Commit ec38720f authored by 赵威's avatar 赵威

try get faces

parent b41ed690
......@@ -10,7 +10,7 @@ from utils.es import es_query
from utils.images import face_to_vec, url_to_ndarray
def save_diary_image_info(file):
def save_diary_image_info(file, face_to_vec_f):
q = {
"query": {
"bool": {
......@@ -47,7 +47,10 @@ def save_diary_image_info(file):
diary_id = item["_source"]["id"]
before_cover_url = item["_source"]["before_cover_url"] + "-w"
after_cover_url = item["_source"]["after_cover_url"] + "-w"
print(str(diary_id) + " " + after_cover_url)
# print(str(diary_id) + " " + after_cover_url)
img = url_to_ndarray(after_cover_url)
faces = face_to_vec_f(img)
print(faces)
def main():
......@@ -63,40 +66,40 @@ def main():
diary_after_cover_vec_file = "./diary_after_cover_vec.txt"
# save_diary_image_info(diary_after_cover_vec_file)
face_rec = dlib.face_recognition_model_v1(facerec_model_path)
face_detector = dlib.get_frontal_face_detector()
shape_predictor = dlib.shape_predictor(shape_model_path)
face_to_vec_f = lambda img: face_to_vec(img, face_rec, face_detector, shape_predictor)
if img.any():
faces = face_to_vec_f(img)
if len(faces) > 0:
for face in faces:
print(face)
print("\n")
print("-------------")
face_feature = np.array(json.loads(face["feature"]))
ids = [17418645]
ids_np = np.array(ids).astype("int")
faces_np = np.array([face_feature]).astype("float32")
print(ids_np)
print(faces_np)
index = faiss.IndexHNSWFlat(128, 32)
print("index: ")
print(index)
index2 = faiss.IndexIDMap(index)
print("index2: ")
print(index2)
res = index2.add_with_ids(faces_np, ids_np)
print("res: ")
print(res)
else:
print("no faces")
save_diary_image_info(diary_after_cover_vec_file, face_to_vec_f)
# if img.any():
# faces = face_to_vec_f(img)
# if len(faces) > 0:
# for face in faces:
# print(face)
# print("\n")
# print("-------------")
# face_feature = np.array(json.loads(face["feature"]))
# ids = [17418645]
# ids_np = np.array(ids).astype("int")
# faces_np = np.array([face_feature]).astype("float32")
# print(ids_np)
# print(faces_np)
# index = faiss.IndexHNSWFlat(128, 32)
# print("index: ")
# print(index)
# index2 = faiss.IndexIDMap(index)
# print("index2: ")
# print(index2)
# index2.add_with_ids(faces_np, ids_np)
# print("index2: ")
# print(index2)
# else:
# print("no faces")
if __name__ == "__main__":
......
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