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https://github.com/invoke-ai/InvokeAI
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feat(nodes): update all invocations to use new invocation context
Update all invocations to use the new context. The changes are all fairly simple, but there are a lot of them. Supporting minor changes: - Patch bump for all nodes that use the context - Update invocation processor to provide new context - Minor change to `EventServiceBase` to accept a node's ID instead of the dict version of a node - Minor change to `ModelManagerService` to support the new wrapped context - Fanagling of imports to avoid circular dependencies
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@ -41,7 +41,7 @@ from matplotlib.ticker import MaxNLocator
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from invokeai.app.invocations.primitives import FloatCollectionOutput
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from .baseinvocation import BaseInvocation, InvocationContext, invocation
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from .baseinvocation import BaseInvocation, invocation
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from .fields import InputField
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@ -62,7 +62,7 @@ class FloatLinearRangeInvocation(BaseInvocation):
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description="number of values to interpolate over (including start and stop)",
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)
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def invoke(self, context: InvocationContext) -> FloatCollectionOutput:
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def invoke(self, context) -> FloatCollectionOutput:
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param_list = list(np.linspace(self.start, self.stop, self.steps))
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return FloatCollectionOutput(collection=param_list)
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@ -110,7 +110,7 @@ EASING_FUNCTION_KEYS = Literal[tuple(EASING_FUNCTIONS_MAP.keys())]
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title="Step Param Easing",
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tags=["step", "easing"],
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category="step",
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version="1.0.0",
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version="1.0.1",
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)
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class StepParamEasingInvocation(BaseInvocation):
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"""Experimental per-step parameter easing for denoising steps"""
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@ -130,7 +130,7 @@ class StepParamEasingInvocation(BaseInvocation):
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# alt_mirror: bool = InputField(default=False, description="alternative mirroring by dual easing")
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show_easing_plot: bool = InputField(default=False, description="show easing plot")
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def invoke(self, context: InvocationContext) -> FloatCollectionOutput:
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def invoke(self, context) -> FloatCollectionOutput:
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log_diagnostics = False
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# convert from start_step_percent to nearest step <= (steps * start_step_percent)
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# start_step = int(np.floor(self.num_steps * self.start_step_percent))
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@ -149,19 +149,19 @@ class StepParamEasingInvocation(BaseInvocation):
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postlist = list(num_poststeps * [self.post_end_value])
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if log_diagnostics:
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context.services.logger.debug("start_step: " + str(start_step))
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context.services.logger.debug("end_step: " + str(end_step))
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context.services.logger.debug("num_easing_steps: " + str(num_easing_steps))
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context.services.logger.debug("num_presteps: " + str(num_presteps))
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context.services.logger.debug("num_poststeps: " + str(num_poststeps))
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context.services.logger.debug("prelist size: " + str(len(prelist)))
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context.services.logger.debug("postlist size: " + str(len(postlist)))
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context.services.logger.debug("prelist: " + str(prelist))
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context.services.logger.debug("postlist: " + str(postlist))
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context.logger.debug("start_step: " + str(start_step))
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context.logger.debug("end_step: " + str(end_step))
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context.logger.debug("num_easing_steps: " + str(num_easing_steps))
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context.logger.debug("num_presteps: " + str(num_presteps))
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context.logger.debug("num_poststeps: " + str(num_poststeps))
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context.logger.debug("prelist size: " + str(len(prelist)))
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context.logger.debug("postlist size: " + str(len(postlist)))
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context.logger.debug("prelist: " + str(prelist))
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context.logger.debug("postlist: " + str(postlist))
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easing_class = EASING_FUNCTIONS_MAP[self.easing]
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if log_diagnostics:
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context.services.logger.debug("easing class: " + str(easing_class))
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context.logger.debug("easing class: " + str(easing_class))
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easing_list = []
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if self.mirror: # "expected" mirroring
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# if number of steps is even, squeeze duration down to (number_of_steps)/2
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@ -172,7 +172,7 @@ class StepParamEasingInvocation(BaseInvocation):
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base_easing_duration = int(np.ceil(num_easing_steps / 2.0))
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if log_diagnostics:
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context.services.logger.debug("base easing duration: " + str(base_easing_duration))
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context.logger.debug("base easing duration: " + str(base_easing_duration))
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even_num_steps = num_easing_steps % 2 == 0 # even number of steps
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easing_function = easing_class(
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start=self.start_value,
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@ -184,14 +184,14 @@ class StepParamEasingInvocation(BaseInvocation):
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easing_val = easing_function.ease(step_index)
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base_easing_vals.append(easing_val)
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if log_diagnostics:
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context.services.logger.debug("step_index: " + str(step_index) + ", easing_val: " + str(easing_val))
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context.logger.debug("step_index: " + str(step_index) + ", easing_val: " + str(easing_val))
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if even_num_steps:
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mirror_easing_vals = list(reversed(base_easing_vals))
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else:
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mirror_easing_vals = list(reversed(base_easing_vals[0:-1]))
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if log_diagnostics:
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context.services.logger.debug("base easing vals: " + str(base_easing_vals))
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context.services.logger.debug("mirror easing vals: " + str(mirror_easing_vals))
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context.logger.debug("base easing vals: " + str(base_easing_vals))
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context.logger.debug("mirror easing vals: " + str(mirror_easing_vals))
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easing_list = base_easing_vals + mirror_easing_vals
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# FIXME: add alt_mirror option (alternative to default or mirror), or remove entirely
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@ -226,12 +226,12 @@ class StepParamEasingInvocation(BaseInvocation):
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step_val = easing_function.ease(step_index)
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easing_list.append(step_val)
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if log_diagnostics:
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context.services.logger.debug("step_index: " + str(step_index) + ", easing_val: " + str(step_val))
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context.logger.debug("step_index: " + str(step_index) + ", easing_val: " + str(step_val))
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if log_diagnostics:
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context.services.logger.debug("prelist size: " + str(len(prelist)))
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context.services.logger.debug("easing_list size: " + str(len(easing_list)))
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context.services.logger.debug("postlist size: " + str(len(postlist)))
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context.logger.debug("prelist size: " + str(len(prelist)))
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context.logger.debug("easing_list size: " + str(len(easing_list)))
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context.logger.debug("postlist size: " + str(len(postlist)))
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param_list = prelist + easing_list + postlist
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