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2023-029
2023-029
Commits
c04b4771
Commit
c04b4771
authored
Aug 30, 2023
by
Sumudu-Himasha-Ranaweera
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fix: update
desc : update project
parent
a35b6b73
Changes
3
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3 changed files
with
106 additions
and
109 deletions
+106
-109
Project/Backend/Server_Python/controllers/translate_controler.py
.../Backend/Server_Python/controllers/translate_controler.py
+14
-18
Project/Backend/Server_Python/main.py
Project/Backend/Server_Python/main.py
+92
-91
Project/Backend/Server_Python/resources/audio.wav
Project/Backend/Server_Python/resources/audio.wav
+0
-0
No files found.
Project/Backend/Server_Python/controllers/translate_controler.py
View file @
c04b4771
import
base64
import
os
import
cv2
from
fastapi
import
APIRouter
,
File
,
HTTPException
,
UploadFile
from
fastapi
import
APIRouter
,
File
,
HTTPException
,
UploadFile
import
numpy
as
np
from
pydantic
import
BaseModel
import
tensorflow
as
tf
...
...
@@ -14,11 +14,14 @@ from utils import mappings
router
=
APIRouter
()
logger
=
setup_logger
()
class
ImageRequest
(
BaseModel
):
image
:
UploadFile
# Load your Keras model
model
=
tf
.
keras
.
models
.
load_model
(
'../ML_Models/sign_language_to_text/models/sign_language_model.h5'
)
# model = tf.keras.models.load_model('../ML_Models/sign_language_to_text/models/sign_language_model.h5')
model
=
None
CLASSES
=
mappings
.
classes
NUM_CLASSES
=
len
(
mappings
.
classes
)
# number of classes
IMG_SIZE
=
224
# image size
...
...
@@ -30,7 +33,6 @@ prediction_service = SignLanguagePredictionService(model, CLASSES, mappings)
@
router
.
post
(
"/upload/video"
)
async
def
upload_video
(
video
:
UploadFile
=
File
(
...
)):
try
:
file_location
=
f
"files/{video.filename}"
with
open
(
file_location
,
"wb"
)
as
file
:
file
.
write
(
video
.
file
.
read
())
...
...
@@ -38,28 +40,22 @@ async def upload_video(video: UploadFile = File(...)):
return
{
"text"
:
"ආආආආආආආ"
}
except
Exception
as
e
:
logger
.
info
(
f
"Failed to upload file. {e}"
)
raise
HTTPException
(
status_code
=
500
,
detail
=
"Failed to upload the video"
)
raise
HTTPException
(
status_code
=
500
,
detail
=
"Failed to upload the video"
)
@
router
.
post
(
'/predict-sign-language/image'
)
@
router
.
post
(
"/predict-sign-language/image"
)
def
predict_using_image
(
image_request
:
UploadFile
=
File
(
...
)):
try
:
return
prediction_service
.
predict_sign_language
(
image_request
)
except
Exception
as
e
:
logger
.
info
(
f
"Error. {e}"
)
raise
HTTPException
(
status_code
=
500
,
detail
=
"Request Failed."
)
@
router
.
post
(
'/predict-sign-language/video'
)
raise
HTTPException
(
status_code
=
500
,
detail
=
"Request Failed."
)
@
router
.
post
(
"/predict-sign-language/video"
)
def
predict_using_video
(
video_request
:
UploadFile
=
File
(
...
)):
try
:
return
prediction_service
.
predict_sign_language_video
(
video_request
)
except
Exception
as
e
:
logger
.
info
(
f
"Error. {e}"
)
raise
HTTPException
(
status_code
=
500
,
detail
=
"Request Failed."
)
\ No newline at end of file
raise
HTTPException
(
status_code
=
500
,
detail
=
"Request Failed."
)
Project/Backend/Server_Python/main.py
View file @
c04b4771
...
...
@@ -4,6 +4,22 @@ from fastapi.responses import RedirectResponse
from
fastapi.middleware.cors
import
CORSMiddleware
from
core
import
setup_logger
import
io
import
os
import
subprocess
import
tkinter
as
tk
import
urllib.parse
from
tkinter
import
filedialog
,
messagebox
,
scrolledtext
from
typing
import
List
import
moviepy.editor
as
mp
import
requests
import
speech_recognition
as
sr
from
bson
import
ObjectId
from
fastapi
import
FastAPI
,
File
,
UploadFile
from
fastapi.responses
import
JSONResponse
app
=
FastAPI
()
logger
=
setup_logger
()
...
...
@@ -33,94 +49,79 @@ async def root():
return
RedirectResponse
(
url
)
# import io
# import os
# import subprocess
# import tkinter as tk
# import urllib.parse
# from tkinter import filedialog, messagebox, scrolledtext
# from typing import List
# import moviepy.editor as mp
# import requests
# import speech_recognition as sr
# from bson import ObjectId
# from fastapi import FastAPI, File, UploadFile
# from fastapi.responses import JSONResponse
# # Define a dictionary to map Sinhala Unicode to integers
# unicode_to_int_mapping = {"මම": 1, "හෙට": 2, "යනවා": 3, "මං": 4}
# def translate_text(text, target_language):
# url = "https://translate.googleapis.com/translate_a/single"
# params = {
# "client": "gtx",
# "sl": "auto",
# "tl": target_language,
# "dt": "t",
# "q": text,
# }
# response = requests.get(url, params=params)
# translation_data = response.json()
# translated_text = translation_data[0][0][0]
# return translated_text
# # send to service.py
# def send_to_service(translated_integer_si):
# url = "http://127.0.0.1:8000/translated_items/"
# data = {
# "translated_integer_si": translated_integer_si,
# }
# response = requests.post(url, json=data)
# if response.status_code == 200:
# print("Data sent to server successfully")
# else:
# print("Failed to send data to server")
# @app.get("/rest_pyton/welcome")
# async def root():
# return {"message": "Hello, World!"}
# @app.post("/rest_pyton/uploaded_video")
# async def uploaded_video(file: UploadFile = File(...)):
# try:
# # Process the uploaded video
# video_content = await file.read()
# temp_video_path = "temp_video.mp4"
# with open(temp_video_path, "wb") as temp_video_file:
# temp_video_file.write(video_content)
# audio_save_path = "audio.wav"
# video = mp.VideoFileClip(temp_video_path)
# audio = video.audio
# audio.write_audiofile(audio_save_path)
# r = sr.Recognizer()
# with sr.AudioFile(audio_save_path) as source:
# audio = r.record(source)
# recognized_text = r.recognize_google(audio, language="si-LK")
# translated_text_si = translate_text(recognized_text, "si")
# translated_text_en = translate_text(recognized_text, "en")
# translated_integer_si = " ".join(
# str(unicode_to_int_mapping.get(word, 0))
# for word in translated_text_si.split()
# )
# print("Translated Integer (Si):", translated_integer_si)
# send_to_service(translated_integer_si)
# return JSONResponse(
# content={
# "translated_text_si": translated_text_si,
# "translated_text_en": translated_text_en,
# }
# )
# # return JSONResponse(content={"translated_text_si": "test"})
# except Exception as e:
# return JSONResponse(content={"error": str(e)}, status_code=500)
# Define a dictionary to map Sinhala Unicode to integers
unicode_to_int_mapping
=
{
"මම"
:
1
,
"හෙට"
:
2
,
"යනවා"
:
3
,
"මං"
:
4
}
def
translate_text
(
text
,
target_language
):
url
=
"https://translate.googleapis.com/translate_a/single"
params
=
{
"client"
:
"gtx"
,
"sl"
:
"auto"
,
"tl"
:
target_language
,
"dt"
:
"t"
,
"q"
:
text
,
}
response
=
requests
.
get
(
url
,
params
=
params
)
translation_data
=
response
.
json
()
translated_text
=
translation_data
[
0
][
0
][
0
]
return
translated_text
# send to service.py
def
send_to_service
(
translated_integer_si
):
url
=
"http://127.0.0.1:8000/translated_items/"
data
=
{
"translated_integer_si"
:
translated_integer_si
,
}
response
=
requests
.
post
(
url
,
json
=
data
)
if
response
.
status_code
==
200
:
print
(
"Data sent to server successfully"
)
else
:
print
(
"Failed to send data to server"
)
@
app
.
get
(
"/rest_pyton/welcome"
)
async
def
root
():
return
{
"message"
:
"Hello, World!"
}
@
app
.
post
(
"/rest_pyton/uploaded_video"
)
async
def
uploaded_video
(
file
:
UploadFile
=
File
(
...
)):
try
:
# Process the uploaded video
video_content
=
await
file
.
read
()
temp_video_path
=
"C:/Users/himashara/Documents/SLIIT/1 SEMESTER/Research Project - IT4010/Research Project/2023-029/Project/Backend/Server_Python/resources/temp_video.mp4"
with
open
(
temp_video_path
,
"wb"
)
as
temp_video_file
:
temp_video_file
.
write
(
video_content
)
audio_save_path
=
"C:/Users/himashara/Documents/SLIIT/1 SEMESTER/Research Project - IT4010/Research Project/2023-029/Project/Backend/Server_Python/resources/audio.wav"
video
=
mp
.
VideoFileClip
(
temp_video_path
)
audio
=
video
.
audio
audio
.
write_audiofile
(
audio_save_path
)
r
=
sr
.
Recognizer
()
with
sr
.
AudioFile
(
audio_save_path
)
as
source
:
audio
=
r
.
record
(
source
)
recognized_text
=
r
.
recognize_google
(
audio
,
language
=
"si-LK"
)
translated_text_si
=
translate_text
(
recognized_text
,
"si"
)
translated_text_en
=
translate_text
(
recognized_text
,
"en"
)
translated_integer_si
=
" "
.
join
(
str
(
unicode_to_int_mapping
.
get
(
word
,
0
))
for
word
in
translated_text_si
.
split
()
)
print
(
"Translated Integer (Si):"
,
translated_integer_si
)
# send_to_service(translated_integer_si)
return
JSONResponse
(
content
=
{
"translated_text_si"
:
translated_text_si
,
"translated_text_en"
:
translated_text_en
,
}
)
# return JSONResponse(content={"translated_text_si": "test"})
except
Exception
as
e
:
return
JSONResponse
(
content
=
{
"error"
:
str
(
e
)},
status_code
=
500
)
Project/Backend/Server_Python/resources/audio.wav
0 → 100644
View file @
c04b4771
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