removing huggingface_hub + major bug fixes

app.py

@@ -3,7 +3,6 @@ import datetime
 import gradio as gr
 from sentence_transformers import SentenceTransformer
 import torch
-from huggingface_hub import InferenceClient
 from groq import Groq
 
 financialText = ""
@@ -22,6 +21,7 @@ def preprocessText(text):
     cleanedText = text.strip().split("\n")
     cleanedChunks = []
     sectionLabels = []
+    currentLabel = "Knowledge Base"
     for chunk in cleanedText: 
         chunk = chunk.strip()
         if not chunk: 
@@ -35,6 +35,7 @@ def preprocessText(text):
 
 def createEmbeddings(textChunks):
     chunkEmbeddings = model.encode(cleanedChunks, convert_to_tensor = True)
+    return chunkEmbeddings
 
 def getTopChunks(query, chunkEmbeddings, textChunks, sectionLabels):
     queryEmbedding = model.encode(query, convert_to_tensor = True)
@@ -43,7 +44,7 @@ def getTopChunks(query, chunkEmbeddings, textChunks, sectionLabels):
     similarities = torch.matmul(chunkEmbeddingsNormalized, queryEmbeddingNormalized)
     topIndices = torch.topk(similarities, k=3).indices
     topChunks = [textChunks[i] for i in topIndices]
-    topSections = [sectionlabels[i] for i in topIndices]
+    topSections = [sectionLabels[i] for i in topIndices]
     return topChunks, topSections
 
 cleanedChunks, sectionLabels = preprocessText(financialText)
@@ -84,7 +85,7 @@ def respond(message, history):
             response += token
             yield response
 
-    usedSections = list(dict.fromskeys(topSections))
+    usedSections = list(dict.fromkeys(topSections))
     citation = "\n\n* Sources: " + ", ".join(usedSections) + "*"
     yield response + citation
 
@@ -144,7 +145,7 @@ def goalTracker(goal, savings, targetDate):
         return "Please enter the date in YYYY-MM-DD format! (ex: 2026-06-12)"
 
     today = datetime.date.today()
-    daysLeft = (targetDate - today).days()
+    daysLeft = (target - today).days
 
     if daysLeft <= 0:
         return "Try to set your goal for sometime in the future!"
@@ -159,7 +160,7 @@ def goalTracker(goal, savings, targetDate):
     return (
         f"### Goal Tracker Results\n\n"
         f"- **Amount Remaining:** ${remaining:,.2f}\n"
-        f"- **Days Remaining:** ${daysLeft:,.2f}\n"
+        f"- **Days Remaining:** {daysLeft}\n"
         f"- **Save this much per week:** ${weeklyAmount:,.2f}\n"
         f"- **Save this much per month:** ${monthlyAmount:,.2f}\n"
     )
@@ -183,8 +184,8 @@ with gr.Blocks(css=custom_css) as demo:
         with gr.Tab("Budget Calculator"):
             gr.Markdown("## 50/30/20 Budget Calculator")
             gr.Markdown("Want to see what your monthly budget might look like when following financial literacy principles? Enter your monthly income to see the suggested breakdown!")
-            incomeInput = gr.Number(label = "Monthly Income ($))", minimum = 0)
-            budgetOutput = gr.Markdown(label = "Monthly Budget"),
+            incomeInput = gr.Number(label = "Monthly Income ($)", minimum = 0)
+            budgetOutput = gr.Markdown(label = "Monthly Budget")
             budgetButton = gr.Button("Calculate")
             budgetButton.click(fn = budgetCalculator, inputs = incomeInput, outputs = budgetOutput)
 
@@ -193,7 +194,7 @@ with gr.Blocks(css=custom_css) as demo:
             gr.Markdown("Saving up to buy something special? Want to figure out how long it'll take to reach that goal? Enter your goal amount, current savings, and target date to see the suggested timeline!")
             goalInput = gr.Number(label = "Savings Goal ($)", minimum = 0),
             savingsInput = gr.Number(label = "Current Savings ($)", minimum = 0),
-            targetInput = gr.Textbox(label = "Target Date (YYYY-MM-DD", placeholder = "2026-12-31")
+            targetInput = gr.Textbox(label = "Target Date (YYYY-MM-DD)", placeholder = "2026-12-31")
             goalOutput =  gr.Markdown(label = "Your Savings Plan")
             goalButton = gr.Button("Calculate")
             goalButton.click(fn = goalTracker, inputs = [goalInput, savingsInput, targetInput], outputs = goalOutput)