From dbab9090b31073ef2011cb9e2219964edb6301cf Mon Sep 17 00:00:00 2001 From: Boris Sekachev Date: Wed, 23 Jan 2019 14:21:56 +0300 Subject: [PATCH 01/27] ReID initial commit --- .../engine/static/engine/js/annotationUI.js | 7 +- cvat/apps/reid/__init__.py | 7 + cvat/apps/reid/apps.py | 9 + cvat/apps/reid/reid.py | 228 ++++++++++++++++++ cvat/apps/reid/static/reid/js/enginePlugin.js | 105 ++++++++ cvat/apps/reid/urls.py | 12 + cvat/apps/reid/views.py | 85 +++++++ cvat/settings/base.py | 3 + cvat/urls.py | 3 + 9 files changed, 458 insertions(+), 1 deletion(-) create mode 100644 cvat/apps/reid/__init__.py create mode 100644 cvat/apps/reid/apps.py create mode 100644 cvat/apps/reid/reid.py create mode 100644 cvat/apps/reid/static/reid/js/enginePlugin.js create mode 100644 cvat/apps/reid/urls.py create mode 100644 cvat/apps/reid/views.py diff --git a/cvat/apps/engine/static/engine/js/annotationUI.js b/cvat/apps/engine/static/engine/js/annotationUI.js index 43c54e655df3..555f32fc8b48 100644 --- a/cvat/apps/engine/static/engine/js/annotationUI.js +++ b/cvat/apps/engine/static/engine/js/annotationUI.js @@ -115,7 +115,12 @@ function buildAnnotationUI(job, shapeData, loadJobEvent) { window.cvat.data = { get: () => shapeCollectionModel.exportAll(), set: (data) => { - shapeCollectionModel.empty(); + for (let type in data) { + for (let shape of data[type]) { + shape.id = idGenerator.next(); + } + } + shapeCollectionModel.import(data, false); shapeCollectionModel.update(); }, diff --git a/cvat/apps/reid/__init__.py b/cvat/apps/reid/__init__.py new file mode 100644 index 000000000000..36608fc7376a --- /dev/null +++ b/cvat/apps/reid/__init__.py @@ -0,0 +1,7 @@ +# Copyright (C) 2018 Intel Corporation +# +# SPDX-License-Identifier: MIT + +from cvat.settings.base import JS_3RDPARTY + +JS_3RDPARTY['engine'] = JS_3RDPARTY.get('engine', []) + ['reid/js/enginePlugin.js'] diff --git a/cvat/apps/reid/apps.py b/cvat/apps/reid/apps.py new file mode 100644 index 000000000000..db440bd9d482 --- /dev/null +++ b/cvat/apps/reid/apps.py @@ -0,0 +1,9 @@ +# Copyright (C) 2018 Intel Corporation +# +# SPDX-License-Identifier: MIT + +from django.apps import AppConfig + + +class ReidConfig(AppConfig): + name = 'reid' diff --git a/cvat/apps/reid/reid.py b/cvat/apps/reid/reid.py new file mode 100644 index 000000000000..4d01d1759d10 --- /dev/null +++ b/cvat/apps/reid/reid.py @@ -0,0 +1,228 @@ +# Copyright (C) 2018 Intel Corporation +# +# SPDX-License-Identifier: MIT + +import os +import rq +import cv2 +import sys +import math +import numpy +import fnmatch + +from openvino.inference_engine import IENetwork, IEPlugin +from scipy.optimize import linear_sum_assignment +from scipy.spatial.distance import euclidean, cosine + +from cvat.apps.engine.models import Job + + +class ReID: + __treshold = None + __max_distance = None + __frame_urls = None + __frame_boxes = None + __stop_frame = None + __plugin = None + __executable_network = None + __input_blob_name = None + __output_blob_name = None + __input_height = None + __input_width = None + + + def __init__(self, jid, data): + self.__treshold = data["treshold"] + self.__max_distance = data["max_distance"] + self.__frame_urls = {} + self.__frame_boxes = {} + + db_job = Job.objects.select_related('segment__task').get(pk = jid) + db_segment = db_job.segment + db_task = db_segment.task + + self.__stop_frame = db_segment.stop_frame + + for root, _, filenames in os.walk(db_task.get_data_dirname()): + for filename in fnmatch.filter(filenames, '*.jpg'): + frame = int(os.path.splitext(filename)[0]) + if frame >= db_segment.start_frame and frame <= db_segment.stop_frame: + self.__frame_urls[frame] = os.path.join(root, filename) + + for frame in self.__frame_urls: + self.__frame_boxes[frame] = [box for box in data["boxes"] if box["frame"] == frame] + + IE_PLUGINS_PATH = os.getenv('IE_PLUGINS_PATH', None) + REID_MODEL_DIR = os.getenv('REID_MODEL_DIR', None) + + if not IE_PLUGINS_PATH: + raise Exception("Environment variable 'IE_PLUGINS_PATH' isn't defined") + if not REID_MODEL_DIR: + raise Exception("Environment variable 'REID_MODEL_DIR' isn't defined") + + REID_XML = os.path.join(REID_MODEL_DIR, "reid.xml") + REID_BIN = os.path.join(REID_MODEL_DIR, "reid.bin") + + self.__plugin = IEPlugin(device="CPU", plugin_dirs=[IE_PLUGINS_PATH]) + network = IENetwork.from_ir(model=REID_XML, weights=REID_BIN) + self.__input_blob_name = next(iter(network.inputs)) + self.__output_blob_name = next(iter(network.outputs)) + self.__input_height, self.__input_width = network.inputs[self.__input_blob_name].shape[-2:] + self.__executable_network = self.__plugin.load(network=network) + del network + + + def __del__(self): + if self.__executable_network: + del self.__executable_network + self.__executable_network = None + + if self.__plugin: + del self.__plugin + self.__plugin = None + + + def __boxes_are_compatible(self, cur_box, next_box): + cur_c_x = (cur_box["xtl"] + cur_box["xbr"]) / 2 + cur_c_y = (cur_box["ytl"] + cur_box["ybr"]) / 2 + next_c_x = (next_box["xtl"] + next_box["xbr"]) / 2 + next_c_y = (next_box["ytl"] + next_box["ybr"]) / 2 + compatible_distance = euclidean([cur_c_x, cur_c_y], [next_c_x, next_c_y]) <= self.__max_distance + compatible_label = cur_box["label_id"] == next_box["label_id"] + return compatible_distance and compatible_label and "path_id" not in next_box + + + def __compute_difference(self, image_1, image_2): + image_1 = cv2.resize(image_1, (self.__input_width, self.__input_height)).transpose((2,0,1)) + image_2 = cv2.resize(image_2, (self.__input_width, self.__input_height)).transpose((2,0,1)) + + input_1 = { + self.__input_blob_name: image_1[numpy.newaxis, ...] + } + + input_2 = { + self.__input_blob_name: image_2[numpy.newaxis, ...] + } + + embedding_1 = self.__executable_network.infer(inputs = input_1)[self.__output_blob_name] + embedding_2 = self.__executable_network.infer(inputs = input_2)[self.__output_blob_name] + + embedding_1 = embedding_1.reshape(embedding_1.size) + embedding_2 = embedding_2.reshape(embedding_2.size) + + return cosine(embedding_1, embedding_2) + + + def __compute_difference_matrix(self, cur_boxes, next_boxes, cur_image, next_image): + def _int(number, upper): + return math.floor(numpy.clip(number, 0, upper - 1)) + + default_mat_value = 1000.0 + + matrix = numpy.full([len(cur_boxes), len(next_boxes)], default_mat_value, dtype=float) + for row in range(len(cur_boxes)): + cur_box = cur_boxes[row] + cur_width = cur_image.shape[1] + cur_height = cur_image.shape[0] + cur_xtl, cur_xbr, cur_ytl, cur_ybr = ( + _int(cur_box["xtl"], cur_width), _int(cur_box["xbr"], cur_width), + _int(cur_box["ytl"], cur_height), _int(cur_box["ybr"], cur_height) + ) + + for col in range(len(next_boxes)): + next_box = next_boxes[col] + next_width = next_image.shape[1] + next_height = next_image.shape[0] + next_xtl, next_xbr, next_ytl, next_ybr = ( + _int(next_box["xtl"], next_width), _int(next_box["xbr"], next_width), + _int(next_box["ytl"], next_height), _int(next_box["ybr"], next_height) + ) + + if not self.__boxes_are_compatible(cur_box, next_box): + continue + + crop_1 = cur_image[cur_ytl:cur_ybr, cur_xtl:cur_xbr] + crop_2 = next_image[next_ytl:next_ybr, next_xtl:next_xbr] + matrix[row][col] = self.__compute_difference(crop_1, crop_2) + + return matrix + + + def __apply_matching(self): + frames = sorted(list(self.__frame_boxes.keys())) + job = rq.get_current_job() + box_paths = {} + + for idx, (cur_frame, next_frame) in enumerate(list(zip(frames[:-1], frames[1:]))): + job.refresh() + if "cancel" in job.meta: + return None + + job.meta["progress"] = idx * 100.0 / len(frames) + job.save_meta() + + cur_boxes = self.__frame_boxes[cur_frame] + next_boxes = self.__frame_boxes[next_frame] + + for box in cur_boxes: + if "path_id" not in box: + path_id = len(box_paths) + box_paths[path_id] = [box] + box["path_id"] = path_id + + if not (len(cur_boxes) and len(next_boxes)): + continue + + cur_image = cv2.imread(self.__frame_urls[cur_frame], cv2.IMREAD_COLOR) + next_image = cv2.imread(self.__frame_urls[next_frame], cv2.IMREAD_COLOR) + difference_matrix = self.__compute_difference_matrix(cur_boxes, next_boxes, cur_image, next_image) + cur_idxs, next_idxs = linear_sum_assignment(difference_matrix) + for idx in range(len(cur_idxs)): + if (difference_matrix[cur_idxs[idx]][next_idxs[idx]]) <= self.__treshold: + cur_box = cur_boxes[cur_idxs[idx]] + next_box = next_boxes[next_idxs[idx]] + next_box["path_id"] = cur_box["path_id"] + box_paths[cur_box["path_id"]].append(next_box) + + for box in self.__frame_boxes[frames[-1]]: + if "path_id" not in box: + path_id = len(box_paths) + box["path_id"] = path_id + box_paths[path_id] = [box] + + return box_paths + + + def run(self): + box_paths = self.__apply_matching() + output = [] + + # ReID process has been canceled + if box_paths is None: + return + + for path_id in box_paths: + output.append({ + "label_id": box_paths[path_id][0]["label_id"], + "group_id": 0, + "attributes": [], + "frame": box_paths[path_id][0]["frame"], + "shapes": box_paths[path_id] + }) + + for box in output[-1]["shapes"]: + del box["id"] + del box["path_id"] + del box["group_id"] + del box["label_id"] + box["outside"] = False + box["attributes"] = [] + + for path in output: + if path["shapes"][-1]["frame"] != self.__stop_frame: + copy = path["shapes"][-1].copy() + copy["outside"] = True + copy["frame"] += 1 + path["shapes"].append(copy) + + return output diff --git a/cvat/apps/reid/static/reid/js/enginePlugin.js b/cvat/apps/reid/static/reid/js/enginePlugin.js new file mode 100644 index 000000000000..a0a0048cab81 --- /dev/null +++ b/cvat/apps/reid/static/reid/js/enginePlugin.js @@ -0,0 +1,105 @@ +"use strict"; + +document.addEventListener("DOMContentLoaded", () => { + let rqId = null; + + function run(reidButton) { + // make treshold and value distance + let collection = window.cvat.data.get(); + let data = { + treshold: 0.5, + max_distance: 100, + boxes: collection.boxes, + }; + + reidButton.prop("disabled", true); + $.ajax({ + url: "reid/create/job/" + window.cvat.job.id, + type: "POST", + success: (data) => { + reidButton.addClass("run").text("Cancel ReID Merge").prop("disabled", false); + rqId = data.rq_id; + + function checkCallback() { + $.ajax({ + url: "/reid/check/" + rqId, + type: "GET", + success: (data) => { + if (data["progress"]) { + reidButton.text(`Cancel ReID Merge (${data["progress"].toString().slice(0,4)}%)`); + } + + if (["queued", "started"].includes(data["status"])) { + setTimeout(checkCallback, 1000); + } + else { + reidButton.removeClass("run").text("Run ReID Merge"); + + if (data["status"] === "finished") { + collection.boxes = []; + collection.box_paths = collection.box_paths.concat(JSON.parse(data["result"])); + window.cvat.data.clear(); + window.cvat.data.set(collection); + showMessage("ReID merge has done."); + } + else if (data["status"] === "failed") { + let message = `ReID merge has fallen. Error: '${data["stderr"]}'`; + showMessage(message); + throw Error(message); + } + else { + let message = `Check request returned '${data["status"]}' status.`; + showMessage(message); + throw Error(message); + } + } + }, + error: (data) => { + let message = `Can not check ReID merge. Code: ${data.status}. Message: ${data.responseText || data.statusText}`; + showMessage(message); + throw Error(message); + } + }); + } + + setTimeout(checkCallback, 1000); + }, + error: (data) => { + reidButton.prop("disabled", false); + let message = `Can not start ReID merge. Code: ${data.status}. Message: ${data.responseText || data.statusText}`; + showMessage(message); + throw Error(message); + }, + data: JSON.stringify(data), + contentType: "application/json" + }) + } + + function cancel(reidButton) { + reidButton.prop("disabled", true); + $.ajax({ + url: "/reid/cancel/" + rqId, + type: "GET", + success: () => { + reidButton.removeClass("run").text("Run ReID Merge").prop("disabled", false); + }, + error: (data) => { + reidButton.prop("disabled", false); + let message = `Can not cancel ReID process. Code: ${data.status}. Message: ${data.responseText || data.statusText}`; + showMessage(message); + throw Error(message); + } + }); + } + + let buttonsUI = $("#engineMenuButtons"); + let reidButton = $("").on("click", () => { + $('#taskAnnotationMenu').addClass('hidden'); + if (reidButton.hasClass("run")) { + confirm("ReID process will be canceld. Are you sure?", () => cancel(reidButton)); + } + else { + confirm("All boxes will be translated to paths. Are you sure?", () => run(reidButton)); + } + }).addClass("menuButton semiBold h2").prependTo(buttonsUI); +}); diff --git a/cvat/apps/reid/urls.py b/cvat/apps/reid/urls.py new file mode 100644 index 000000000000..428a4202aff4 --- /dev/null +++ b/cvat/apps/reid/urls.py @@ -0,0 +1,12 @@ +# Copyright (C) 2018 Intel Corporation +# +# SPDX-License-Identifier: MIT + +from django.urls import path +from . import views + +urlpatterns = [ + path('create/job/', views.create), + path('cancel/', views.cancel), + path('check/', views.check), +] diff --git a/cvat/apps/reid/views.py b/cvat/apps/reid/views.py new file mode 100644 index 000000000000..fd6f75107c6e --- /dev/null +++ b/cvat/apps/reid/views.py @@ -0,0 +1,85 @@ +# Copyright (C) 2018 Intel Corporation +# +# SPDX-License-Identifier: MIT + +from django.http import HttpResponse, HttpResponseBadRequest, JsonResponse +from cvat.apps.authentication.decorators import login_required + +from cvat.apps.reid.reid import ReID + +import django_rq +import json +import rq + + +def _create_thread(jid, data): + job = rq.get_current_job() + reid_obj = ReID(jid, data) + job.meta["result"] = json.dumps(reid_obj.run()) + job.save_meta() + + +@login_required +def create(request, jid): + try: + data = json.loads(request.body.decode('utf-8')) + queue = django_rq.get_queue("low") + job_id = "reid.create.{}".format(jid) + job = queue.fetch_job(job_id) + if job is not None and (job.is_started or job.is_queued): + raise Exception('ReID process has been already started') + queue.enqueue_call(func=_create_thread, args=(jid, data), job_id=job_id, timeout=7200) + job = queue.fetch_job(job_id) + job.meta = {} + job.save_meta() + + return JsonResponse({"rq_id": job_id}) + except Exception as e: + return HttpResponseBadRequest(str(e)) + + +@login_required +def check(request, rq_id): + try: + queue = django_rq.get_queue("low") + job = queue.fetch_job(rq_id) + if job is not None and "cancel" in job.meta: + return JsonResponse({"status": "finished"}) + data = {} + if job is None: + data["status"] = "unknown" + elif job.is_queued: + data["status"] = "queued" + elif job.is_started: + data["status"] = "started" + if "progress" in job.meta: + data["progress"] = job.meta["progress"] + elif job.is_finished: + data["status"] = "finished" + data["result"] = job.meta["result"] + job.delete() + else: + data["status"] = "failed" + data["stderr"] = job.exc_info + job.delete() + + except Exception: + data["status"] = "unknown" + + return JsonResponse(data) + + +@login_required +def cancel(request, rq_id): + try: + queue = django_rq.get_queue("low") + job = queue.fetch_job(rq_id) + if job is None or job.is_finished or job.is_failed: + raise Exception("Task is not being annotated currently") + elif "cancel" not in job.meta: + job.meta["cancel"] = True + job.save_meta() + except Exception as e: + return HttpResponseBadRequest(str(e)) + + return HttpResponse() diff --git a/cvat/settings/base.py b/cvat/settings/base.py index db89c9878a7d..4c6f63f843fc 100644 --- a/cvat/settings/base.py +++ b/cvat/settings/base.py @@ -105,6 +105,9 @@ def generate_ssh_keys(): if 'yes' == os.environ.get('OPENVINO_TOOLKIT', 'no'): INSTALLED_APPS += ['cvat.apps.auto_annotation'] +if 'yes' == os.environ.get('OPENVINO_TOOLKIT', 'no'): + INSTALLED_APPS += ['cvat.apps.reid'] + if os.getenv('DJANGO_LOG_VIEWER_HOST'): INSTALLED_APPS += ['cvat.apps.log_viewer'] diff --git a/cvat/urls.py b/cvat/urls.py index 3680a012ff8c..a0e2769cbf93 100644 --- a/cvat/urls.py +++ b/cvat/urls.py @@ -40,6 +40,9 @@ if apps.is_installed('cvat.apps.git'): urlpatterns.append(path('git/repository/', include('cvat.apps.git.urls'))) +if apps.is_installed('cvat.apps.reid'): + urlpatterns.append(path('reid/', include('cvat.apps.reid.urls'))) + if apps.is_installed('cvat.apps.auto_annotation'): urlpatterns.append(path('auto_annotation/', include('cvat.apps.auto_annotation.urls'))) From ed6ff96dbd2c4febf1529b82304812545eb21190 Mon Sep 17 00:00:00 2001 From: Boris Sekachev Date: Wed, 23 Jan 2019 15:27:20 +0300 Subject: [PATCH 02/27] ReID installation --- Dockerfile | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 97f84c3f0f43..956b74546f1a 100644 --- a/Dockerfile +++ b/Dockerfile @@ -103,7 +103,6 @@ RUN if [ "$WITH_TESTS" = "yes" ]; then \ COPY cvat/requirements/ /tmp/requirements/ COPY supervisord.conf mod_wsgi.conf wait-for-it.sh manage.py ${HOME}/ RUN pip3 install --no-cache-dir -r /tmp/requirements/${DJANGO_CONFIGURATION}.txt -COPY cvat/ ${HOME}/cvat COPY ssh ${HOME}/.ssh @@ -120,6 +119,13 @@ RUN apt-get update && \ echo export "GIT_SSH_COMMAND=\"ssh -o StrictHostKeyChecking=no -o ConnectTimeout=30 -o ProxyCommand='nc -X 5 -x ${socks_proxy} %h %p'\"" >> ${HOME}/.bashrc; \ fi +# Install deps for reidentification app +RUN mkdir ${HOME}/reid && cd reid && \ + wget https://download.01.org/openvinotoolkit/2018_R5/open_model_zoo/person-reidentification-retail-0079/FP32/person-reidentification-retail-0079.xml -O reid.xml && \ + wget https://download.01.org/openvinotoolkit/2018_R5/open_model_zoo/person-reidentification-retail-0079/FP32/person-reidentification-retail-0079.bin -O reid.bin +ENV REID_MODEL_DIR=${HOME}/reid + +COPY cvat/ ${HOME}/cvat COPY tests ${HOME}/tests RUN patch -p1 < ${HOME}/cvat/apps/engine/static/engine/js/3rdparty.patch RUN chown -R ${USER}:${USER} . From 0855f4321a5ccbf837586466d74628f785a7fb53 Mon Sep 17 00:00:00 2001 From: Boris Sekachev Date: Wed, 23 Jan 2019 15:50:07 +0300 Subject: [PATCH 03/27] Additional settings window --- cvat/apps/reid/static/reid/js/enginePlugin.js | 51 +++++++++++++++++-- 1 file changed, 46 insertions(+), 5 deletions(-) diff --git a/cvat/apps/reid/static/reid/js/enginePlugin.js b/cvat/apps/reid/static/reid/js/enginePlugin.js index a0a0048cab81..8551ed409cfc 100644 --- a/cvat/apps/reid/static/reid/js/enginePlugin.js +++ b/cvat/apps/reid/static/reid/js/enginePlugin.js @@ -3,12 +3,12 @@ document.addEventListener("DOMContentLoaded", () => { let rqId = null; - function run(reidButton) { + function run(reidButton, tresholdInput, distanceInput) { // make treshold and value distance let collection = window.cvat.data.get(); let data = { - treshold: 0.5, - max_distance: 100, + treshold: +tresholdInput.prop("value"), + max_distance: +distanceInput.prop("value"), boxes: collection.boxes, }; @@ -72,7 +72,7 @@ document.addEventListener("DOMContentLoaded", () => { }, data: JSON.stringify(data), contentType: "application/json" - }) + }); } function cancel(reidButton) { @@ -96,10 +96,51 @@ document.addEventListener("DOMContentLoaded", () => { let reidButton = $("").on("click", () => { $('#taskAnnotationMenu').addClass('hidden'); if (reidButton.hasClass("run")) { + $("#annotationMenu").addClass("hidden"); confirm("ReID process will be canceld. Are you sure?", () => cancel(reidButton)); } else { - confirm("All boxes will be translated to paths. Are you sure?", () => run(reidButton)); + $("#annotationMenu").addClass("hidden"); + $(`#${reidWindowId}`).removeClass("hidden"); } }).addClass("menuButton semiBold h2").prependTo(buttonsUI); + + let reidWindowId = "reidSubmitWindow"; + let reidTresholdValueId = "reidTresholdValue"; + let reidDistanceValueId = "reidDistanceValue"; + let reidCancelMergeId = "reidCancelMerge"; + let reidSubmitMergeId = "reidSubmitMerge"; + + $(` + + `).appendTo('body'); + + $(`#${reidCancelMergeId}`).on("click", () => { + $(`#${reidWindowId}`).addClass("hidden"); + }); + + $(`#${reidSubmitMergeId}`).on("click", () => { + $(`#${reidWindowId}`).addClass("hidden"); + run(reidButton, $(`#${reidTresholdValueId}`), $(`#${reidDistanceValueId}`)); + }); }); From 43e3f775036c9a85f4a2752493f1b7995c317200 Mon Sep 17 00:00:00 2001 From: Boris Sekachev Date: Thu, 24 Jan 2019 13:21:43 +0300 Subject: [PATCH 04/27] Intel copiright has been added --- cvat/apps/reid/static/reid/js/enginePlugin.js | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/cvat/apps/reid/static/reid/js/enginePlugin.js b/cvat/apps/reid/static/reid/js/enginePlugin.js index 8551ed409cfc..2602c006bddf 100644 --- a/cvat/apps/reid/static/reid/js/enginePlugin.js +++ b/cvat/apps/reid/static/reid/js/enginePlugin.js @@ -1,3 +1,9 @@ +/* + * Copyright (C) 2018 Intel Corporation + * + * SPDX-License-Identifier: MIT + */ + "use strict"; document.addEventListener("DOMContentLoaded", () => { From 6aa5bb341b667f420676d52fadbf44ea424d22d3 Mon Sep 17 00:00:00 2001 From: Boris Sekachev Date: Thu, 24 Jan 2019 14:26:42 +0300 Subject: [PATCH 05/27] Added permissions --- cvat/apps/reid/apps.py | 5 ++- cvat/apps/reid/permissions.py | 12 +++++ cvat/apps/reid/static/reid/js/enginePlugin.js | 45 ++++++++++--------- cvat/apps/reid/urls.py | 6 +-- cvat/apps/reid/views.py | 23 +++++++--- 5 files changed, 60 insertions(+), 31 deletions(-) create mode 100644 cvat/apps/reid/permissions.py diff --git a/cvat/apps/reid/apps.py b/cvat/apps/reid/apps.py index db440bd9d482..bac8a6d2d296 100644 --- a/cvat/apps/reid/apps.py +++ b/cvat/apps/reid/apps.py @@ -3,7 +3,10 @@ # SPDX-License-Identifier: MIT from django.apps import AppConfig - +from .permissions import setup_permissions class ReidConfig(AppConfig): name = 'reid' + + def ready(self): + setup_permissions() \ No newline at end of file diff --git a/cvat/apps/reid/permissions.py b/cvat/apps/reid/permissions.py new file mode 100644 index 000000000000..0d80a0b3e05b --- /dev/null +++ b/cvat/apps/reid/permissions.py @@ -0,0 +1,12 @@ +# Copyright (C) 2018 Intel Corporation +# +# SPDX-License-Identifier: MIT + +import rules + +from cvat.apps.authentication.auth import has_admin_role, is_job_annotator, is_job_owner + +def setup_permissions(): + rules.add_perm('reid.process.create', has_admin_role | is_job_annotator | is_job_owner) + rules.add_perm('reid.process.check', has_admin_role | is_job_annotator | is_job_owner) + rules.add_perm('reid.process.cancel', has_admin_role | is_job_annotator | is_job_owner) diff --git a/cvat/apps/reid/static/reid/js/enginePlugin.js b/cvat/apps/reid/static/reid/js/enginePlugin.js index 2602c006bddf..287edf6eede9 100644 --- a/cvat/apps/reid/static/reid/js/enginePlugin.js +++ b/cvat/apps/reid/static/reid/js/enginePlugin.js @@ -7,10 +7,7 @@ "use strict"; document.addEventListener("DOMContentLoaded", () => { - let rqId = null; - function run(reidButton, tresholdInput, distanceInput) { - // make treshold and value distance let collection = window.cvat.data.get(); let data = { treshold: +tresholdInput.prop("value"), @@ -20,15 +17,14 @@ document.addEventListener("DOMContentLoaded", () => { reidButton.prop("disabled", true); $.ajax({ - url: "reid/create/job/" + window.cvat.job.id, + url: "reid/start/job/" + window.cvat.job.id, type: "POST", - success: (data) => { - reidButton.addClass("run").text("Cancel ReID Merge").prop("disabled", false); - rqId = data.rq_id; + success: () => { + reidButton.addClass("run").text("Cancel ReID Merge"); function checkCallback() { $.ajax({ - url: "/reid/check/" + rqId, + url: "/reid/check/" + window.cvat.job.id, type: "GET", success: (data) => { if (data["progress"]) { @@ -42,28 +38,33 @@ document.addEventListener("DOMContentLoaded", () => { reidButton.removeClass("run").text("Run ReID Merge"); if (data["status"] === "finished") { - collection.boxes = []; - collection.box_paths = collection.box_paths.concat(JSON.parse(data["result"])); - window.cvat.data.clear(); - window.cvat.data.set(collection); - showMessage("ReID merge has done."); + if (data["result"]) { + collection.boxes = []; + collection.box_paths = collection.box_paths.concat(JSON.parse(data["result"])); + window.cvat.data.clear(); + window.cvat.data.set(collection); + showMessage("ReID merge has done."); + } + else { + showMessage("ReID merge been canceled."); + } } else if (data["status"] === "failed") { let message = `ReID merge has fallen. Error: '${data["stderr"]}'`; showMessage(message); - throw Error(message); } else { let message = `Check request returned '${data["status"]}' status.`; + if (data["stderr"]) { + message += ` Error: ${data["stderr"]}`; + } showMessage(message); - throw Error(message); } } }, error: (data) => { let message = `Can not check ReID merge. Code: ${data.status}. Message: ${data.responseText || data.statusText}`; showMessage(message); - throw Error(message); } }); } @@ -71,10 +72,11 @@ document.addEventListener("DOMContentLoaded", () => { setTimeout(checkCallback, 1000); }, error: (data) => { - reidButton.prop("disabled", false); let message = `Can not start ReID merge. Code: ${data.status}. Message: ${data.responseText || data.statusText}`; showMessage(message); - throw Error(message); + }, + complete: () => { + reidButton.prop("disabled", false); }, data: JSON.stringify(data), contentType: "application/json" @@ -84,16 +86,17 @@ document.addEventListener("DOMContentLoaded", () => { function cancel(reidButton) { reidButton.prop("disabled", true); $.ajax({ - url: "/reid/cancel/" + rqId, + url: "/reid/cancel/" + window.cvat.job.id, type: "GET", success: () => { reidButton.removeClass("run").text("Run ReID Merge").prop("disabled", false); }, error: (data) => { - reidButton.prop("disabled", false); let message = `Can not cancel ReID process. Code: ${data.status}. Message: ${data.responseText || data.statusText}`; showMessage(message); - throw Error(message); + }, + complete: () => { + reidButton.prop("disabled", false); } }); } diff --git a/cvat/apps/reid/urls.py b/cvat/apps/reid/urls.py index 428a4202aff4..4decc5cf7467 100644 --- a/cvat/apps/reid/urls.py +++ b/cvat/apps/reid/urls.py @@ -6,7 +6,7 @@ from . import views urlpatterns = [ - path('create/job/', views.create), - path('cancel/', views.cancel), - path('check/', views.check), + path('start/job/', views.start), + path('cancel/', views.cancel), + path('check/', views.check), ] diff --git a/cvat/apps/reid/views.py b/cvat/apps/reid/views.py index fd6f75107c6e..58322466a116 100644 --- a/cvat/apps/reid/views.py +++ b/cvat/apps/reid/views.py @@ -4,7 +4,9 @@ from django.http import HttpResponse, HttpResponseBadRequest, JsonResponse from cvat.apps.authentication.decorators import login_required +from rules.contrib.views import permission_required, objectgetter +from cvat.apps.engine.models import Job from cvat.apps.reid.reid import ReID import django_rq @@ -20,7 +22,9 @@ def _create_thread(jid, data): @login_required -def create(request, jid): +@permission_required(perm=["reid.process.start"], + fn=objectgetter(Job, 'jid'), raise_exception=True) +def start(request, jid): try: data = json.loads(request.body.decode('utf-8')) queue = django_rq.get_queue("low") @@ -32,16 +36,19 @@ def create(request, jid): job = queue.fetch_job(job_id) job.meta = {} job.save_meta() - - return JsonResponse({"rq_id": job_id}) except Exception as e: return HttpResponseBadRequest(str(e)) + return HttpResponse() + @login_required -def check(request, rq_id): +@permission_required(perm=["reid.process.check"], + fn=objectgetter(Job, 'jid'), raise_exception=True) +def check(request, jid): try: queue = django_rq.get_queue("low") + rq_id = "reid.create.{}".format(jid) job = queue.fetch_job(rq_id) if job is not None and "cancel" in job.meta: return JsonResponse({"status": "finished"}) @@ -63,16 +70,20 @@ def check(request, rq_id): data["stderr"] = job.exc_info job.delete() - except Exception: + except Exception as ex: + data["stderr"] = str(ex) data["status"] = "unknown" return JsonResponse(data) @login_required -def cancel(request, rq_id): +@permission_required(perm=["reid.process.cancel"], + fn=objectgetter(Job, 'jid'), raise_exception=True) +def cancel(request, jid): try: queue = django_rq.get_queue("low") + rq_id = "reid.create.{}".format(jid) job = queue.fetch_job(rq_id) if job is None or job.is_finished or job.is_failed: raise Exception("Task is not being annotated currently") From ee0e9027509fc1cf8d1e3d8630401783588746f9 Mon Sep 17 00:00:00 2001 From: Boris Sekachev Date: Thu, 24 Jan 2019 16:57:53 +0300 Subject: [PATCH 06/27] ReID README.md --- cvat/apps/reid/README.md | 25 +++++++++++++++++++++++++ cvat/apps/reid/images/after.gif | Bin 0 -> 7292913 bytes cvat/apps/reid/images/before.gif | Bin 0 -> 8980735 bytes 3 files changed, 25 insertions(+) create mode 100644 cvat/apps/reid/README.md create mode 100644 cvat/apps/reid/images/after.gif create mode 100644 cvat/apps/reid/images/before.gif diff --git a/cvat/apps/reid/README.md b/cvat/apps/reid/README.md new file mode 100644 index 000000000000..25f70ca496da --- /dev/null +++ b/cvat/apps/reid/README.md @@ -0,0 +1,25 @@ +# Re-Identification Application + +## What is it? +The ReID application is able to merge bounding boxes into tracks as shown below: + +Before | After +:-------------------------:|:-------------------------: + | + +It perform automatic bbox merging between neighbor frames. + + +## Installation +This application will be installed automatically with the [OpenVINO](https://github.com/opencv/cvat/blob/develop/components/openvino/README.md) component. + + +## Running +For starting the ReID merge process: +- Open an annotation job +- Open the menu +- Click the "Run ReID Merge" button +- Click the "Submit" button. Also here you can experiment with values of model threshold or maximum distance. + - Model threshold is maximum cosine distance between objects embeddings. + - Maximum distance defines a maximum radius that an object can diverge between neightbor frames. +- The process will be run. 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