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import streamlit as st | |
from typing import List, Tuple | |
from transformers import pipeline | |
import matplotlib.pyplot as plt | |
# Constants | |
WIDTH, HEIGHT = 600, 600 | |
ELASTICITY = 0.3 | |
DAMPING = 0.7 | |
# Create touch points | |
num_points = 20 | |
touch_points: List[Tuple[float, float]] = [(x, y) for x in range(50, WIDTH-50, int((WIDTH-100)/(num_points-1))) for y in range(50, HEIGHT-50, int((HEIGHT-100)/(num_points-1)))] | |
original_points = touch_points.copy() | |
velocities: List[Tuple[float, float]] = [(0.0, 0.0)] * len(touch_points) | |
is_affected: List[bool] = [False] * len(touch_points) | |
# Set up the Hugging Face pipeline | |
def load_model(): | |
return pipeline('text-generation', model='gpt2') | |
text_generator = load_model() | |
# Streamlit app | |
st.title("Artificial Touch Simulation") | |
# Create a Streamlit container for the touch simulation | |
touch_container = st.container() | |
def update_points(): | |
global touch_points, velocities, is_affected | |
# Apply spring force | |
for i, (x, y) in enumerate(touch_points): | |
force_x = (original_points[i][0] - x) * ELASTICITY | |
force_y = (original_points[i][1] - y) * ELASTICITY | |
velocities[i] = (velocities[i][0] + force_x, velocities[i][1] + force_y) | |
# Apply damping | |
for i, (vx, vy) in enumerate(velocities): | |
velocities[i] = (vx * DAMPING, vy * DAMPING) | |
# Update position | |
for i, (x, y) in enumerate(touch_points): | |
vx, vy = velocities[i] | |
touch_points[i] = (x + vx, y + vy) | |
# Reset affected flags | |
is_affected = [False] * len(touch_points) | |
def on_tap(x, y): | |
global touch_points, velocities, is_affected | |
for i, (tx, ty) in enumerate(touch_points): | |
distance = ((tx - x)**2 + (ty - y)**2)**0.5 | |
if distance < 30: | |
force_x = (tx - x) / distance | |
force_y = (ty - y) / distance | |
velocities[i] = (velocities[i][0] - force_x * 10, velocities[i][1] - force_y * 10) | |
is_affected[i] = True | |
# Generate a description of the touch | |
st.write(f"Touch at ({x:.2f}, {y:.2f})") | |
text = text_generator(f"The user touched the screen at ({x:.2f}, {y:.2f}).", max_length=100, num_return_sequences=1, do_sample=True, top_k=50, top_p=0.95, num_beams=1)[0]['generated_text'] | |
st.write(text) | |
update_points() | |
# Initialize session state | |
if 'x' not in st.session_state: | |
st.session_state.x = 0 | |
if 'y' not in st.session_state: | |
st.session_state.y = 0 | |
# Main app logic | |
fig, ax = plt.subplots(figsize=(6, 6)) | |
ax.set_xlim(0, WIDTH) | |
ax.set_ylim(0, HEIGHT) | |
for i, (x, y) in enumerate(touch_points): | |
color = "red" if is_affected[i] else "navy" | |
ax.add_artist(plt.Circle((x, y), 5, color=color, alpha=0.5)) | |
touch_container.pyplot(fig) | |
if touch_container.button("Tap the screen"): | |
on_tap(st.session_state.x, st.session_state.y) | |
st.session_state.x = st.slider("X coordinate", 0, WIDTH, st.session_state.x) | |
st.session_state.y = st.slider("Y coordinate", 0, HEIGHT, st.session_state.y) | |
update_points() |