Add application file

.idea/.gitignore

@@ -0,0 +1,3 @@
+# Default ignored files
+/shelf/
+/workspace.xml

.idea/JarvisAI-Intent-Classification-Bert-Base-Cased.iml

@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>

.idea/inspectionProfiles/Project_Default.xml

@@ -0,0 +1,105 @@
+<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="84">
+            <item index="0" class="java.lang.String" itemvalue="absl-py" />
+            <item index="1" class="java.lang.String" itemvalue="google-pasta" />
+            <item index="2" class="java.lang.String" itemvalue="protobuf" />
+            <item index="3" class="java.lang.String" itemvalue="tensorflow-estimator" />
+            <item index="4" class="java.lang.String" itemvalue="tzlocal" />
+            <item index="5" class="java.lang.String" itemvalue="joblib" />
+            <item index="6" class="java.lang.String" itemvalue="threadpoolctl" />
+            <item index="7" class="java.lang.String" itemvalue="opt-einsum" />
+            <item index="8" class="java.lang.String" itemvalue="scikit-learn" />
+            <item index="9" class="java.lang.String" itemvalue="python-dateutil" />
+            <item index="10" class="java.lang.String" itemvalue="cycler" />
+            <item index="11" class="java.lang.String" itemvalue="gast" />
+            <item index="12" class="java.lang.String" itemvalue="pycparser" />
+            <item index="13" class="java.lang.String" itemvalue="pyasn1-modules" />
+            <item index="14" class="java.lang.String" itemvalue="appdirs" />
+            <item index="15" class="java.lang.String" itemvalue="docopt" />
+            <item index="16" class="java.lang.String" itemvalue="filelock" />
+            <item index="17" class="java.lang.String" itemvalue="Js2Py" />
+            <item index="18" class="java.lang.String" itemvalue="certifi" />
+            <item index="19" class="java.lang.String" itemvalue="oauthlib" />
+            <item index="20" class="java.lang.String" itemvalue="astunparse" />
+            <item index="21" class="java.lang.String" itemvalue="lxml" />
+            <item index="22" class="java.lang.String" itemvalue="soupsieve" />
+            <item index="23" class="java.lang.String" itemvalue="pyparsing" />
+            <item index="24" class="java.lang.String" itemvalue="Markdown" />
+            <item index="25" class="java.lang.String" itemvalue="beautifulsoup4" />
+            <item index="26" class="java.lang.String" itemvalue="SpeechRecognition" />
+            <item index="27" class="java.lang.String" itemvalue="tokenizers" />
+            <item index="28" class="java.lang.String" itemvalue="JarvisAI" />
+            <item index="29" class="java.lang.String" itemvalue="opencv-contrib-python" />
+            <item index="30" class="java.lang.String" itemvalue="transformers" />
+            <item index="31" class="java.lang.String" itemvalue="sacremoses" />
+            <item index="32" class="java.lang.String" itemvalue="Werkzeug" />
+            <item index="33" class="java.lang.String" itemvalue="h5py" />
+            <item index="34" class="java.lang.String" itemvalue="wrapt" />
+            <item index="35" class="java.lang.String" itemvalue="audioread" />
+            <item index="36" class="java.lang.String" itemvalue="kiwisolver" />
+            <item index="37" class="java.lang.String" itemvalue="typing-extensions" />
+            <item index="38" class="java.lang.String" itemvalue="click" />
+            <item index="39" class="java.lang.String" itemvalue="regex" />
+            <item index="40" class="java.lang.String" itemvalue="tensorboard" />
+            <item index="41" class="java.lang.String" itemvalue="pyjokes" />
+            <item index="42" class="java.lang.String" itemvalue="matplotlib" />
+            <item index="43" class="java.lang.String" itemvalue="resampy" />
+            <item index="44" class="java.lang.String" itemvalue="librosa" />
+            <item index="45" class="java.lang.String" itemvalue="gTTS" />
+            <item index="46" class="java.lang.String" itemvalue="idna" />
+            <item index="47" class="java.lang.String" itemvalue="rsa" />
+            <item index="48" class="java.lang.String" itemvalue="decorator" />
+            <item index="49" class="java.lang.String" itemvalue="cffi" />
+            <item index="50" class="java.lang.String" itemvalue="auto-face-recognition" />
+            <item index="51" class="java.lang.String" itemvalue="llvmlite" />
+            <item index="52" class="java.lang.String" itemvalue="numpy" />
+            <item index="53" class="java.lang.String" itemvalue="pyasn1" />
+            <item index="54" class="java.lang.String" itemvalue="requests" />
+            <item index="55" class="java.lang.String" itemvalue="requests-oauthlib" />
+            <item index="56" class="java.lang.String" itemvalue="Keras-Preprocessing" />
+            <item index="57" class="java.lang.String" itemvalue="tensorflow" />
+            <item index="58" class="java.lang.String" itemvalue="tensorboard-plugin-wit" />
+            <item index="59" class="java.lang.String" itemvalue="lazyme" />
+            <item index="60" class="java.lang.String" itemvalue="pySmartDL" />
+            <item index="61" class="java.lang.String" itemvalue="urllib3" />
+            <item index="62" class="java.lang.String" itemvalue="wikipedia" />
+            <item index="63" class="java.lang.String" itemvalue="scipy" />
+            <item index="64" class="java.lang.String" itemvalue="six" />
+            <item index="65" class="java.lang.String" itemvalue="google-auth-oauthlib" />
+            <item index="66" class="java.lang.String" itemvalue="SoundFile" />
+            <item index="67" class="java.lang.String" itemvalue="packaging" />
+            <item index="68" class="java.lang.String" itemvalue="torch" />
+            <item index="69" class="java.lang.String" itemvalue="pooch" />
+            <item index="70" class="java.lang.String" itemvalue="chardet" />
+            <item index="71" class="java.lang.String" itemvalue="tqdm" />
+            <item index="72" class="java.lang.String" itemvalue="termcolor" />
+            <item index="73" class="java.lang.String" itemvalue="playsound" />
+            <item index="74" class="java.lang.String" itemvalue="cachetools" />
+            <item index="75" class="java.lang.String" itemvalue="grpcio" />
+            <item index="76" class="java.lang.String" itemvalue="pytz" />
+            <item index="77" class="java.lang.String" itemvalue="PyPrind" />
+            <item index="78" class="java.lang.String" itemvalue="pipwin" />
+            <item index="79" class="java.lang.String" itemvalue="google-auth" />
+            <item index="80" class="java.lang.String" itemvalue="Pillow" />
+            <item index="81" class="java.lang.String" itemvalue="pyjsparser" />
+            <item index="82" class="java.lang.String" itemvalue="pyaudio" />
+            <item index="83" class="java.lang.String" itemvalue="h11" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+    <inspection_tool class="PyUnresolvedReferencesInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredIdentifiers">
+        <list>
+          <option value="language" />
+          <option value="random.random.choice" />
+        </list>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>

.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>

.idea/misc.xml

@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.9 (pythonProject)" project-jdk-type="Python SDK" />
+</project>

.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/JarvisAI-Intent-Classification-Bert-Base-Cased.iml" filepath="$PROJECT_DIR$/.idea/JarvisAI-Intent-Classification-Bert-Base-Cased.iml" />
+    </modules>
+  </component>
+</project>

.idea/vcs.xml

@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$" vcs="Git" />
+  </component>
+</project>

app.py

@@ -0,0 +1,21 @@
+import gradio as gr
+import tensorflow as tf
+from transformers import AutoTokenizer, TFAutoModelForSequenceClassification, TextClassificationPipeline
+
+tokenizer = AutoTokenizer.from_pretrained("dipesh/Intent-Classification-Bert-Base-Cased")
+
+model = TFAutoModelForSequenceClassification.from_pretrained("dipesh/Intent-Classification-Bert-Base-Cased")
+
+intent_classifier = TextClassificationPipeline(model=model, tokenizer=tokenizer, return_all_scores=False,
+                                               framework='tf')
+
+
+def predict(input_text):
+    ans = intent_classifier(input_text)
+    return ans[0]['label']
+
+
+predict("hello")
+
+iface = gr.Interface(fn=predict, inputs="text", outputs="text")
+iface.launch()

requirements.txt

@@ -0,0 +1,2 @@
+tensorflow==2.7.0
+transformers==4.16.2