Docstrings and stop using Pydantic for ScanParameters
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3 changed files with 113 additions and 61 deletions
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@ -15,7 +15,7 @@ from dataclasses import dataclass
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from fastapi import Depends
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import numpy as np
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from pydantic import BaseModel, computed_field
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from pydantic import BaseModel
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from labthings_fastapi.thing import Thing
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from labthings_fastapi.dependencies.blocking_portal import BlockingPortal
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@ -29,8 +29,10 @@ from .stage import StageDependency as Stage
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# TODO Capture reolution should be save resolution for consistency
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class StackParams(BaseModel):
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"""Pydantic model for scan parameters
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class StackParams:
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"""A class for holding for scan parameters
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All arguments are keyword only
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:param stack_dz: The number of motor steps between images
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:param images_to_save: The number of images to save to disk
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@ -42,41 +44,58 @@ class StackParams(BaseModel):
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:param autofocus_dz: The number of steps in a full autofocus (when required)
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:param images_dir: The directory to save images to disk
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:param save_resolution: The resolution to save the captures to disk with
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"""
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# These parameters must be set on initialisation
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stack_dz: int
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images_to_save: int
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min_images_to_test: int
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autofocus_dz: int
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images_dir: str
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save_resolution: tuple[int, int]
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def __init__(
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self,
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*,
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stack_dz: int,
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images_to_save: int,
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min_images_to_test: int,
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autofocus_dz: int,
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images_dir: str,
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save_resolution: tuple[int, int],
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) -> None:
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if min_images_to_test < images_to_save:
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raise ValueError("Can't save more images than the minimum number tested")
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if min_images_to_test % 2 == 0 or min_images_to_test <= 0:
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raise ValueError(
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"Minimum number of images to test should be positive and odd"
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)
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if images_to_save % 2 == 0 or images_to_save <= 0:
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raise ValueError("Images to svae must be positive and odd")
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# The following parameters have values that apply well to a standard scan
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# and are not altered by default when running a scan
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self.stack_dz = stack_dz
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self.images_to_save = images_to_save
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self.min_images_to_test = min_images_to_test
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self.autofocus_dz = autofocus_dz
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self.images_dir = images_dir
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self.save_resolution = save_resolution
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# Using docstrings under variables as this is how pdoc would expect
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# attributed to be documented
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# time (in seconds) between moving and capturing an image
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settling_time: float = 0.3
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"""time (in seconds) between moving and capturing an image"""
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# distance (in steps) to overshoot a move and then undo, to account for backlash
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backlash_correction: int = 250
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"""
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distance (in steps) to overshoot a move and then undo, to account for backlash
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"""
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# how many images can be appended to the stack after the predicted peak to test
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# for focus before assuming the focus was passed, and restarting the stack
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stack_height_limit: int = 15
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"""
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how many images can be appended to the stack after the predicted peak to test
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for focus before assuming the focus was passed, and restarting the stack
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"""
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# how far below (in factors of stack_dz) the estimated optimal starting position to
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# begin the stack. Better to start slightly too low and require many images, rather
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# than too high and needing to autofocus and restart the stack
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img_undershoot: int = 5
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"""
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how far below (in factors of stack_dz) the estimated optimal starting position to
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begin the stack. Better to start slightly too low and require many images, rather
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than too high and needing to autofocus and restart the stack
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"""
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# Per pydantic docs, even with the @property applied before @computed_field,
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# mypy may throw a Decorated property not supported error (mypy issue #1362)
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# To avoid this error message, add # type: ignore[prop-decorator] to the
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# @computed_field line.
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@computed_field
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@property
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def stack_z_range(self) -> int:
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"""The range of the z stack, in steps
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@ -86,7 +105,6 @@ class StackParams(BaseModel):
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saved."""
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return self.stack_dz * (self.min_images_to_test - 1)
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@computed_field
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@property
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def steps_undershoot(self) -> int:
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"""
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@ -99,7 +117,6 @@ class StackParams(BaseModel):
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# requires extra +z movements and captures.
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return self.stack_dz * self.img_undershoot
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@computed_field
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@property
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def max_images_to_test(self) -> int:
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"""The maximum number of images that will be captured and tested in a stack
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@ -436,9 +453,6 @@ class AutofocusThing(Thing):
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save_resolution=save_resolution,
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)
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# Ensure the stack settings are appropriate
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self.validate_stack_inputs(stack_parameters)
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success = False
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# Loop until a stack is successful
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while not success: # TODO add a maximum number?
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@ -508,7 +522,7 @@ class AutofocusThing(Thing):
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Arguments:
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sharpest_id: the buffer id index of the sharpest image
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captures: a list of captures, including file name, image data and metadata
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stack_parameters: a StackParams Pydantic model with stack settings
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stack_parameters: a StackParams object holding stack parameters
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variables logger and capture are Thing dependencies passed through from the
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calling action
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"""
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@ -542,7 +556,7 @@ class AutofocusThing(Thing):
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Arguments:
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images_dir: a string of the path to write all images
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stack_parameters: a StackParams Pydantic model with stack settings
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stack_parameters: a StackParams object holding stack parameters
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variables stage to metadata_getter are Thing dependencies passed through from the calling action
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"""
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# Move down by the height of the z stack, plus an overshoot
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@ -606,25 +620,6 @@ class AutofocusThing(Thing):
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sharpness=cam.grab_jpeg_size(stream_name="lores"),
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)
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def validate_stack_inputs(self, stack_parameters) -> None:
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"""Check the stack settings are appropriate, and raise an error if not
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Arguments:
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min_images_to_test: number of images in the stack to test for focus
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images_to_save: number of images to be captured around the focused image
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"""
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if stack_parameters.min_images_to_test < stack_parameters.images_to_save:
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raise RuntimeError(
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"Can't capture more images than are tested. Please increase number to test, or decrease number to capture"
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)
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if stack_parameters.min_images_to_test % 2 == 0:
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raise RuntimeError("Images to test should be odd")
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if (
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stack_parameters.min_images_to_test <= 0
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or stack_parameters.images_to_save <= 0
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):
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raise RuntimeError("Stack parameters need to be at least 1")
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def check_stack_result(
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self, captures: list[CaptureInfo]
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) -> tuple[Literal["success", "continue", "restart"], int]:
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@ -60,12 +60,31 @@ class CameraMemoryBuffer:
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_storage: dict[int, tuple[Any, Optional[dict]]]
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def __init__(self):
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# This dictionary is the main store for data. Dictionaries are ordered since
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# Python 3.6, so the order in the dictionary is the capture order
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self._storage = {}
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# A simple id system where each capture id is just the number of captures since
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# the server starts
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self._latest_id: int = 0
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def add_image(
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self, image: Any, metadata: Optional[dict], buffer_max: int = 1
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self, image: Any, metadata: Optional[dict] = None, buffer_max: int = 1
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) -> None:
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"""
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Add an image to the Memory buffer
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This will add an image to the memory buffer. By default the buffer will
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be cleared. To allow saving multiple images the buffer_max must be set
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every time an image is added.
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:param image: The image to add. A PIL image is recommended, but cameras
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can choose to use other formats
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:param metadata: Optional, a dictionary of the image metadata.
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:param buffer_max: The maximum number of images that should be in the buffer
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once this images is added. Default is 1.
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:return buffer_id: The id in the buffer for this image
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"""
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self._latest_id += 1
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self._create_space(buffer_max)
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self._storage[self._latest_id] = (image, metadata)
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@ -75,14 +94,22 @@ class CameraMemoryBuffer:
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self, buffer_id: Optional[int] = None, remove: bool = True
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) -> tuple[Any, Optional[dict]]:
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"""
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If the buffer ID is not set, always clear whole buffer
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Return the image with the given id.
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If no id is given the most recent image is returned. However, the
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buffer is also cleared, otherwise it would be possible to accidentally
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retrieve images out of order.
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:param buffer_id: The buffer id of the image to retrieve
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:param remove: True (default) to remove this image from the buffer, False
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to leave the image in the buffer.
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"""
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# No id given
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if buffer_id is None:
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# Get the latest image and metadata tuple from storage
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try:
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image_tuple = list(self._storage.value())[-1]
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image_tuple = list(self._storage.values())[-1]
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except IndexError as e:
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raise NoImageInMemoryError("No image in memory to save.") from e
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# Clear the storage so images don't get retrieved out of order
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@ -94,11 +121,17 @@ class CameraMemoryBuffer:
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return self._storage[buffer_id]
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def clear(self):
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"""
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Clear all images from memory
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"""
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self._storage.clear()
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def _create_space(self, buffer_max: int) -> None:
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"""
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Create space to add an image.
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:param buffer_max: The maximum number of images that should be in the buffer
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once another images is added.
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"""
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# If only one image to be stored just clear the storage and return
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if buffer_max <= 1:
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@ -220,9 +253,13 @@ class BaseCamera(Thing):
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) -> None:
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"""Capture an image and save it to disk
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save_resolution can be set to resize the image before saving. By default this
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is None meaning that the image is saved at original resoltion.
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:param jpeg_path: The path to save the file to
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:param logger: This should be injected automatically by Labthings FastAPI
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when calling the action
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:param metadata_getter: This should be injected automatically by Labthings
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FastAPI when calling the action
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:param save_resolution: can be set to resize the image before saving. By
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default this is None meaning that the image is saved at original resolution.
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"""
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image, metadata = self._robust_image_capture(
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metadata_getter,
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@ -239,7 +276,10 @@ class BaseCamera(Thing):
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@thing_action
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def capture_to_memory(
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self, logger: InvocationLogger, metadata_getter: GetThingStates, buffer_max: int
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self,
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logger: InvocationLogger,
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metadata_getter: GetThingStates,
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buffer_max: int = 1,
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) -> None:
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"""
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Capture an image to memory. This can be saved later with `save_from_memory`
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@ -247,7 +287,14 @@ class BaseCamera(Thing):
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Note that only one image is held in memory so this will overwrite any image
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in memory.
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Return the buffer id of the image captured
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:param logger: This should be injected automatically by Labthings FastAPI
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when calling the action
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:param metadata_getter: This should be injected automatically by Labthings
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FastAPI when calling the action
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:param buffer_max: The maximum number of images that should be in the buffer
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once this images is added. Default is 1.
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:return: the buffer id of the image captured
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"""
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image, metadata = self._robust_image_capture(metadata_getter, logger)
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return self._memory_buffer.add_image(image, metadata, buffer_max=buffer_max)
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@ -262,6 +309,14 @@ class BaseCamera(Thing):
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) -> None:
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"""
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Save an image that has been captured to memory.
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:param jpeg_path: The path to save the file to
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:param logger: This should be injected automatically by Labthings FastAPI
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when calling the action
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:param save_resolution: can be set to resize the image before saving. By
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default this is None meaning that the image is saved at original resolution.
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:param buffer_id: The buffer id of the image to save, this was returned by
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`capture_to_memory`
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"""
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image, metadata = self._memory_buffer.get_image(buffer_id)
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@ -275,6 +330,7 @@ class BaseCamera(Thing):
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@thing_action
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def clear_buffers(self) -> None:
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"""Clear all images in memory"""
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self._memory_buffer.clear()
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def _robust_image_capture(
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