Files
ComfyUI/comfy_api/latest/__init__.py
Deep Mehta af7b4a921d feat: Add CacheProvider API for external distributed caching (#12056)
* feat: Add CacheProvider API for external distributed caching

Introduces a public API for external cache providers, enabling distributed
caching across multiple ComfyUI instances (e.g., Kubernetes pods).

New files:
- comfy_execution/cache_provider.py: CacheProvider ABC, CacheContext/CacheValue
  dataclasses, thread-safe provider registry, serialization utilities

Modified files:
- comfy_execution/caching.py: Add provider hooks to BasicCache (_notify_providers_store,
  _check_providers_lookup), subcache exclusion, prompt ID propagation
- execution.py: Add prompt lifecycle hooks (on_prompt_start/on_prompt_end) to
  PromptExecutor, set _current_prompt_id on caches

Key features:
- Local-first caching (check local before external for performance)
- NaN detection to prevent incorrect external cache hits
- Subcache exclusion (ephemeral subgraph results not cached externally)
- Thread-safe provider snapshot caching
- Graceful error handling (provider errors logged, never break execution)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* fix: use deterministic hash for cache keys instead of pickle

Pickle serialization is NOT deterministic across Python sessions due
to hash randomization affecting frozenset iteration order. This causes
distributed caching to fail because different pods compute different
hashes for identical cache keys.

Fix: Use _canonicalize() + JSON serialization which ensures deterministic
ordering regardless of Python's hash randomization.

This is critical for cross-pod cache key consistency in Kubernetes
deployments.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* test: add unit tests for CacheProvider API

- Add comprehensive tests for _canonicalize deterministic ordering
- Add tests for serialize_cache_key hash consistency
- Add tests for contains_nan utility
- Add tests for estimate_value_size
- Add tests for provider registry (register, unregister, clear)
- Move json import to top-level (fix inline import)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* style: remove unused imports in test_cache_provider.py

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* fix: move _torch_available before usage and use importlib.util.find_spec

Fixes ruff F821 (undefined name) and F401 (unused import) errors.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* fix: use hashable types in frozenset test and add dict test

Frozensets can only contain hashable types, so use nested frozensets
instead of dicts. Added separate test for dict handling via serialize_cache_key.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* refactor: expose CacheProvider API via comfy_api.latest.Caching

- Add Caching class to comfy_api/latest/__init__.py that re-exports
  from comfy_execution.cache_provider (source of truth)
- Fix docstring: "Skip large values" instead of "Skip small values"
  (small compute-heavy values are good cache targets)
- Maintain backward compatibility: comfy_execution.cache_provider
  imports still work

Usage:
    from comfy_api.latest import Caching

    class MyProvider(Caching.CacheProvider):
        def on_lookup(self, context): ...
        def on_store(self, context, value): ...

    Caching.register_provider(MyProvider())

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* docs: clarify should_cache filtering criteria

Change docstring from "Skip large values" to "Skip if download time > compute time"
which better captures the cost/benefit tradeoff for external caching.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* docs: make should_cache docstring implementation-agnostic

Remove prescriptive filtering suggestions - let implementations
decide their own caching logic based on their use case.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* feat: add optional ui field to CacheValue

- Add ui field to CacheValue dataclass (default None)
- Pass ui when creating CacheValue for external providers
- Use result.ui (or default {}) when returning from external cache lookup

This allows external cache implementations to store/retrieve UI data
if desired, while remaining optional for implementations that skip it.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* refactor: rename _is_cacheable_value to _is_external_cacheable_value

Clearer name since objects are also cached locally - this specifically
checks for external caching eligibility.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* refactor: async CacheProvider API + reduce public surface

- Make on_lookup/on_store async on CacheProvider ABC
- Simplify CacheContext: replace cache_key + cache_key_bytes with
  cache_key_hash (str hex digest)
- Make registry/utility functions internal (_prefix)
- Trim comfy_api.latest.Caching exports to core API only
- Make cache get/set async throughout caching.py hierarchy
- Use asyncio.create_task for fire-and-forget on_store
- Add NaN gating before provider calls in Core
- Add await to 5 cache call sites in execution.py

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: remove unused imports (ruff) and update tests for internal API

- Remove unused CacheContext and _serialize_cache_key imports from
  caching.py (now handled by _build_context helper)
- Update test_cache_provider.py to use _-prefixed internal names
- Update tests for new CacheContext.cache_key_hash field (str)
- Make MockCacheProvider methods async to match ABC

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address coderabbit review feedback

- Add try/except to _build_context, return None when hash fails
- Return None from _serialize_cache_key on total failure (no id()-based fallback)
- Replace hex-like test literal with non-secret placeholder

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: use _-prefixed imports in _notify_prompt_lifecycle

The lifecycle notification method was importing the old non-prefixed
names (has_cache_providers, get_cache_providers, logger) which no
longer exist after the API cleanup.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: add sync get_local/set_local for graph traversal

ExecutionList in graph.py calls output_cache.get() and .set() from
sync methods (is_cached, cache_link, get_cache). These cannot await
the now-async get/set. Add get_local/set_local that bypass external
providers and only access the local dict — which is all graph
traversal needs.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: remove cloud-specific language from cache provider API

Make all docstrings and comments generic for the OSS codebase.
Remove references to Kubernetes, Redis, GCS, pods, and other
infrastructure-specific terminology.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* style: align documentation with codebase conventions

Strip verbose docstrings and section banners to match existing minimal
documentation style used throughout the codebase.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: add usage example to Caching class, remove pickle fallback

- Add docstring with usage example to Caching class matching the
  convention used by sibling APIs (Execution.set_progress, ComfyExtension)
- Remove non-deterministic pickle fallback from _serialize_cache_key;
  return None on JSON failure instead of producing unretrievable hashes
- Move cache_provider imports to top of execution.py (no circular dep)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* refactor: move public types to comfy_api, eager provider snapshot

Address review feedback:
- Move CacheProvider/CacheContext/CacheValue definitions to
  comfy_api/latest/_caching.py (source of truth for public API)
- comfy_execution/cache_provider.py re-exports types from there
- Build _providers_snapshot eagerly on register/unregister instead
  of lazy memoization in _get_cache_providers

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: generalize self-inequality check, fail-closed canonicalization

Address review feedback from guill:
- Rename _contains_nan to _contains_self_unequal, use not (x == x)
  instead of math.isnan to catch any self-unequal value
- Remove Unhashable and repr() fallbacks from _canonicalize; raise
  ValueError for unknown types so _serialize_cache_key returns None
  and external caching is skipped (fail-closed)
- Update tests for renamed function and new fail-closed behavior

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: suppress ruff F401 for re-exported CacheContext

CacheContext is imported from _caching and re-exported for use by
caching.py. Add noqa comment to satisfy the linter.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: enable external caching for subcache (expanded) nodes

Subcache nodes (from node expansion) now participate in external
provider store/lookup. Previously skipped to avoid duplicates, but
the cost of missing partial-expansion cache hits outweighs redundant
stores — especially with looping behavior on the horizon.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: wrap register/unregister as explicit static methods

Define register_provider and unregister_provider as wrapper functions
in the Caching class instead of re-importing. This locks the public
API signature in comfy_api/ so internal changes can't accidentally
break it.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: use debug-level logging for provider registration

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: follow ProxiedSingleton pattern for Caching class

Add Caching as a nested class inside ComfyAPI_latest inheriting from
ProxiedSingleton with async instance methods, matching the Execution
and NodeReplacement patterns. Retains standalone Caching class for
direct import convenience.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: inline registration logic in Caching class

Follow the Execution/NodeReplacement pattern — the public API methods
contain the actual logic operating on cache_provider module state,
not wrapper functions delegating to free functions.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: single Caching definition inside ComfyAPI_latest

Remove duplicate standalone Caching class. Define it once as a nested
class in ComfyAPI_latest (matching Execution/NodeReplacement pattern),
with a module-level alias for import convenience.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: remove prompt_id from CacheContext, type-safe canonicalization

Remove prompt_id from CacheContext — it's not relevant for cache
matching and added unnecessary plumbing (_current_prompt_id on every
cache). Lifecycle hooks still receive prompt_id directly.

Include type name in canonicalized primitives so that int 7 and
str "7" produce distinct hashes. Also canonicalize dict keys properly
instead of str() coercion.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address review feedback on cache provider API

- Hold references to pending store tasks to prevent "Task was destroyed
  but it is still pending" warnings (bigcat88)
- Parallel cache lookups with asyncio.gather instead of sequential
  awaits for better performance (bigcat88)
- Delegate Caching.register/unregister_provider to existing functions
  in cache_provider.py instead of reimplementing (bigcat88)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

---------

Co-authored-by: Claude <noreply@anthropic.com>
2026-03-12 16:09:07 -07:00

179 lines
6.2 KiB
Python

from __future__ import annotations
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING
from comfy_api.internal import ComfyAPIBase
from comfy_api.internal.singleton import ProxiedSingleton
from comfy_api.internal.async_to_sync import create_sync_class
from ._input import ImageInput, AudioInput, MaskInput, LatentInput, VideoInput
from ._input_impl import VideoFromFile, VideoFromComponents
from ._util import VideoCodec, VideoContainer, VideoComponents, MESH, VOXEL, File3D
from . import _io_public as io
from . import _ui_public as ui
from comfy_execution.utils import get_executing_context
from comfy_execution.progress import get_progress_state, PreviewImageTuple
from PIL import Image
from comfy.cli_args import args
import numpy as np
class ComfyAPI_latest(ComfyAPIBase):
VERSION = "latest"
STABLE = False
def __init__(self):
super().__init__()
self.node_replacement = self.NodeReplacement()
self.execution = self.Execution()
self.caching = self.Caching()
class NodeReplacement(ProxiedSingleton):
async def register(self, node_replace: io.NodeReplace) -> None:
"""Register a node replacement mapping."""
from server import PromptServer
PromptServer.instance.node_replace_manager.register(node_replace)
class Execution(ProxiedSingleton):
async def set_progress(
self,
value: float,
max_value: float,
node_id: str | None = None,
preview_image: Image.Image | ImageInput | None = None,
ignore_size_limit: bool = False,
) -> None:
"""
Update the progress bar displayed in the ComfyUI interface.
This function allows custom nodes and API calls to report their progress
back to the user interface, providing visual feedback during long operations.
Migration from previous API: comfy.utils.PROGRESS_BAR_HOOK
"""
executing_context = get_executing_context()
if node_id is None and executing_context is not None:
node_id = executing_context.node_id
if node_id is None:
raise ValueError("node_id must be provided if not in executing context")
# Convert preview_image to PreviewImageTuple if needed
to_display: PreviewImageTuple | Image.Image | ImageInput | None = preview_image
if to_display is not None:
# First convert to PIL Image if needed
if isinstance(to_display, ImageInput):
# Convert ImageInput (torch.Tensor) to PIL Image
# Handle tensor shape [B, H, W, C] -> get first image if batch
tensor = to_display
if len(tensor.shape) == 4:
tensor = tensor[0]
# Convert to numpy array and scale to 0-255
image_np = (tensor.cpu().numpy() * 255).astype(np.uint8)
to_display = Image.fromarray(image_np)
if isinstance(to_display, Image.Image):
# Detect image format from PIL Image
image_format = to_display.format if to_display.format else "JPEG"
# Use None for preview_size if ignore_size_limit is True
preview_size = None if ignore_size_limit else args.preview_size
to_display = (image_format, to_display, preview_size)
get_progress_state().update_progress(
node_id=node_id,
value=value,
max_value=max_value,
image=to_display,
)
class Caching(ProxiedSingleton):
"""
External cache provider API for sharing cached node outputs
across ComfyUI instances.
Example::
from comfy_api.latest import Caching
class MyCacheProvider(Caching.CacheProvider):
async def on_lookup(self, context):
... # check external storage
async def on_store(self, context, value):
... # store to external storage
Caching.register_provider(MyCacheProvider())
"""
from ._caching import CacheProvider, CacheContext, CacheValue
async def register_provider(self, provider: "ComfyAPI_latest.Caching.CacheProvider") -> None:
"""Register an external cache provider. Providers are called in registration order."""
from comfy_execution.cache_provider import register_cache_provider
register_cache_provider(provider)
async def unregister_provider(self, provider: "ComfyAPI_latest.Caching.CacheProvider") -> None:
"""Unregister a previously registered cache provider."""
from comfy_execution.cache_provider import unregister_cache_provider
unregister_cache_provider(provider)
class ComfyExtension(ABC):
async def on_load(self) -> None:
"""
Called when an extension is loaded.
This should be used to initialize any global resources needed by the extension.
"""
@abstractmethod
async def get_node_list(self) -> list[type[io.ComfyNode]]:
"""
Returns a list of nodes that this extension provides.
"""
class Input:
Image = ImageInput
Audio = AudioInput
Mask = MaskInput
Latent = LatentInput
Video = VideoInput
class InputImpl:
VideoFromFile = VideoFromFile
VideoFromComponents = VideoFromComponents
class Types:
VideoCodec = VideoCodec
VideoContainer = VideoContainer
VideoComponents = VideoComponents
MESH = MESH
VOXEL = VOXEL
File3D = File3D
Caching = ComfyAPI_latest.Caching
ComfyAPI = ComfyAPI_latest
# Create a synchronous version of the API
if TYPE_CHECKING:
import comfy_api.latest.generated.ComfyAPISyncStub # type: ignore
ComfyAPISync: type[comfy_api.latest.generated.ComfyAPISyncStub.ComfyAPISyncStub]
ComfyAPISync = create_sync_class(ComfyAPI_latest)
# create new aliases for io and ui
IO = io
UI = ui
__all__ = [
"ComfyAPI",
"ComfyAPISync",
"Input",
"InputImpl",
"Types",
"Caching",
"ComfyExtension",
"io",
"IO",
"ui",
"UI",
]