init
This commit is contained in:
parent
3930e3f4a2
commit
46053885ba
1 changed files with 21 additions and 38 deletions
43
app.py
43
app.py
|
@ -1,29 +1,14 @@
|
||||||
import os
|
# app.py
|
||||||
import streamlit as st
|
import streamlit as st
|
||||||
import pandas as pd
|
|
||||||
import joblib
|
|
||||||
from PIL import Image
|
from PIL import Image
|
||||||
import torch
|
|
||||||
from torchvision import models
|
|
||||||
from llama_cpp import Llama
|
from llama_cpp import Llama
|
||||||
from diffusers import DiffusionPipeline, StableDiffusionPipeline, DPMSolverMultistepScheduler
|
|
||||||
from image_generation import generate_image
|
from image_generation import generate_image
|
||||||
|
|
||||||
st.set_page_config(page_title="GreenThumber", layout="centered")
|
st.set_page_config(page_title="GreenThumber", layout="centered")
|
||||||
st.title("🌱 GreenThumber")
|
st.title("🌱 GreenThumber")
|
||||||
|
|
||||||
|
|
||||||
@st.cache_resource
|
|
||||||
def load_imagenet_labels():
|
|
||||||
import urllib
|
|
||||||
url = "https://raw.githubusercontent.com/pytorch/hub/master/imagenet_classes.txt"
|
|
||||||
response = urllib.request.urlopen(url)
|
|
||||||
labels = [line.strip() for line in response.read().decode("utf-8").split("\n")]
|
|
||||||
return labels
|
|
||||||
|
|
||||||
labels = load_imagenet_labels()
|
|
||||||
|
|
||||||
# Load Mistral LLM via llama-cpp-python with custom hash to avoid Streamlit caching issues
|
|
||||||
@st.cache_resource(hash_funcs={Llama: lambda _: None})
|
@st.cache_resource(hash_funcs={Llama: lambda _: None})
|
||||||
def load_mistral_model():
|
def load_mistral_model():
|
||||||
llm = Llama(
|
llm = Llama(
|
||||||
|
@ -39,13 +24,14 @@ llm = load_mistral_model()
|
||||||
|
|
||||||
|
|
||||||
# Generate a description using the Mistral model
|
# Generate a description using the Mistral model
|
||||||
def generate_growth_description(plant_type, soil_type, sunlight_hours, water_frequency,
|
def generate_growth_description(plant_type, plant_age, soil_type, sunlight_hours, water_frequency,
|
||||||
fertilizer_type, temperature, humidity, days, additional_info):
|
fertilizer_type, temperature, humidity, days, additional_info):
|
||||||
prompt = (
|
prompt = (
|
||||||
f" Instruction:\n"
|
f" Instruction:\n"
|
||||||
f"You are a botanical expert. Describe how a {plant_type} plant will likely look in {days} days "
|
f"You are a botanical expert. Describe how a {plant_type} plant will likely look in {days} days "
|
||||||
f"based on these conditions:\n"
|
f"based on these conditions:\n"
|
||||||
f"Important additional conditions: {additional_info}\n"
|
f"Important environment conditions: {additional_info}\n"
|
||||||
|
f"- Plant age: {plant_age}\n"
|
||||||
f"- Soil Type: {soil_type}\n"
|
f"- Soil Type: {soil_type}\n"
|
||||||
f"- Sunlight: {sunlight_hours} hours per day\n"
|
f"- Sunlight: {sunlight_hours} hours per day\n"
|
||||||
f"- Water Frequency: {water_frequency} times per week\n"
|
f"- Water Frequency: {water_frequency} times per week\n"
|
||||||
|
@ -67,9 +53,10 @@ if plant_input_mode == "Type name":
|
||||||
plant_type = st.selectbox("Select Plant Type", ["Basil", "Tomato", "Lettuce"])
|
plant_type = st.selectbox("Select Plant Type", ["Basil", "Tomato", "Lettuce"])
|
||||||
plant_age = st.number_input("Enter Plant Age (in days)", min_value=1, max_value=365, value=25)
|
plant_age = st.number_input("Enter Plant Age (in days)", min_value=1, max_value=365, value=25)
|
||||||
|
|
||||||
|
|
||||||
elif plant_input_mode == "Upload image":
|
elif plant_input_mode == "Upload image":
|
||||||
plant_type = st.selectbox("Select Plant Type", ["Basil", "Tomato", "Lettuce"])
|
plant_type = st.selectbox("Select Plant Type", ["Basil", "Tomato", "Lettuce"])
|
||||||
plant_age = st.number_input("Enter Plant Age (in days)", min_value=1, max_value=365, value=30)
|
plant_age = st.number_input("Enter Plant Age (in days)", min_value=1, max_value=365, value=25)
|
||||||
image_file = st.file_uploader("Upload an image of your plant", type=["jpg", "jpeg", "png"])
|
image_file = st.file_uploader("Upload an image of your plant", type=["jpg", "jpeg", "png"])
|
||||||
if image_file:
|
if image_file:
|
||||||
uploaded_image = Image.open(image_file)
|
uploaded_image = Image.open(image_file)
|
||||||
|
@ -86,7 +73,6 @@ with col1:
|
||||||
sunlight_hours = st.slider("Sunlight Hours per day", 0, 24, 6)
|
sunlight_hours = st.slider("Sunlight Hours per day", 0, 24, 6)
|
||||||
water_frequency = st.slider("Water Frequency (times per week)", 0, 14, 3)
|
water_frequency = st.slider("Water Frequency (times per week)", 0, 14, 3)
|
||||||
|
|
||||||
# --- Column 2: Environmental Parameters
|
|
||||||
with col2:
|
with col2:
|
||||||
fertilizer_options = ["Organic", "Chemical", "None"]
|
fertilizer_options = ["Organic", "Chemical", "None"]
|
||||||
|
|
||||||
|
@ -95,17 +81,14 @@ with col2:
|
||||||
humidity = st.slider("Humidity (%)", 0, 100, 60)
|
humidity = st.slider("Humidity (%)", 0, 100, 60)
|
||||||
days = st.slider("Prediction Interval (in days)", min_value=1, max_value=30, value=7)
|
days = st.slider("Prediction Interval (in days)", min_value=1, max_value=30, value=7)
|
||||||
|
|
||||||
additional_info = st.text_area("Feel free to include any additional detail")
|
additional_info = st.text_area("Feel free to include any additional detail", "- e.g. 'I'm adding compost to the soil.'", height=100)
|
||||||
|
|
||||||
# Prediction + Description + Image Generation
|
|
||||||
if st.button("Start Prediction"):
|
#if st.button("Start Prediction"):
|
||||||
if plant_type and plant_type.strip() != "":
|
if plant_type and plant_type.strip() != "":
|
||||||
if plant_input_mode == "Upload image" and uploaded_image is None:
|
|
||||||
st.warning("Please upload a plant image to proceed.")
|
|
||||||
else:
|
|
||||||
with st.spinner("Analyzing data and generating description..."):
|
with st.spinner("Analyzing data and generating description..."):
|
||||||
description = generate_growth_description(
|
description = generate_growth_description(
|
||||||
plant_type, soil_type, sunlight_hours, water_frequency,
|
plant_type, plant_age, soil_type, sunlight_hours, water_frequency,
|
||||||
fertilizer_type, temperature, humidity, days, additional_info
|
fertilizer_type, temperature, humidity, days, additional_info
|
||||||
)
|
)
|
||||||
st.subheader(f"📝 Predicted Plant Condition in {days} Days:")
|
st.subheader(f"📝 Predicted Plant Condition in {days} Days:")
|
||||||
|
@ -114,8 +97,8 @@ if st.button("Start Prediction"):
|
||||||
manipulated_img = generate_image(plant_type, description, plant_age)
|
manipulated_img = generate_image(plant_type, description, plant_age)
|
||||||
st.image(manipulated_img, caption="Predicted Plant Condition Image")
|
st.image(manipulated_img, caption="Predicted Plant Condition Image")
|
||||||
|
|
||||||
else:
|
# else:
|
||||||
st.warning("Please select or enter a plant type.")
|
# st.warning("Please select or enter a plant type.")
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
|
Loading…
Add table
Add a link
Reference in a new issue