Merge branch 'stacking_Thing' into 'v3'
z stacking Thing See merge request openflexure/openflexure-microscope-server!246
This commit is contained in:
commit
2c8ac1dffc
6 changed files with 243 additions and 166 deletions
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@ -13,7 +13,8 @@
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"path_to_openflexure_stitch": "application/openflexure-stitching/.venv/bin/openflexure-stitch"
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}
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},
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"/background_detect/": "openflexure_microscope_server.things.background_detect:BackgroundDetectThing"
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"/background_detect/": "openflexure_microscope_server.things.background_detect:BackgroundDetectThing",
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"/capture/": "openflexure_microscope_server.things.capture:CaptureThing"
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},
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"settings_folder": "/var/openflexure/settings/"
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}
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|
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@ -11,21 +11,28 @@ from contextlib import contextmanager
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import logging
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import time
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from typing import Annotated, Mapping, Optional, Sequence
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import os
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import shutil
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import glob
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from fastapi import Depends
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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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from labthings_fastapi.decorators import thing_action
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from labthings_fastapi.types.numpy import NDArray
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from .camera import RawCameraDependency as Camera
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from .camera import CameraDependency as WrappedCamera
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from .stage import StageDependency as Stage
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import numpy as np
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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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from labthings_fastapi.decorators import thing_action, thing_property
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from labthings_fastapi.dependencies.metadata import GetThingStates
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from labthings_fastapi.types.numpy import NDArray
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from labthings_fastapi.dependencies.thing import direct_thing_client_dependency
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from labthings_fastapi.dependencies.invocation import InvocationLogger
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### Autofocus utilities
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from .camera import RawCameraDependency as Camera
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from .camera import CameraDependency as WrappedCamera
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from .stage import StageDependency as Stage
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from .capture import CaptureThing
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CaptureDep = direct_thing_client_dependency(CaptureThing, "/capture/")
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class JPEGSharpnessMonitor:
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@ -138,10 +145,16 @@ class SharpnessDataArrays(BaseModel):
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class AutofocusThing(Thing):
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"""The Thing concerned with combinations of z axis movements and the camera.
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Actions here involve moving a stage in z, and using the camera to either
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capture images (generally, z-stacking) and measuring the sharpness of the
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field of view to assess focus (autofocus and testing the success of a z-stack)"""
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@thing_action
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def fast_autofocus(
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self,
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m: SharpnessMonitorDep,
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sharpness_monitor: SharpnessMonitorDep,
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dz: int = 2000,
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start: str = "centre",
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) -> SharpnessDataArrays:
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@ -151,27 +164,27 @@ class AutofocusThing(Thing):
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the position where the image was sharpest. We'll then move back down, and
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finally up to the sharpest point.
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"""
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with m.run():
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with sharpness_monitor.run():
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# Move to (-dz / 2)
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if start == "centre":
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m.focus_rel(-dz / 2)
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sharpness_monitor.focus_rel(-dz / 2)
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# Move to dz while monitoring sharpness
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# i: Sharpness monitor index for this move
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# z: Final z position after move
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i, z = m.focus_rel(dz, block_cancellation=True)
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i, z = sharpness_monitor.focus_rel(dz, block_cancellation=True)
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# Get the z position with highest sharpness from the previous move (index i)
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fz: int = m.sharpest_z_on_move(i)
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fz: int = sharpness_monitor.sharpest_z_on_move(i)
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# Move all the way to the start so it's consistent
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i, z = m.focus_rel(-dz)
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i, z = sharpness_monitor.focus_rel(-dz)
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# Move to the target position fz (relative move of (fz - z))
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m.focus_rel(fz - z)
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sharpness_monitor.focus_rel(fz - z)
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# Return all focus data
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return m.data_dict()
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return sharpness_monitor.data_dict()
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@thing_action
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def move_and_measure(
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def z_move_and_measure_sharpness(
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self,
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m: SharpnessMonitorDep,
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sharpness_monitor: SharpnessMonitorDep,
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dz: Sequence[int],
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wait: float = 0,
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) -> SharpnessDataArrays:
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|
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@ -187,16 +200,20 @@ class AutofocusThing(Thing):
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If `wait` is specified, we will wait for that many seconds
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between moves.
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"""
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with m.run():
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with sharpness_monitor.run():
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for i, current_dz in enumerate(dz):
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if i > 0 and wait > 0:
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time.sleep(wait)
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m.focus_rel(current_dz)
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return m.data_dict()
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sharpness_monitor.focus_rel(current_dz)
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return sharpness_monitor.data_dict()
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@thing_action
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def looping_autofocus(
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self, stage: Stage, m: SharpnessMonitorDep, dz=2000, start="centre"
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self,
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stage: Stage,
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sharpness_monitor: SharpnessMonitorDep,
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dz=2000,
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start="centre",
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):
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"""Repeatedly autofocus the stage until it looks focused.
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@ -209,14 +226,14 @@ class AutofocusThing(Thing):
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attempts = 0
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backlash = 200
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with m.run():
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with sharpness_monitor.run():
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while repeat and attempts < 10:
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if start == "centre":
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stage.move_relative(x=0, y=0, z=-(backlash + dz / 2))
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stage.move_relative(x=0, y=0, z=backlash)
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i, z = m.focus_rel(dz, block_cancellation=True)
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_, heights, sizes = m.move_data(i)
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i, z = sharpness_monitor.focus_rel(dz, block_cancellation=True)
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_, heights, sizes = sharpness_monitor.move_data(i)
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peak_height = heights[np.argmax(sizes)]
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height_min = np.min(heights)
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@ -251,3 +268,78 @@ class AutofocusThing(Thing):
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cutoff = threshold * (peak - base)
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return current_sharpness >= base + cutoff
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@thing_property
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def stack_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_images_to_capture", 1)
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@stack_images_to_capture.setter
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def stack_images_to_capture(self, value: int) -> None:
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self.thing_settings["stack_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 run_z_stack(
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self,
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cam: WrappedCamera,
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stage: Stage,
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logger: InvocationLogger,
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metadata_getter: GetThingStates,
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capture: CaptureDep,
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images_dir: str,
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stack_dir: str,
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) -> None:
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"""Run a z stack, saving all images to stack_dir and copying the
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central image to stack_dir"""
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stack_dz = self.stack_dz
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images_to_capture = self.stack_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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stack_dir,
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f"{capture_count}.jpeg",
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)
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capture._capture_and_save(
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jpeg_path=jpeg_path,
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cam=cam,
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logger=logger,
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metadata_getter=metadata_getter,
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)
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# If the stack isn't complete yet, move
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if capture_count + 1 < images_to_capture:
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stage.move_relative(z=stack_dz)
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time.sleep(0.3)
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self.copy_central_image_from_stack(images_dir, stack_dir)
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def copy_central_image_from_stack(
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self,
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images_dir: str,
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stack_dir: str,
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):
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"""Gets a list of images in a folder (stack_dir), sorts them, and copies the central image
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to images dir."""
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image_list = glob.glob(os.path.join(stack_dir, "*"))
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image_list.sort()
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central_index = (len(image_list) - 1) // 2
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central_image = image_list[central_index]
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xy_location = os.path.basename(stack_dir)
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shutil.copy(central_image, os.path.join(images_dir, f"{xy_location}.jpeg"))
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|
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@ -44,7 +44,7 @@ class CameraProtocol(Protocol):
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def capture_array(
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self,
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resolution: Literal["lores", "main", "full"] = "main",
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stream_name: Literal["main", "lores", "raw"] = "main",
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) -> NDArray: ...
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def capture_jpeg(
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@ -166,7 +166,7 @@ class CameraStub(BaseCamera):
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@thing_action
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||||
def capture_array(
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self,
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resolution: Literal["lores", "main", "full"] = "main",
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stream_name: Literal["main", "lores", "raw"] = "main",
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||||
) -> NDArray:
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raise NotImplementedError("Cameras must not inherit from CameraStub")
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|
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89
src/openflexure_microscope_server/things/capture.py
Normal file
89
src/openflexure_microscope_server/things/capture.py
Normal file
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@ -0,0 +1,89 @@
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|||
import numpy as np
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from PIL import Image
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||||
import time
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||||
import piexif
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import json
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||||
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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
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||||
from .camera import CameraDependency as CamDep
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||||
from labthings_fastapi.dependencies.invocation import (
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||||
InvocationLogger,
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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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||||
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||||
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||||
class CaptureThing(Thing):
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"""A temporary Thing to handle capturing to disk with associated metadata
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||||
Will be moved to the camera Thing or dependency in due course"""
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||||
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||||
@thing_action
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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,
|
||||
metadata_getter: GetThingStates,
|
||||
) -> None:
|
||||
"""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,
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||||
metadata_getter,
|
||||
)
|
||||
acquisition_time = time.time()
|
||||
self._save_capture(jpeg_path, image, metadata, logger)
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||||
save_time = time.time()
|
||||
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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||||
|
||||
def _capture_image(self, cam, metadata_getter) -> tuple[np.ndarray, dict]:
|
||||
"""Capture an image in memory and return it with metadata
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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()
|
||||
image = cam.capture_array()[..., :3]
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||||
except Exception as e:
|
||||
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,
|
||||
metadata: dict,
|
||||
logger: InvocationLogger,
|
||||
) -> None:
|
||||
"""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
|
||||
IOError is raised if the file cannot be saved
|
||||
nothing is returned on success"""
|
||||
try:
|
||||
Image.fromarray(image.astype("uint8"), "RGB").save(
|
||||
jpeg_path, quality=95, subsampling=0
|
||||
)
|
||||
try:
|
||||
exif_dict = piexif.load(jpeg_path)
|
||||
exif_dict["Exif"][piexif.ExifIFD.UserComment] = json.dumps(
|
||||
metadata
|
||||
).encode("utf-8")
|
||||
piexif.insert(piexif.dump(exif_dict), jpeg_path)
|
||||
except: # noqa: E722
|
||||
# We need to capture any exception as there are many reasons metadata
|
||||
# might not be added. We warn rather than log the error.
|
||||
logger.warning(f"Failed to add metadata to {jpeg_path}")
|
||||
except Exception as e:
|
||||
raise IOError(f"An error occurred while saving {jpeg_path}") from e
|
||||
|
|
@ -11,10 +11,8 @@ from PIL import Image
|
|||
from pydantic import BaseModel
|
||||
from datetime import datetime
|
||||
from subprocess import CompletedProcess, Popen, PIPE, SubprocessError, STDOUT
|
||||
from threading import Event
|
||||
import glob
|
||||
import json
|
||||
import piexif
|
||||
import re
|
||||
|
||||
from labthings_fastapi.thing import Thing
|
||||
|
|
@ -585,23 +583,25 @@ class SmartScanThing(Thing):
|
|||
current_pos_xyz, imaged=True, focused=focused
|
||||
)
|
||||
|
||||
# wait for the previous capture to be saved, i.e. don't leave more than one image saving in the background
|
||||
if self._capture_thread:
|
||||
self._wait_for_capture_thread()
|
||||
# increment capure counter as thread has completed
|
||||
self._scan_images_taken += 1
|
||||
# Add it to the incremental zip
|
||||
self.create_zip_of_scan(
|
||||
logger=self._scan_logger,
|
||||
scan_name=self._ongoing_scan_name,
|
||||
download_zip=False,
|
||||
)
|
||||
site_folder = os.path.join(
|
||||
self._ongoing_scan_images_dir,
|
||||
"stacks",
|
||||
f"{new_pos_xyz[0]}_{new_pos_xyz[1]}",
|
||||
)
|
||||
os.makedirs(site_folder, exist_ok=True)
|
||||
self._autofocus.run_z_stack(
|
||||
images_dir=self._ongoing_scan_images_dir,
|
||||
stack_dir=site_folder,
|
||||
)
|
||||
|
||||
name = f"image_{new_pos_xyz[0]}_{new_pos_xyz[1]}.jpg"
|
||||
jpeg_path = os.path.join(self._ongoing_scan_images_dir, name)
|
||||
self._capture_thread, acquired = self._start_capture_thread(jpeg_path)
|
||||
# wait until the image is acquired
|
||||
acquired.wait()
|
||||
# increment capure counter as thread has completed
|
||||
self._scan_images_taken += 1
|
||||
# Add it to the incremental zip
|
||||
self.create_zip_of_scan(
|
||||
logger=self._scan_logger,
|
||||
scan_name=self._ongoing_scan_name,
|
||||
download_zip=False,
|
||||
)
|
||||
|
||||
@_scan_running
|
||||
def _try_autofocus(
|
||||
|
|
@ -639,52 +639,6 @@ class SmartScanThing(Thing):
|
|||
self._scan_logger.warning("Could not autofocus after 3 attempts.")
|
||||
return False, self._stage.position["z"]
|
||||
|
||||
@_scan_running
|
||||
def _wait_for_capture_thread(self) -> None:
|
||||
"""
|
||||
Wait for the capture thread to be complete.
|
||||
"""
|
||||
wait_start = time.time()
|
||||
thread_was_alive = self._capture_thread.is_alive()
|
||||
|
||||
# If the capture thread has thrown an exception it will be raised
|
||||
# when join is called, this will cause the scan to end. If we want
|
||||
# to retry captures at a later date this is where we will need to
|
||||
# catch the IOError or CaptureError from the thread.
|
||||
self._capture_thread.join()
|
||||
time.sleep(0.2)
|
||||
if thread_was_alive:
|
||||
wait_time = time.time() - wait_start
|
||||
self._scan_logger.info(
|
||||
f"Waited {wait_time:.1f}s for the previous capture to finish saving."
|
||||
)
|
||||
|
||||
@_scan_running
|
||||
def _start_capture_thread(
|
||||
self, jpeg_path: str
|
||||
) -> tuple[ErrorCapturingThread, Event]:
|
||||
"""
|
||||
Start the capture thread.
|
||||
|
||||
Args:
|
||||
jpeg_path, the path to save the image once aquired
|
||||
|
||||
Return the thread and an event that will be set when the image is aquired
|
||||
"""
|
||||
acquired = Event()
|
||||
time.sleep(0.2)
|
||||
|
||||
# Acquire the image in a thread, and continue once it's acquired
|
||||
# (i.e. leave saving in the background) Use ErrorCapturingThread
|
||||
# intead of Thread. This will raise errors in the calling thread
|
||||
# only when join() is called, allowing us to handle this appropriately.
|
||||
capture_thread = ErrorCapturingThread(
|
||||
target=self._capture_and_save,
|
||||
kwargs={"acquired": acquired, "jpeg_path": jpeg_path},
|
||||
)
|
||||
capture_thread.start()
|
||||
return capture_thread, acquired
|
||||
|
||||
@_scan_running
|
||||
def _return_to_starting_position(self):
|
||||
self._scan_logger.info("Returning to starting position.")
|
||||
|
|
@ -743,75 +697,6 @@ class SmartScanThing(Thing):
|
|||
raise HTTPException(404, "File not found")
|
||||
return FileResponse(path)
|
||||
|
||||
@_scan_running
|
||||
def _capture_and_save(
|
||||
self,
|
||||
acquired: Event,
|
||||
jpeg_path: str,
|
||||
) -> None:
|
||||
"""Capture an image and save it to disk
|
||||
|
||||
This will set the event `acquired` once the image has been acquired, so
|
||||
that the stage may be moved while it's saved.
|
||||
"""
|
||||
try:
|
||||
capture_start = time.time()
|
||||
image, metadata = self._capture_image()
|
||||
finally:
|
||||
# Ensure aquired is set even if capture fails or program will hang forever.
|
||||
acquired.set()
|
||||
acquisition_time = time.time()
|
||||
self._save_capture(jpeg_path, image, metadata)
|
||||
save_time = time.time()
|
||||
acquisition_duration = round(acquisition_time - capture_start, 1)
|
||||
saving_duration = round(save_time - acquisition_time, 1)
|
||||
self._scan_logger.debug(
|
||||
f"Acquired {jpeg_path} in {acquisition_duration}s then {saving_duration}s saving to disk"
|
||||
)
|
||||
|
||||
@_scan_running
|
||||
def _capture_image(self) -> tuple[np.ndarray, dict]:
|
||||
"""Capture an image in memory and return it with metadata
|
||||
This will set the event `acquired` once the image has been acquired, so
|
||||
that the stage may be moved while it's saved.
|
||||
CaptureError raised if the capture fails for any reason
|
||||
returns tuple with numpy array of image data, and dict of metadata
|
||||
"""
|
||||
try:
|
||||
metadata = self._metadata_getter()
|
||||
image = self._cam.capture_array()[..., :3]
|
||||
except Exception as e:
|
||||
raise CaptureError("An error occurred while capturing") from e
|
||||
return image, metadata
|
||||
|
||||
@_scan_running
|
||||
def _save_capture(
|
||||
self,
|
||||
jpeg_path: str,
|
||||
image: np.ndarray,
|
||||
metadata: dict,
|
||||
) -> None:
|
||||
"""Saving the captured image and metadata to disk
|
||||
logger warning (via InvocationLogger) is raised if metadata is failed to be added
|
||||
IOError is raised if the file cannot be saved
|
||||
nothing is returned on success"""
|
||||
try:
|
||||
Image.fromarray(image.astype("uint8"), "RGB").save(
|
||||
jpeg_path, quality=95, subsampling=0
|
||||
)
|
||||
try:
|
||||
exif_dict = piexif.load(jpeg_path)
|
||||
exif_dict["Exif"][piexif.ExifIFD.UserComment] = json.dumps(
|
||||
metadata
|
||||
).encode("utf-8")
|
||||
piexif.insert(piexif.dump(exif_dict), jpeg_path)
|
||||
except: # noqa: E722
|
||||
# We need to capture any exception as there are many reasons metadata
|
||||
# might not be added. We warn rather than log the error.
|
||||
self._scan_logger.warning(f"Failed to add metadata to {jpeg_path}")
|
||||
except Exception as e:
|
||||
raise IOError(f"An error occurred while saving {jpeg_path}") from e
|
||||
|
||||
@thing_property
|
||||
def max_range(self) -> int:
|
||||
"""The maximum distance from the centre of the scan before we break"""
|
||||
|
|
@ -1241,7 +1126,3 @@ class SmartScanThing(Thing):
|
|||
"""List the relative paths of all files and folders in the zip folder specified"""
|
||||
scan_zip = zipfile.ZipFile(zip_path)
|
||||
return [os.path.normpath(i) for i in scan_zip.namelist()]
|
||||
|
||||
|
||||
class CaptureError(RuntimeError):
|
||||
"""An error trying to capture from Picamera"""
|
||||
|
|
|
|||
|
|
@ -24,6 +24,20 @@
|
|||
label="Autofocus range (steps)"
|
||||
/>
|
||||
</div>
|
||||
<div class="uk-margin">
|
||||
<propertyControl
|
||||
thing-name="autofocus"
|
||||
property-name="stack_dz"
|
||||
label="Stack dz (steps)"
|
||||
/>
|
||||
</div>
|
||||
<div class="uk-margin">
|
||||
<propertyControl
|
||||
thing-name="autofocus"
|
||||
property-name="stack_images_to_capture"
|
||||
label="Images in stack to capture"
|
||||
/>
|
||||
</div>
|
||||
<div class="uk-margin">
|
||||
<propertyControl
|
||||
thing-name="smart_scan"
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue