264 lines
14 KiB
Python
264 lines
14 KiB
Python
import copy
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import json
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import logging
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import operator
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from operator import itemgetter
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import numpy as np
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import pandas as pd
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import requests
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from .animation_key_frames import DeformAnimKeys, ControlNetKeys, LooperAnimKeys
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from .rich import console
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logging.basicConfig(format='%(asctime)s - %(name)s - %(levelname)s - %(message)s', level=logging.INFO)
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IGNORED_FIELDS = ['fi', 'use_looper', 'imagesToKeyframe', 'schedules']
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class ParseqAdapter():
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def __init__(self, parseq_args, anim_args, video_args, controlnet_args, loop_args, mute=False):
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# Basic data extraction
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self.use_parseq = parseq_args.parseq_manifest and parseq_args.parseq_manifest.strip()
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self.use_deltas = parseq_args.parseq_use_deltas
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self.parseq_json = self.load_manifest(parseq_args) if self.use_parseq else json.loads('{ "rendered_frames": [{"frame": 0}] }')
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self.rendered_frames = self.parseq_json['rendered_frames']
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self.max_frame = self.get_max('frame')
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self.required_frames = anim_args.max_frames
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# Wrap the original schedules with Parseq decorators, so that Parseq values will override the original values IFF appropriate.
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self.anim_keys = ParseqAnimKeysDecorator(self, DeformAnimKeys(anim_args))
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self.cn_keys = ParseqControlNetKeysDecorator(self, ControlNetKeys(anim_args, controlnet_args)) if controlnet_args else None
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# -1 because seed seems to be unused in LooperAnimKeys
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self.looper_keys = ParseqLooperKeysDecorator(self, LooperAnimKeys(loop_args, anim_args, -1)) if loop_args else None
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# Validation
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if (self.use_parseq):
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self.required_fps = video_args.fps
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self.config_output_fps = self.parseq_json['options']['output_fps']
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count_defined_frames = len(self.rendered_frames)
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expected_defined_frames = self.max_frame+1 # frames are 0-indexed
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if (expected_defined_frames != count_defined_frames):
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logging.warning(f"There may be duplicated or missing frame data in the Parseq input: expected {expected_defined_frames} frames including frame 0 because the highest frame number is {self.max_frame}, but there are {count_defined_frames} frames defined.")
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if not mute:
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self.print_parseq_table()
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# Resolve manifest either directly from supplied value or via supplied URL
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def load_manifest(self, parseq_args):
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manifestOrUrl = parseq_args.parseq_manifest.strip()
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if (manifestOrUrl.startswith('http')):
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logging.info(f"Loading Parseq manifest from URL: {manifestOrUrl}")
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try:
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body = requests.get(manifestOrUrl).text
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logging.debug(f"Loaded remote manifest: {body}")
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parseq_json = json.loads(body)
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if not parseq_json or not 'rendered_frames' in parseq_json:
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raise Exception(f"The JSON data does not look like a Parseq manifest (missing field 'rendered_frames').")
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# SIDE EFFECT!
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# Add the parseq manifest without the detailed frame data to parseq_args.
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# This ensures it will be saved in the settings file, so that you can always
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# see exactly what parseq prompts and keyframes were used, even if what the URL
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# points to changes.
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parseq_args.fetched_parseq_manifest_summary = copy.deepcopy(parseq_json)
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if parseq_args.fetched_parseq_manifest_summary['rendered_frames']:
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del parseq_args.fetched_parseq_manifest_summary['rendered_frames']
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if parseq_args.fetched_parseq_manifest_summary['rendered_frames_meta']:
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del parseq_args.fetched_parseq_manifest_summary['rendered_frames_meta']
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return parseq_json
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except Exception as e:
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logging.error(f"Unable to load Parseq manifest from URL: {manifestOrUrl}")
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raise e
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else:
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return json.loads(manifestOrUrl)
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def print_parseq_table(self):
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from rich.table import Table
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from rich import box
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table = Table(padding=0, box=box.ROUNDED, show_lines=True)
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table.add_column("", style="white bold")
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table.add_column("Parseq", style="cyan")
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table.add_column("Deforum", style="green")
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table.add_row("Animation", '\n'.join(self.anim_keys.managed_fields()), '\n'.join(self.anim_keys.unmanaged_fields()))
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if self.cn_keys:
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table.add_row("ControlNet", '\n'.join(self.cn_keys.managed_fields()), '\n'.join(self.cn_keys.unmanaged_fields()))
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if self.looper_keys:
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table.add_row("Guided Images", '\n'.join(self.looper_keys.managed_fields()), '\n'.join(self.looper_keys.unmanaged_fields()))
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table.add_row("Prompts", "✅" if self.manages_prompts() else "❌", "✅" if not self.manages_prompts() else "❌")
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table.add_row("Frames", str(len(self.rendered_frames)), str(self.required_frames) + (" ⚠️" if str(self.required_frames) != str(len(self.rendered_frames))+"" else ""))
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table.add_row("FPS", str(self.config_output_fps), str(self.required_fps) + (" ⚠️" if str(self.required_fps) != str(self.config_output_fps) else ""))
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console.print("\nUse this table to validate your Parseq & Deforum setup:")
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console.print(table)
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def manages_prompts(self):
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return self.use_parseq and 'deforum_prompt' in self.rendered_frames[0].keys()
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def manages_seed(self):
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return self.use_parseq and 'seed' in self.rendered_frames[0].keys()
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def get_max(self, seriesName):
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return max(self.rendered_frames, key=itemgetter(seriesName))[seriesName]
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class ParseqAbstractDecorator():
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def __init__(self, adapter: ParseqAdapter, fallback_keys):
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self.adapter = adapter
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self.fallback_keys = fallback_keys
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def parseq_to_series(self, seriesName):
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# Check if value is present in first frame of JSON data. If not, assume it's undefined.
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# The Parseq contract is that the first frame (at least) must define values for all fields.
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try:
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if self.adapter.rendered_frames[0][seriesName] is not None:
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logging.debug(f"Found {seriesName} in first frame of Parseq data. Assuming it's defined.")
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except KeyError:
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return None
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key_frame_series = pd.Series([np.nan for a in range(self.adapter.required_frames)])
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for frame in self.adapter.rendered_frames:
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frame_idx = frame['frame']
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if frame_idx < self.adapter.required_frames:
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if not np.isnan(key_frame_series[frame_idx]):
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logging.warning(f"Duplicate frame definition {frame_idx} detected for data {seriesName}. Latest wins.")
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key_frame_series[frame_idx] = frame[seriesName]
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# If the animation will have more frames than Parseq defines,
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# duplicate final value to match the required frame count.
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while (frame_idx < self.adapter.required_frames):
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key_frame_series[frame_idx] = operator.itemgetter(-1)(self.adapter.rendered_frames)[seriesName]
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frame_idx += 1
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return key_frame_series
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# fallback to anim_args if the series is not defined in the Parseq data
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def __getattribute__(inst, name):
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try:
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definedField = super(ParseqAbstractDecorator, inst).__getattribute__(name)
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except AttributeError:
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# No field with this name has been explicitly extracted from the JSON data.
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# It must be a new parameter. Let's see if it's in the raw JSON.
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parseqName = inst.strip_suffixes(name)
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# returns None if not defined in Parseq JSON data
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definedField = inst.parseq_to_series(parseqName)
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if (definedField is not None):
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# add the field to the instance so we don't compute it again.
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setattr(inst, name, definedField)
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if (definedField is not None):
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return definedField
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else:
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logging.debug(f"Data for {name} not defined in Parseq data. Falling back to standard Deforum values.")
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return getattr(inst.fallback_keys, name)
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# parseq doesn't use _series, _schedule or _schedule_series suffixes in the
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# JSON data - remove them.
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def strip_suffixes(self, name):
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strippableSuffixes = ['_series', '_schedule']
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parseqName = name
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while any(parseqName.endswith(suffix) for suffix in strippableSuffixes):
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for suffix in strippableSuffixes:
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if parseqName.endswith(suffix):
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parseqName = parseqName[:-len(suffix)]
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return parseqName
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# parseq prefixes some field names for clarity. These prefixes are not present in the original Deforum names.
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def strip_parseq_prefixes(self, name):
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strippablePrefixes = ['guided_']
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parseqName = name
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while any(parseqName.startswith(prefix) for prefix in strippablePrefixes):
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for prefix in strippablePrefixes:
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if parseqName.startswith(prefix):
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parseqName = parseqName[len(prefix):]
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return parseqName
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def all_parseq_fields(self):
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return [self.strip_parseq_prefixes(field) for field in self.adapter.rendered_frames[0].keys() if (not field.endswith('_delta') and not field.endswith('_pc'))]
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def managed_fields(self):
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all_parseq_fields = self.all_parseq_fields()
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deforum_fields = [self.strip_suffixes(property) for property, _ in vars(self.fallback_keys).items() if property not in IGNORED_FIELDS and not property.startswith('_')]
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return [field for field in deforum_fields if field in all_parseq_fields]
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def unmanaged_fields(self):
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all_parseq_fields = self.all_parseq_fields()
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deforum_fields = [self.strip_suffixes(property) for property, _ in vars(self.fallback_keys).items() if property not in IGNORED_FIELDS and not property.startswith('_')]
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return [field for field in deforum_fields if field not in all_parseq_fields]
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class ParseqControlNetKeysDecorator(ParseqAbstractDecorator):
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def __init__(self, adapter: ParseqAdapter, cn_keys):
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super().__init__(adapter, cn_keys)
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class ParseqAnimKeysDecorator(ParseqAbstractDecorator):
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def __init__(self, adapter: ParseqAdapter, anim_keys):
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super().__init__(adapter, anim_keys)
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# Parseq treats input values as absolute values. So if you want to
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# progressively rotate 180 degrees over 4 frames, you specify: 45, 90, 135, 180.
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# However, many animation parameters are relative to the previous frame if there is enough
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# loopback strength. So if you want to rotate 180 degrees over 5 frames, the animation engine expects:
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# 45, 45, 45, 45. Therefore, for such parameter, we use the fact that Parseq supplies delta values.
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optional_delta = '_delta' if self.adapter.use_deltas else ''
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self.angle_series = super().parseq_to_series('angle' + optional_delta)
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self.zoom_series = super().parseq_to_series('zoom' + optional_delta)
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self.translation_x_series = super().parseq_to_series('translation_x' + optional_delta)
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self.translation_y_series = super().parseq_to_series('translation_y' + optional_delta)
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self.translation_z_series = super().parseq_to_series('translation_z' + optional_delta)
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self.rotation_3d_x_series = super().parseq_to_series('rotation_3d_x' + optional_delta)
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self.rotation_3d_y_series = super().parseq_to_series('rotation_3d_y' + optional_delta)
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self.rotation_3d_z_series = super().parseq_to_series('rotation_3d_z' + optional_delta)
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self.perspective_flip_theta_series = super().parseq_to_series('perspective_flip_theta' + optional_delta)
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self.perspective_flip_phi_series = super().parseq_to_series('perspective_flip_phi' + optional_delta)
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self.perspective_flip_gamma_series = super().parseq_to_series('perspective_flip_gamma' + optional_delta)
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# Non-motion animation args - never use deltas for these.
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self.perspective_flip_fv_series = super().parseq_to_series('perspective_flip_fv')
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self.noise_schedule_series = super().parseq_to_series('noise')
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self.strength_schedule_series = super().parseq_to_series('strength')
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self.sampler_schedule_series = super().parseq_to_series('sampler_schedule')
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self.contrast_schedule_series = super().parseq_to_series('contrast')
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self.cfg_scale_schedule_series = super().parseq_to_series('scale')
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self.steps_schedule_series = super().parseq_to_series("steps_schedule")
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self.seed_schedule_series = super().parseq_to_series('seed')
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self.fov_series = super().parseq_to_series('fov')
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self.near_series = super().parseq_to_series('near')
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self.far_series = super().parseq_to_series('far')
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self.subseed_schedule_series = super().parseq_to_series('subseed')
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self.subseed_strength_schedule_series = super().parseq_to_series('subseed_strength')
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self.kernel_schedule_series = super().parseq_to_series('antiblur_kernel')
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self.sigma_schedule_series = super().parseq_to_series('antiblur_sigma')
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self.amount_schedule_series = super().parseq_to_series('antiblur_amount')
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self.threshold_schedule_series = super().parseq_to_series('antiblur_threshold')
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# TODO - move to a different decorator?
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self.prompts = super().parseq_to_series('deforum_prompt') # formatted as "{positive} --neg {negative}"
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class ParseqLooperKeysDecorator(ParseqAbstractDecorator):
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def __init__(self, adapter: ParseqAdapter, looper_keys):
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super().__init__(adapter, looper_keys)
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# The Deforum UI offers an "Image strength schedule" in the Guided Images section,
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# which simply overrides the strength schedule if guided images is enabled.
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# In Parseq, we just re-use the same strength schedule.
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self.image_strength_schedule_series = super().parseq_to_series('strength')
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# We explicitly state the mapping for all other guided images fields so we can strip the prefix
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# that we use in Parseq.
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self.blendFactorMax_series = super().parseq_to_series('guided_blendFactorMax')
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self.blendFactorSlope_series = super().parseq_to_series('guided_blendFactorSlope')
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self.tweening_frames_schedule_series = super().parseq_to_series('guided_tweening_frames')
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self.color_correction_factor_series = super().parseq_to_series('guided_color_correction_factor')
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