Files
DemonGatanjieu-Anomalous_Mo…/api/parameters.py
T

338 lines
14 KiB
Python

import asyncio
import os
import json
import tempfile
import time
import uuid
import re
from aiohttp import web
import folder_paths
from .utils import require_filename, resolve_within
from .recipes import MAX_RECIPE_BYTES, _parameter_signature, _parameter_gallery_images, get_recipes_dir, _read_recipe
def get_parameters_dir():
# Store parameter notebooks in the user directory
# ComfyUI/user/default/workflows/anomalous_parameters
user_dir = (
folder_paths.get_user_directory()
if hasattr(folder_paths, "get_user_directory")
else None
)
if not user_dir:
# Fallback if user_dir is not supported in this ComfyUI version
base_dir = folder_paths.base_path
user_dir = os.path.join(base_dir, "user", "default")
workflows_dir = os.path.join(user_dir, "workflows")
parameters_dir = os.path.join(workflows_dir, "anomalous_parameters")
if not os.path.exists(parameters_dir):
os.makedirs(parameters_dir, exist_ok=True)
return parameters_dir
async def api_get_parameters(request):
try:
recipe_filename = request.query.get("recipe_filename")
if recipe_filename:
recipe_filename = require_filename(recipe_filename)
if not recipe_filename.endswith(".json"):
raise ValueError("Invalid recipe filename")
except (AttributeError, ValueError):
return web.json_response({"status": "error", "message": "Invalid recipe filename"}, status=400)
parameters_dir = get_parameters_dir()
notebooks = await asyncio.to_thread(_read_parameter_notebooks, parameters_dir, recipe_filename)
return web.json_response({"notebooks": notebooks})
_parameter_notebooks_cache = None
_parameter_notebooks_cache_time = 0
def _invalidate_parameter_notebooks_cache():
global _parameter_notebooks_cache, _parameter_notebooks_cache_time
_parameter_notebooks_cache = None
_parameter_notebooks_cache_time = 0
def _prompt_role_for_node(node, params):
"""Return an explicit role, or conservatively recover one from legacy values."""
if not isinstance(node, dict) or not isinstance(params, dict):
return None
allowed_roles = {"positive", "negative", "both", "ignored", "unknown"}
node_id = node.get("id")
overrides = params.get("promptRoleOverrides")
if isinstance(overrides, dict):
override = overrides.get(str(node_id))
if override is None:
override = overrides.get(node_id)
if isinstance(override, dict) and override.get("role") in allowed_roles:
expected_type = override.get("nodeType")
if not expected_type or expected_type == node.get("type"):
return override["role"]
summaries = params.get("nodes")
if isinstance(summaries, list):
for summary in summaries:
if not isinstance(summary, dict) or str(summary.get("id")) != str(node_id):
continue
if summary.get("role") in allowed_roles:
return summary["role"]
break
values = node.get("widgets_values")
if not isinstance(values, list) or not values:
return None
value = values[0]
positive_values = params.get("promptPositive", [])
negative_values = params.get("promptNegative", [])
positive = set(item for item in positive_values if isinstance(item, str)) if isinstance(positive_values, list) else set()
negative = set(item for item in negative_values if isinstance(item, str)) if isinstance(negative_values, list) else set()
if value in negative and value not in positive:
return "negative"
if value in positive and value not in negative:
return "positive"
return None
def _get_all_notebooks_cached(parameters_dir, force_refresh=False):
global _parameter_notebooks_cache, _parameter_notebooks_cache_time
# Cache for 2 seconds to prevent rapid disk I/O on UI interactions
if not force_refresh and _parameter_notebooks_cache is not None and time.time() - _parameter_notebooks_cache_time < 2.0:
return _parameter_notebooks_cache
notebooks = _read_parameter_notebooks(parameters_dir)
_parameter_notebooks_cache = notebooks
_parameter_notebooks_cache_time = time.time()
return notebooks
async def api_get_parameters_by_type(request):
try:
node_type = request.query.get("type")
if not node_type:
raise ValueError("Missing node type")
except ValueError:
return web.json_response({"status": "error", "message": "Missing node type"}, status=400)
parameters_dir = get_parameters_dir()
force_refresh = request.query.get("refresh") == "1"
notebooks = await asyncio.to_thread(_get_all_notebooks_cached, parameters_dir, force_refresh)
# Filter and extract node data
# Structure: [ { "recipe_filename": ..., "notebooks": [ { "name": ..., "nodes": [...] } ] } ]
grouped = {}
for nb in notebooks:
workflow = nb.get("data", {}).get("workflow")
if not isinstance(workflow, dict):
continue
nodes = workflow.get("nodes", [])
if not isinstance(nodes, list):
continue
matched_nodes = []
for n in nodes:
if not isinstance(n, dict):
continue
if n.get("type") == node_type:
matched_nodes.append({
"id": n.get("id"),
"title": n.get("title") or n.get("type"),
"type": n.get("type"),
"widgets_values": n.get("widgets_values", []),
"role": _prompt_role_for_node(n, nb.get("data", {}).get("params")),
})
if not matched_nodes:
continue
recipe_fn = nb.get("data", {}).get("recipe_filename") or "unbound"
if recipe_fn not in grouped:
grouped[recipe_fn] = []
grouped[recipe_fn].append({
"filename": nb.get("filename"),
"name": nb.get("name"),
"timestamp": nb.get("timestamp"),
"nodes": matched_nodes
})
recipes_dir = get_recipes_dir()
recipe_name_cache = {}
recipe_role_cache = {}
result = []
for r_fn, nbs in grouped.items():
recipe_roles = {}
if r_fn == "unbound":
human_name = "Unbound"
else:
if r_fn not in recipe_name_cache:
try:
r_data = _read_recipe(resolve_within(recipes_dir, r_fn))
recipe_name_cache[r_fn] = r_data.get("name") if r_data else r_fn
recipe_params = r_data.get("params") if isinstance(r_data, dict) else None
if r_data and isinstance(recipe_params, dict):
role_map = {}
workflow = r_data.get("workflow")
workflow_nodes = workflow.get("nodes", []) if isinstance(workflow, dict) else []
for n in workflow_nodes:
if not isinstance(n, dict) or "id" not in n:
continue
role = _prompt_role_for_node(n, recipe_params)
if role is not None:
role_map[n["id"]] = role
recipe_role_cache[r_fn] = role_map
except Exception:
recipe_name_cache[r_fn] = r_fn
human_name = recipe_name_cache[r_fn] or r_fn
recipe_roles = recipe_role_cache.get(r_fn, {})
for nb in nbs:
for n in nb["nodes"]:
node_id = n.get("id")
role = recipe_roles.get(node_id)
if role is None:
role = recipe_roles.get(str(node_id))
if role is None:
role = n.get("role")
if role is not None:
n["role"] = role
result.append({
"recipe_filename": r_fn,
"recipe_name": human_name,
"notebooks": nbs
})
return web.json_response({"groups": result})
def _read_parameter_notebooks(parameters_dir, recipe_filename=None):
notebooks = []
try:
filenames = os.listdir(parameters_dir)
except OSError:
return notebooks
for filename in filenames:
if not filename.endswith(".json"):
continue
file_path = resolve_within(parameters_dir, filename)
try:
with open(file_path, "r", encoding="utf-8") as f:
data = json.load(f)
if not isinstance(data, dict):
continue
if recipe_filename and data.get("recipe_filename") != recipe_filename:
continue
notebooks.append({
"filename": filename,
"name": data.get("name", "Untitled Parameter Notebook"),
"data": data,
"timestamp": data.get("timestamp", 0),
})
except (OSError, ValueError, json.JSONDecodeError):
continue
notebooks.sort(key=lambda item: item.get("timestamp", 0), reverse=True)
return notebooks
async def api_save_parameter(request):
try:
data = await request.json()
except (ValueError, json.JSONDecodeError):
return web.json_response({"status": "error", "message": "Invalid parameter data"}, status=400)
if not isinstance(data, dict) or not isinstance(data.get("workflow"), dict):
return web.json_response({"status": "error", "message": "Invalid parameter workflow"}, status=400)
recipe_filename = data.get("recipe_filename")
if recipe_filename is not None:
try:
recipe_filename = require_filename(recipe_filename)
if not recipe_filename.endswith(".json"):
raise ValueError("Invalid recipe filename")
except (AttributeError, ValueError):
return web.json_response({"status": "error", "message": "Invalid recipe filename"}, status=400)
data["recipe_filename"] = recipe_filename
filename_stem = os.path.splitext(recipe_filename)[0] if recipe_filename else "unbound"
filename_stem = re.sub(r"[^A-Za-z0-9_-]+", "_", filename_stem)[:64]
filename = f"params_{filename_stem}_{int(time.time())}_{uuid.uuid4().hex[:8]}.json"
data["parameter_signature"] = _parameter_signature(data["workflow"])
data["timestamp"] = int(time.time() * 1000)
encoded = json.dumps(data, ensure_ascii=False, separators=(",", ":")).encode("utf-8")
if len(encoded) > MAX_RECIPE_BYTES:
return web.json_response({"status": "error", "message": "Parameter notebook is too large"}, status=413)
try:
parameters_dir = get_parameters_dir()
file_path = resolve_within(parameters_dir, filename)
fd, temp_path = tempfile.mkstemp(prefix=".parameter-", suffix=".tmp", dir=parameters_dir)
try:
with os.fdopen(fd, "w", encoding="utf-8") as f:
json.dump(data, f, ensure_ascii=False, separators=(",", ":"))
f.flush()
os.fsync(f.fileno())
os.replace(temp_path, file_path)
finally:
if os.path.exists(temp_path):
os.remove(temp_path)
_invalidate_parameter_notebooks_cache()
except OSError:
return web.json_response({"status": "error", "message": "Could not save parameter notebook"}, status=500)
return web.json_response({"status": "success", "filename": filename})
async def api_delete_parameter(request):
try:
data = await request.json()
filename = require_filename(data.get("filename", ""))
if not filename.endswith(".json"):
raise ValueError("Invalid filename")
except (ValueError, AttributeError):
return web.json_response({"status": "error", "message": "Invalid filename"}, status=400)
try:
parameters_dir = get_parameters_dir()
file_path = resolve_within(parameters_dir, filename)
if os.path.exists(file_path):
os.remove(file_path)
_invalidate_parameter_notebooks_cache()
except OSError:
return web.json_response({"status": "error", "message": "Could not delete parameter notebook"}, status=500)
return web.json_response({"status": "success"})
async def api_get_parameter_gallery(request):
"""Find recent output PNGs whose embedded parameters match one parameter notebook."""
try:
filename = request.query.get("filename")
fingerprint = request.query.get("fingerprint")
if filename:
filename = require_filename(filename)
if not filename.endswith(".json"):
raise ValueError("Invalid parameter notebook")
parameters_dir = get_parameters_dir()
file_path = resolve_within(parameters_dir, filename)
with open(file_path, "r", encoding="utf-8") as f:
data = json.load(f)
fingerprint = data.get("parameter_signature", {}).get("value")
if not fingerprint:
fingerprint = _parameter_signature(data.get("workflow"))["value"]
elif not isinstance(fingerprint, str) or not re.fullmatch(r"[0-9a-f]{64}", fingerprint, re.IGNORECASE):
raise ValueError("Invalid fingerprint")
images, scanned = await asyncio.to_thread(_parameter_gallery_images, fingerprint.lower())
except (AttributeError, ValueError, json.JSONDecodeError):
return web.json_response({"status": "error", "message": "Invalid parameter gallery request"}, status=400)
except FileNotFoundError:
return web.json_response({"status": "error", "message": "File not found"}, status=404)
except OSError:
return web.json_response({"status": "error", "message": "Could not read parameter gallery"}, status=500)
return web.json_response({
"status": "success",
"fingerprint": fingerprint.lower(),
"match_mode": "params",
"images": images,
"scanned": scanned,
})