Amrutha04 commited on
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3f4af45
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1 Parent(s): 717b446

Update src/streamlit_app.py

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  1. src/streamlit_app.py +29 -56
src/streamlit_app.py CHANGED
@@ -8,14 +8,14 @@ st.set_page_config(page_title="Fitness Profile Generator", layout="wide")
8
  # 2. Load AI Model (Large Version)
9
  @st.cache_resource
10
  def load_model():
11
- # Note: flan-t5-large is ~3GB.
12
  tokenizer = AutoTokenizer.from_pretrained("google/flan-t5-large")
13
  model = AutoModelForSeq2SeqLM.from_pretrained("google/flan-t5-large")
14
  return tokenizer, model
15
 
16
  tokenizer, model = load_model()
17
 
18
- # 3. Custom Styling (Preserved Gradient & Black Sidebar)
19
  st.markdown("""
20
  <style>
21
  .stApp {
@@ -53,21 +53,14 @@ st.markdown("""
53
  margin-top: 25px;
54
  border-left: 10px solid #004d57;
55
  }
56
- .day-card {
57
- background-color: rgba(255, 255, 255, 0.8);
58
- padding: 15px;
59
- border-radius: 10px;
60
- margin-bottom: 10px;
61
- border-left: 5px solid #fda085;
62
- }
63
  </style>
64
  """, unsafe_allow_html=True)
65
 
66
  # --- SIDEBAR ---
67
  with st.sidebar:
68
- st.markdown("# 👤 Personalised Fitness Plan")
69
  st.write("---")
70
- st.write("Your digital fitness profile manager.")
71
 
72
  # --- MAIN CONTENT ---
73
  st.title("🏋️ Create Your Fitness Profile")
@@ -108,10 +101,13 @@ st.write("---")
108
 
109
  # --- SUBMIT BUTTON & LOGIC ---
110
  if st.button("Submit Profile"):
111
- if not name or height_cm <= 0 or weight_kg <= 0 or not equipment:
112
- st.error("Please fill in all required fields (*) correctly.")
 
 
 
 
113
  else:
114
- # BMI Logic
115
  height_m = height_cm / 100
116
  bmi = weight_kg / (height_m ** 2)
117
  bmi_rounded = round(bmi, 2)
@@ -135,63 +131,40 @@ if st.button("Submit Profile"):
135
  </div>
136
  """, unsafe_allow_html=True)
137
 
138
- # 5. AI Prompt (Optimized to Stop at Day 5)
139
  equipment_list = ", ".join(equipment)
140
- prompt = f"""Task: Write a 5-day workout plan for {name}.
141
- Details: {gender}, Goal: {goal}, Level: {fitness_level}, Equipment: {equipment_list}.
142
- Requirement: Stop exactly after Day 5. Do not include Day 6.
 
143
 
144
- Structure:
145
- Day 1: [Exercises]
146
- Day 2: [Exercises]
147
- Day 3: [Rest/Recovery]
148
- Day 4: [Exercises]
149
- Day 5: [Exercises]
150
 
151
  Workout Plan:
152
  Day 1:"""
153
 
154
- # 6. AI Generation
155
- with st.spinner("Generating your aligned workout plan..."):
156
  try:
157
  inputs = tokenizer(prompt, return_tensors="pt", truncation=True)
 
158
  outputs = model.generate(
159
  **inputs,
160
- max_new_tokens=450,
161
- min_new_tokens=150,
162
  do_sample=True,
163
- temperature=0.7,
164
- repetition_penalty=2.5
 
165
  )
166
 
167
- raw_result = tokenizer.decode(outputs[0], skip_special_tokens=True).strip()
168
-
169
- # Cut off anything from "Day 6" onwards
170
- clean_result = raw_result.split("Day 6")[0]
171
 
172
- # Alignment Logic: Splitting the text by "Day" keywords to create visual blocks
173
- st.markdown("### 📋 Your Personalized Routine")
174
 
175
- # Re-assembling the full text to ensure we don't miss Day 1
176
- full_text = "Day 1: " + clean_result
177
-
178
- days = ["Day 1:", "Day 2:", "Day 3:", "Day 4:", "Day 5:"]
179
-
180
- for i in range(len(days)):
181
- start = full_text.find(days[i])
182
- if start != -1:
183
- # Find where the next day starts to cut the text
184
- end = full_text.find(days[i+1]) if i+1 < len(days) else len(full_text)
185
- day_content = full_text[start:end].strip()
186
-
187
- # Display in a styled card
188
- st.markdown(f"""
189
- <div class="day-card">
190
- <strong>{day_content[:6]}</strong><br>
191
- {day_content[6:].strip()}
192
- </div>
193
- """, unsafe_allow_html=True)
194
-
195
  except Exception as e:
196
  st.error(f"AI Generation failed: {e}")
197
 
 
8
  # 2. Load AI Model (Large Version)
9
  @st.cache_resource
10
  def load_model():
11
+ # Note: flan-t5-large is ~3GB. Ensure your Hugging Face Space has enough RAM.
12
  tokenizer = AutoTokenizer.from_pretrained("google/flan-t5-large")
13
  model = AutoModelForSeq2SeqLM.from_pretrained("google/flan-t5-large")
14
  return tokenizer, model
15
 
16
  tokenizer, model = load_model()
17
 
18
+ # 3. Custom Styling (Gradient and Black Sidebar)
19
  st.markdown("""
20
  <style>
21
  .stApp {
 
53
  margin-top: 25px;
54
  border-left: 10px solid #004d57;
55
  }
 
 
 
 
 
 
 
56
  </style>
57
  """, unsafe_allow_html=True)
58
 
59
  # --- SIDEBAR ---
60
  with st.sidebar:
61
+ st.markdown("# 👤 Personalised Fitness Plan Generator")
62
  st.write("---")
63
+ st.write("Your digital coach for a healthier lifestyle.")
64
 
65
  # --- MAIN CONTENT ---
66
  st.title("🏋️ Create Your Fitness Profile")
 
101
 
102
  # --- SUBMIT BUTTON & LOGIC ---
103
  if st.button("Submit Profile"):
104
+ if not name:
105
+ st.error("Please enter your name.")
106
+ elif height_cm <= 0 or weight_kg <= 0:
107
+ st.error("Please enter valid height and weight.")
108
+ elif not equipment:
109
+ st.error("Please select at least one equipment option.")
110
  else:
 
111
  height_m = height_cm / 100
112
  bmi = weight_kg / (height_m ** 2)
113
  bmi_rounded = round(bmi, 2)
 
131
  </div>
132
  """, unsafe_allow_html=True)
133
 
134
+ # 5. AI Prompt Preparation (Slightly adjusted for better logic)
135
  equipment_list = ", ".join(equipment)
136
+ prompt = f"""Task: Create a detailed 5-day workout plan for a {gender} with a BMI of {bmi_rounded} ({bmi_status}).
137
+ Goal: {goal}
138
+ Level: {fitness_level}
139
+ Available Equipment: {equipment_list}
140
 
141
+ Instructions: Provide a structured routine for Day 1, Day 2, Day 3, Day 4, and Day 5. Include exercises and rest days.
 
 
 
 
 
142
 
143
  Workout Plan:
144
  Day 1:"""
145
 
146
+ # 6. AI Generation (Using Optimized Parameters)
147
+ with st.spinner("Generating your AI workout plan..."):
148
  try:
149
  inputs = tokenizer(prompt, return_tensors="pt", truncation=True)
150
+
151
  outputs = model.generate(
152
  **inputs,
153
+ max_new_tokens=512, # 512 is usually enough for T5-Large
154
+ min_new_tokens=150, # Forces the model to provide a longer response
155
  do_sample=True,
156
+ temperature=0.8, # Slight increase for variety
157
+ top_p=0.9,
158
+ repetition_penalty=2.0 # Prevents it from getting stuck on one phrase
159
  )
160
 
161
+ result = tokenizer.decode(outputs[0], skip_special_tokens=True).strip()
 
 
 
162
 
163
+ # Prepending "Day 1:" because the prompt cuts off there
164
+ final_plan = "Day 1: " + result
165
 
166
+ st.subheader(" Your Personalized Workout Plan")
167
+ st.write(final_plan)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
168
  except Exception as e:
169
  st.error(f"AI Generation failed: {e}")
170