DarylMaxime
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Upload 6 files
Browse filesLet's try using this app
- README.md +13 -0
- gitattributes +35 -0
- main_app.py +184 -0
- package-lock.json +395 -0
- package.json +5 -0
- requirement.txt +0 -0
README.md
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---
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title: RAG-Chatbot
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emoji: πwπ
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colorFrom: yellow
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colorTo: red
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sdk: gradio
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sdk_version: 4.24.0
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app_file: app.py
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pinned: true
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short_description: A retrieval system with chatbot integration
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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main_app.py
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import streamlit as st
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import requests
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images = {
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"ChatBot": "https://recfaces.com/wp-content/uploads/2021/06/voice-recognition-830x571.jpg",
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"Text2Speech": "https://img.freepik.com/vecteurs-premium/traducteur-vocal-ligne-isometrique-concept-langues-apprentissage-e-learning-traduction-langues-guide-audio-traducteur-chatbot-intelligence-artificielle_589019-3704.jpg?w=900",
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"Translation": "https://as2.ftcdn.net/v2/jpg/00/49/36/65/1000_F_49366575_CRDRRXsM7DrL2AHc06Fa4uoPFTOSh4oj.jpg"
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}
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# Fonction pour afficher la barre de menu horizontale interactive
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def afficher_barre_menu():
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# Modifier l'arrière-plan de la barre latérale en fonction du choix
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st.markdown(
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"""
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<style>
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[data-testid="stSidebarContent"]{
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background-color: #e5e5f7;
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opacity: 0.8;
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background-image: repeating-radial-gradient( circle at 0 0, transparent 0, #e5e5f7 10px ), repeating-linear-gradient( #f7724555, #f77245 );
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font-family: cursive;
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justify-content: center;
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}
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.nav-item {
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margin-right: 20px;
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color: white;
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font-size: 18px;
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font-weight: bold;
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text-decoration: none;
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transition: all 0.3s ease-in-out; /* Animation de transition */
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}
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.nav-item:hover {
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transform: translateY(-3px); /* Animation de légère élévation au survol */
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cursor: pointer; /* Curseur pointeur au survol */
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}
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</style>
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""",
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unsafe_allow_html=True
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)
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st.markdown(
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"""
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<script>
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function change_contenu(option) {
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const choix = option.toLowerCase();
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const elements = document.getElementsByClassName('nav-item');
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for (let i = 0; i < elements.length; i++) {
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elements[i].classList.remove('selected');
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}
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document.getElementById(option).classList.add('selected');
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const contenu = document.getElementById('contenu');
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fetch_data(choix);
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}
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function fetch_data(choix) {
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const descriptions = {
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ChatBot: "Description de l'onglet ChatBot",
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Text2Speech: "Description de l'onglet Text2Speech",
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Translation: "Description de l'onglet Translation"
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};
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const description = descriptions[choix];
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document.getElementById('description').innerText = description;
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}
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</script>
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""",
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unsafe_allow_html=True
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)
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# Fonction pour afficher la barre de description verticale
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def afficher_barre_description(description):
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st.sidebar.title("Description")
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st.sidebar.write(description)
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# Fonction principale pour afficher l'application
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def main():
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afficher_barre_menu()
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st.sidebar.header("Principal")
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choix = st.sidebar.selectbox("Choose your option ",["ChatBot", "Text2Speech", "Translation"])
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if choix == "ChatBot":
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afficher_barre_description("This section features a chatbot inspired by Mistral-7B-Instruct-v0.2. Which is able to respond with a high level of expertise NB: for more precision put your text between quote.")
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afficher_ChatBot()
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elif choix == "Text2Speech":
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afficher_barre_description("Enter the text you wish to convert to speech in the text box below, then click the button to listen to the generated speech.")
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afficher_Text2Speech()
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elif choix == "Translation":
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afficher_barre_description("The Hellsinki model is used to translate Korean and Spanish texts into French.")
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afficher_Translation()
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# Fonctions pour afficher le contenu
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def afficher_ChatBot():
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st.title("Interactive Chatbot ")
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st.write("Welcome all of you.")
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# Définir le modèle et le tokenizer
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API_URL = "https://api-inference.huggingface.co/models/mistralai/Mistral-7B-Instruct-v0.2"
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headers = {"Authorization":"XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"}
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def query(payload):
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response = requests.post(API_URL, headers=headers, json=payload)
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return response.json()
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# Envoyer le message lorsque l'utilisateur appuie sur EntrΓ©e
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messages = st.container(height = 300)
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if user_input := st.chat_input("Say something"):
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output = query({
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"inputs": user_input
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})
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messages.chat_message('user').write(user_input)
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with st.spinner('Loading....'):
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messages.chat_message("assistant")
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messages.write(output[0]['generated_text'])
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def afficher_Text2Speech():
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st.title("Text2Speech")
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API_URL = "https://api-inference.huggingface.co/models/facebook/mms-tts-eng"
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headers = {"Authorization": "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"}
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def query(payload):
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response = requests.post(API_URL, headers=headers, json=payload)
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return response.content
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texte_input = st.text_input("Enter your speech")
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if st.button('Conversion'):
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with st.spinner("Converting..."):
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audio_bytes = query({"inputs": texte_input, })
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md = f"""
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<audio autoplay="true">
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<source src="data:audio/wav;base64" type="audio/mp3">
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</audio>
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"""
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st.markdown(
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md,
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unsafe_allow_html=True,
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)
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st.audio(audio_bytes, format="audio/mpeg", loop=True)
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def afficher_Translation():
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langues = {
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"Korean - French": "Helsinki-NLP/opus-mt-ko-fr",
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"Espagnol - French": "Helsinki-NLP/opus-mt-es-fr"
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}
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st.title("Translator")
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with st.container(height=500):
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langue_source = st.selectbox("Source :", list(langues.keys()))
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phrase = st.text_input("Enter the sentence to be translated :")
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if st.button("Translate"):
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# Récupérer les modèles correspondants aux langues sélectionnées
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modele_source = langues[langue_source]
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# Appeler l'API pour traduire la phrase
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resultat = traduire(phrase, modele_source)
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# Afficher le rΓ©sultat de la traduction
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st.markdown("** The translation :**")
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st.write(resultat[0]['translation_text'])
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# Fonction pour appeler l'API de traduction
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def traduire(phrase, modele_source):
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API_URL = f"https://api-inference.huggingface.co/models/{modele_source}"
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headers = {"Authorization": "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"}
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payload = {"inputs": phrase}
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response = requests.post(API_URL, headers=headers, json=payload)
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return response.json()
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# Appel de la fonction principale
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if __name__ == "__main__":
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main()
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package-lock.json
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