elif model_management.pytorch_attention_enabled():
     logging.info("Using pytorch attention")
     optimized_attention = attention_pytorch

comfy/model_management.py

@@ -1217,7 +1217,7 @@ def get_aimdo_cast_buffer(offload_stream, device):
 def get_pin_buffer(offload_stream):
     pin_buffer = STREAM_PIN_BUFFERS.get(offload_stream, None)
     if pin_buffer is None:
-        pin_buffer = comfy_aimdo.host_buffer.HostBuffer(0, 0, pinned_hostbuf_size(8 * 1024**3))
+        pin_buffer = comfy_aimdo.host_buffer.HostBuffer(0, 0, pinned_hostbuf_size(8 * 1024**3), mark_cold=False)
         STREAM_PIN_BUFFERS[offload_stream] = pin_buffer
     elif offload_stream is not None:
         event = getattr(pin_buffer, "_comfy_event", None)

comfy/samplers.py

@@ -265,7 +265,6 @@ def _calc_cond_batch(model: BaseModel, conds: list[list[dict]], x_in: torch.Tens
                 input_shape = [len(batch_amount) * first_shape[0]] + list(first_shape)[1:]
                 cond_shapes = collections.defaultdict(list)
                 for tt in batch_amount:
-                    cond = {k: v.size() for k, v in to_run[tt][0].conditioning.items()}
                     for k, v in to_run[tt][0].conditioning.items():
                         cond_shapes[k].append(v.size())
 

comfy_api_nodes/apis/bytedance.py

@@ -158,8 +158,9 @@ class SeedanceCreateAssetResponse(BaseModel):
 
 
 class SeedanceVirtualLibraryCreateAssetRequest(BaseModel):
-    url: str = Field(..., description="Publicly accessible URL of the image asset to upload.")
+    url: str = Field(..., description="Publicly accessible URL of the asset to upload.")
     hash: str = Field(..., description="Dedup key. Re-submitting the same hash returns the existing asset id.")
+    asset_type: str | None = Field(None, description="BytePlus asset type. Defaults to Image server-side when omitted.")
 
 
 # Dollars per 1K tokens, keyed by (model_id, has_video_input).

comfy_api_nodes/nodes_bytedance.py

@@ -2,11 +2,12 @@ import hashlib
 import logging
 import math
 import re
+from io import BytesIO
 
 import torch
 from typing_extensions import override
 
-from comfy_api.latest import IO, ComfyExtension, Input
+from comfy_api.latest import IO, ComfyExtension, Input, Types
 from comfy_api_nodes.apis.bytedance import (
     RECOMMENDED_PRESETS,
     RECOMMENDED_PRESETS_SEEDREAM_4,
@@ -308,6 +309,26 @@ async def _seedance_virtual_library_upload_image_asset(
     return f"asset://{create_resp.asset_id}"
 
 
+async def _seedance_virtual_library_upload_video_asset(
+    cls: type[IO.ComfyNode],
+    video: Input.Video,
+    *,
+    wait_label: str = "Uploading video",
+) -> str:
+    buf = BytesIO()
+    video.save_to(buf, format=Types.VideoContainer.MP4, codec=Types.VideoCodec.H264)
+    video_hash = hashlib.sha256(buf.getbuffer()).hexdigest()
+    public_url = await upload_video_to_comfyapi(cls, video, wait_label=wait_label)
+    create_resp = await sync_op(
+        cls,
+        ApiEndpoint(path="/proxy/seedance/virtual-library/assets", method="POST"),
+        response_model=SeedanceCreateAssetResponse,
+        data=SeedanceVirtualLibraryCreateAssetRequest(url=public_url, hash=video_hash, asset_type="Video"),
+    )
+    await _wait_for_asset_active(cls, create_resp.asset_id, group_id="virtual-library")
+    return f"asset://{create_resp.asset_id}"
+
+
 def _seedance2_price_extractor(model_id: str, has_video_input: bool):
     """Returns a price_extractor closure for Seedance 2.0 poll_op."""
     rate = SEEDANCE2_PRICE_PER_1K_TOKENS.get((model_id, has_video_input))
@@ -2106,7 +2127,7 @@ class ByteDance2ReferenceNode(IO.ComfyNode):
             content.append(
                 TaskVideoContent(
                     video_url=TaskVideoContentUrl(
-                        url=await upload_video_to_comfyapi(
+                        url=await _seedance_virtual_library_upload_video_asset(
                             cls,
                             reference_videos[key],
                             wait_label=f"Uploading video {i}",

comfy_extras/nodes_images.py

@@ -3,15 +3,23 @@ from __future__ import annotations
 import nodes
 import folder_paths
 
+import av
 import json
+
 import os
 import re
 import math
+import numpy as np
+import struct
 import torch
+
+import zlib
 import comfy.utils
+from fractions import Fraction
 
 from server import PromptServer
 from comfy_api.latest import ComfyExtension, IO, UI
+from comfy.cli_args import args
 from typing_extensions import override
 
 SVG = IO.SVG.Type  # TODO: temporary solution for backward compatibility, will be removed later.
@@ -835,6 +843,405 @@ class ImageMergeTileList(IO.ComfyNode):
         return IO.NodeOutput(merged_image)
 
 
+# ---------------------------------------------------------------------------
+# Format specifications
+# ---------------------------------------------------------------------------
+
+# Maps (file_format, bit_depth, has_alpha) -> (numpy dtype scale, av pixel format,
+# stream pix_fmt). Keeps the encode path declarative instead of branchy.
+_FORMAT_SPECS = {
+    ("png", "8-bit", False):  {"scale": 255.0,   "dtype": np.uint8,   "frame_fmt": "rgb24",     "stream_fmt": "rgb24"},
+    ("png", "8-bit", True):   {"scale": 255.0,   "dtype": np.uint8,   "frame_fmt": "rgba",      "stream_fmt": "rgba"},
+    ("png", "16-bit", False): {"scale": 65535.0, "dtype": np.uint16,  "frame_fmt": "rgb48le",   "stream_fmt": "rgb48be"},
+    ("png", "16-bit", True):  {"scale": 65535.0, "dtype": np.uint16,  "frame_fmt": "rgba64le",  "stream_fmt": "rgba64be"},
+    ("exr", "32-bit float", False): {"scale": 1.0, "dtype": np.float32, "frame_fmt": "gbrpf32le",  "stream_fmt": "gbrpf32le"},
+    ("exr", "32-bit float", True):  {"scale": 1.0, "dtype": np.float32, "frame_fmt": "gbrapf32le", "stream_fmt": "gbrapf32le"},
+}
+
+
+# ---------------------------------------------------------------------------
+# Color transforms
+# ---------------------------------------------------------------------------
+
+def srgb_to_linear(t: torch.Tensor) -> torch.Tensor:
+    """Inverse sRGB EOTF (IEC 61966-2-1). Operates on RGB channels only;
+    alpha (if present as the 4th channel) is passed through unchanged."""
+    if t.shape[-1] == 4:
+        rgb, alpha = t[..., :3], t[..., 3:]
+        return torch.cat([srgb_to_linear(rgb), alpha], dim=-1)
+
+    # Piecewise: linear toe below 0.04045, gamma curve above.
+    low = t / 12.92
+    high = ((t.clamp(min=0.0) + 0.055) / 1.055) ** 2.4
+    return torch.where(t <= 0.04045, low, high)
+
+
+# HLG OETF constants from BT.2100 Table 5.
+_HLG_A = 0.17883277
+_HLG_B = 0.28466892
+_HLG_C = 0.55991072928   # = 0.5 - a*ln(4*a)
+
+
+def hlg_to_linear(t: torch.Tensor) -> torch.Tensor:
+    """Inverse HLG OETF (BT.2100). Maps a non-linear HLG signal in [0, 1] to
+    *scene*-linear light in [0, 1]. Per BT.2100 Note 5a, this is the correct
+    transform when converting HLG to a linear scene-light representation
+    (rather than display-light, which would also involve the HLG OOTF).
+
+    Operates on RGB channels only; alpha is passed through unchanged."""
+    if t.shape[-1] == 4:
+        rgb, alpha = t[..., :3], t[..., 3:]
+        return torch.cat([hlg_to_linear(rgb), alpha], dim=-1)
+
+    # Piecewise: sqrt branch below 0.5, log branch above.
+    # Clamp inside the log branch so negative / out-of-range values don't blow up;
+    # values above 1.0 are allowed and extrapolate naturally.
+    low = (t ** 2) / 3.0
+    high = (torch.exp((t.clamp(min=_HLG_C) - _HLG_C) / _HLG_A) + _HLG_B) / 12.0
+    return torch.where(t <= 0.5, low, high)
+
+
+# ---------------------------------------------------------------------------
+# Metadata injection
+# ---------------------------------------------------------------------------
+
+_PNG_SIGNATURE = b"\x89PNG\r\n\x1a\n"
+
+
+def _png_chunk(chunk_type: bytes, data: bytes) -> bytes:
+    """Build a single PNG chunk: length | type | data | CRC32(type+data)."""
+    crc = zlib.crc32(chunk_type + data) & 0xFFFFFFFF
+    return struct.pack(">I", len(data)) + chunk_type + data + struct.pack(">I", crc)
+
+
+def _png_text_chunk(keyword: str, text: str) -> bytes:
+    """tEXt chunk: latin-1 keyword + NUL + latin-1 text."""
+    payload = keyword.encode("latin-1") + b"\x00" + text.encode("latin-1", errors="replace")
+    return _png_chunk(b"tEXt", payload)
+
+
+def inject_png_metadata(png_bytes: bytes, prompt: dict | None, extra_pnginfo: dict | None) -> bytes:
+    """Insert ComfyUI prompt/workflow as tEXt chunks right after IHDR."""
+    if not png_bytes.startswith(_PNG_SIGNATURE):
+        return png_bytes
+
+    chunks: list[bytes] = []
+    if prompt is not None:
+        chunks.append(_png_text_chunk("prompt", json.dumps(prompt)))
+    if extra_pnginfo:
+        for key, value in extra_pnginfo.items():
+            chunks.append(_png_text_chunk(key, json.dumps(value)))
+    if not chunks:
+        return png_bytes
+
+    # IHDR is always the first chunk; insert ours immediately after it.
+    ihdr_length = struct.unpack(">I", png_bytes[8:12])[0]
+    ihdr_end = 8 + 8 + ihdr_length + 4  # signature + (len+type) + data + crc
+    return png_bytes[:ihdr_end] + b"".join(chunks) + png_bytes[ihdr_end:]
+
+
+# Standard chromaticities (CIE 1931 xy) for the colorspaces this node writes.
+# Each tuple is (Rx, Ry, Gx, Gy, Bx, By, Wx, Wy). All share D65 white point.
+_CHROMATICITIES = {
+    # ITU-R BT.709 / sRGB primaries
+    "Rec.709":  (0.6400, 0.3300, 0.3000, 0.6000, 0.1500, 0.0600, 0.3127, 0.3290),
+    # ITU-R BT.2020 (UHDTV / wide-gamut HDR) primaries
+    "Rec.2020": (0.7080, 0.2920, 0.1700, 0.7970, 0.1310, 0.0460, 0.3127, 0.3290),
+}
+
+
+def _pack_chromaticities(primaries: tuple) -> bytes:
+    """Serialize 8 chromaticity floats into the EXR `chromaticities` payload."""
+    return struct.pack("<8f", *primaries)
+
+
+def _exr_attribute(name: str, attr_type: str, value: bytes) -> bytes:
+    """Serialize one EXR header attribute: name\\0 type\\0 size:int32 value."""
+    return (
+        name.encode("utf-8") + b"\x00"
+        + attr_type.encode("utf-8") + b"\x00"
+        + struct.pack("<i", len(value))
+        + value
+    )
+
+
+def inject_exr_metadata(
+    exr_bytes: bytes,
+    prompt: dict | None,
+    extra_pnginfo: dict | None,
+    colorspace: str | None = None,
+) -> bytes:
+    """Insert ComfyUI metadata and color-space info into an EXR header.
+
+    Color: EXR pixels are linear by convention. The standard way to describe
+    their RGB→XYZ relationship is the `chromaticities` attribute. We pick the
+    primaries that match what the user told us their input was:
+
+      colorspace="sRGB" → Rec. 709 / sRGB primaries (D65)
+      colorspace="HDR"  → Rec. 2020 / BT.2100 primaries (D65)
+
+    Pixels are always converted to linear scene light upstream (sRGB EOTF
+    inverse for sRGB; HLG OETF inverse for HDR), so the file content is
+    scene-linear in the indicated gamut. OpenEXR has no standard transfer-
+    function attribute (the OpenEXR TSC has discussed adding one but it
+    doesn't exist), so we don't invent one — `chromaticities` plus the EXR
+    linear-by-convention rule fully specifies the color.
+
+    Prompt/workflow: written as plain `string` attributes using the same keys
+    (`prompt`, `workflow`, ...) that Comfy uses for PNG tEXt chunks, so the
+    same readers can pull them out symmetrically.
+
+    Implementation note: the chunk-offset table that follows the header stores
+    *absolute* byte offsets into the file. Inserting N bytes into the header
+    means every offset must be incremented by N or the file becomes unreadable.
+    """
+    if len(exr_bytes) < 8 or exr_bytes[:4] != b"\x76\x2f\x31\x01":
+        return exr_bytes
+
+    new_blob = b""
+    if prompt is not None:
+        new_blob += _exr_attribute("prompt", "string", json.dumps(prompt).encode("utf-8"))
+    if extra_pnginfo:
+        for key, value in extra_pnginfo.items():
+            new_blob += _exr_attribute(key, "string", json.dumps(value).encode("utf-8"))
+    if colorspace is not None:
+        # Map each colorspace option to the RGB primaries the linear pixels
+        # are now in. "sRGB" and "linear" both produce Rec. 709 linear; "HDR"
+        # (HLG-encoded Rec. 2020 input) produces Rec. 2020 linear.
+        primaries_name = {
+            "sRGB":   "Rec.709",
+            "linear": "Rec.709",
+            "HDR":    "Rec.2020",
+        }.get(colorspace, "Rec.709")
+        new_blob += _exr_attribute(
+            "chromaticities",
+            "chromaticities",
+            _pack_chromaticities(_CHROMATICITIES[primaries_name]),
+        )
+    if not new_blob:
+        return exr_bytes
+
+    # Walk header attributes to find the terminating null byte, and pick up
+    # dataWindow + compression so we know how many chunks the offset table has.
+    pos = 8  # past magic (4) + version (4)
+    data_window = None
+    compression = 0
+    while pos < len(exr_bytes) and exr_bytes[pos] != 0:
+        name_end = exr_bytes.index(b"\x00", pos)
+        attr_name = exr_bytes[pos:name_end].decode("latin-1", errors="replace")
+        type_end = exr_bytes.index(b"\x00", name_end + 1)
+        attr_type = exr_bytes[name_end + 1:type_end].decode("latin-1", errors="replace")
+        size = struct.unpack("<i", exr_bytes[type_end + 1:type_end + 5])[0]
+        value_start = type_end + 5
+        value = exr_bytes[value_start:value_start + size]
+
+        if attr_name == "dataWindow" and attr_type == "box2i":
+            data_window = struct.unpack("<iiii", value)  # xMin, yMin, xMax, yMax
+        elif attr_name == "compression" and attr_type == "compression":
+            compression = value[0]
+
+        pos = value_start + size
+
+    if data_window is None:
+        return exr_bytes  # required attribute missing — don't risk corrupting
+
+    # Scanlines per chunk by compression, from the OpenEXR spec.
+    scanlines_per_block = {
+        0: 1,   # NO_COMPRESSION
+        1: 1,   # RLE
+        2: 1,   # ZIPS
+        3: 16,  # ZIP
+        4: 32,  # PIZ
+        5: 16,  # PXR24
+        6: 32,  # B44
+        7: 32,  # B44A
+        8: 256, # DWAA
+        9: 256, # DWAB
+    }.get(compression, 1)
+
+    _, y_min, _, y_max = data_window
+    height = y_max - y_min + 1
+    num_chunks = (height + scanlines_per_block - 1) // scanlines_per_block
+
+    header_end = pos  # position of the terminating null byte
+    table_start = header_end + 1
+    pixel_start = table_start + num_chunks * 8
+    delta = len(new_blob)
+
+    old_offsets = struct.unpack(f"<{num_chunks}Q", exr_bytes[table_start:pixel_start])
+    new_table = struct.pack(f"<{num_chunks}Q", *(o + delta for o in old_offsets))
+
+    return (
+        exr_bytes[:header_end]                # header attributes
+        + new_blob                            # our new attributes
+        + exr_bytes[header_end:table_start]   # terminating null byte
+        + new_table                           # shifted offset table
+        + exr_bytes[pixel_start:]             # pixel data, untouched
+    )
+
+
+# ---------------------------------------------------------------------------
+# Encoding
+# ---------------------------------------------------------------------------
+
+def _encode_image(
+    img_tensor: torch.Tensor,
+    file_format: str,
+    bit_depth: str,
+    colorspace: str,
+) -> bytes:
+    """Encode a single HxWxC tensor to PNG or EXR bytes in memory.
+
+    For EXR the input is interpreted according to `colorspace` and converted
+    to scene-linear (EXR's convention) before writing:
+
+      "sRGB"   → input is sRGB-encoded Rec. 709; apply inverse sRGB EOTF.
+      "HDR"    → input is HLG-encoded Rec. 2020 (BT.2100); apply inverse HLG
+                 OETF to get scene-linear, per BT.2100 Note 5a.
+      "linear" → input is already scene-linear (Rec. 709 primaries); write
+                 through unchanged. Use this for renderer/compositor output.
+
+    For PNG, colorspace selection does not modify pixels — PNG is delivered
+    sRGB-encoded and there is no PNG path for wide-gamut HDR in this node.
+    """
+    height, width, num_channels = img_tensor.shape
+    has_alpha = num_channels == 4
+
+    spec = _FORMAT_SPECS[(file_format, bit_depth, has_alpha)]
+
+    if spec["dtype"] == np.float32:
+        # EXR path: preserve full range, no clamp.
+        if colorspace == "sRGB":
+            img_tensor = srgb_to_linear(img_tensor)
+        elif colorspace == "HDR":
+            img_tensor = hlg_to_linear(img_tensor)
+        img_np = img_tensor.cpu().numpy().astype(np.float32)
+    else:
+        # PNG path: quantize to integer range.
+        scaled = (img_tensor * spec["scale"]).clamp(0, spec["scale"])
+        img_np = scaled.to(torch.int32).cpu().numpy().astype(spec["dtype"])
+
+    # Encode directly via CodecContext. PyAV's `image2` muxer does NOT write to
+    # BytesIO (it expects a real file path), so we bypass the container entirely.
+    # For single-frame PNG/EXR the raw codec output IS the file.
+    codec = av.CodecContext.create(file_format, "w")
+    codec.width = width
+    codec.height = height
+    codec.pix_fmt = spec["stream_fmt"]
+    codec.time_base = Fraction(1, 1)
+
+    frame = av.VideoFrame.from_ndarray(img_np, format=spec["frame_fmt"])
+    if spec["frame_fmt"] != spec["stream_fmt"]:
+        frame = frame.reformat(format=spec["stream_fmt"])
+    frame.pts = 0
+    frame.time_base = codec.time_base
+
+    packets = list(codec.encode(frame)) + list(codec.encode(None))  # flush with None
+    return b"".join(bytes(p) for p in packets)
+
+
+# ---------------------------------------------------------------------------
+# Node
+# ---------------------------------------------------------------------------
+
+class SaveImageAdvanced(IO.ComfyNode):
+    @classmethod
+    def define_schema(cls):
+        return IO.Schema(
+            node_id="SaveImageAdvanced",
+            search_aliases=["save", "save image", "export image", "output image", "write image"],
+            display_name="Save Image (Advanced)",
+            description="Saves the input images to your ComfyUI output directory.",
+            category="image",
+            essentials_category="Basics",
+            inputs=[
+                IO.Image.Input("images", tooltip="The images to save."),
+                IO.String.Input(
+                    "filename_prefix",
+                    default="ComfyUI",
+                    tooltip=(
+                        "The prefix for the file to save. May include formatting tokens "
+                        "such as %date:yyyy-MM-dd% or %Empty Latent Image.width%."
+                    ),
+                ),
+                IO.DynamicCombo.Input(
+                    "format",
+                    options=[
+                        IO.DynamicCombo.Option("png", [
+                            IO.Combo.Input("bit_depth", options=["8-bit", "16-bit"],
+                                           default="8-bit", advanced=True),
+                            IO.Combo.Input("input_color_space", options=["sRGB"],
+                                           default="sRGB", advanced=True),
+                        ]),
+                        IO.DynamicCombo.Option("exr", [
+                            IO.Combo.Input("bit_depth", options=["32-bit float"],
+                                           default="32-bit float", advanced=True),
+                            IO.Combo.Input(
+                                "input_color_space",
+                                options=["sRGB", "HDR", "linear"],
+                                default="sRGB",
+                                advanced=True,
+                                tooltip=(
+                                    "Colorspace of the input tensor. The EXR is "
+                                    "always written as scene-linear in the matching "
+                                    "gamut.\n"
+                                    "  'sRGB'   — input is sRGB-encoded Rec.709; "
+                                    "the inverse sRGB EOTF is applied.\n"
+                                    "  'HDR'    — input is HLG-encoded Rec.2020 "
+                                    "(BT.2100); the inverse HLG OETF is applied "
+                                    "to get scene-linear light.\n"
+                                    "  'linear' — input is already scene-linear "
+                                    "(Rec.709 primaries); written through unchanged. "
+                                    "Use this for renderer/compositor output."
+                                ),
+                            ),
+                        ]),
+                    ],
+                    tooltip="The file format in which to save the image.",
+                ),
+            ],
+            hidden=[IO.Hidden.prompt, IO.Hidden.extra_pnginfo],
+            is_output_node=True,
+        )
+
+    @classmethod
+    def execute(cls, images, filename_prefix: str, format: dict) -> IO.NodeOutput:
+        file_format = format["format"]
+        bit_depth = format["bit_depth"]
+        colorspace = format.get("input_color_space", "sRGB")
+
+        output_dir = folder_paths.get_output_directory()
+        full_output_folder, filename, counter, subfolder, filename_prefix = (
+            folder_paths.get_save_image_path(
+                filename_prefix, output_dir, images[0].shape[1], images[0].shape[0]
+            )
+        )
+
+        prompt = cls.hidden.prompt
+        extra_pnginfo = cls.hidden.extra_pnginfo
+        write_metadata = not args.disable_metadata
+
+        results = []
+        for batch_number, image in enumerate(images):
+            encoded = _encode_image(image, file_format, bit_depth, colorspace)
+
+            if write_metadata:
+                if file_format == "png":
+                    encoded = inject_png_metadata(encoded, prompt, extra_pnginfo)
+                elif file_format == "exr":
+                    encoded = inject_exr_metadata(encoded, prompt, extra_pnginfo, colorspace)
+
+            name = filename.replace("%batch_num%", str(batch_number))
+            file = f"{name}_{counter:05}.{file_format}"
+            with open(os.path.join(full_output_folder, file), "wb") as f:
+                f.write(encoded)
+
+            results.append({"filename": file, "subfolder": subfolder, "type": "output"})
+            counter += 1
+
+        return IO.NodeOutput(ui={"images": results})
+
+
 class ImagesExtension(ComfyExtension):
     @override
     async def get_node_list(self) -> list[type[IO.ComfyNode]]:
@@ -847,6 +1254,7 @@ class ImagesExtension(ComfyExtension):
             ImageAddNoise,
             SaveAnimatedWEBP,
             SaveAnimatedPNG,
+            SaveImageAdvanced,
             SaveSVGNode,
             ImageStitch,
             ResizeAndPadImage,

main.py

@@ -286,8 +286,8 @@ def prompt_worker(q, server_instance):
     cache_ram = 0
     cache_ram_inactive = 0
     if not args.cache_classic and not args.cache_none and args.cache_lru <= 0:
-        cache_ram = min(32.0, max(4.0, comfy.model_management.total_ram * 0.25 / 1024.0))
-        cache_ram_inactive = min(96.0, max(12.0, comfy.model_management.total_ram * 0.75 / 1024.0))
+        cache_ram = min(10.0, max(2.0, comfy.model_management.total_ram * 0.10 / 1024.0))
+        cache_ram_inactive = min(96.0, comfy.model_management.total_ram / 1024.0)
         if len(args.cache_ram) > 0:
             cache_ram = args.cache_ram[0]
         if len(args.cache_ram) > 1:
@@ -344,9 +344,9 @@ def prompt_worker(q, server_instance):
             # Log Time in a more readable way after 10 minutes
             if execution_time > 600:
                 execution_time = time.strftime("%H:%M:%S", time.gmtime(execution_time))
-                logging.info(f"Prompt executed in {execution_time}")
+                logging.info(f"Prompt executed in {execution_time}", extra={'color': 'green'})
             else:
-                logging.info("Prompt executed in {:.2f} seconds".format(execution_time))
+                logging.info("Prompt executed in {:.2f} seconds".format(execution_time), extra={'color': 'green'})
 
             if not asset_seeder.is_disabled():
                 paths = _collect_output_absolute_paths(e.history_result)

openapi.yaml

@@ -1200,7 +1200,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/ListUserdataResponse"
+                $ref: "#/components/schemas/GetUserDataResponseFull"
         "404":
           description: Directory not found
 
@@ -1340,7 +1340,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/UserDataResponse"
+                $ref: "#/components/schemas/UserDataResponseFull"
         "409":
           description: File exists and overwrite not set
         '400':
@@ -1434,7 +1434,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/UserDataResponse"
+                $ref: "#/components/schemas/UserDataResponseFull"
         "404":
           description: Source file not found
         "409":
@@ -2752,7 +2752,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/CloudJobStatus"
+                $ref: "#/components/schemas/JobCancelResponse"
         "401":
           description: Unauthorized
           content:
@@ -2803,7 +2803,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/CloudJobStatus"
+                $ref: "#/components/schemas/JobStatusResponse"
         "401":
           description: Unauthorized
           content:
@@ -2899,7 +2899,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/HistoryV2Response"
+                $ref: "#/components/schemas/HistoryResponse"
         "401":
           description: Unauthorized
           content:
@@ -2938,7 +2938,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/HistoryV2Entry"
+                $ref: "#/components/schemas/HistoryDetailResponse"
         "401":
           description: Unauthorized
           content:
@@ -2994,7 +2994,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/CloudLogsResponse"
+                $ref: "#/components/schemas/LogsResponse"
         "401":
           description: Unauthorized
           content:
@@ -3315,7 +3315,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/RemoteAssetMetadata"
+                $ref: "#/components/schemas/AssetMetadataResponse"
         "400":
           description: Bad request
           content:
@@ -3889,7 +3889,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/HubWorkflowList"
+                $ref: "#/components/schemas/HubWorkflowListResponse"
         '400':
           description: Bad request (e.g. malformed pagination cursor)
           content:
@@ -3972,7 +3972,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/HubWorkflow"
+                $ref: "#/components/schemas/HubWorkflowDetail"
         "404":
           description: Not found
           content:
@@ -4092,7 +4092,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/CloudWorkflowList"
+                $ref: "#/components/schemas/WorkflowListResponse"
         "401":
           description: Unauthorized
           content:
@@ -4136,7 +4136,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/CloudWorkflow"
+                $ref: "#/components/schemas/WorkflowResponse"
         "400":
           description: Bad request
           content:
@@ -4183,7 +4183,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/CloudWorkflow"
+                $ref: "#/components/schemas/WorkflowResponse"
         "401":
           description: Unauthorized
           content:
@@ -4239,7 +4239,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/CloudWorkflow"
+                $ref: "#/components/schemas/WorkflowResponse"
         "400":
           description: Bad request
           content:
@@ -4438,7 +4438,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/CloudWorkflow"
+                $ref: "#/components/schemas/WorkflowResponse"
         "401":
           description: Unauthorized
           content:
@@ -4607,7 +4607,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/CloudWorkflow"
+                $ref: "#/components/schemas/PublishedWorkflowDetail"
         "404":
           description: Not found
           content:
@@ -4743,7 +4743,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/AuthTokenResponse"
+                $ref: "#/components/schemas/ExchangeTokenResponse"
         "400":
           description: Bad request
           content:
@@ -5089,7 +5089,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/BillingBalance"
+                $ref: "#/components/schemas/BillingBalanceResponse"
         "401":
           description: Unauthorized
           content:
@@ -5132,7 +5132,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/BillingEventList"
+                $ref: "#/components/schemas/BillingEventsResponse"
         "401":
           description: Unauthorized
           content:
@@ -5166,7 +5166,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/BillingOp"
+                $ref: "#/components/schemas/BillingOpStatusResponse"
         "401":
           description: Unauthorized
           content:
@@ -5278,7 +5278,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/SubscriptionPreview"
+                $ref: "#/components/schemas/PreviewSubscribeResponse"
         "400":
           description: Bad request
           content:
@@ -5311,7 +5311,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/BillingStatus"
+                $ref: "#/components/schemas/BillingStatusResponse"
         "401":
           description: Unauthorized
           content:
@@ -5359,7 +5359,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/BillingSubscription"
+                $ref: "#/components/schemas/SubscribeResponse"
         "400":
           description: Bad request
           content:
@@ -5392,7 +5392,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/BillingSubscription"
+                $ref: "#/components/schemas/CancelSubscriptionResponse"
         "401":
           description: Unauthorized
           content:
@@ -5425,7 +5425,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/BillingSubscription"
+                $ref: "#/components/schemas/ResubscribeResponse"
         "401":
           description: Unauthorized
           content:
@@ -5470,7 +5470,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/BillingBalance"
+                $ref: "#/components/schemas/CreateTopupResponse"
         "400":
           description: Bad request
           content:
@@ -5555,7 +5555,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/WorkspaceApiKeyCreated"
+                $ref: "#/components/schemas/CreateWorkspaceAPIKeyResponse"
         "400":
           description: Bad request
           content:
@@ -5704,7 +5704,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/WorkspaceInvite"
+                $ref: "#/components/schemas/PendingInvite"
         "400":
           description: Bad request
           content:
@@ -6315,22 +6315,7 @@ paths:
         content:
           application/json:
             schema:
-              type: object
-              required:
-                - message
-              properties:
-                message:
-                  type: string
-                  description: Feedback message
-                rating:
-                  type: integer
-                  minimum: 1
-                  maximum: 5
-                  description: Optional satisfaction rating
-                context:
-                  type: object
-                  additionalProperties: true
-                  description: Additional context metadata
+              $ref: "#/components/schemas/FeedbackRequest"
       responses:
         "201":
           description: Feedback submitted
@@ -6486,7 +6471,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/Workspace"
+                $ref: "#/components/schemas/AcceptInviteResponse"
         "400":
           description: Bad request
           content:
@@ -6586,7 +6571,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/SecretMeta"
+                $ref: "#/components/schemas/SecretResponse"
         "400":
           description: Bad request
           content:
@@ -6645,7 +6630,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/SecretMeta"
+                $ref: "#/components/schemas/SecretResponse"
         "401":
           description: Unauthorized
           content:
@@ -6702,7 +6687,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/SecretMeta"
+                $ref: "#/components/schemas/SecretResponse"
         "400":
           description: Bad request
           content:
@@ -6805,7 +6790,7 @@ paths:
           content:
             application/json:
               schema:
-                $ref: "#/components/schemas/CloudUser"
+                $ref: "#/components/schemas/UserResponse"
         "401":
           description: Unauthorized
           content:
@@ -7535,6 +7520,12 @@ components:
           description: Unique job identifier (same as prompt_id)
         status:
           type: string
+          enum:
+            - pending
+            - in_progress
+            - completed
+            - failed
+            - cancelled
           description: Current job status
         create_time:
           type: integer
@@ -7568,6 +7559,12 @@ components:
           format: uuid
         status:
           type: string
+          enum:
+            - pending
+            - in_progress
+            - completed
+            - failed
+            - cancelled
         workflow:
           type: object
           additionalProperties: true
@@ -9588,16 +9585,15 @@ components:
           description: List of plan features
 
     BillingStatus:
-      type: object
+      type: string
       x-runtime: [cloud]
-      description: "[cloud-only] Overall billing and subscription status."
-      properties:
-        subscription:
-          $ref: "#/components/schemas/BillingSubscription"
-        balance:
-          $ref: "#/components/schemas/BillingBalance"
-        has_payment_method:
-          type: boolean
+      description: "[cloud-only] Overall billing/payment lifecycle status."
+      enum:
+        - awaiting_payment_method
+        - pending_payment
+        - paid
+        - payment_failed
+        - inactive
 
     BillingSubscription:
       type: object
@@ -9659,6 +9655,12 @@ components:
           type: string
         name:
           type: string
+        type:
+          type: string
+          enum:
+            - personal
+            - team
+          description: Workspace type (personal vs. team).
         owner_id:
           type: string
         member_count:
@@ -11379,3 +11381,311 @@ components:
         message:
           type: string
           description: Human-readable error message
+
+    AcceptInviteResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Response returned after successfully accepting a workspace invitation.'
+      required:
+      - workspace_id
+      - workspace_name
+      properties:
+        workspace_id:
+          type: string
+          description: ID of the workspace joined
+        workspace_name:
+          type: string
+          description: Name of the workspace joined
+
+    BillingEventsResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Paginated list of billing events for a workspace.'
+      required:
+      - total
+      - events
+      - page
+      - limit
+      - totalPages
+      properties:
+        total:
+          type: integer
+          description: Total number of events
+        events:
+          type: array
+          items:
+            $ref: '#/components/schemas/BillingEvent'
+        page:
+          type: integer
+          description: Current page number (1-indexed)
+        limit:
+          type: integer
+          description: Items per page
+        totalPages:
+          type: integer
+          description: Total number of pages
+
+    BillingOpStatusResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Status of an asynchronous billing operation.'
+      required:
+      - id
+      - status
+      - started_at
+      properties:
+        id:
+          type: string
+          description: Unique identifier for the billing operation
+        status:
+          type: string
+          enum:
+          - pending
+          - succeeded
+          - failed
+          description: Current status of the operation
+        error_message:
+          type: string
+          description: Error message if status is failed
+        started_at:
+          type: string
+          format: date-time
+          description: When the operation was initiated
+        completed_at:
+          type: string
+          format: date-time
+          description: When the operation completed (success or failure)
+
+    CancelSubscriptionResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Response after successfully cancelling a subscription.'
+      required:
+      - cancel_at
+      - billing_op_id
+      properties:
+        billing_op_id:
+          type: string
+          description: Billing operation ID to poll for status via GET /api/billing/ops/{id}
+        cancel_at:
+          type: string
+          format: date-time
+          description: The date when the subscription will end (end of current billing period)
+
+    CreateTopupResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Response after successfully purchasing a credit top-up.'
+      required:
+      - topup_id
+      - status
+      - amount_cents
+      - billing_op_id
+      properties:
+        billing_op_id:
+          type: string
+          description: Billing operation ID to poll for status via GET /api/billing/ops/{id}
+        topup_id:
+          type: string
+          description: Unique identifier for the top-up request (same as billing_op_id, deprecated)
+        status:
+          type: string
+          enum:
+          - pending
+          - completed
+          - failed
+          description: Current status of the top-up
+        amount_cents:
+          type: integer
+          format: int64
+          description: Amount being charged in cents
+
+    CreateWorkspaceAPIKeyResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Response containing the newly created workspace API key.'
+      required:
+      - id
+      - name
+      - description
+      - key
+      - key_prefix
+      - created_at
+      properties:
+        id:
+          type: string
+          format: uuid
+          description: API key ID
+        name:
+          type: string
+          description: User-provided label
+        description:
+          type: string
+          description: User-provided description of the key's purpose. Limit is byte-based (UTF-8 encoding); 5000 bytes equals
+            5000 ASCII characters or fewer multi-byte characters.
+          maxLength: 5000
+        key:
+          type: string
+          description: The full plaintext API key (only shown once)
+        key_prefix:
+          type: string
+          description: First 8 chars after prefix for display
+        expires_at:
+          type: string
+          format: date-time
+          description: When the key expires (if set)
+        created_at:
+          type: string
+          format: date-time
+          description: When the key was created
+
+    ExchangeTokenResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Response containing the issued Cloud JWT and its expiry.'
+      required:
+      - token
+      - expires_at
+      - workspace
+      - role
+      - permissions
+      properties:
+        token:
+          type: string
+          description: Cloud JWT token
+        expires_at:
+          type: string
+          format: date-time
+          description: Token expiration time (RFC 3339)
+        workspace:
+          $ref: '#/components/schemas/WorkspaceSummary'
+        role:
+          type: string
+          enum:
+          - owner
+          - member
+          description: User's role in the workspace
+        permissions:
+          type: array
+          items:
+            type: string
+          description: Permission strings for the role
+          example:
+          - owner:*
+
+    JobCancelResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Response for POST /api/jobs/{job_id}/cancel. Returned on both fresh cancels and idempotent no-ops.'
+      required:
+      - cancelled
+      properties:
+        cancelled:
+          type: boolean
+          description: "True when a cancel event was successfully dispatched by this call.\nFalse when the job was already in\
+            \ a terminal or cancelling state,\nin which case the call is a no-op (still 200 \u2014 idempotent).\n"
+
+    ResubscribeResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Response after successfully resubscribing to a billing plan.'
+      required:
+      - status
+      - billing_op_id
+      properties:
+        billing_op_id:
+          type: string
+          description: Billing operation ID to poll for status via GET /api/billing/ops/{id}
+        status:
+          type: string
+          enum:
+          - active
+          description: The subscription status after resubscribing
+        message:
+          type: string
+          description: Human-readable confirmation message
+
+    SubscribeResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Response after successfully subscribing to a billing plan.'
+      required:
+      - status
+      - billing_op_id
+      properties:
+        billing_op_id:
+          type: string
+          description: Billing operation ID to poll for status via GET /api/billing/ops/{id}
+        status:
+          type: string
+          enum:
+          - subscribed
+          - needs_payment_method
+          - pending_payment
+          description: 'Status of the subscription operation:
+
+            - subscribed: Subscription is active immediately
+
+            - needs_payment_method: User must add payment method via payment_method_url
+
+            - pending_payment: Upgrade initiated, waiting for payment to complete
+
+            '
+        effective_at:
+          type: string
+          format: date-time
+          description: When the subscription became/becomes active (present when status=subscribed or pending_payment)
+        payment_method_url:
+          type: string
+          description: URL to redirect user to add payment method (present when status=needs_payment_method)
+
+    UserResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] User information response'
+      required:
+      - id
+      - status
+      properties:
+        id:
+          type: string
+          description: Firebase UID of the authenticated user
+        status:
+          type: string
+          description: User status (always "active" for authenticated users)
+
+    WorkflowListResponse:
+      type: object
+      x-runtime: [cloud]
+      description: '[cloud-only] Paginated list of saved workflows.'
+      required:
+      - data
+      - pagination
+      properties:
+        data:
+          type: array
+          items:
+            $ref: '#/components/schemas/WorkflowResponse'
+        pagination:
+          $ref: '#/components/schemas/PaginationInfo'
+
+    FeedbackRequest:
+      type: object
+      x-runtime: [cloud]
+      description: "[cloud-only] User feedback submission body."
+      required:
+        - message
+      properties:
+        type:
+          type: string
+          enum:
+            - missing_nodes
+            - general
+            - missing_models
+          description: Feedback category
+        category:
+          type: string
+          description: Additional category metadata
+        message:
+          type: string
+          description: User-provided feedback message

requirements.txt

@@ -1,4 +1,4 @@
-comfyui-frontend-package==1.43.18
+comfyui-frontend-package==1.44.19
 comfyui-workflow-templates==0.9.82
 comfyui-embedded-docs==0.5.0
 torch
@@ -23,7 +23,7 @@ SQLAlchemy>=2.0.0
 filelock
 av>=14.2.0
 comfy-kitchen>=0.2.8
-comfy-aimdo==0.4.3
+comfy-aimdo==0.4.5
 requests
 simpleeval>=1.0.0
 blake3