백엔드 내에서 스크립트 실행 성공

@@ -18,9 +18,9 @@ MEDIA_ROOT = os.path.join(BASE_DIR, 'media')
 def file_upload_path( filename):
 def file_upload_path( filename):
     ext = filename.split('.')[-1]
     ext = filename.split('.')[-1]
     d = datetime.datetime.now()
     d = datetime.datetime.now()
-    filepath = d.strftime('%Y\\%m\\%d')
+    filepath = d.strftime('%Y-%m-%d')
     suffix = d.strftime("%Y%m%d%H%M%S")
     suffix = d.strftime("%Y%m%d%H%M%S")
-    filename = "%s_%s.%s"%(uuid.uuid4().hex, suffix, ext)
+    filename = "%s.%s"%(suffix, ext)
     return os.path.join( MEDIA_ROOT , filepath, filename)
     return os.path.join( MEDIA_ROOT , filepath, filename)
 
 
 # DB 필드에서 호출
 # DB 필드에서 호출

@@ -12,6 +12,8 @@ from django.shortcuts import get_object_or_404, render
 from api.models import Video, VideoFile
 from api.models import Video, VideoFile
 from api.serializers import VideoSerializer, VideoFileSerializer
 from api.serializers import VideoSerializer, VideoFileSerializer
 from api import  file_upload_path
 from api import  file_upload_path
+import subprocess
+import shlex
 
 
 # Create your views here.
 # Create your views here.
 
 
@@ -23,6 +25,9 @@ class VideoViewSet(viewsets.ModelViewSet):
     serializer_class = VideoSerializer
     serializer_class = VideoSerializer
 
 
  
  
+
+
+
 class VideoFileViewSet(viewsets.ModelViewSet):
 class VideoFileViewSet(viewsets.ModelViewSet):
     queryset = VideoFile.objects.all()
     queryset = VideoFile.objects.all()
     serializer_class = VideoFileSerializer
     serializer_class = VideoFileSerializer
@@ -37,18 +42,19 @@ class VideoFileUploadView(APIView):
         return Response(serializer.data)
         return Response(serializer.data)
 
 
     def post(self, req, *args, **kwargs):
     def post(self, req, *args, **kwargs):
+        # 동영상 길이
+        runTime = 126
        # 요청된 데이터를 꺼냄( QueryDict)         
        # 요청된 데이터를 꺼냄( QueryDict)         
         new_data = req.data.dict()
         new_data = req.data.dict()
         
         
         # 요청된 파일 객체
         # 요청된 파일 객체
-        print(req.data)
         file_name = req.data['file']
         file_name = req.data['file']
         
         
         # 저장될 파일의 풀path를 생성        
         # 저장될 파일의 풀path를 생성        
         new_file_full_name = file_upload_path(file_name.name)
         new_file_full_name = file_upload_path(file_name.name)
-        
+        print(new_file_full_name)
         # 새롭게 생성된 파일의 경로
         # 새롭게 생성된 파일의 경로
-        file_path = '\\'.join(new_file_full_name.split('\\')[0:-1])        
+        file_path = '-'.join(new_file_full_name.split('-')[0:-1])        
 
 
         new_data['file_path'] = file_path
         new_data['file_path'] = file_path
         new_data['file_origin_name'] = req.data['file'].name
         new_data['file_origin_name'] = req.data['file'].name
@@ -56,12 +62,15 @@ class VideoFileUploadView(APIView):
 
 
         new_query_dict = QueryDict('', mutable=True)
         new_query_dict = QueryDict('', mutable=True)
         new_query_dict.update(new_data)
         new_query_dict.update(new_data)
-        
         file_serializer = VideoFileSerializer(data = new_query_dict)
         file_serializer = VideoFileSerializer(data = new_query_dict)
+        
         if file_serializer.is_valid():
         if file_serializer.is_valid():
             file_serializer.save()       
             file_serializer.save()       
             print(file_serializer.data)
             print(file_serializer.data)
             
             
+            process = subprocess.Popen(['./runMediaPipe.sh %s %s' %(file_serializer.data['file_save_name'],runTime,)], shell = True)
+            process.wait()
+
             return Response(True, status=status.HTTP_201_CREATED)
             return Response(True, status=status.HTTP_201_CREATED)
         else:
         else:
             return Response(file_serializer.errors, status=status.HTTP_400_BAD_REQUEST)
             return Response(file_serializer.errors, status=status.HTTP_400_BAD_REQUEST)

+import tensorflow as tf
+import glob, os
+import numpy
+
+def _make_bytes(int_array):
+    if bytes == str:  # Python2
+        return ''.join(map(chr, int_array))
+    else:
+        return bytes(int_array)
+
+
+def quantize(features, min_quantized_value=-2.0, max_quantized_value=2.0):
+    """Quantizes float32 `features` into string."""
+    assert features.dtype == 'float32'
+    assert len(features.shape) == 1  # 1-D array
+    features = numpy.clip(features, min_quantized_value, max_quantized_value)
+    quantize_range = max_quantized_value - min_quantized_value
+    features = (features - min_quantized_value) * (255.0 / quantize_range)
+    features = [int(round(f)) for f in features]
+
+    return _make_bytes(features)
+
+
+# for parse feature.pb
+
+contexts = {
+    'AUDIO/feature/dimensions': tf.io.FixedLenFeature([], tf.int64),
+    'AUDIO/feature/rate': tf.io.FixedLenFeature([], tf.float32),
+    'RGB/feature/dimensions': tf.io.FixedLenFeature([], tf.int64),
+    'RGB/feature/rate': tf.io.FixedLenFeature([], tf.float32),
+    'clip/data_path': tf.io.FixedLenFeature([], tf.string),
+    'clip/end/timestamp': tf.io.FixedLenFeature([], tf.int64),
+    'clip/start/timestamp': tf.io.FixedLenFeature([], tf.int64)
+}
+
+features = {
+    'AUDIO/feature/floats': tf.io.VarLenFeature(dtype=tf.float32),
+    'AUDIO/feature/timestamp': tf.io.VarLenFeature(tf.int64),
+    'RGB/feature/floats': tf.io.VarLenFeature(dtype=tf.float32),
+    'RGB/feature/timestamp': tf.io.VarLenFeature(tf.int64)
+
+}
+
+
+def parse_exmp(serial_exmp):
+    _, sequence_parsed = tf.io.parse_single_sequence_example(
+        serialized=serial_exmp,
+        context_features=contexts,
+        sequence_features=features)
+
+    sequence_parsed = tf.contrib.learn.run_n(sequence_parsed)[0]
+
+    audio = sequence_parsed['AUDIO/feature/floats'].values
+    rgb = sequence_parsed['RGB/feature/floats'].values
+
+    # print(audio.values)
+    # print(type(audio.values))
+
+    # audio is 128 8bit, rgb is 1024 8bit for every second
+    audio_slices = [audio[128 * i: 128 * (i + 1)] for i in range(len(audio) // 128)]
+    rgb_slices = [rgb[1024 * i: 1024 * (i + 1)] for i in range(len(rgb) // 1024)]
+
+    byte_audio = []
+    byte_rgb = []
+
+    for seg in audio_slices:
+        audio_seg = quantize(seg)
+        byte_audio.append(audio_seg)
+
+    for seg in rgb_slices:
+        rgb_seg = quantize(seg)
+        byte_rgb.append(rgb_seg)
+
+    return byte_audio, byte_rgb
+
+
+def make_exmp(id, labels, audio, rgb):
+    audio_features = []
+    rgb_features = []
+
+    for embedding in audio:
+        embedding_feature = tf.train.Feature(
+            bytes_list=tf.train.BytesList(value=[embedding]))
+        audio_features.append(embedding_feature)
+
+    for embedding in rgb:
+        embedding_feature = tf.train.Feature(
+            bytes_list=tf.train.BytesList(value=[embedding]))
+        rgb_features.append(embedding_feature)
+
+    # for construct yt8m data
+    seq_exmp = tf.train.SequenceExample(
+        context=tf.train.Features(
+            feature={
+                'id': tf.train.Feature(bytes_list=tf.train.BytesList(
+                    value=[id.encode('utf-8')])),
+                'labels': tf.train.Feature(int64_list=tf.train.Int64List(
+                    value=[labels]))
+            }),
+        feature_lists=tf.train.FeatureLists(
+            feature_list={
+                'audio': tf.train.FeatureList(
+                    feature=audio_features
+                ),
+                'rgb': tf.train.FeatureList(
+                    feature=rgb_features
+                )
+            })
+    )
+    serialized = seq_exmp.SerializeToString()
+    return serialized
+
+
+if __name__ == '__main__':
+    filename = '/tmp/mediapipe/features.pb'
+
+    sequence_example = open(filename, 'rb').read()
+
+    audio, rgb = parse_exmp(sequence_example)
+
+    id = 'test_001'
+
+    labels = 1
+
+    tmp_example = make_exmp(id, labels, audio, rgb)
+
+    decoded = tf.train.SequenceExample.FromString(tmp_example)
+    print(decoded)
+
+    # then you can write tmp_example to tfrecord files
\ No newline at end of file

@@ -28,7 +28,7 @@ deactivate () {
     fi
     fi
 
 
     unset VIRTUAL_ENV
     unset VIRTUAL_ENV
-    if [ ! "$1" = "nondestructive" ] ; then
+    if [ ! "${1:-}" = "nondestructive" ] ; then
     # Self destruct!
     # Self destruct!
         unset -f deactivate
         unset -f deactivate
     fi
     fi
@@ -37,7 +37,7 @@ deactivate () {
 # unset irrelevant variables
 # unset irrelevant variables
 deactivate nondestructive
 deactivate nondestructive
 
 
-VIRTUAL_ENV="/home/jun/documents/Univ/PKH_Project1/web/backend/env"
+VIRTUAL_ENV="/home/jun/documents/univ/PKH_Project1/web/backend/env"
 export VIRTUAL_ENV
 export VIRTUAL_ENV
 
 
 _OLD_VIRTUAL_PATH="$PATH"
 _OLD_VIRTUAL_PATH="$PATH"

@@ -8,7 +8,7 @@ alias deactivate 'test $?_OLD_VIRTUAL_PATH != 0 && setenv PATH "$_OLD_VIRTUAL_PA
 # Unset irrelevant variables.
 # Unset irrelevant variables.
 deactivate nondestructive
 deactivate nondestructive
 
 
-setenv VIRTUAL_ENV "/home/jun/documents/Univ/PKH_Project1/web/backend/env"
+setenv VIRTUAL_ENV "/home/jun/documents/univ/PKH_Project1/web/backend/env"
 
 
 set _OLD_VIRTUAL_PATH="$PATH"
 set _OLD_VIRTUAL_PATH="$PATH"
 setenv PATH "$VIRTUAL_ENV/bin:$PATH"
 setenv PATH "$VIRTUAL_ENV/bin:$PATH"

@@ -29,7 +29,7 @@ end
 # unset irrelevant variables
 # unset irrelevant variables
 deactivate nondestructive
 deactivate nondestructive
 
 
-set -gx VIRTUAL_ENV "/home/jun/documents/Univ/PKH_Project1/web/backend/env"
+set -gx VIRTUAL_ENV "/home/jun/documents/univ/PKH_Project1/web/backend/env"
 
 
 set -gx _OLD_VIRTUAL_PATH $PATH
 set -gx _OLD_VIRTUAL_PATH $PATH
 set -gx PATH "$VIRTUAL_ENV/bin" $PATH
 set -gx PATH "$VIRTUAL_ENV/bin" $PATH

-#!/home/jun/documents/Univ/PKH_Project1/web/backend/env/bin/python3
-
-# -*- coding: utf-8 -*-
-import re
-import sys
-
-from autopep8 import main
-
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())

-#!/home/jun/documents/Univ/PKH_Project1/web/backend/env/bin/python
-
+#!/home/jun/documents/univ/PKH_Project1/web/backend/env/bin/python
 # -*- coding: utf-8 -*-
 # -*- coding: utf-8 -*-
 import re
 import re
 import sys
 import sys
-
 from django.core.management import execute_from_command_line
 from django.core.management import execute_from_command_line
-
 if __name__ == '__main__':
 if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
     sys.exit(execute_from_command_line())
     sys.exit(execute_from_command_line())

-#!/home/jun/documents/Univ/PKH_Project1/web/backend/env/bin/python
+#!/home/jun/documents/univ/PKH_Project1/web/backend/env/bin/python
 from django.core import management
 from django.core import management
 
 
 if __name__ == "__main__":
 if __name__ == "__main__":

-#!/home/jun/documents/Univ/PKH_Project1/web/backend/env/bin/python
-
+#!/home/jun/documents/univ/PKH_Project1/web/backend/env/bin/python
 # -*- coding: utf-8 -*-
 # -*- coding: utf-8 -*-
 import re
 import re
 import sys
 import sys
-
 from setuptools.command.easy_install import main
 from setuptools.command.easy_install import main
-
 if __name__ == '__main__':
 if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
     sys.exit(main())
     sys.exit(main())

-#!/home/jun/documents/Univ/PKH_Project1/web/backend/env/bin/python
-
-# -*- coding: utf-8 -*-
-import re
-import sys
-
-from setuptools.command.easy_install import main
-
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())

-#!/home/jun/documents/Univ/PKH_Project1/web/backend/env/bin/python
-
+#!/home/jun/documents/univ/PKH_Project1/web/backend/env/bin/python
 # -*- coding: utf-8 -*-
 # -*- coding: utf-8 -*-
 import re
 import re
 import sys
 import sys
-
-from pip import main
-
+from pip._internal.cli.main import main
 if __name__ == '__main__':
 if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
     sys.exit(main())
     sys.exit(main())

-#!/home/jun/documents/Univ/PKH_Project1/web/backend/env/bin/python
-
+#!/home/jun/documents/univ/PKH_Project1/web/backend/env/bin/python
 # -*- coding: utf-8 -*-
 # -*- coding: utf-8 -*-
 import re
 import re
 import sys
 import sys
-
-from pip import main
-
+from pip._internal.cli.main import main
 if __name__ == '__main__':
 if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
     sys.exit(main())
     sys.exit(main())

-#!/home/jun/documents/Univ/PKH_Project1/web/backend/env/bin/python
-
-# -*- coding: utf-8 -*-
-import re
-import sys
-
-from pip import main
-
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
-    sys.exit(main())

-#!/home/jun/documents/Univ/PKH_Project1/web/backend/env/bin/python3
-
-# -*- coding: utf-8 -*-
-import re
-import sys
-
-from pycodestyle import _main
-
-if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
-    sys.exit(_main())

-#!/home/jun/documents/Univ/PKH_Project1/web/backend/env/bin/python
-
+#!/home/jun/documents/univ/PKH_Project1/web/backend/env/bin/python
 # -*- coding: utf-8 -*-
 # -*- coding: utf-8 -*-
 import re
 import re
 import sys
 import sys
-
 from sqlparse.__main__ import main
 from sqlparse.__main__ import main
-
 if __name__ == '__main__':
 if __name__ == '__main__':
-    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
     sys.exit(main())
     sys.exit(main())

 home = /usr/bin
 home = /usr/bin
 include-system-site-packages = false
 include-system-site-packages = false
-version = 3.6.9
+version = 3.8.2

+#!/bin/bash
+cd ../../../mediapipe
+. venv/bin/activate
+
+/usr/local/bazel/2.0.0/lib/bazel/bin/bazel version && \
+alias bazel='/usr/local/bazel/2.0.0/lib/bazel/bin/bazel'
+
+python -m mediapipe.examples.desktop.youtube8m.generate_input_sequence_example \
+  --path_to_input_video=/$1 \
+  --clip_end_time_sec=$2
+
+GLOG_logtostderr=1 bazel-bin/mediapipe/examples/desktop/youtube8m/extract_yt8m_features \
+  --calculator_graph_config_file=mediapipe/graphs/youtube8m/feature_extraction.pbtxt \
+  --input_side_packets=input_sequence_example=/tmp/mediapipe/metadata.pb  \
+  --output_side_packets=output_sequence_example=/tmp/mediapipe/features.pb
+
+python convertPb2Tfrecord.py
\ No newline at end of file

-#!/bin/bash
-. env/bin/activate
-pip3 install -r requirements.txt
-rm -rf static
-./manage.py collectstatic
-rm -rf static/admin
-rm -rf static/rest_framework
-
-python manage.py makemigrations
-python manage.py migrate
-python vue2djangoTemplate.py 
-python manage.py runserver 0.0.0.0:8000
\ No newline at end of file

-a:hover,a:link,a:visited{text-decoration:none}
\ No newline at end of file

-<!DOCTYPE html><html lang=en><head><meta charset=utf-8><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=viewport content="width=device-width,initial-scale=1"><link rel=icon href=/favicon.ico><title>Profit-Hunter</title><link href=/css/app.1dc1d4aa.css rel=preload as=style><link href=/css/chunk-vendors.abb36e73.css rel=preload as=style><link href=/js/app.c2c9928d.js rel=preload as=script><link href=/js/chunk-vendors.f428e429.js rel=preload as=script><link href=/css/chunk-vendors.abb36e73.css rel=stylesheet><link href=/css/app.1dc1d4aa.css rel=stylesheet></head><body><noscript><strong>We're sorry but front doesn't work properly without JavaScript enabled. Please enable it to continue.</strong></noscript><div id=app></div><script src=/js/chunk-vendors.f428e429.js></script><script src=/js/app.c2c9928d.js></script></body></html>
\ No newline at end of file

 <template>
 <template>
   <v-sheet>
   <v-sheet>
+    <v-overlay v-model="loadingProcess">
+      <v-progress-circular :size="120" width="10" color="primary" indeterminate></v-progress-circular>
+      <div style="color: #ffffff; font-size: 18px; margin-top: 10px">Analyzing Your Video...</div>
+    </v-overlay>
     <v-layout justify-center>
     <v-layout justify-center>
       <v-flex xs12 sm8 md6 lg4>
       <v-flex xs12 sm8 md6 lg4>
         <v-row justify="center" class="mx-0 mt-12">
         <v-row justify="center" class="mx-0 mt-12">
@@ -109,7 +113,7 @@ export default {
       generatedTag: [],
       generatedTag: [],
       successDialog: false,
       successDialog: false,
       errorDialog: false,
       errorDialog: false,
-      loading: false,
+      loadingProcess: false,
     };
     };
   },
   },
   created() {
   created() {
@@ -120,12 +124,12 @@ export default {
   methods: {
   methods: {
     loadVideoInfo() {},
     loadVideoInfo() {},
     uploadVideo(files) {
     uploadVideo(files) {
-      console.log(files[0]);
+      this.loadingProcess = true;
       const formData = new FormData();
       const formData = new FormData();
       formData.append('file', files[0]);
       formData.append('file', files[0]);
       this.$axios.post('/upload', formData, { headers: { 'Content-Type': 'multipart/form-data' } })
       this.$axios.post('/upload', formData, { headers: { 'Content-Type': 'multipart/form-data' } })
         .then((r) => {
         .then((r) => {
-          this.loading = true;
+          this.loadingProcess = false;
           console.log(r);
           console.log(r);
         })
         })
         .catch((e) => {
         .catch((e) => {