Functional z stack Thing
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2 changed files with 142 additions and 0 deletions
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@ -32,6 +32,7 @@ from openflexure_microscope_server.utilities import ErrorCapturingThread
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from openflexure_microscope_server.things.autofocus import AutofocusThing
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from openflexure_microscope_server.things.camera_stage_mapping import CameraStageMapper
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from openflexure_microscope_server.things.background_detect import BackgroundDetectThing
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from openflexure_microscope_server.things.z_stack import ZStackThing
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from openflexure_microscope_server import scan_planners
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CSMDep = direct_thing_client_dependency(CameraStageMapper, "/camera_stage_mapping/")
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@ -139,6 +140,7 @@ class SmartScanThing(Thing):
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self._background_detect: Optional[BackgroundDep] = None
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self._ongoing_scan_name: Optional[str] = None
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self._starting_position: Optional[Mapping[str, int]] = None
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self._z_stack: Optional[ZStackDep] = None
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self._capture_thread: Optional[ErrorCapturingThread] = None
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self._scan_images_taken: Optional[int] = None
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# TODO Scan data is a dict during refactoring, should become a dataclass
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@ -155,6 +157,7 @@ class SmartScanThing(Thing):
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metadata_getter: GetThingStates,
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csm: CSMDep,
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background_detect: BackgroundDep,
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z_stack: ZStackDep,
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scan_name: str = "",
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):
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"""Move the stage to cover an area, taking images that can be tiled together.
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@ -178,6 +181,7 @@ class SmartScanThing(Thing):
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self._csm = csm
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self._background_detect = background_detect
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self._capture_thread = None
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self._z_stack = z_stack
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self._scan_images_taken = 0
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# Don't set self._scan_data dictionary. This is done at the start of _run_scan
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@ -213,6 +217,7 @@ class SmartScanThing(Thing):
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self._ongoing_scan_name = None
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self._scan_images_taken = None
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self._scan_data = None
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self._z_stack = None
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self._scan_lock.release()
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def promote_stitch_files(
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137
src/openflexure_microscope_server/things/z_stack.py
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137
src/openflexure_microscope_server/things/z_stack.py
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@ -0,0 +1,137 @@
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import os
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from typing import Mapping, Optional
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import cv2
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import numpy as np
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from PIL import Image
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from pydantic import BaseModel
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from scipy.stats import norm
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import time
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import piexif
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import json
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from labthings_fastapi.dependencies.metadata import GetThingStates
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from labthings_fastapi.thing import Thing
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from labthings_fastapi.decorators import thing_action, thing_property
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from .camera import CameraDependency as CamDep
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from .stage import StageDependency as StageDep
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from labthings_fastapi.dependencies.invocation import (
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CancelHook,
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InvocationLogger,
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InvocationCancelledError,
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)
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class CaptureError(RuntimeError):
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"""An error trying to capture from Picamera"""
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class ZStackThing(Thing):
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@thing_property
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def images_to_capture(self) -> int:
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"""The number of images to capture and save in a stack
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Defaults to 1 unless you need to see either side of focus"""
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return self.thing_settings.get("stack_height", 9)
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@images_to_capture.setter
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def images_to_capture(self, value: int) -> None:
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self.thing_settings["images_to_capture"] = value
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@thing_property
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def stack_dz(self) -> int:
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"""Space in steps between images in a z-stack
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Suggested is 50 for 60-100x
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100 for 40x
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200 for 20x"""
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return self.thing_settings.get("stack_dz", 50)
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@stack_dz.setter
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def stack_dz(self, value: int) -> None:
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self.thing_settings["stack_dz"] = value
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@thing_action
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def smart_stack(
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self,
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cam: CamDep,
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stage: StageDep,
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images_dir: str,
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logger: InvocationLogger,
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metadata_getter: GetThingStates,
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) -> None:
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stack_dz = self.stack_dz
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images_to_capture = self.images_to_capture
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stack_z_range = stack_dz * (images_to_capture - 1)
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stage.move_relative(z=-stack_z_range / 2)
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for capture_count in range(images_to_capture):
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jpeg_path = os.path.join(
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images_dir,
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f"{capture_count}.jpeg",
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)
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self._capture_and_save(
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jpeg_path, cam, logger, metadata_getter,
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)
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stage.move_relative(z=stack_dz)
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def _capture_and_save(
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self,
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jpeg_path: str,
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cam: CamDep,
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logger: InvocationLogger,
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metadata_getter: GetThingStates,
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) -> None:
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"""Capture an image and save it to disk
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This will set the event `acquired` once the image has been acquired, so
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that the stage may be moved while it's saved.
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"""
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capture_start = time.time()
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image, metadata = self._capture_image(cam, metadata_getter,)
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acquisition_time = time.time()
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self._save_capture(jpeg_path, image, metadata)
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save_time = time.time()
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acquisition_duration = round(acquisition_time - capture_start, 1)
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saving_duration = round(save_time - acquisition_time, 1)
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logger.info(
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f"Acquired {jpeg_path} in {acquisition_duration}s then {saving_duration}s saving to disk"
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)
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def _capture_image(self, cam, metadata_getter) -> tuple[np.ndarray, dict]:
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"""Capture an image in memory and return it with metadata
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This will set the event `acquired` once the image has been acquired, so
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that the stage may be moved while it's saved.
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CaptureError raised if the capture fails for any reason
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returns tuple with numpy array of image data, and dict of metadata
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"""
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try:
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metadata = metadata_getter()
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image = cam.capture_array()[..., :3]
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except Exception as e:
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raise CaptureError("An error occurred while capturing") from e
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return image, metadata
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def _save_capture(
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self,
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jpeg_path: str,
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image: np.ndarray,
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metadata: dict,
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) -> None:
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"""Saving the captured image and metadata to disk
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logger warning (via InvocationLogger) is raised if metadata is failed to be added
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IOError is raised if the file cannot be saved
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nothing is returned on success"""
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try:
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Image.fromarray(image.astype("uint8"), "RGB").save(
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jpeg_path, quality=95, subsampling=0
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)
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try:
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exif_dict = piexif.load(jpeg_path)
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exif_dict["Exif"][piexif.ExifIFD.UserComment] = json.dumps(
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metadata
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).encode("utf-8")
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piexif.insert(piexif.dump(exif_dict), jpeg_path)
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except: # noqa: E722
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# We need to capture any exception as there are many reasons metadata
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# might not be added. We warn rather than log the error.
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logger.warning(f"Failed to add metadata to {jpeg_path}")
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except Exception as e:
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raise IOError(f"An error occurred while saving {jpeg_path}") from e
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