blakeblackshear.frigate/frigate/plus.py
Blake Blackshear 0d16bd0144
False positives (#6217)
* add false positive submission

* switch timeline events to x,y,w,h

* update docs

* fix type checks

* convert to upsert

* fix config test
2023-04-24 07:24:28 -05:00

190 lines
6.1 KiB
Python

import datetime
import json
import logging
import os
import re
from typing import List
import requests
from frigate.const import PLUS_ENV_VAR, PLUS_API_HOST
from requests.models import Response
import cv2
from numpy import ndarray
logger = logging.getLogger(__name__)
def get_jpg_bytes(image: ndarray, max_dim: int, quality: int) -> bytes:
if image.shape[1] >= image.shape[0]:
width = min(max_dim, image.shape[1])
height = int(width * image.shape[0] / image.shape[1])
else:
height = min(max_dim, image.shape[0])
width = int(height * image.shape[1] / image.shape[0])
original = cv2.resize(image, dsize=(width, height), interpolation=cv2.INTER_AREA)
ret, jpg = cv2.imencode(".jpg", original, [int(cv2.IMWRITE_JPEG_QUALITY), quality])
jpg_bytes = jpg.tobytes()
return jpg_bytes if type(jpg_bytes) is bytes else b""
class PlusApi:
def __init__(self) -> None:
self.host = PLUS_API_HOST
self.key = None
if PLUS_ENV_VAR in os.environ:
self.key = os.environ.get(PLUS_ENV_VAR)
# check for the addon options file
elif os.path.isfile("/data/options.json"):
with open("/data/options.json") as f:
raw_options = f.read()
options = json.loads(raw_options)
self.key = options.get("plus_api_key")
if self.key is not None and not re.match(
r"[a-z0-9]{8}-[a-z0-9]{4}-[a-z0-9]{4}-[a-z0-9]{4}-[a-z0-9]{12}:[a-z0-9]{40}",
self.key,
):
logger.error("Plus API Key is not formatted correctly.")
self.key = None
self._is_active: bool = self.key is not None
self._token_data: dict = {}
def _refresh_token_if_needed(self) -> None:
if (
self._token_data.get("expires") is None
or self._token_data["expires"] - datetime.datetime.now().timestamp() < 60
):
if self.key is None:
raise Exception("Plus API not activated")
parts = self.key.split(":")
r = requests.get(f"{self.host}/v1/auth/token", auth=(parts[0], parts[1]))
if not r.ok:
raise Exception("Unable to refresh API token")
self._token_data = r.json()
def _get_authorization_header(self) -> dict:
self._refresh_token_if_needed()
return {"authorization": f"Bearer {self._token_data.get('accessToken')}"}
def _get(self, path: str) -> Response:
return requests.get(
f"{self.host}/v1/{path}", headers=self._get_authorization_header()
)
def _post(self, path: str, data: dict) -> Response:
return requests.post(
f"{self.host}/v1/{path}",
headers=self._get_authorization_header(),
json=data,
)
def _put(self, path: str, data: dict) -> Response:
return requests.put(
f"{self.host}/v1/{path}",
headers=self._get_authorization_header(),
json=data,
)
def is_active(self) -> bool:
return self._is_active
def upload_image(self, image: ndarray, camera: str) -> str:
r = self._get("image/signed_urls")
presigned_urls = r.json()
if not r.ok:
raise Exception("Unable to get signed urls")
# resize and submit original
files = {"file": get_jpg_bytes(image, 1920, 85)}
data = presigned_urls["original"]["fields"]
data["content-type"] = "image/jpeg"
r = requests.post(presigned_urls["original"]["url"], files=files, data=data)
if not r.ok:
logger.error(f"Failed to upload original: {r.status_code} {r.text}")
raise Exception(r.text)
# resize and submit annotate
files = {"file": get_jpg_bytes(image, 640, 70)}
data = presigned_urls["annotate"]["fields"]
data["content-type"] = "image/jpeg"
r = requests.post(presigned_urls["annotate"]["url"], files=files, data=data)
if not r.ok:
logger.error(f"Failed to upload annotate: {r.status_code} {r.text}")
raise Exception(r.text)
# resize and submit thumbnail
files = {"file": get_jpg_bytes(image, 200, 70)}
data = presigned_urls["thumbnail"]["fields"]
data["content-type"] = "image/jpeg"
r = requests.post(presigned_urls["thumbnail"]["url"], files=files, data=data)
if not r.ok:
logger.error(f"Failed to upload thumbnail: {r.status_code} {r.text}")
raise Exception(r.text)
# create image
r = self._post(
"image/create", {"id": presigned_urls["imageId"], "camera": camera}
)
if not r.ok:
raise Exception(r.text)
# return image id
return str(presigned_urls.get("imageId"))
def add_false_positive(
self,
plus_id: str,
region: List[float],
bbox: List[float],
score: float,
label: str,
model_hash: str,
model_type: str,
detector_type: str,
) -> None:
r = self._put(
f"image/{plus_id}/false_positive",
{
"label": label,
"x": bbox[0],
"y": bbox[1],
"w": bbox[2],
"h": bbox[3],
"regionX": region[0],
"regionY": region[1],
"regionW": region[2],
"regionH": region[3],
"score": score,
"model_hash": model_hash,
"model_type": model_type,
"detector_type": detector_type,
},
)
if not r.ok:
raise Exception(r.text)
def add_annotation(
self,
plus_id: str,
bbox: List[float],
label: str,
difficult: bool = False,
) -> None:
r = self._put(
f"image/{plus_id}/annotation",
{
"label": label,
"x": bbox[0],
"y": bbox[1],
"w": bbox[2],
"h": bbox[3],
"difficult": difficult,
},
)
if not r.ok:
raise Exception(r.text)