diff options
Diffstat (limited to 'megapixels/app/server/api.py')
| -rw-r--r-- | megapixels/app/server/api.py | 43 |
1 files changed, 40 insertions, 3 deletions
diff --git a/megapixels/app/server/api.py b/megapixels/app/server/api.py index c5e27dd2..cf8241bd 100644 --- a/megapixels/app/server/api.py +++ b/megapixels/app/server/api.py @@ -1,9 +1,12 @@ import os import re import time +import dlib from flask import Blueprint, request, jsonify from PIL import Image # todo: try to remove PIL dependency +from app.processors import face_recognition +from app.processors import face_detector from app.models.sql_factory import list_datasets, get_dataset, get_table sanitize_re = re.compile('[\W]+') @@ -23,8 +26,10 @@ def show(name): else: return jsonify({ 'status': 404 }) -@api.route('/dataset/<dataset>/face', methods=['POST']) +@api.route('/dataset/<name>/face', methods=['POST']) def upload(name): + start = time.time() + dataset = get_dataset(name) file = request.files['query_img'] fn = file.filename if fn.endswith('blob'): @@ -37,11 +42,43 @@ def upload(name): img = Image.open(file.stream).convert('RGB') - # vec = db.load_feature_vector_from_file(uploaded_img_path) - # vec = fe.extract(img) + # Face detection + detector = face_detector.DetectorDLIBHOG() + + # get detection as BBox object + bboxes = detector.detect(im, largest=True) + bbox = bboxes[0] + dim = im.shape[:2][::-1] + bbox = bbox.to_dim(dim) # convert back to real dimensions + + # face recognition/vector + recognition = face_recognition.RecognitionDLIB(gpu=-1) + # print(vec.shape) # results = db.search(vec, limit=limit) + # with the result we have an ID + # query the sql dataset for the UUID etc here + + query = { + 'timing': time.time() - start, + } + results = [] + + print(results) + return jsonify({ + 'query': query, + 'results': results, + }) + +@api.route('/dataset/<name>/name', methods=['GET']) +def name_lookup(dataset): + start = time.time() + dataset = get_dataset(name) + + # we have a query from the request query string... + # use this to do a like* query on the identities_meta table + query = { 'timing': time.time() - start, } |
