Spaces:
Running
Running
change eps and minsamplkes
Browse files- api/routes/clusterRoute.py +19 -1
api/routes/clusterRoute.py
CHANGED
@@ -1,13 +1,31 @@
|
|
1 |
from app import app
|
2 |
from flask import request, jsonify
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
3 |
@app.route('/api/cluster', methods=['POST'])
|
4 |
def cluster():
|
5 |
data = request.get_json()
|
6 |
embeddings = data['embeddings']
|
|
|
7 |
from sklearn.cluster import DBSCAN
|
8 |
import numpy as np
|
9 |
try:
|
10 |
-
|
|
|
11 |
embeddings_array = np.array(embeddings)
|
12 |
labels = dbscan.fit_predict(embeddings_array)
|
13 |
labels = labels.tolist()
|
|
|
1 |
from app import app
|
2 |
from flask import request, jsonify
|
3 |
+
|
4 |
+
CONFIG = {
|
5 |
+
"day": {
|
6 |
+
"eps": 0.2,
|
7 |
+
"min_samples": 5
|
8 |
+
},
|
9 |
+
"week": {
|
10 |
+
"eps": 0.1,
|
11 |
+
"min_samples": 7
|
12 |
+
},
|
13 |
+
"month": {
|
14 |
+
"eps": 0.1,
|
15 |
+
"min_samples": 7,
|
16 |
+
},
|
17 |
+
}
|
18 |
+
|
19 |
@app.route('/api/cluster', methods=['POST'])
|
20 |
def cluster():
|
21 |
data = request.get_json()
|
22 |
embeddings = data['embeddings']
|
23 |
+
duration = data['duration']
|
24 |
from sklearn.cluster import DBSCAN
|
25 |
import numpy as np
|
26 |
try:
|
27 |
+
|
28 |
+
dbscan = DBSCAN(eps=CONFIG[duration]['eps'], min_samples=CONFIG[duration]['min_samples'], metric='cosine', n_jobs=-1)
|
29 |
embeddings_array = np.array(embeddings)
|
30 |
labels = dbscan.fit_predict(embeddings_array)
|
31 |
labels = labels.tolist()
|