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Create app.py
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app.py
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| 1 |
+
import gradio as gr
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| 2 |
+
from typing import List, Literal, Tuple
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| 3 |
+
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| 4 |
+
# -------------------------------
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| 5 |
+
# Helpers: BMI / BMR / TDEE
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| 6 |
+
# -------------------------------
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| 7 |
+
def bmi_value(height_cm: float, weight_kg: float) -> float:
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| 8 |
+
if height_cm <= 0 or weight_kg <= 0:
|
| 9 |
+
return 0.0
|
| 10 |
+
h_m = height_cm / 100.0
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| 11 |
+
return round(weight_kg / (h_m ** 2), 2)
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| 12 |
+
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| 13 |
+
def bmi_category(bmi: float) -> str:
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| 14 |
+
if bmi == 0:
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| 15 |
+
return "Invalid inputs"
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| 16 |
+
if bmi < 18.5: return "Underweight"
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| 17 |
+
if bmi < 25: return "Normal"
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| 18 |
+
if bmi < 30: return "Overweight"
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| 19 |
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return "Obese"
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| 20 |
+
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| 21 |
+
def bmr_mifflin(sex: Literal["male","female"], age: int, height_cm: float, weight_kg: float) -> float:
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| 22 |
+
# Mifflin-St Jeor
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| 23 |
+
s = 5 if sex == "male" else -161
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| 24 |
+
return 10*weight_kg + 6.25*height_cm - 5*age + s
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| 25 |
+
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| 26 |
+
ACTIVITY = {
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| 27 |
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"Sedentary (office/no exercise)": 1.2,
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| 28 |
+
"Light (1-3x/wk)": 1.375,
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| 29 |
+
"Moderate (3-5x/wk)": 1.55,
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| 30 |
+
"Active (6-7x/wk)": 1.725,
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| 31 |
+
"Athlete (2x/day)": 1.9,
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| 32 |
+
}
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| 33 |
+
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| 34 |
+
def tdee(sex: str, age: int, height_cm: float, weight_kg: float, activity: str) -> Tuple[float, float, float]:
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| 35 |
+
base = bmr_mifflin(sex, age, height_cm, weight_kg)
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| 36 |
+
factor = ACTIVITY.get(activity, 1.2)
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| 37 |
+
maintenance = round(base * factor)
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| 38 |
+
cut = maintenance - 500 # خسارة دهون تقريبية
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| 39 |
+
bulk = maintenance + 300 # زيادة عضل تدريجية
|
| 40 |
+
return maintenance, cut, bulk
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| 41 |
+
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| 42 |
+
def water_intake_ml(weight_kg: float) -> int:
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| 43 |
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# 30–35 ml لكل كجم
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| 44 |
+
return int(weight_kg * 35)
|
| 45 |
+
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| 46 |
+
# -------------------------------
|
| 47 |
+
# Agent 1: BMI & TDEE
|
| 48 |
+
# -------------------------------
|
| 49 |
+
def agent_bmi_tdee(
|
| 50 |
+
sex, age, height_cm, weight_kg, activity, goal
|
| 51 |
+
):
|
| 52 |
+
bmi = bmi_value(height_cm, weight_kg)
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| 53 |
+
cat = bmi_category(bmi)
|
| 54 |
+
maint, cut, bulk = tdee(sex, age, height_cm, weight_kg, activity)
|
| 55 |
+
target = {"Lose fat": cut, "Maintain": maint, "Build muscle": bulk}[goal]
|
| 56 |
+
water = water_intake_ml(weight_kg)
|
| 57 |
+
|
| 58 |
+
md = f"""### 📊 BMI & TDEE
|
| 59 |
+
- **BMI:** `{bmi}` → **{cat}**
|
| 60 |
+
- **Maintenance Calories:** **{maint} kcal/day**
|
| 61 |
+
- **Target for goal ({goal}):** **{target} kcal/day**
|
| 62 |
+
- **Water recommendation:** ~ **{water//1000}–{(water//1000)+0} L/day** (≈ {water} ml)
|
| 63 |
+
|
| 64 |
+
> *These are estimates, not medical advice. Adjust by ±100–150 kcal based on weekly progress.*
|
| 65 |
+
"""
|
| 66 |
+
return md
|
| 67 |
+
|
| 68 |
+
# -------------------------------
|
| 69 |
+
# Agent 2: Workout Plan Generator
|
| 70 |
+
# -------------------------------
|
| 71 |
+
GOAL_SPLITS = {
|
| 72 |
+
"Lose fat": ["FBW", "FBW", "LISS Cardio", "Mobility"],
|
| 73 |
+
"Maintain": ["Upper", "Lower", "Full Body", "HIIT/Cardio", "Mobility"],
|
| 74 |
+
"Build muscle": ["Push", "Pull", "Legs", "Upper", "Lower", "Mobility"]
|
| 75 |
+
}
|
| 76 |
+
|
| 77 |
+
def session_template(name: str, level: str, equipment: str) -> List[str]:
|
| 78 |
+
# بسيط ومفهوم للمبتدئ
|
| 79 |
+
if name == "FBW":
|
| 80 |
+
return [
|
| 81 |
+
"Goblet Squat 3x8-10",
|
| 82 |
+
"Push-ups (incline if needed) 3x6-10",
|
| 83 |
+
"Dumbbell Row 3x10",
|
| 84 |
+
"Hip Hinge (RDL/Good Morning) 3x10",
|
| 85 |
+
"Plank 3x30-45s",
|
| 86 |
+
]
|
| 87 |
+
if name == "Upper":
|
| 88 |
+
return [
|
| 89 |
+
"DB Bench Press 3x8-10",
|
| 90 |
+
"One-arm Row 3x10/side",
|
| 91 |
+
"DB Shoulder Press 3x10",
|
| 92 |
+
"Lat Pulldown or Assisted Pull 3x8-10",
|
| 93 |
+
"Facepull / Band Pull-apart 3x12-15",
|
| 94 |
+
]
|
| 95 |
+
if name == "Lower":
|
| 96 |
+
return [
|
| 97 |
+
"Squat pattern 4x6-10",
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| 98 |
+
"Hinge pattern 3x8-10",
|
| 99 |
+
"Split Squat/Lunge 3x8/leg",
|
| 100 |
+
"Calf Raise 3x12-15",
|
| 101 |
+
"Core: Deadbug 3x10",
|
| 102 |
+
]
|
| 103 |
+
if name == "Push": # صدر/كتف/ترايسبس
|
| 104 |
+
return [
|
| 105 |
+
"DB Bench Press 4x6-10",
|
| 106 |
+
"Incline Push-ups 3x10",
|
| 107 |
+
"DB Shoulder Press 3x8-10",
|
| 108 |
+
"Lateral Raise 3x12-15",
|
| 109 |
+
"Triceps Rope/Extensions 3x10-12",
|
| 110 |
+
]
|
| 111 |
+
if name == "Pull": # ظهر/بايسبس
|
| 112 |
+
return [
|
| 113 |
+
"Lat Pulldown / Assisted Pull-ups 4x6-10",
|
| 114 |
+
"Seated Row / One-arm Row 3x10",
|
| 115 |
+
"Rear Delt Raise 3x12-15",
|
| 116 |
+
"DB Curl 3x10-12",
|
| 117 |
+
"Back Extension 3x12",
|
| 118 |
+
]
|
| 119 |
+
if name == "Legs":
|
| 120 |
+
return [
|
| 121 |
+
"Back/Front/Goblet Squat 4x6-10",
|
| 122 |
+
"Romanian Deadlift 3x8-10",
|
| 123 |
+
"Leg Press or Step-ups 3x10",
|
| 124 |
+
"Hamstring Curl 3x10-12",
|
| 125 |
+
"Core: Side Plank 3x30s/side",
|
| 126 |
+
]
|
| 127 |
+
if name == "HIIT/Cardio":
|
| 128 |
+
return ["20–25 min intervals (1 min fast / 1 min easy) OR 30–40 min brisk walk"]
|
| 129 |
+
if name == "LISS Cardio":
|
| 130 |
+
return ["30–45 min easy jog/bike/walk (Zone 2)"]
|
| 131 |
+
if name == "Mobility":
|
| 132 |
+
return ["15–20 min full-body mobility + light stretching and breathing"]
|
| 133 |
+
return ["Rest / Light activity (walk 6–8k steps)"]
|
| 134 |
+
|
| 135 |
+
def agent_workout(level: str, days_per_week: int, goal: str, equipment: str):
|
| 136 |
+
days_per_week = max(2, min(6, int(days_per_week)))
|
| 137 |
+
base = GOAL_SPLITS[goal]
|
| 138 |
+
plan = []
|
| 139 |
+
for i in range(days_per_week):
|
| 140 |
+
name = base[i % len(base)]
|
| 141 |
+
items = session_template(name, level, equipment)
|
| 142 |
+
plan.append((f"Day {i+1} — {name}", items))
|
| 143 |
+
|
| 144 |
+
md = "### 🏋️ Weekly Plan\n"
|
| 145 |
+
for title, items in plan:
|
| 146 |
+
md += f"\n**{title}**\n" + "\n".join([f"- {x}" for x in items]) + "\n"
|
| 147 |
+
md += "\n*Rest between sets: 60–90s. Choose weights that leave ~2 reps in reserve (RIR 2).*"
|
| 148 |
+
return md
|
| 149 |
+
|
| 150 |
+
# -------------------------------
|
| 151 |
+
# Agent 3: Nutrition & Meal Plan
|
| 152 |
+
# -------------------------------
|
| 153 |
+
PROTEIN_PER_KG = 1.6 # g/kg للمبتدئ
|
| 154 |
+
FAT_MIN_G_PER_KG = 0.6
|
| 155 |
+
|
| 156 |
+
def macros_for_calories(weight_kg: float, calories: int) -> Tuple[int,int,int]:
|
| 157 |
+
protein_g = int(round(PROTEIN_PER_KG * weight_kg))
|
| 158 |
+
fat_g = int(round(FAT_MIN_G_PER_KG * weight_kg))
|
| 159 |
+
# احسبي الكارب من الباقي
|
| 160 |
+
cals_from_p = protein_g * 4
|
| 161 |
+
cals_from_f = fat_g * 9
|
| 162 |
+
carbs_g = max(0, int(round((calories - cals_from_p - cals_from_f) / 4)))
|
| 163 |
+
return protein_g, carbs_g, fat_g
|
| 164 |
+
|
| 165 |
+
def filter_foods(options: List[str], avoid: List[str]) -> List[str]:
|
| 166 |
+
avoid_set = {a.strip().lower() for a in avoid if a.strip()}
|
| 167 |
+
res = []
|
| 168 |
+
for o in options:
|
| 169 |
+
if any(bad in o.lower() for bad in avoid_set):
|
| 170 |
+
continue
|
| 171 |
+
res.append(o)
|
| 172 |
+
return res
|
| 173 |
+
|
| 174 |
+
DEFAULT_PROTEINS = ["chicken breast", "eggs", "tuna", "lean beef", "laban protein", "tofu"]
|
| 175 |
+
DEFAULT_CARBS = ["rice", "oats", "potatoes", "pasta", "whole-wheat bread", "dates", "fruit"]
|
| 176 |
+
DEFAULT_FATS = ["olive oil", "avocado", "nuts", "tahini", "peanut butter"]
|
| 177 |
+
DEFAULT_VEGS = ["salad mix", "cucumber", "tomato", "broccoli", "spinach"]
|
| 178 |
+
|
| 179 |
+
def agent_nutrition(weight_kg: float, target_kcal: int, liked_csv: str, avoid_csv: str, meals: int):
|
| 180 |
+
liked = [x.strip() for x in liked_csv.split(",") if x.strip()]
|
| 181 |
+
avoid = [x.strip() for x in avoid_csv.split(",") if x.strip()]
|
| 182 |
+
|
| 183 |
+
proteins = filter_foods((liked or DEFAULT_PROTEINS), avoid)
|
| 184 |
+
carbs = filter_foods(DEFAULT_CARBS, avoid)
|
| 185 |
+
fats = filter_foods(DEFAULT_FATS, avoid)
|
| 186 |
+
vegs = filter_foods(DEFAULT_VEGS, avoid)
|
| 187 |
+
|
| 188 |
+
p, c, f = macros_for_calories(weight_kg, target_kcal)
|
| 189 |
+
per_meal = max(1, meals)
|
| 190 |
+
p_m, c_m, f_m = p//per_meal, c//per_meal, f//per_meal
|
| 191 |
+
|
| 192 |
+
sample_day = [
|
| 193 |
+
f"Meal {i+1}: {proteins[i % len(proteins)]} + {carbs[i % len(carbs)]} + {vegs[i % len(vegs)]} + {fats[i % len(fats)]}"
|
| 194 |
+
for i in range(per_meal)
|
| 195 |
+
]
|
| 196 |
+
|
| 197 |
+
md = f"""### 🥗 Nutrition Plan
|
| 198 |
+
- **Target:** **{target_kcal} kcal/day**
|
| 199 |
+
- **Macros (approx.):** Protein **{p} g**, Carbs **{c} g**, Fat **{f} g** → per meal ≈ **{p_m}/{c_m}/{f_m} g**
|
| 200 |
+
- **Preferred foods used:** {", ".join(proteins[:3])} …
|
| 201 |
+
|
| 202 |
+
**Sample Day:**
|
| 203 |
+
{chr(10).join([f"- {m}" for m in sample_day])}
|
| 204 |
+
|
| 205 |
+
**Grocery list (starter):**
|
| 206 |
+
- Protein: {", ".join(proteins)}
|
| 207 |
+
- Carbs: {", ".join(carbs)}
|
| 208 |
+
- Fats: {", ".join(fats)}
|
| 209 |
+
- Veggies: {", ".join(vegs)}
|
| 210 |
+
|
| 211 |
+
> Tips: add 20–30g protein to each meal, veggies freely, and 1–2 pieces fruit/day.
|
| 212 |
+
"""
|
| 213 |
+
return md
|
| 214 |
+
|
| 215 |
+
# -------------------------------
|
| 216 |
+
# All-in-one Coach (chains agents)
|
| 217 |
+
# -------------------------------
|
| 218 |
+
def coach_all_in_one(
|
| 219 |
+
sex, age, height_cm, weight_kg, activity, goal,
|
| 220 |
+
level, days, equipment,
|
| 221 |
+
liked_csv, avoid_csv, meals
|
| 222 |
+
):
|
| 223 |
+
# 1) BMI & TDEE
|
| 224 |
+
report = agent_bmi_tdee(sex, age, height_cm, weight_kg, activity, goal)
|
| 225 |
+
_, cut, bulk = tdee(sex, age, height_cm, weight_kg, activity)
|
| 226 |
+
target = {"Lose fat": cut, "Maintain": tdee(sex, age, height_cm, weight_kg, activity)[0], "Build muscle": bulk}[goal]
|
| 227 |
+
|
| 228 |
+
# 2) Workout
|
| 229 |
+
w = agent_workout(level, days, goal, equipment)
|
| 230 |
+
|
| 231 |
+
# 3) Nutrition
|
| 232 |
+
n = agent_nutrition(weight_kg, target, liked_csv, avoid_csv, meals)
|
| 233 |
+
|
| 234 |
+
return report + "\n---\n" + w + "\n---\n" + n
|
| 235 |
+
|
| 236 |
+
# -------------------------------
|
| 237 |
+
# UI (Gradio)
|
| 238 |
+
# -------------------------------
|
| 239 |
+
with gr.Blocks(title="Beginner Gym Coach - Multi-Agent") as demo:
|
| 240 |
+
gr.Markdown("## 🏋️ Beginner Gym Coach — Multi-Agent\nGive me your basics and I’ll coach you.")
|
| 241 |
+
|
| 242 |
+
with gr.Tab("BMI & TDEE"):
|
| 243 |
+
with gr.Row():
|
| 244 |
+
with gr.Column():
|
| 245 |
+
sex = gr.Radio(["male","female"], value="female", label="Sex")
|
| 246 |
+
age = gr.Slider(15, 70, value=24, step=1, label="Age")
|
| 247 |
+
height = gr.Slider(130, 210, value=165, step=1, label="Height (cm)")
|
| 248 |
+
weight = gr.Slider(35, 160, value=60, step=0.5, label="Weight (kg)")
|
| 249 |
+
activity = gr.Dropdown(list(ACTIVITY.keys()), value="Light (1-3x/wk)", label="Activity")
|
| 250 |
+
goal = gr.Radio(["Lose fat","Maintain","Build muscle"], value="Maintain", label="Goal")
|
| 251 |
+
btn1 = gr.Button("Calculate")
|
| 252 |
+
out1 = gr.Markdown()
|
| 253 |
+
btn1.click(agent_bmi_tdee, [sex, age, height, weight, activity, goal], out1)
|
| 254 |
+
|
| 255 |
+
with gr.Tab("Workout Plan"):
|
| 256 |
+
with gr.Row():
|
| 257 |
+
with gr.Column():
|
| 258 |
+
level = gr.Radio(["Beginner","Intermediate"], value="Beginner", label="Level")
|
| 259 |
+
days = gr.Slider(2, 6, value=4, step=1, label="Days/week")
|
| 260 |
+
goal_w = gr.Radio(["Lose fat","Maintain","Build muscle"], value="Build muscle", label="Goal")
|
| 261 |
+
equipment = gr.Dropdown(["Gym (machines/dumbbells)","Home (bands/db)","Bodyweight only"], value="Gym (machines/dumbbells)", label="Equipment")
|
| 262 |
+
btn2 = gr.Button("Generate Plan")
|
| 263 |
+
out2 = gr.Markdown()
|
| 264 |
+
btn2.click(agent_workout, [level, days, goal_w, equipment], out2)
|
| 265 |
+
|
| 266 |
+
with gr.Tab("Nutrition"):
|
| 267 |
+
with gr.Row():
|
| 268 |
+
with gr.Column():
|
| 269 |
+
target_kcal = gr.Number(value=1900, label="Target calories (kcal)")
|
| 270 |
+
weight_n = gr.Number(value=60, label="Weight (kg)")
|
| 271 |
+
liked = gr.Textbox(label="Preferred foods (comma-separated)", placeholder="chicken, eggs, rice, oats, salad, laban")
|
| 272 |
+
avoid = gr.Textbox(label="Allergies / avoid (comma-separated)", placeholder="nuts, shrimp, gluten")
|
| 273 |
+
meals = gr.Slider(2, 6, value=3, step=1, label="Meals/day")
|
| 274 |
+
btn3 = gr.Button("Build Meal Plan")
|
| 275 |
+
out3 = gr.Markdown()
|
| 276 |
+
btn3.click(agent_nutrition, [weight_n, target_kcal, liked, avoid, meals], out3)
|
| 277 |
+
|
| 278 |
+
with gr.Tab("All-in-One Coach"):
|
| 279 |
+
with gr.Row():
|
| 280 |
+
with gr.Column():
|
| 281 |
+
# Personal
|
| 282 |
+
sex2 = gr.Radio(["male","female"], value="female", label="Sex")
|
| 283 |
+
age2 = gr.Slider(15, 70, value=24, step=1, label="Age")
|
| 284 |
+
height2 = gr.Slider(130, 210, value=165, step=1, label="Height (cm)")
|
| 285 |
+
weight2 = gr.Slider(35, 160, value=60, step=0.5, label="Weight (kg)")
|
| 286 |
+
activity2 = gr.Dropdown(list(ACTIVITY.keys()), value="Light (1-3x/wk)", label="Activity")
|
| 287 |
+
goal2 = gr.Radio(["Lose fat","Maintain","Build muscle"], value="Build muscle", label="Goal")
|
| 288 |
+
# Training
|
| 289 |
+
level2 = gr.Radio(["Beginner","Intermediate"], value="Beginner", label="Level")
|
| 290 |
+
days2 = gr.Slider(2, 6, value=4, step=1, label="Days/week")
|
| 291 |
+
equipment2 = gr.Dropdown(["Gym (machines/dumbbells)","Home (bands/db)","Bodyweight only"], value="Gym (machines/dumbbells)", label="Equipment")
|
| 292 |
+
# Nutrition
|
| 293 |
+
liked2 = gr.Textbox(label="Preferred foods", placeholder="chicken, eggs, rice, potatoes")
|
| 294 |
+
avoid2 = gr.Textbox(label="Allergies / avoid", placeholder="nuts, shrimp")
|
| 295 |
+
meals2 = gr.Slider(2, 6, value=3, step=1, label="Meals/day")
|
| 296 |
+
btn4 = gr.Button("Get My Full Plan 🚀")
|
| 297 |
+
out4 = gr.Markdown()
|
| 298 |
+
btn4.click(
|
| 299 |
+
coach_all_in_one,
|
| 300 |
+
[sex2, age2, height2, weight2, activity2, goal2, level2, days2, equipment2, liked2, avoid2, meals2],
|
| 301 |
+
out4
|
| 302 |
+
)
|
| 303 |
+
|
| 304 |
+
if __name__ == "__main__":
|
| 305 |
+
demo.launch()
|