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Commit 0594730e authored by Sumudu-Himasha-Ranaweera's avatar Sumudu-Himasha-Ranaweera
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Merge branch 'master' into IT20251000

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Project/Backend/ML_Models/Emotion_Detection_Model/emotion_model.json 0 → 100644
View file @ 0594730e
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\ No newline at end of file
Project/Backend/ML_Models/Emotion_Detection_Model/haarcascade_frontalface_default.xml 0 → 100644
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tr46 "^3.0.0"
webidl-conversions "^7.0.0"
xtend@^4.0.0:
version "4.0.2"
resolved "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz"
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yallist@^4.0.0:
version "4.0.0"
resolved "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz"
integrity sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==
Project/Backend/Server_Python/controllers/audio_detect_controler.py 0 → 100644
View file @ 0594730e
from fastapi import APIRouter,FastAPI, UploadFile ,File,HTTPException
from fastapi.responses import FileResponse
import os
from core.logger import setup_logger
from services.audio_detect_service import EmotionPredictionService
import tensorflow as tf
app = FastAPI()
router = APIRouter()
audio: UploadFile
logger = setup_logger()
model = tf.keras.models.load_model('../ML_Models/Emotion_Detection_Model/mymodel.h5')
prediction_service = EmotionPredictionService(model)
@router.post("/upload_emotion/audio", tags=["Emotion Detection"])
async def upload_audio(audio: UploadFile = File(...)):
try:
file_location = f"files/emotion/audio/{audio.filename}"
with open(file_location, "wb") as file:
file.write(audio.file.read())
return {"text": "OK"}
except Exception as e:
logger.info(f"Failed to upload file. {e}")
raise HTTPException(
status_code=500,
detail="Failed to upload the audio"
)
@router.post('/predict_emotion/audio', tags=["Emotion Detection"])
def predict_using_audio(audio_request: UploadFile = File(...)):
try:
return prediction_service.predict_emotion_detection_audio_new(audio_request)
except Exception as e:
logger.info(f"Error. {e}")
raise HTTPException(
status_code=500,
detail="Request Failed."
)
Project/Backend/Server_Python/controllers/video_detect_controler.py 0 → 100644
View file @ 0594730e
from fastapi import APIRouter,FastAPI, UploadFile ,File,HTTPException
from fastapi.responses import FileResponse
from keras.models import model_from_json
import os
from core.logger import setup_logger
from services.video_detection_service import EmotionPredictionService
import tensorflow as tf
import os
# Get the absolute path to the 'model' directory
model_directory = os.path.abspath('model')
# Construct the absolute path to 'emotion_model.json'
json_file_path = os.path.join(model_directory, 'emotion_model.json')
# Open the JSON file
# json_file = open(json_file_path, 'r')
app = FastAPI()
router = APIRouter()
video: UploadFile
logger = setup_logger()
# Load emotion detection model
json_file = open('../ML_Models/Emotion_Detection_Model/emotion_model.json', 'r')
loaded_model_json = json_file.read()
json_file.close()
emotion_model = model_from_json(loaded_model_json)
emotion_model.load_weights("../ML_Models/Emotion_Detection_Model/emotion_model.h5")
prediction_service = EmotionPredictionService(emotion_model)
@router.post("/upload_emotion/video", tags=["Emotion Detection"])
async def upload_video(video: UploadFile = File(...)):
try:
file_location = f"files/emotion/video/{video.filename}"
with open(file_location, "wb") as file:
file.write(video.file.read())
return {"text": "OK2"}
except Exception as e:
logger.info(f"Failed to upload file. {e}")
raise HTTPException(
status_code=500,
detail="Failed to upload the video"
)
@router.post('/predict_emotion/video', tags=["Emotion Detection"])
def predict_using_video(video_request: UploadFile = File(...)):
try:
return prediction_service.predict_emotion_detection_video_new(video_request= video_request)
return {"text": "OK5"}
except Exception as e:
logger.info(f"Error. {e}")
raise HTTPException(
status_code=500,
detail="Request Failed."
)
Project/Backend/Server_Python/main.py
View file @ 0594730e
......@@ -3,6 +3,8 @@ from controllers import (
translate_controler,
users_controller,
video_to_sign_language_controller,
audio_detect_controler,
video_detect_controler
)
from fastapi.responses import RedirectResponse
from fastapi.middleware.cors import CORSMiddleware
......@@ -42,6 +44,8 @@ logger = setup_logger()
app.include_router(users_controller.router)
app.include_router(translate_controler.router)
app.include_router(video_to_sign_language_controller.router)
app.include_router(audio_detect_controler.router)
app.include_router(video_detect_controler.router)
# Add cores middleware
......
Project/Backend/Server_Python/requirements.txt
View file @ 0594730e
......@@ -8,3 +8,4 @@ SpeechRecognition==3.10.0
tk==0.1.0
requests==2.31.0
pymongo==4.5.0
librosa==0.10.1
\ No newline at end of file
Project/Backend/Server_Python/services/audio_detect_service.py 0 → 100644
View file @ 0594730e
# from fastapi.types import ModelNameMap
# from sklearn import model_selection
# import tensorflow as tf
import numpy as np
import librosa
from fastapi import HTTPException, UploadFile
from typing import Dict
import os
from core.logger import setup_logger
logger = setup_logger()
class EmotionPredictionService:
def __init__(self, model):
self.model = model
def predict_emotion_detection_audio(self,audio_request: UploadFile) -> Dict[str, str]:
try:
# Create a temporary file to save the audio
audio_location = f"files/emotion/audio/{audio_request.filename}"
with open(audio_location, "wb") as file:
file.write(audio_request.file.read())
# Load the audio data from the saved file
y, sr = librosa.load(audio_location)
mfccs = np.mean(librosa.feature.mfcc(y=y, sr=sr, n_mfcc=40).T, axis=0)
test_point = np.reshape(mfccs, newshape=(1, 40, 1))
predictions = self.model.predict(test_point)
emotions = {
1: 'neutral', 2: 'calm', 3: 'happy', 4: 'sad',
5: 'angry', 6: 'fearful', 7: 'disgust', 8: 'surprised'
}
predicted_emotion = emotions[np.argmax(predictions[0]) + 1]
return {"predicted_emotion": predicted_emotion}
except Exception as e:
logger.error(f"Failed to make predictions. {str(e)}")
raise HTTPException(
status_code=500,
detail=f"Failed to make predictions. Error: {str(e)}"
)
def predict_emotion_detection_audio_new(self, audio_request: UploadFile) -> Dict[str, str]:
try:
# Create a temporary file to save the audio
audio_location = f"files/emotion/audio/{audio_request.filename}"
with open(audio_location, "wb") as file:
file.write(audio_request.file.read())
# Load the audio data from the saved file
y, sr = librosa.load(audio_location)
mfccs = np.mean(librosa.feature.mfcc(y=y, sr=sr, n_mfcc=40).T, axis=0)
test_point = np.reshape(mfccs, newshape=(1, 40, 1))
predictions = self.model.predict(test_point)
emotions = {
1: 'neutral', 2: 'calm', 3: 'happy', 4: 'sad',
5: 'angry', 6: 'fearful', 7: 'disgust', 8: 'surprised'
}
predicted_emotion = emotions[np.argmax(predictions[0]) + 1]
return {"predicted_emotion": predicted_emotion}
except Exception as e:
logger.error(f"Failed to make predictions. {str(e)}")
raise HTTPException(
status_code=500,
detail=f"Failed to make predictions. Error: {str(e)}"
)
Project/Backend/Server_Python/services/video_detection_service.py 0 → 100644
View file @ 0594730e
from fastapi import FastAPI, UploadFile, HTTPException
from typing import Dict
import cv2
import numpy as np
from keras.models import model_from_json
import os
app = FastAPI()
from core.logger import setup_logger
logger = setup_logger()
# Define the emotion labels
emotion_dict = {0: "Angry", 1: "Disgusted", 2: "Fearful", 3: "Happy", 4: "Neutral", 5: "Sad", 6: "Surprised"}
# Load the emotion detection model
json_file = open('../ML_Models/Emotion_Detection_Model/emotion_model.json', 'r')
loaded_model_json = json_file.read()
json_file.close()
emotion_model = model_from_json(loaded_model_json)
emotion_model.load_weights("../ML_Models/Emotion_Detection_Model/emotion_model.h5")
class EmotionPredictionService:
def __init__(self, model):
self.model = model
def predict_emotion_detection_video(video_request: UploadFile) -> Dict[str, str]:
try:
# Create a temporary file to save the video
video_location = f"files/emotion/video/{video_request.filename}"
with open(video_location, "wb") as file:
file.write(video_request.file.read())
# Initialize video capture
cap = cv2.VideoCapture(video_location)
if not cap.isOpened():
raise HTTPException(
status_code=400,
detail="Failed to open video file."
)
predicted_emotions = []
while True:
ret, frame = cap.read()
if not ret:
break
emotions = predict_emotion_from_frame(frame)
predicted_emotions.extend(emotions)
cap.release()
os.remove(video_location)
return {"predicted_emotions": predicted_emotions}
except Exception as e:
logger.error(f"Failed to make predictions. {str(e)}")
raise HTTPException(
status_code=500,
detail=f"Failed to make predictions. Error: {str(e)}"
)
def predict_emotion_detection_video_new(self,video_request: UploadFile) -> Dict[str, str]:
try:
# Create a temporary file to save the video
video_location = f"files/emotion/video/{video_request.filename}"
with open(video_location, "wb") as file:
file.write(video_request.file.read())
# Initialize video capture
cap = cv2.VideoCapture(video_location)
if not cap.isOpened():
raise HTTPException(
status_code=400,
detail="Failed to open video file."
)
predicted_emotions = []
while True:
ret, frame = cap.read()
if not ret:
break
emotions = predict_emotion_from_frame(frame)
predicted_emotions.extend(emotions)
cap.release()
os.remove(video_location)
return {"predicted_emotions": predicted_emotions}
except Exception as e:
logger.error(f"Failed to make predictions. {str(e)}")
raise HTTPException(
status_code=500,
detail=f"Failed to make predictions. Error: {str(e)}"
)
# Function to predict emotion from a video frame
def predict_emotion_from_frame(frame):
gray_frame = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
face_detector = cv2.CascadeClassifier('../ML_Models/Emotion_Detection_Model/haarcascade_frontalface_default.xml')
num_faces = face_detector.detectMultiScale(gray_frame, scaleFactor=1.3, minNeighbors=5)
emotions = []
for (x, y, w, h) in num_faces:
roi_gray_frame = gray_frame[y:y + h, x:x + w]
cropped_img = np.expand_dims(np.expand_dims(cv2.resize(roi_gray_frame, (48, 48)), -1), 0)
emotion_prediction = emotion_model.predict(cropped_img)
maxindex = int(np.argmax(emotion_prediction))
emotions.append(emotion_dict[maxindex])
return emotions
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