Az-r-ow
commited on
Commit
·
695af8c
1
Parent(s):
f017054
chore: updated requirements file accodingly and moved the interface to right file
Browse files- app/app.py +206 -0
- requirements.txt +3 -1
app/app.py
CHANGED
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@@ -0,0 +1,206 @@
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| 1 |
+
import gradio as gr
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| 2 |
+
from transformers import pipeline
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| 3 |
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import numpy as np
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| 4 |
+
import pandas as pd
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| 5 |
+
import torch
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| 6 |
+
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| 7 |
+
from travel_resolver.libs.pathfinder.CSVTravelGraph import CSVTravelGraph
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| 8 |
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from travel_resolver.libs.pathfinder.graph import Graph
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| 9 |
+
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| 10 |
+
transcriber = pipeline(
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| 11 |
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"automatic-speech-recognition", model="openai/whisper-base.en", device="cpu"
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| 12 |
+
)
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| 13 |
+
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| 14 |
+
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| 15 |
+
def transcribe(audio):
|
| 16 |
+
"""
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| 17 |
+
Transcribe audio into text
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| 18 |
+
"""
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| 19 |
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sr, y = audio
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| 20 |
+
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| 21 |
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# Convert to mono if stereo
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| 22 |
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if y.ndim > 1:
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| 23 |
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y = y.mean(axis=1)
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| 24 |
+
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| 25 |
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y = y.astype(np.float32)
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| 26 |
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y /= np.max(np.abs(y))
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| 27 |
+
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| 28 |
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return transcriber({"sampling_rate": sr, "raw": y})["text"]
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| 29 |
+
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| 30 |
+
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| 31 |
+
def getCSVTravelGraph():
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| 32 |
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"""
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| 33 |
+
Generate Graph with the csv dataset
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| 34 |
+
Returns:
|
| 35 |
+
(Graph): Graph
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| 36 |
+
"""
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| 37 |
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graphData = CSVTravelGraph("./data/sncf/timetables.csv")
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| 38 |
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return Graph(graphData.data)
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| 39 |
+
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| 40 |
+
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| 41 |
+
def getDijkstraResult(depart, destination):
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| 42 |
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"""
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| 43 |
+
Args:
|
| 44 |
+
depart (str): station name
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| 45 |
+
destination (str): station name
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| 46 |
+
Generate dijkstraGraph and find the shortest way for the destination
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| 47 |
+
Returns:
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| 48 |
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(str): Time of the shortest travel found
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| 49 |
+
"""
|
| 50 |
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graph = getCSVTravelGraph()
|
| 51 |
+
path, cost = graph.RunDijkstraBetweenTwoNodes(depart, destination)
|
| 52 |
+
if destination in cost:
|
| 53 |
+
return [path, str(cost[destination]) + " minutes"]
|
| 54 |
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return [[], "Temps non trouvé"]
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
def getAStarResult(depart, destination):
|
| 58 |
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"""
|
| 59 |
+
Args:
|
| 60 |
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depart (str): station name
|
| 61 |
+
destination (str): station name
|
| 62 |
+
Generate AStarGraph and find the shortest way for the destination
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| 63 |
+
Returns:
|
| 64 |
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(str): Time of the shortest travel found
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| 65 |
+
"""
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| 66 |
+
graph = getCSVTravelGraph()
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| 67 |
+
heuristic = graph.RunDijkstra(destination)
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| 68 |
+
path, cost = graph.RunAStar(depart, destination, heuristic)
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| 69 |
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if destination in cost:
|
| 70 |
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return [path, str(cost[destination]) + " minutes"]
|
| 71 |
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return [[], "Temps non trouvé"]
|
| 72 |
+
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| 73 |
+
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| 74 |
+
def getStationsByCityName(city: str):
|
| 75 |
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data = pd.read_csv("../data/sncf/gares_info.csv", sep=",")
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| 76 |
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stations = tuple(data[data["Commune"] == city]["Nom de la gare"])
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| 77 |
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return stations
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| 78 |
+
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| 79 |
+
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| 80 |
+
def handle_audio(audio):
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| 81 |
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promptAudio = transcribe(audio)
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| 82 |
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return (
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| 83 |
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gr.update(visible=True),
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| 84 |
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gr.update(visible=False),
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| 85 |
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gr.update(value=promptAudio),
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| 86 |
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gr.update(value="PARIS"),
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| 87 |
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gr.update(value="MONTPELLIER"),
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| 88 |
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)
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| 89 |
+
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| 90 |
+
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| 91 |
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def handle_file(file):
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| 92 |
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if file is not None:
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| 93 |
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with open(file.name, "r") as f:
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| 94 |
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file_content = f.read()
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| 95 |
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else:
|
| 96 |
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file_content = "Aucun fichier uploadé."
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| 97 |
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return (
|
| 98 |
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gr.update(visible=True),
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| 99 |
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gr.update(visible=False),
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| 100 |
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gr.update(value=file_content),
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| 101 |
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gr.update(value="PARIS"),
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| 102 |
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gr.update(value="MONTPELLIER"),
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| 103 |
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)
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| 104 |
+
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| 105 |
+
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| 106 |
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def handle_back():
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| 107 |
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return gr.update(visible=False), gr.update(visible=True)
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| 108 |
+
|
| 109 |
+
|
| 110 |
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def handleCityChange(city):
|
| 111 |
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stations = getStationsByCityName(city)
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| 112 |
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return gr.update(choices=stations, value=stations[0], interactive=True)
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| 113 |
+
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| 114 |
+
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| 115 |
+
def handleStationChange(departureStation, destinationStation):
|
| 116 |
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if departureStation and destinationStation:
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| 117 |
+
dijkstraPath, dijkstraCost = getDijkstraResult(
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| 118 |
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departureStation, destinationStation
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| 119 |
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)
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| 120 |
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dijkstraPathFormatted = "\n".join(
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| 121 |
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[f"{i + 1}. {elem}" for i, elem in enumerate(dijkstraPath)]
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| 122 |
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)
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| 123 |
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AStarPath, AStarCost = getAStarResult(departureStation, destinationStation)
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| 124 |
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AStarPathFormatted = "\n".join(
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| 125 |
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[f"{i + 1}. {elem}" for i, elem in enumerate(AStarPath)]
|
| 126 |
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)
|
| 127 |
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print(dijkstraPathFormatted)
|
| 128 |
+
return (
|
| 129 |
+
gr.update(value=dijkstraCost),
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| 130 |
+
gr.update(value=dijkstraPathFormatted, lines=len(dijkstraPath)),
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| 131 |
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gr.update(value=AStarCost),
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| 132 |
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gr.update(value=AStarPathFormatted, lines=len(AStarPath)),
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| 133 |
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)
|
| 134 |
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return (
|
| 135 |
+
gr.HTML("<p>Aucun prompt renseigné</p>"),
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| 136 |
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gr.update(value=""),
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| 137 |
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gr.HTML("<p>Aucun prompt renseigné</p>"),
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| 138 |
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gr.update(value=""),
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| 139 |
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)
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| 140 |
+
|
| 141 |
+
|
| 142 |
+
with gr.Blocks(css="#back-button {width: fit-content}") as interface:
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| 143 |
+
with gr.Column() as promptChooser:
|
| 144 |
+
with gr.Row():
|
| 145 |
+
audio = gr.Audio(label="Fichier audio")
|
| 146 |
+
file = gr.File(
|
| 147 |
+
label="Fichier texte", file_types=["text"], file_count="single"
|
| 148 |
+
)
|
| 149 |
+
with gr.Column(visible=False) as content:
|
| 150 |
+
backButton = gr.Button("← Back", elem_id="back-button")
|
| 151 |
+
with gr.Row():
|
| 152 |
+
with gr.Column(scale=1, min_width=300) as parameters:
|
| 153 |
+
prompt = gr.Textbox(label="Prompt")
|
| 154 |
+
departureCity = gr.Textbox(label="Ville de départ")
|
| 155 |
+
destinationCity = gr.Textbox(label="Ville de de destination")
|
| 156 |
+
with gr.Column(scale=2, min_width=300) as result:
|
| 157 |
+
with gr.Row():
|
| 158 |
+
departureStation = gr.Dropdown(label="Gare de départ")
|
| 159 |
+
destinationStation = gr.Dropdown(label="Gare d'arrivée")
|
| 160 |
+
with gr.Tab("Dijkstra"):
|
| 161 |
+
timeDijkstra = gr.HTML("<p>Aucun prompt renseigné</p>")
|
| 162 |
+
dijkstraPath = gr.Textbox(label="Chemin emprunté")
|
| 163 |
+
|
| 164 |
+
with gr.Tab("AStar"):
|
| 165 |
+
timeAStar = gr.HTML("<p>Aucun prompt renseigné</p>")
|
| 166 |
+
AstarPath = gr.Textbox(label="Chemin emprunté")
|
| 167 |
+
audio.change(
|
| 168 |
+
handle_audio,
|
| 169 |
+
inputs=[audio],
|
| 170 |
+
outputs=[
|
| 171 |
+
content,
|
| 172 |
+
promptChooser,
|
| 173 |
+
prompt,
|
| 174 |
+
departureCity,
|
| 175 |
+
destinationCity,
|
| 176 |
+
], # On rend la section "content" visible
|
| 177 |
+
)
|
| 178 |
+
file.upload(
|
| 179 |
+
handle_file,
|
| 180 |
+
inputs=[file],
|
| 181 |
+
outputs=[
|
| 182 |
+
content,
|
| 183 |
+
promptChooser,
|
| 184 |
+
prompt,
|
| 185 |
+
departureCity,
|
| 186 |
+
destinationCity,
|
| 187 |
+
], # On rend la section "content" visible
|
| 188 |
+
)
|
| 189 |
+
backButton.click(handle_back, inputs=[], outputs=[content, promptChooser])
|
| 190 |
+
departureCity.change(
|
| 191 |
+
handleCityChange, inputs=[departureCity], outputs=[departureStation]
|
| 192 |
+
)
|
| 193 |
+
destinationCity.change(
|
| 194 |
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handleCityChange, inputs=[destinationCity], outputs=[destinationStation]
|
| 195 |
+
)
|
| 196 |
+
departureStation.change(
|
| 197 |
+
handleStationChange,
|
| 198 |
+
inputs=[departureStation, destinationStation],
|
| 199 |
+
outputs=[timeDijkstra, dijkstraPath, timeAStar, AstarPath],
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| 200 |
+
)
|
| 201 |
+
destinationStation.change(
|
| 202 |
+
handleStationChange,
|
| 203 |
+
inputs=[departureStation, destinationStation],
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| 204 |
+
outputs=[timeDijkstra, dijkstraPath, timeAStar, AstarPath],
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| 205 |
+
)
|
| 206 |
+
interface.launch()
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requirements.txt
CHANGED
|
@@ -15,4 +15,6 @@ tabulate
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|
| 15 |
transformers
|
| 16 |
sentencepiece
|
| 17 |
stanza
|
| 18 |
-
pydot
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| 15 |
transformers
|
| 16 |
sentencepiece
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| 17 |
stanza
|
| 18 |
+
pydot
|
| 19 |
+
gradio
|
| 20 |
+
torchaudio
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