model fix

Author: alice.e.baird@gmail.com

live_prediction_send_osc.py

@@ -1,5 +1,5 @@
-#  emoIntercept - classify audio emotion 
-#  aeb 2019
+#  classify audio - wind or no wind 
+
 
 #librosa == 0.5.1
 
@@ -17,11 +17,10 @@
 warnings.simplefilter(action='ignore', category=FutureWarning)
 warnings.simplefilter(action='ignore', category=DeprecationWarning)
 
-ifttt_event = 'Emointerception | aeb2019'
+ifttt_event = 'wind or no wind | brahman'
 ifttt_key = '*********************'
 ifttt_url = 'https://maker.ifttt.com/trigger/{event}/with/key/{key}'.format(
     event=ifttt_event, key=ifttt_key)
-
 def make_web_request(label):
     data = {}
     data['value1'] = label
@@ -32,7 +31,7 @@ def make_web_request(label):
         print('Failed to make a web request')
 
 
-sr = 16000
+sr = 16000 # make sure this is same as trained audio 
 chunk = 1 * sr
 ffs_sz = 256
 threshold = 0.2
@@ -83,7 +82,7 @@ def make_web_request(label):
         predictions_in_60_sec = np.vstack([predictions_in_60_sec, predictions])
         count = count + 1
 
-        # ~ here for osc message
+        #here for sending osc message
         if LABELS[predictions_mean.argmax()] == 'wind':
             print('its windy!')
             from oscpy.client import OSCClient
@@ -95,7 +94,6 @@ def make_web_request(label):
                 print('osc sending')
 
 
-        # ~ print(LABELS[predictions_mean.argmax()])
         elapsed_time = time.time() - start
 
         localtime = '{0.tm_hour:02d}:{0.tm_min:02d}:{0.tm_sec:02d}'.format(

requirements.txt

@@ -0,0 +1,51 @@
+absl-py==0.9.0
+astor==0.8.1
+audioread==2.1.8
+cachetools==4.0.0
+certifi==2019.11.28
+chardet==3.0.4
+decorator==4.4.2
+gast==0.2.2
+get==2019.4.13
+google-auth==1.11.2
+google-auth-oauthlib==0.4.1
+google-pasta==0.1.8
+grpcio==1.27.2
+h5py==2.10.0
+idna==2.9
+joblib==0.14.1
+Keras==2.3.1
+Keras-Applications==1.0.8
+Keras-Preprocessing==1.1.0
+librosa==0.5.1
+llvmlite==0.31.0
+Markdown==3.2.1
+numba==0.48.0
+numpy==1.18.1
+oauthlib==3.1.0
+opt-einsum==3.2.0
+oscpy==0.5.0
+post==2019.4.13
+protobuf==3.11.3
+public==2019.4.13
+pyasn1==0.4.8
+pyasn1-modules==0.2.8
+PyAudio==0.2.11
+PyYAML==5.3
+query-string==2019.4.13
+request==2019.4.13
+requests==2.23.0
+requests-oauthlib==1.3.0
+resampy==0.2.2
+rsa==4.0
+scikit-learn==0.22.2.post1
+scipy==1.4.1
+six==1.14.0
+sockets==1.0.0
+tensorboard==2.1.1
+tensorflow==2.1.0
+tensorflow-estimator==2.1.0
+termcolor==1.1.0
+urllib3==1.25.8
+Werkzeug==1.0.0
+wrapt==1.12.0

trainmodel.py

@@ -12,7 +12,7 @@
 
 warnings.simplefilter(action='ignore', category=FutureWarning)
 
-SAMPLING_RATE = 44000
+SAMPLING_RATE = 16000
 FFT_SIZE = 256
 STFT_MATRIX_SIZE = 1 + FFT_SIZE // 2