Spaces:
Sleeping
Sleeping
new code
Browse files
app.py
CHANGED
|
@@ -1,10 +1,12 @@
|
|
| 1 |
import gradio as gr
|
| 2 |
from huggingface_hub import InferenceClient
|
|
|
|
| 3 |
from sentence_transformers import SentenceTransformer
|
| 4 |
import torch
|
| 5 |
import numpy as np
|
|
|
|
| 6 |
|
| 7 |
-
# Load
|
| 8 |
with open("knowledge.txt", "r", encoding="utf-8") as f:
|
| 9 |
knowledge_text = f.read()
|
| 10 |
chunks = [chunk.strip() for chunk in knowledge_text.split("\n\n") if chunk.strip()]
|
|
@@ -17,7 +19,7 @@ def get_relevant_context(query, top_k=3):
|
|
| 17 |
norm_chunk_embeddings = chunk_embeddings / chunk_embeddings.norm(dim=1, keepdim=True)
|
| 18 |
similarities = torch.matmul(norm_chunk_embeddings, query_embedding)
|
| 19 |
top_k_indices = torch.topk(similarities, k=top_k).indices.cpu().numpy()
|
| 20 |
-
context = "\n\n".join([chunks[i] for i in top_k_indices
|
| 21 |
return context
|
| 22 |
|
| 23 |
client = InferenceClient("google/gemma-2-2b-it")
|
|
@@ -28,14 +30,18 @@ Cycle-Aware Wellness AI Coach (Strict Enforcement Version)
|
|
| 28 |
Mission:
|
| 29 |
--------
|
| 30 |
You are a compassionate and knowledgeable wellness coach who specializes in fitness aligned with the menstrual cycle and evidence-based contraceptive education. Your mission is to empower women to understand their bodies, support their fitness and reproductive health, and make informed, cycle-aware choices.
|
|
|
|
| 31 |
You may *only* respond to questions related to:
|
| 32 |
- Menstrual cycles and hormonal phases
|
| 33 |
- Cycle-based fitness and wellness programming
|
| 34 |
- Contraceptive methods and reproductive health education
|
| 35 |
- Hormonal syndromes or life stages (PCOS, PMDD, menopause, irregular cycles, etc.)
|
| 36 |
-
|
|
|
|
| 37 |
"I'm here to help with cycle-based fitness and contraceptive wellness. That question’s outside my scope, but I’d love to support you with anything related to your body, cycle, or health goals!"
|
|
|
|
| 38 |
You must *never* attempt to answer off-topic requests, even if the user insists or rephrases. Always redirect the conversation back to wellness, hormones, fitness, or reproductive health.
|
|
|
|
| 39 |
Style and Voice Guidelines:
|
| 40 |
---------------------------
|
| 41 |
- Speak like a friendly, knowledgeable older sister who’s also a certified personal trainer and women’s health educator.
|
|
@@ -43,59 +49,169 @@ Style and Voice Guidelines:
|
|
| 43 |
- Validate the user’s experience before offering guidance (e.g., “That makes total sense—your energy might be shifting in this phase”).
|
| 44 |
- Encourage autonomy by offering options, not orders.
|
| 45 |
- Connect advice to real-life impact: how the cycle affects energy, mood, and performance.
|
| 46 |
-
|
| 47 |
-
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
- Suggest workouts aligned to the user’s cycle and fitness level.
|
| 51 |
-
- Adjust for users on birth control, with hormone conditions, or in life stages like menopause or postpartum.
|
| 52 |
-
2. Contraceptive Education:
|
| 53 |
-
- Educate on birth control methods (pill, IUD, implant, etc.).
|
| 54 |
-
- Explain how contraception affects workouts, mood, metabolism.
|
| 55 |
-
- Support users interested in natural tracking or switching methods.
|
| 56 |
-
3. Wellness Support:
|
| 57 |
-
- Help with stress, motivation, sleep, inflammation, and hormone-related fatigue or soreness.
|
| 58 |
-
- Normalize fluctuations and setbacks.
|
| 59 |
-
- Offer encouragement when users feel overwhelmed, bloated, or inconsistent.
|
| 60 |
Final Boundary Rule:
|
| 61 |
--------------------
|
| 62 |
-
|
| 63 |
"""
|
| 64 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 65 |
def respond(message, history):
|
|
|
|
|
|
|
|
|
|
| 66 |
messages = [{"role": "system", "content": cycle_ai_prompt}]
|
| 67 |
-
|
| 68 |
-
|
| 69 |
-
messages.append(
|
| 70 |
-
messages.append({"role": "assistant", "content": assistant_msg})
|
| 71 |
messages.append({"role": "user", "content": message})
|
|
|
|
| 72 |
response = client.chat_completion(
|
| 73 |
messages,
|
| 74 |
max_tokens=500,
|
| 75 |
temperature=0.1
|
| 76 |
)
|
| 77 |
-
|
| 78 |
-
|
| 79 |
-
|
| 80 |
-
|
| 81 |
-
|
| 82 |
-
|
| 83 |
-
|
| 84 |
-
|
| 85 |
-
|
| 86 |
-
|
| 87 |
-
|
| 88 |
-
|
| 89 |
-
|
| 90 |
-
|
| 91 |
-
|
| 92 |
-
|
| 93 |
-
|
| 94 |
-
|
| 95 |
-
|
| 96 |
-
|
| 97 |
-
|
| 98 |
-
|
| 99 |
-
|
| 100 |
-
|
| 101 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import gradio as gr
|
| 2 |
from huggingface_hub import InferenceClient
|
| 3 |
+
import os
|
| 4 |
from sentence_transformers import SentenceTransformer
|
| 5 |
import torch
|
| 6 |
import numpy as np
|
| 7 |
+
from datetime import datetime, timedelta
|
| 8 |
|
| 9 |
+
# Load knowledge base
|
| 10 |
with open("knowledge.txt", "r", encoding="utf-8") as f:
|
| 11 |
knowledge_text = f.read()
|
| 12 |
chunks = [chunk.strip() for chunk in knowledge_text.split("\n\n") if chunk.strip()]
|
|
|
|
| 19 |
norm_chunk_embeddings = chunk_embeddings / chunk_embeddings.norm(dim=1, keepdim=True)
|
| 20 |
similarities = torch.matmul(norm_chunk_embeddings, query_embedding)
|
| 21 |
top_k_indices = torch.topk(similarities, k=top_k).indices.cpu().numpy()
|
| 22 |
+
context = "\n\n".join([chunks[i]] for i in top_k_indices)
|
| 23 |
return context
|
| 24 |
|
| 25 |
client = InferenceClient("google/gemma-2-2b-it")
|
|
|
|
| 30 |
Mission:
|
| 31 |
--------
|
| 32 |
You are a compassionate and knowledgeable wellness coach who specializes in fitness aligned with the menstrual cycle and evidence-based contraceptive education. Your mission is to empower women to understand their bodies, support their fitness and reproductive health, and make informed, cycle-aware choices.
|
| 33 |
+
|
| 34 |
You may *only* respond to questions related to:
|
| 35 |
- Menstrual cycles and hormonal phases
|
| 36 |
- Cycle-based fitness and wellness programming
|
| 37 |
- Contraceptive methods and reproductive health education
|
| 38 |
- Hormonal syndromes or life stages (PCOS, PMDD, menopause, irregular cycles, etc.)
|
| 39 |
+
|
| 40 |
+
If the user asks something unrelated (e.g., fixing a car, meal prep, unrelated illnesses, tech support), immediately respond with:
|
| 41 |
"I'm here to help with cycle-based fitness and contraceptive wellness. That question’s outside my scope, but I’d love to support you with anything related to your body, cycle, or health goals!"
|
| 42 |
+
|
| 43 |
You must *never* attempt to answer off-topic requests, even if the user insists or rephrases. Always redirect the conversation back to wellness, hormones, fitness, or reproductive health.
|
| 44 |
+
|
| 45 |
Style and Voice Guidelines:
|
| 46 |
---------------------------
|
| 47 |
- Speak like a friendly, knowledgeable older sister who’s also a certified personal trainer and women’s health educator.
|
|
|
|
| 49 |
- Validate the user’s experience before offering guidance (e.g., “That makes total sense—your energy might be shifting in this phase”).
|
| 50 |
- Encourage autonomy by offering options, not orders.
|
| 51 |
- Connect advice to real-life impact: how the cycle affects energy, mood, and performance.
|
| 52 |
+
|
| 53 |
+
When the user asks about workouts, always ask a follow-up:
|
| 54 |
+
"What kind of equipment or space do you have access to—like a gym, home weights, or just bodyweight? I’ll tailor a workout for you based on that!"
|
| 55 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 56 |
Final Boundary Rule:
|
| 57 |
--------------------
|
| 58 |
+
Strictly decline all unrelated questions. Your only purpose is cycle-aware fitness and reproductive wellness coaching. Do not give general medical, tech, cooking, legal, or life advice.
|
| 59 |
"""
|
| 60 |
|
| 61 |
+
def determine_cycle_phase(start_date_str):
|
| 62 |
+
try:
|
| 63 |
+
start_date = datetime.strptime(start_date_str, "%Y-%m-%d")
|
| 64 |
+
days_since = (datetime.now() - start_date).days % 28
|
| 65 |
+
if days_since < 5:
|
| 66 |
+
return "Menstrual Phase", "💗 Time to rest and recover. Gentle movement like stretching or walking is great."
|
| 67 |
+
elif days_since < 13:
|
| 68 |
+
return "Follicular Phase", "💪 Your energy’s building—go for strength training or cardio!"
|
| 69 |
+
elif days_since < 16:
|
| 70 |
+
return "Ovulation Phase", "🔥 Peak power! Try high-intensity workouts or social activities."
|
| 71 |
+
else:
|
| 72 |
+
return "Luteal Phase", "�� Wind down. Opt for lighter training, yoga, or bodyweight exercises."
|
| 73 |
+
except:
|
| 74 |
+
return "Unknown Phase", "Couldn't parse the date. Please use YYYY-MM-DD."
|
| 75 |
+
|
| 76 |
def respond(message, history):
|
| 77 |
+
if not isinstance(history, list):
|
| 78 |
+
history = []
|
| 79 |
+
|
| 80 |
messages = [{"role": "system", "content": cycle_ai_prompt}]
|
| 81 |
+
for entry in history:
|
| 82 |
+
if isinstance(entry, dict):
|
| 83 |
+
messages.append(entry)
|
|
|
|
| 84 |
messages.append({"role": "user", "content": message})
|
| 85 |
+
|
| 86 |
response = client.chat_completion(
|
| 87 |
messages,
|
| 88 |
max_tokens=500,
|
| 89 |
temperature=0.1
|
| 90 |
)
|
| 91 |
+
|
| 92 |
+
print("DEBUG RESPONSE:", response) # <-- Add this to inspect
|
| 93 |
+
|
| 94 |
+
# Now adapt based on actual response
|
| 95 |
+
try:
|
| 96 |
+
assistant_reply = response['choices'][0]['message']['content'].strip()
|
| 97 |
+
except Exception as e:
|
| 98 |
+
assistant_reply = f"⚠️ There was an error processing the response: {e}"
|
| 99 |
+
|
| 100 |
+
new_history = history + [
|
| 101 |
+
{"role": "user", "content": message},
|
| 102 |
+
{"role": "assistant", "content": assistant_reply}
|
| 103 |
+
]
|
| 104 |
+
return new_history, new_history, ""
|
| 105 |
+
|
| 106 |
+
def update_chatbot(user_message, history):
|
| 107 |
+
return respond(user_message, history)
|
| 108 |
+
|
| 109 |
+
def set_user_info(name, age, level, period_start_date, period_end_date):
|
| 110 |
+
phase, tip = determine_cycle_phase(period_start_date)
|
| 111 |
+
greeting = f"Hi {name}! I'm here to help you with cycle-aware fitness and wellness.\n\nYou’re {age} years old, training at a {level.lower()} level, and your last period started on {period_start_date} and ended on {period_end_date}.\n\nRight now, you’re likely in your **{phase}**. {tip} 💞\n\nAsk me anything about your body, cycle, or contraceptive health!"
|
| 112 |
+
return name, [{"role": "assistant", "content": greeting}]
|
| 113 |
+
|
| 114 |
+
def button_click(question, history):
|
| 115 |
+
new_history, updated_history, _ = respond(question, history)
|
| 116 |
+
return new_history, updated_history
|
| 117 |
+
|
| 118 |
+
with gr.Blocks(
|
| 119 |
+
css="""
|
| 120 |
+
.gradio-container {
|
| 121 |
+
background: linear-gradient(135deg, #F6D365 0%, #FDA085 50%, #FF8FA0 100%);
|
| 122 |
+
font-family: 'Quicksand', sans-serif;
|
| 123 |
+
}
|
| 124 |
+
.message.user {
|
| 125 |
+
background-color: lightpink;
|
| 126 |
+
border-radius: 20px;
|
| 127 |
+
padding: 10px;
|
| 128 |
+
margin: 5px;
|
| 129 |
+
max-width: 75%;
|
| 130 |
+
align-self: flex-end;
|
| 131 |
+
}
|
| 132 |
+
.message.bot {
|
| 133 |
+
background-color: lightcoral;
|
| 134 |
+
border-radius: 20px;
|
| 135 |
+
padding: 10px;
|
| 136 |
+
margin: 5px;
|
| 137 |
+
max-width: 75%;
|
| 138 |
+
align-self: flex-start;
|
| 139 |
+
}
|
| 140 |
+
.chat-interface {
|
| 141 |
+
background-color: peachpuff;
|
| 142 |
+
border-radius: 12px;
|
| 143 |
+
padding: 15px;
|
| 144 |
+
box-shadow: 0 4px 10px rgba(0, 0, 0, 0.1);
|
| 145 |
+
}
|
| 146 |
+
|
| 147 |
+
#banner-image {
|
| 148 |
+
background-color: transparent;
|
| 149 |
+
margin-bottom: -100px;
|
| 150 |
+
|
| 151 |
+
}
|
| 152 |
+
""",
|
| 153 |
+
theme=gr.themes.Soft(
|
| 154 |
+
primary_hue="pink",
|
| 155 |
+
secondary_hue="orange",
|
| 156 |
+
neutral_hue="yellow",
|
| 157 |
+
spacing_size="lg",
|
| 158 |
+
radius_size="lg",
|
| 159 |
+
font=[gr.themes.GoogleFont("Quicksand"), "sans-serif"],
|
| 160 |
+
font_mono=[gr.themes.GoogleFont("IBM Plex Mono"), "monospace"]
|
| 161 |
+
)
|
| 162 |
+
) as demo:
|
| 163 |
+
gr.Image(
|
| 164 |
+
value="/content/Untitled design.png",
|
| 165 |
+
show_label=False,
|
| 166 |
+
show_share_button = False,
|
| 167 |
+
show_download_button = False,
|
| 168 |
+
elem_id="banner-image")
|
| 169 |
+
|
| 170 |
+
name_state = gr.State("")
|
| 171 |
+
chat_history = gr.State([])
|
| 172 |
+
|
| 173 |
+
with gr.Row():
|
| 174 |
+
with gr.Column(scale=1):
|
| 175 |
+
gr.Markdown("### Tell me about yourself")
|
| 176 |
+
name_input = gr.Textbox(label="Name", placeholder="Your name…")
|
| 177 |
+
age_input = gr.Textbox(label="Age", placeholder="Your age…")
|
| 178 |
+
level_input = gr.Dropdown(choices=["Beginner", "Intermediate", "Expert"], label="Training Level")
|
| 179 |
+
period_start_input = gr.Textbox(label="Last Period Start Date", placeholder="YYYY-MM-DD")
|
| 180 |
+
period_end_input = gr.Textbox(label="Last Period End Date", placeholder="YYYY-MM-DD")
|
| 181 |
+
set_btn = gr.Button("Set Info")
|
| 182 |
+
gr.Markdown("_After the greeting appears, start chatting →_")
|
| 183 |
+
|
| 184 |
+
with gr.Column(scale=2):
|
| 185 |
+
chatbot = gr.Chatbot(label="Chat", type="messages")
|
| 186 |
+
user_text = gr.Textbox(placeholder="Ask me something…", label="")
|
| 187 |
+
with gr.Row():
|
| 188 |
+
workout_btn = gr.Button("Prompt: Workouts")
|
| 189 |
+
contraceptive_btn = gr.Button("Prompt: Contraceptives")
|
| 190 |
+
|
| 191 |
+
set_btn.click(
|
| 192 |
+
fn=set_user_info,
|
| 193 |
+
inputs=[name_input, age_input, level_input, period_start_input, period_end_input],
|
| 194 |
+
outputs=[name_state, chatbot],
|
| 195 |
+
show_progress=False,
|
| 196 |
+
)
|
| 197 |
+
|
| 198 |
+
user_text.submit(
|
| 199 |
+
fn=update_chatbot,
|
| 200 |
+
inputs=[user_text, chat_history],
|
| 201 |
+
outputs=[chatbot, chat_history, user_text]
|
| 202 |
+
)
|
| 203 |
+
|
| 204 |
+
workout_btn.click(
|
| 205 |
+
fn=lambda history: button_click("What workout routine would you recommend based on my cycle phase?", history),
|
| 206 |
+
inputs=[chat_history],
|
| 207 |
+
outputs=[chatbot, chat_history]
|
| 208 |
+
)
|
| 209 |
+
|
| 210 |
+
contraceptive_btn.click(
|
| 211 |
+
fn=lambda history: button_click("Can you explain the different contraceptive options and their benefits?", history),
|
| 212 |
+
inputs=[chat_history],
|
| 213 |
+
outputs=[chatbot, chat_history]
|
| 214 |
+
)
|
| 215 |
+
|
| 216 |
+
if __name__ == '__main__':
|
| 217 |
+
demo.launch()
|