diff --git a/.idea/.gitignore b/.idea/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..26d33521af10bcc7fd8cea344038eaaeb78d0ef5
--- /dev/null
+++ b/.idea/.gitignore
@@ -0,0 +1,3 @@
+# Default ignored files
+/shelf/
+/workspace.xml
diff --git a/.idea/asr-test.iml b/.idea/asr-test.iml
new file mode 100644
index 0000000000000000000000000000000000000000..94ee25793569b5d8309754955647b9bd69a3728d
--- /dev/null
+++ b/.idea/asr-test.iml
@@ -0,0 +1,10 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$">
+      <excludeFolder url="file://$MODULE_DIR$/venv" />
+    </content>
+    <orderEntry type="jdk" jdkName="Python 3.8 (asr-test)" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 0000000000000000000000000000000000000000..a52c3a3349fc8a4fd5f996da4b7620f40f3e4753
--- /dev/null
+++ b/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,136 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <value>
+          <list size="123">
+            <item index="0" class="java.lang.String" itemvalue="pydantic_core" />
+            <item index="1" class="java.lang.String" itemvalue="email_validator" />
+            <item index="2" class="java.lang.String" itemvalue="typing_extensions" />
+            <item index="3" class="java.lang.String" itemvalue="altgraph" />
+            <item index="4" class="java.lang.String" itemvalue="httpx" />
+            <item index="5" class="java.lang.String" itemvalue="scikit-learn" />
+            <item index="6" class="java.lang.String" itemvalue="nvidia-cuda-cupti-cu12" />
+            <item index="7" class="java.lang.String" itemvalue="PyYAML" />
+            <item index="8" class="java.lang.String" itemvalue="nvidia-cufft-cu12" />
+            <item index="9" class="java.lang.String" itemvalue="pickleshare" />
+            <item index="10" class="java.lang.String" itemvalue="executing" />
+            <item index="11" class="java.lang.String" itemvalue="markdown-it-py" />
+            <item index="12" class="java.lang.String" itemvalue="ftfy" />
+            <item index="13" class="java.lang.String" itemvalue="Pygments" />
+            <item index="14" class="java.lang.String" itemvalue="starlette" />
+            <item index="15" class="java.lang.String" itemvalue="nvidia-cuda-runtime-cu12" />
+            <item index="16" class="java.lang.String" itemvalue="uvicorn" />
+            <item index="17" class="java.lang.String" itemvalue="comm" />
+            <item index="18" class="java.lang.String" itemvalue="pydantic" />
+            <item index="19" class="java.lang.String" itemvalue="transformers" />
+            <item index="20" class="java.lang.String" itemvalue="pexpect" />
+            <item index="21" class="java.lang.String" itemvalue="click" />
+            <item index="22" class="java.lang.String" itemvalue="ipykernel" />
+            <item index="23" class="java.lang.String" itemvalue="contourpy" />
+            <item index="24" class="java.lang.String" itemvalue="psutil" />
+            <item index="25" class="java.lang.String" itemvalue="pyinstaller-hooks-contrib" />
+            <item index="26" class="java.lang.String" itemvalue="jedi" />
+            <item index="27" class="java.lang.String" itemvalue="nvidia-cublas-cu12" />
+            <item index="28" class="java.lang.String" itemvalue="pure-eval" />
+            <item index="29" class="java.lang.String" itemvalue="regex" />
+            <item index="30" class="java.lang.String" itemvalue="asttokens" />
+            <item index="31" class="java.lang.String" itemvalue="platformdirs" />
+            <item index="32" class="java.lang.String" itemvalue="matplotlib" />
+            <item index="33" class="java.lang.String" itemvalue="httpcore" />
+            <item index="34" class="java.lang.String" itemvalue="idna" />
+            <item index="35" class="java.lang.String" itemvalue="networkx" />
+            <item index="36" class="java.lang.String" itemvalue="nvidia-nvjitlink-cu12" />
+            <item index="37" class="java.lang.String" itemvalue="nvidia-cusparse-cu12" />
+            <item index="38" class="java.lang.String" itemvalue="numpy" />
+            <item index="39" class="java.lang.String" itemvalue="requests" />
+            <item index="40" class="java.lang.String" itemvalue="nvidia-nccl-cu12" />
+            <item index="41" class="java.lang.String" itemvalue="sniffio" />
+            <item index="42" class="java.lang.String" itemvalue="seaborn" />
+            <item index="43" class="java.lang.String" itemvalue="stack-data" />
+            <item index="44" class="java.lang.String" itemvalue="zipp" />
+            <item index="45" class="java.lang.String" itemvalue="mdurl" />
+            <item index="46" class="java.lang.String" itemvalue="nest-asyncio" />
+            <item index="47" class="java.lang.String" itemvalue="tenacity" />
+            <item index="48" class="java.lang.String" itemvalue="prompt-toolkit" />
+            <item index="49" class="java.lang.String" itemvalue="xgboost" />
+            <item index="50" class="java.lang.String" itemvalue="websockets" />
+            <item index="51" class="java.lang.String" itemvalue="annotated-types" />
+            <item index="52" class="java.lang.String" itemvalue="importlib_metadata" />
+            <item index="53" class="java.lang.String" itemvalue="scipy" />
+            <item index="54" class="java.lang.String" itemvalue="watchfiles" />
+            <item index="55" class="java.lang.String" itemvalue="tornado" />
+            <item index="56" class="java.lang.String" itemvalue="nvidia-cudnn-cu12" />
+            <item index="57" class="java.lang.String" itemvalue="plotly" />
+            <item index="58" class="java.lang.String" itemvalue="torch" />
+            <item index="59" class="java.lang.String" itemvalue="python-multipart" />
+            <item index="60" class="java.lang.String" itemvalue="pandas" />
+            <item index="61" class="java.lang.String" itemvalue="mpmath" />
+            <item index="62" class="java.lang.String" itemvalue="debugpy" />
+            <item index="63" class="java.lang.String" itemvalue="pytz" />
+            <item index="64" class="java.lang.String" itemvalue="ujson" />
+            <item index="65" class="java.lang.String" itemvalue="traitlets" />
+            <item index="66" class="java.lang.String" itemvalue="protobuf" />
+            <item index="67" class="java.lang.String" itemvalue="emoji" />
+            <item index="68" class="java.lang.String" itemvalue="joblib" />
+            <item index="69" class="java.lang.String" itemvalue="threadpoolctl" />
+            <item index="70" class="java.lang.String" itemvalue="huggingface-hub" />
+            <item index="71" class="java.lang.String" itemvalue="python-dateutil" />
+            <item index="72" class="java.lang.String" itemvalue="python-dotenv" />
+            <item index="73" class="java.lang.String" itemvalue="h11" />
+            <item index="74" class="java.lang.String" itemvalue="cycler" />
+            <item index="75" class="java.lang.String" itemvalue="MarkupSafe" />
+            <item index="76" class="java.lang.String" itemvalue="httptools" />
+            <item index="77" class="java.lang.String" itemvalue="fsspec" />
+            <item index="78" class="java.lang.String" itemvalue="nvidia-cusolver-cu12" />
+            <item index="79" class="java.lang.String" itemvalue="nvidia-curand-cu12" />
+            <item index="80" class="java.lang.String" itemvalue="filelock" />
+            <item index="81" class="java.lang.String" itemvalue="pyzmq" />
+            <item index="82" class="java.lang.String" itemvalue="safetensors" />
+            <item index="83" class="java.lang.String" itemvalue="sentencepiece" />
+            <item index="84" class="java.lang.String" itemvalue="certifi" />
+            <item index="85" class="java.lang.String" itemvalue="anyio" />
+            <item index="86" class="java.lang.String" itemvalue="pyparsing" />
+            <item index="87" class="java.lang.String" itemvalue="sympy" />
+            <item index="88" class="java.lang.String" itemvalue="uvloop" />
+            <item index="89" class="java.lang.String" itemvalue="tokenizers" />
+            <item index="90" class="java.lang.String" itemvalue="dnspython" />
+            <item index="91" class="java.lang.String" itemvalue="nvidia-cuda-nvrtc-cu12" />
+            <item index="92" class="java.lang.String" itemvalue="triton" />
+            <item index="93" class="java.lang.String" itemvalue="jupyter_client" />
+            <item index="94" class="java.lang.String" itemvalue="kiwisolver" />
+            <item index="95" class="java.lang.String" itemvalue="orjson" />
+            <item index="96" class="java.lang.String" itemvalue="fonttools" />
+            <item index="97" class="java.lang.String" itemvalue="backcall" />
+            <item index="98" class="java.lang.String" itemvalue="duckdb" />
+            <item index="99" class="java.lang.String" itemvalue="nvidia-nvtx-cu12" />
+            <item index="100" class="java.lang.String" itemvalue="charset-normalizer" />
+            <item index="101" class="java.lang.String" itemvalue="shellingham" />
+            <item index="102" class="java.lang.String" itemvalue="matplotlib-inline" />
+            <item index="103" class="java.lang.String" itemvalue="ptyprocess" />
+            <item index="104" class="java.lang.String" itemvalue="wcwidth" />
+            <item index="105" class="java.lang.String" itemvalue="jupyter_core" />
+            <item index="106" class="java.lang.String" itemvalue="Jinja2" />
+            <item index="107" class="java.lang.String" itemvalue="urllib3" />
+            <item index="108" class="java.lang.String" itemvalue="pyinstaller" />
+            <item index="109" class="java.lang.String" itemvalue="fastapi-cli" />
+            <item index="110" class="java.lang.String" itemvalue="six" />
+            <item index="111" class="java.lang.String" itemvalue="typer" />
+            <item index="112" class="java.lang.String" itemvalue="importlib_resources" />
+            <item index="113" class="java.lang.String" itemvalue="faiss-cpu" />
+            <item index="114" class="java.lang.String" itemvalue="parso" />
+            <item index="115" class="java.lang.String" itemvalue="tzdata" />
+            <item index="116" class="java.lang.String" itemvalue="ipython" />
+            <item index="117" class="java.lang.String" itemvalue="rich" />
+            <item index="118" class="java.lang.String" itemvalue="sentence-transformers" />
+            <item index="119" class="java.lang.String" itemvalue="packaging" />
+            <item index="120" class="java.lang.String" itemvalue="tqdm" />
+            <item index="121" class="java.lang.String" itemvalue="fastapi" />
+            <item index="122" class="java.lang.String" itemvalue="pillow" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000000000000000000000000000000000000..105ce2da2d6447d11dfe32bfb846c3d5b199fc99
--- /dev/null
+++ b/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000000000000000000000000000000000000..28b0dd4f2cda51ba4121f0331633d84d88e2a3ba
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="Black">
+    <option name="sdkName" value="Python 3.8 (asr-test)" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.8 (asr-test)" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000000000000000000000000000000000000..3c2a80f0d3bcdb0b0c96f52705a9b5f10e491718
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/asr-test.iml" filepath="$PROJECT_DIR$/.idea/asr-test.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000000000000000000000000000000000000..35eb1ddfbbc029bcab630581847471d7f238ec53
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/app.py b/app.py
index b77442456043cc218b90ec67ea09fae33c3118f2..c771df9ec8c2a794dc0d44d87a44ec8085f95073 100644
--- a/app.py
+++ b/app.py
@@ -1,25 +1,50 @@
+import os
 import gradio as gr
-# import os
-# os.environ.get("HF_REPO_ID")
-# Define the function that will process the audio input
-def process_audio(audio):
-    # Here you can add your audio processing code
-    return f"Received audio file: {audio}"
+import librosa
+import torch
+import torchaudio
+import numpy as np
+
+from transformers import WhisperTokenizer
+from transformers import WhisperProcessor
+from transformers import WhisperFeatureExtractor
+from transformers import WhisperForConditionalGeneration
+
+device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
+
+model_path = os.environ.get("HF_REPO_ID")
+access_token = os.environ.get("HF_TOKEN")
+
+feature_extractor = WhisperFeatureExtractor.from_pretrained(model_path, token=access_token)
+tokenizer = WhisperTokenizer.from_pretrained(model_path, token=access_token)
+processor = WhisperProcessor.from_pretrained(model_path, token=access_token)
+model = WhisperForConditionalGeneration.from_pretrained(model_path, token=access_token).to(device)
+
+
+def transcribe_audio(file_path):
+    speech_array, sampling_rate = torchaudio.load(file_path, format="wav")
+    speech_array = speech_array[0].numpy()
+    speech_array = librosa.resample(np.asarray(speech_array), orig_sr=sampling_rate, target_sr=16000)
+    input_features = feature_extractor(speech_array, sampling_rate=16000, return_tensors="pt").input_features
+
+    # batch = processor.feature_extractor.pad(input_features, return_tensors="pt")
+    predicted_ids = model.generate(inputs=input_features.to(device))[0]
+
+    transcription = processor.decode(predicted_ids, skip_special_tokens=True)
+
+    return transcription
+
 
 # Create a list of example audio files
-examples = [
-    ["https://huggingface.co/MedAiHealth/BanglaASR-MedAI/resolve/main/wav/sample_1.wav"],
-    ["https://huggingface.co/MedAiHealth/BanglaASR-MedAI/resolve/main/wav/sample_2.wav"],
-    ["https://huggingface.co/MedAiHealth/BanglaASR-MedAI/resolve/main/wav/sample_3.wav"]
-]
+examples = [f"test_sample/{x}" for x in os.listdir("test_sample")]
 
 # Create the Gradio interface
 interface = gr.Interface(
-    fn=process_audio,
+    fn=transcribe_audio,
     inputs=gr.Audio(sources="microphone", type="filepath"),
     outputs=gr.Textbox(),
     examples=examples
 )
 
 # Launch the interface
-interface.launch()
\ No newline at end of file
+interface.launch()
diff --git a/test_sample/2022_05_23-05_20_09.544938_file_file.wav b/test_sample/2022_05_23-05_20_09.544938_file_file.wav
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