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import warnings | |
warnings.filterwarnings('ignore') | |
import matplotlib as mpl | |
mpl.rcParams["figure.dpi"] = 150 | |
from transformers import pipeline | |
import gradio as gr | |
# Initialize the language model | |
#generator = pipeline('text-generation', model='mistralai/Mixtral-8x7B-Instruct-v0.1') #'tiiuae/falcon-7b-instruct') | |
from huggingface_hub import InferenceClient | |
import gradio as gr | |
generator = InferenceClient("mistralai/Mixtral-8x7B-Instruct-v0.1") | |
def generate_script(host_name, listener_location, causes_climate_change, co2_level, effects_climate_change, sea_level_rise, warming_rate, potential_solutions, individual_role, call_to_action): | |
# Variables | |
prompt_template = f"""INTRODUCTION: {host_name}, good morning! This is {listener_location}'s local radio station. Today we're talking about an issue that affects us all - climate change. It's a pressing issue that requires our immediate attention... | |
CAUSES OF CLIMATE CHANGE: The causes of climate change are {causes_climate_change}. Today, the level of CO2 in our atmosphere is {co2_level}, which is concerning... | |
EFFECTS OF CLIMATE CHANGE: These activities result in {effects_climate_change}, leading to drastic changes in our environment. For instance, sea levels are rising at a rate of {sea_level_rise} per year, and global temperatures are increasing at a rate of {warming_rate} per decade... | |
POTENTIAL SOLUTIONS: But don't worry, there are solutions. {potential_solutions} are all steps we can take to mitigate these effects... | |
INDIVIDUAL ROLE: Each one of us plays a role in combatting climate change. Even small actions can make a big difference. In fact, our location, {listener_location}, is particularly vulnerable to climate change due to its geographical features... | |
CALL TO ACTION: So, {listener_location}, why wait? Start taking steps today towards a greener future. Support local businesses that prioritize sustainability, reduce your carbon footprint, and voice your opinion to policy makers... | |
SUMMARY: In conclusion, climate change is a serious issue that requires our immediate attention. But by understanding its causes, effects, and potential solutions, we can all play a part in mitigating its impact. Thank you for joining us today, and remember, every small action counts!""" | |
# Generate the script | |
script = generator(prompt_template, max_length=1000)[0]['generated_text'] | |
# Split the script into sections | |
sections = script.split("\n") | |
# Calculate the word count for each section | |
word_counts = [len(section.split()) for section in sections] | |
# Check if any section exceeds the target word count | |
for i, count in enumerate(word_counts): | |
if count > 200: | |
print(f"Warning: Section {i+1} exceeds the target word count. You may need to shorten this section.") | |
return script | |
# Create a Gradio interface | |
iface = gr.Interface(fn=generate_script, inputs=[gr.inputs.Textbox(label="Host Name"), gr.inputs.Textbox(label="Listener Location"), gr.inputs.Textbox(label="Causes Climate Change"), gr.inputs.Number(label="CO2 Level"), gr.inputs.Textbox(label="Effects Climate Change"), gr.inputs.Number(label="Sea Level Rise"), gr.inputs.Number(label="Warming Rate"), gr.inputs.Textbox(label="Potential Solutions"), gr.inputs.Textbox(label="Individual Role"), gr.inputs.Textbox(label="Call To Action")], outputs="text") | |
# Launch the interface | |
iface.launch() | |