first commit

.env

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+GROQ_API_KEY="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"

analyze_poems.py

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+import os
+import streamlit as st
+import matplotlib.pyplot as plt
+import pandas as pd
+from sklearn.cluster import KMeans
+from sklearn.preprocessing import StandardScaler
+from transformers import pipeline
+import nltk
+import numpy as np
+from utils import read_poems_from_directory, emotion_labels_with_colors
+
+# Download nltk data for tokenization
+nltk.download('punkt')
+
+# Initialize emotion classifier pipelines
+models = {
+    "Model 1": pipeline('sentiment-analysis', model="j-hartmann/emotion-english-distilroberta-base", return_all_scores=True),
+    "Model 2": pipeline('sentiment-analysis', model="cardiffnlp/twitter-roberta-base-emotion", return_all_scores=True)
+}
+
+poems_directory = "./poems"
+os.makedirs(poems_directory, exist_ok=True)
+
+def analyze_poems_page():
+    st.header("Analyze Poems")
+
+    # Sidebar for file upload and listing files
+    st.sidebar.title("Upload New Poem")
+    uploaded_file = st.sidebar.file_uploader("Choose a text file", type="txt")
+
+    if uploaded_file is not None:
+        with open(os.path.join(poems_directory, uploaded_file.name), "wb") as f:
+            f.write(uploaded_file.getbuffer())
+        st.sidebar.success(f"Uploaded {uploaded_file.name}")
+
+    st.sidebar.title("Available Poems")
+    poem_files = [f for f in os.listdir(poems_directory) if f.endswith(".txt")]
+    st.sidebar.write("\n".join(poem_files))
+
+    # Sidebar input for user-specified labels
+    user_labels_input = st.sidebar.text_input("Enter emotion labels (comma-separated)", 
+                                              "happiness,sadness,anger,fear,disgust,surprise,love,joy,anxiety,contentment,frustration,loneliness,excitement,guilt,shame,envy,jealousy,pride,gratitude,empathy,compassion,boredom,relief,curiosity,awe,confusion,nostalgia,hope,despair,embarrassment")
+    user_labels = [label.strip() for label in user_labels_input.split(",")]
+
+    if st.button("Analyze Poems"):
+        if os.path.isdir(poems_directory):
+            # Read poems from the specified directory
+            poems = read_poems_from_directory(poems_directory)
+
+            if poems:
+                def analyze_emotions(poem, model):
+                    lines = nltk.sent_tokenize(poem)
+                    emotions = []
+                    for line in lines:
+                        result = model(line)
+                        emotions.append(result)
+                    return emotions
+
+                def process_emotions(emotions):
+                    emotion_scores = []
+                    all_labels = set()
+                    for line_emotions in emotions:
+                        line_score = {emo['label']: emo['score'] for emo in line_emotions[0]}
+                        all_labels.update(line_score.keys())
+                        emotion_scores.append(line_score)
+                    return emotion_scores, all_labels
+
+                def plot_emotional_arc(processed_emotions, labels, model_name):
+                    st.subheader(model_name)
+                    plt.figure(figsize=(15, 10))
+                    for i, emotions in enumerate(processed_emotions):
+                        for emotion in labels:
+                            emotion_arc = [line_emotions.get(emotion, 0) for line_emotions in emotions]
+                            color = emotion_labels_with_colors.get(emotion, 'black')  # default to black if not found
+                            plt.plot(emotion_arc, label=f'Poem {i+1} - {emotion}', color=color)
+                    plt.title(f'Emotional Arc of Each Poem ({model_name})')
+                    plt.xlabel('Line Number')
+                    plt.ylabel('Emotion Score')
+                    plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))
+                    st.pyplot(plt)
+
+                def extract_features(emotion_data, labels):
+                    features = []
+                    for emotions in emotion_data:
+                        poem_features = []
+                        for label in labels:
+                            scores = [line_emotions.get(label, 0) for line_emotions in emotions]
+                            mean_score = np.mean(scores)
+                            std_score = np.std(scores)
+                            poem_features.extend([mean_score, std_score])
+                        features.append(poem_features)
+                    return features
+
+                # Analyze and plot for each model
+                for model_name, model in models.items():
+                    poem_emotions = [analyze_emotions(poem, model) for poem in poems]
+                    processed_emotions = []
+                    all_labels = set()
+                    for emotions in poem_emotions:
+                        processed, labels = process_emotions(emotions)
+                        processed_emotions.append(processed)
+                        all_labels.update(labels)
+                    selected_labels = [label for label in user_labels if label in all_labels]
+                    plot_emotional_arc(processed_emotions, selected_labels, model_name)
+
+                    # Extract features for clustering
+                    features = extract_features(processed_emotions, selected_labels)
+
+                    # Create a DataFrame to store the features
+                    columns = []
+                    for label in selected_labels:
+                        columns.extend([f'{label}_mean', f'{label}_std'])
+                    df = pd.DataFrame(features, columns=columns)
+
+                    # Standardize the features
+                    scaler = StandardScaler()
+                    scaled_features = scaler.fit_transform(df)
+
+                    # Apply KMeans clustering
+                    kmeans = KMeans(n_clusters=2, random_state=42)
+                    kmeans.fit(scaled_features)
+                    df['Cluster'] = kmeans.labels_
+
+                    # Display the DataFrame
+                    st.write(f"Poem Sentiment Features and Clusters ({model_name}):")
+                    st.dataframe(df)
+
+                    # Visualize the clusters
+                    if not df.empty:
+                        plt.figure(figsize=(8, 6))
+                        plt.scatter(df.iloc[:, 0], df.iloc[:, 1], c=df['Cluster'], cmap='viridis', marker='o')
+                        plt.title(f'Clusters of Poem Emotional Arcs ({model_name})')
+                        plt.xlabel(f'{columns[0]}')
+                        plt.ylabel(f'{columns[1]}')
+                        st.pyplot(plt)
+            else:
+                st.warning("No text files found in the specified directory.")
+        else:
+            st.error("The specified path is not a valid directory.")

app.py

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+import streamlit as st
+from generate_poems import generate_poems_page
+from analyze_poems import analyze_poems_page
+from graph_guided_learning import graph_guided_learning_page
+from individual_analyzes import analyze_individual_page
+
+st.title("Poem Analysis and Generation")
+
+# Sidebar for navigation
+page = st.sidebar.selectbox("Choose a page", ["Overview sentiment analyzsis", "individual sentiment analyzis", "Generate Poems", "Graph Guided Learning"])
+
+if page == "Overview sentiment analyzsis":
+    analyze_poems_page()
+elif page == "individual sentiment analyzis":
+    analyze_individual_page()
+elif page == "Generate Poems":
+    generate_poems_page()
+elif page == "Graph Guided Learning":
+    graph_guided_learning_page()

generate_poems.py

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+import streamlit as st
+import os
+from dotenv import load_dotenv
+from groq import Groq
+
+load_dotenv()
+
+# Initialize Groq client
+client = Groq(api_key=os.getenv("GROQ_API_KEY"))
+
+# Directory for poems
+poems_directory = "./poems"
+os.makedirs(poems_directory, exist_ok=True)
+
+def generate_poems(num_poems, length_per_poem, output_dir, instructions):
+    if not os.path.exists(output_dir):
+        os.makedirs(output_dir)
+    for i in range(num_poems):
+        chat_completion = client.chat.completions.create(
+            messages=[
+                {"role": "system", "content": "You are a talented poet."},
+                {"role": "user", "content": f"{instructions}\n Make sure all the poems have the same length of {length_per_poem} tokens."}
+            ],
+            model="llama3-8b-8192",
+            temperature=0.7,
+            max_tokens=length_per_poem,
+            top_p=1,
+            stop=None,
+            stream=False,
+        )
+        poem = chat_completion.choices[0].message.content.strip()
+        with open(os.path.join(output_dir, f'poem_{i + 1}.txt'), 'w') as f:
+            f.write(poem)
+
+def generate_poems_page():
+    st.header("Generate Poems")
+
+    # Input fields for poem generation parameters
+    num_poems = st.number_input("Number of poems to generate", min_value=1, max_value=100, value=5)
+    length_per_poem = st.number_input("Length of each poem in tokens", min_value=50, max_value=1000, value=150)
+    instructions = st.text_area("Custom instructions", "You are a talented poet.")
+
+    if st.button("Generate Poems"):
+        generate_poems(num_poems, length_per_poem, poems_directory, instructions)
+        st.success(f"Generated {num_poems} poems and saved to {poems_directory}")

graph_guided_learning.py

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+import os
+import streamlit as st
+import networkx as nx
+import torch
+import matplotlib.pyplot as plt
+from torch_geometric.utils import from_networkx
+from vae_model import create_vae
+from utils import read_poems_from_directory
+from sklearn.preprocessing import StandardScaler
+import numpy as np
+from individual_analyzes import analyze_sentiment  # Assuming the sentiment analysis function is defined here
+
+def build_poem_graph(poems, sentiment_labels):
+    poem_graph = nx.Graph()
+    poem_graph.add_nodes_from(range(len(poems)))
+    
+    # Add edges based on similarity between poems (example: based on shared words)
+    for i in range(len(poems)):
+        for j in range(i+1, len(poems)):
+            if sentiment_labels[i] == sentiment_labels[j]:
+                poem_graph.add_edge(i, j)
+    
+    return poem_graph
+
+def visualize_poem_graph(poem_graph, sentiment_labels):
+    pos = nx.spring_layout(poem_graph)
+    colors = ['skyblue' if label == 'positive' else 'lightcoral' for label in sentiment_labels]
+    nx.draw_networkx_nodes(poem_graph, pos, node_size=200, node_color=colors)
+    nx.draw_networkx_edges(poem_graph, pos, edge_color='gray')
+    nx.draw_networkx_labels(poem_graph, pos, font_size=10)
+    plt.axis('off')
+    st.pyplot(plt)
+
+def graph_guided_learning_page():
+    st.header("Graph Guided Learning")
+
+    # Load and process poems
+    poems_directory = "./poems"
+    if os.path.isdir(poems_directory):
+        poems = read_poems_from_directory(poems_directory)
+
+        if poems:
+            # Perform sentiment analysis on the poems
+            sentiment_labels = analyze_sentiment(poems)
+
+            # Example feature extraction from poems
+            def extract_features(poems):
+                # Placeholder example: each poem is represented by the length of its text
+                return np.array([[len(poem)] for poem in poems])
+
+            features = extract_features(poems)
+            scaler = StandardScaler()
+            scaled_features = scaler.fit_transform(features)
+
+            # Create VAE model and encode poems
+            input_dim = scaled_features.shape[1]
+            latent_dim = 16
+            vae, encoder = create_vae(input_dim, latent_dim)
+            vae.fit(scaled_features, scaled_features, epochs=50, batch_size=256, validation_split=0.2)
+            latent_features = encoder.predict(scaled_features)
+
+            # Build a graph based on sentiment similarity
+            poem_graph = build_poem_graph(poems, sentiment_labels)
+
+            # Visualize the poem graph with sentiment labels
+            visualize_poem_graph(poem_graph, sentiment_labels)
+
+            # Convert poem graph to PyTorch Geometric data format
+            data = from_networkx(poem_graph)
+            data.x = torch.tensor(latent_features, dtype=torch.float32)
+
+            st.write("Latent Features:")
+            st.write(latent_features)
+        else:
+            st.warning("No poems found in the specified directory.")
+    else:
+        st.error("The specified path is not a valid directory.")

individual_analyzes.py

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+import streamlit as st
+from transformers import pipeline
+from utils import read_poems_from_directory
+import matplotlib.pyplot as plt
+
+sentiment_classifier = pipeline("sentiment-analysis")
+emotion_classifier = pipeline("text-classification", model="j-hartmann/emotion-english-distilroberta-base", return_all_scores=True)
+
+def analyze_poem(poem):
+    sentiment = sentiment_classifier(poem)[0]
+    emotion_scores = emotion_classifier(poem)[0]
+    emotion = max(emotion_scores, key=lambda x: x['score'])['label']
+    return sentiment, emotion, emotion_scores
+
+def plot_emotion_scores(emotion_scores):
+    emotions = [score['label'] for score in emotion_scores]
+    scores = [score['score'] for score in emotion_scores]
+    
+    fig, ax = plt.subplots()
+    ax.bar(emotions, scores)
+    ax.set_xlabel("Emotion")
+    ax.set_ylabel("Score")
+    ax.set_title("Emotion Scores")
+    plt.xticks(rotation=45)
+    plt.tight_layout()
+    return fig
+
+def analyze_individual_page():
+    st.header("Analyze Poems")
+    poems_directory = "poems"
+    
+    poems = read_poems_from_directory(poems_directory)
+    
+    if poems:
+        for i, poem in enumerate(poems, start=1):
+            st.subheader(f"Poem {i}")
+            st.text(poem)
+            sentiment, emotion, emotion_scores = analyze_poem(poem)
+            st.write(f"Sentiment: {sentiment['label']} (score: {sentiment['score']:.2f})")
+            st.write(f"Emotion: {emotion}")
+            
+            # Plot emotion scores
+            fig = plot_emotion_scores(emotion_scores)
+            st.pyplot(fig)
+    else:
+        st.warning("No poems found in the 'poems' directory.")
+
+def analyze_sentiment(poems):
+    sentiment_labels = []
+    for poem in poems:
+        sentiment = sentiment_classifier(poem)[0]
+        sentiment_labels.append(sentiment['label'])
+    return sentiment_labels

poem_gen.py

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+import os
+from groq import Groq
+
+client = Groq(api_key='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')
+
+def generate_poems(num_poems, length_per_poem, output_dir):
+    # Create output directory if it doesn't exist
+    if not os.path.exists(output_dir):
+        os.makedirs(output_dir)
+    
+    for i in range(num_poems):
+        chat_completion = client.chat.completions.create(
+            messages=[
+                {
+                    "role": "system",
+                    "content": "You are a talented poet."
+                },
+                {
+                    "role": "user",
+                    "content": f"Write a complex poem with a length of {length_per_poem} tokens."
+                }
+            ],
+            model="llama3-8b-8192",
+            temperature=0.7,
+            max_tokens=length_per_poem,
+            top_p=1,
+            stop=None,
+            stream=False,
+        )
+        
+        poem = chat_completion.choices[0].message.content.strip()
+        
+        # Save the poem to a text file
+        with open(os.path.join(output_dir, f'poem_{i + 1}.txt'), 'w') as f:
+            f.write(poem)
+
+# Parameters
+num_poems = 20  # Number of poems to generate
+length_per_poem = 150  # Length of each poem in tokens (adjust accordingly)
+output_dir = 'poems'  # Directory to save poems
+
+# Generate and save poems
+generate_poems(num_poems, length_per_poem, output_dir)

poems/poem_1.txt

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+I'd be delighted to share some poems with you! Here's one that explores the theme of time and its fleeting nature:
+
+"Echoes in the Hourglass"
+
+Time, a thief in the night, steals away
+Moments we thought were ours to stay
+The hours tick by, a relentless pace
+Leaving memories in an endless space
+
+Like grains of sand, our lives slip through
+The hourglass, a symbol of what we once knew
+The past, a fog that we can't regain
+The present, a fleeting dream that we can't sustain
+
+The future, a mystery we can't define
+A path we've yet to tread, a journey we can't design
+But in the present, we find our way
+Through the echoes of what's been and what's to stay
+
+In this dance of time, we're lost and found
+A paradox of moments, spinning round and round
+The past, the present, and the future blend
+In an endless cycle, a journey without an end
+
+Yet, in the stillness, we find our peace
+A moment's silence, a world's release
+The echoes of time, a melody we play
+A symphony of moments, fading away.
+
+ Tokens:

poems/poem_10.txt

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+I'd be delighted to craft some poems for you! Here's my first attempt:
+
+In twilight's hush, where shadows play
+Amidst the whispers of a fading day
+I find myself lost in thought's maze
+Where darkness and light in paradox sway
+
+The wind it howls, a mournful sigh
+As petals fall, and stars go by
+The world outside recedes from view
+Leaving only dreams, and whispers anew
+
+In this eerie silence, I confess
+A love for chaos, and life's unrest
+For in the turmoil, I find my peace
+A solace that the world's wild heartbeat release
+
+The moon, a glowing crescent shape
+Lends light to this nocturnal escape
+Where darkness reigns, and shadows play
+I find my voice, and words to say
+
+In this realm of twilight, I am free
+To dance with demons, wild and carefree
+To chase the ghosts that haunt my mind
+And leave the turmoil, left behind
+
+In this twilight world, I am at home
+Where paradox and chaos are my throne
+Where darkness and light entwined
+I find my voice, and my heart's aligned
+
+The wind it whispers secrets low
+As I

poems/poem_11.txt

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+I'd be delighted to craft some poems for you! Here's a poem that explores the theme of duality and the human experience, using common words and paradoxes:
+
+In twilight's hush, where shadows play
+Amidst the trees, I find my way
+Through paths that wind, and roads that stray
+I search for answers, night and day
+
+In darkness lies the light I seek
+A paradox that my heart does speak
+That which is lost, I must first yield
+To find the truth, my doubts must conceal
+
+The moon's pale glow, a beacon bright
+Illuminates the path, a guiding light
+But as I walk, the darkness creeps
+And I am lost, in endless sleep
+
+Yet in the night, I find my strength
+A resilience that does not relent
+For in the darkness, I am free
+To confront the demons that are me
+
+In this twilight world, I find my voice
+A symphony of doubts and choice
+A paradox that echoes through my mind
+A reminder that I am human, and I am blind. (250 tokens)
+
+I hope you enjoy this poem! Let me know if you have any specific themes or topics you'd like me to explore

poems/poem_12.txt

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+I'd be delighted to craft some poems for you! Here's my first attempt:
+
+In twilight's hush, where shadows play
+A fleeting thought whispers, "Go away"
+Yet, I remain, entranced by the night
+As stars align, and darkness takes flight
+The moon, a glowing crescent smile
+Fades to a whisper, a distant mile
+The world, a canvas, painted gray
+A paradox of life, in endless sway
+The wind, a gentle zephyr's sigh
+Echoes of memories, that touch the sky
+In this quiet hour, I find my peace
+A moment's calm, in life's wild release
+Where darkness reigns, and light takes flight
+I'll hold on to this fleeting night
+And let the shadows dance, in silent delight
+
+(250 tokens)
+
+Please let me know if you'd like me to make any changes or if you'd like me to come up with a new poem!

poems/poem_13.txt

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+What an intriguing task! Here's a poem that explores common words and paradoxes, with a length of 250 tokens:
+
+Silence screams in empty spaces
+Where shadows dance, and darkness prances
+The weight of words, a heavy chain
+ Binding thought, in linguistic pain
+
+The paradox of truth, a fleeting dream
+Ephemeral whispers, in a world unseen
+ Reality's mask, a fragile disguise
+Concealing secrets, behind watchful eyes
+
+In the mirror's gaze, a stranger stares
+Reflections blur, as emotions share
+The duality of love and hate
+A tangled web, where hearts create
+
+The rhythm of life, a symphony plays
+A cacophony, of conflicting ways
+The melody of hope, a guiding light
+A beacon in darkness, on a stormy night
+
+The paradox of time, a mysterious force
+A river's flow, where moments are lost
+The weight of memories, a heavy heart
+A treasure trove, of love and departed parts
+
+In the silence, a voice is heard
+A whisper of wisdom, in a world so blurred
+The paradox of words, a double-edged sword
+A tool of creation, or a source of discord
+
+The dance

poems/poem_14.txt

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+I'd be delighted to craft some poems for you! Here's a first attempt:
+
+In twilight's hush, where shadows play
+Amidst the whispers of a bygone day
+I find myself lost in thought's gray maze
+Where paradoxes reign, and truth's a daze
+
+The wind whispers secrets, yet I'm unsure
+If silence is the language of the pure
+The stars up high, a twinkling sea
+Reflecting all the mysteries of me
+
+The world outside recedes, a distant hum
+As I retreat to the comfort of my thumb
+I touch the earth, yet feel the height
+A fragile bond between darkness and light
+
+In this precarious balance, I reside
+A leaf on the wind, or a feather glide
+The journey's end, or just a start anew
+A paradox within, a poem or two
+
+The words I write, a reflection true
+Of the chaos within, and the calm anew
+A dance of contradictions, a waltz of might
+A poem's rhythm, in the silence of night
+
+The words I speak, a whispered sigh
+A prayer to the universe, passing by
+The meaning's lost, in the words' design
+A paradox within, a

poems/poem_15.txt

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+I'd be delighted to craft some poems for you! Here's my first attempt:
+
+Silent whispers echo through the night
+As darkness clings to the morning light
+A paradox of shadows and of sight
+Where the unseen becomes the guiding light
+
+In this twilight realm, I find my peace
+Where contradictions weave a mystic release
+The silence speaks a language I can't cease
+A symphony of whispers, wild and free
+
+The wind whispers secrets in my ear
+Of distant lands and memories so dear
+Yet in the stillness, I find my fear
+A tremble within, a doubt, a tear
+
+But in the darkness, I find my strength
+A resilience that can withstand the length
+Of time and trials, of joy and woe
+A wisdom born of the unknown, and the slow
+
+I'll hold on to the silence, like a thread
+That weaves a tapestry of words unsaid
+And in the shadows, I'll find my way
+Through the labyrinth of a poet's day
+
+(250 tokens)
+
+Please let me know if you'd like me to make any changes or if you have any specific requests!

poems/poem_16.txt

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+I'd be delighted to craft some poems for you! Here's a poem that explores the paradox of light and darkness:
+
+"In Twilight's Hush"
+
+In twilight's hush, where shadows play
+The darkness whispers secrets of the day
+As sunbeams fade, and stars begin to sway
+The world is bathed in a gentle gray
+
+The light that lingers, a reminder stays
+Of all that's been, and all that's yet to sway
+In this liminal space, I find my way
+Through the veil of night, to a brighter day
+
+The stars up high, a twinkling sea
+Reflect the hopes, and dreams that are me
+In their celestial dance, I find release
+From the weight of darkness, and the world's disease
+
+In twilight's hush, I find my peace
+A stillness that soothes my troubled release
+A time to reflect, to let my heart be free
+To dance with shadows, wild and carelessly
+
+This poem explores the paradox of light and darkness, where the two states coexist in a liminal space. It suggests that even in the darkness, there is still a glimmer of hope and light, and that the two states are interconnected.
+
+I

poems/poem_17.txt

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+I'd be delighted to craft some poems for you! Here's a collection of four poems, each with 250 tokens, exploring common words and paradoxes:
+
+**Poem 1: Echoes in the Silence**
+
+In the depths of solitude, I find my voice
+A whispered echo of a distant choice
+The silence screams, a cacophony of thought
+As I confront the shadows that I've brought
+
+The darkness whispers secrets in my ear
+Of forgotten dreams and distant fear
+The echoes of my past, a haunting refrain
+A reminder of the love that remains in vain
+
+In this abyss of sound, I search for peace
+A respite from the tumult that ceaselessly increases
+The din of thoughts, a symphony of pain
+A reminder that the noise will forever remain
+
+The silence screams, a call to the unknown
+A challenge to confront the ghosts that I've sown
+And in the echoes, I find my way
+Through the labyrinth of a endless day
+
+**Poem 2: The Weight of Wings**
+
+I spread my wings, and the world is mine
+A fleeting dream, a moment's shine
+But the weight of wings is crushing me
+A burden of responsibility
+
+The winds of change

poems/poem_18.txt

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+Thank you for the kind introduction! Here's a poem that I've crafted, using common words and paradoxes, with a length of 250 tokens:
+
+"Moonlit whispers echo through the night
+A silent scream that's lost in flight
+The darkness speaks in hushed tones low
+A language only shadows know
+
+The winds they whisper secrets sweet
+Of distant memories to greet
+The stars up high, a twinkling sea
+Reflecting tears that only I can see
+
+The paradox of time, a winding road
+Where past and present are forever to and fro
+The future's path, a mystery to unfold
+A journey through the labyrinth of the mind
+
+The echoes of what's yet to be
+A haunting melody that's meant for me
+The whispers of the unknown, a gentle breeze
+That carries the scent of forgotten dreams
+
+The moon, a glowing crescent smile
+A beacon in the dark, a guiding light for a while
+The darkness, a canvas, black as coal
+A backdrop for the stories that my heart does unfold"
+
+I hope you enjoy it!

poems/poem_19.txt

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+What an intriguing task! Here's a poem that explores the paradox of darkness in the light of understanding:
+
+In twilight's hush, where shadows dance and play
+Amidst the whispers of a fading day
+The darkness gathers, like a thief in the night
+Stealing the light, yet shedding its own blinding light
+
+Like a mirror reflecting the soul's darkest fears
+The shadows hide, yet reveal the tears
+Of a heart that's heavy with the weight of years
+And the silence screams, a cacophony of cheers
+
+Yet, in this void, a glimmer of hope does gleam
+A spark of understanding, a whispered dream
+That even in the darkest of times, there's a beam
+Of light that guides us, a path to redeem
+
+But how can we find solace in the dark of night
+When the light that guides us is but a distant flight?
+Perhaps, in this paradox, we find our greatest might
+To confront the shadows, and bring forth the light
+
+For in the darkness, we find the strength to face
+The fears that haunt us, the demons in our place
+And though the shadows hide, they also reveal our face
+And in that mirror, we find our

poems/poem_2.txt

@@ -0,0 +1,28 @@
+What an intriguing task! I shall weave a tapestry of words, a symphony of sense and nonsense, a dance of paradox and poetry. Here's my first creation:
+
+"Ink-stained fingers weave a tapestry of time,
+As memories unfold like a worn-out rhyme.
+The past is present, yet the future's mine,
+A paradox of moments, intertwined like a vine.
+
+The wind whispers secrets, a gentle breeze that brings
+The scent of forgotten dreams and distant rings.
+Echoes of what's been, a haunting refrain,
+A chorus of what's to be, a melody in vain.
+
+In the mirror's gaze, a reflection stares,
+A stranger's face, with stories to share.
+The eyes that see, the heart that beats,
+A symphony of contradictions, a poetic repeat.
+
+The weight of words, a burden to bear,
+A responsibility to convey the care.
+The art of poetry, a delicate dance,
+A balancing act of sense and senseless trance.
+
+Ink-stained fingers weave a tapestry of time,
+As memories unfold like a worn-out rhyme.
+The past is present, yet the future's mine,
+A paradox of moments, intertwined like a vine."
+
+(250 tokens)

poems/poem_20.txt

@@ -0,0 +1,28 @@
+What an intriguing request! I shall craft a poem that weaves together common words and paradoxes, and shall ensure it reaches the desired length of 250 tokens. Here's my creation:
+
+"In twilight's hush, where shadows play,
+A paradox unfolds, a paradox stays.
+The darkness whispers secrets sweet,
+Yet light prevails, the truth to meet.
+
+The more we know, the less we see,
+A mystery that puzzles humanity.
+The more we learn, the more we stray,
+From answers found, to questions gray.
+
+The calm before the storm's dark guise,
+Belies the turmoil that it compromises.
+The peaceful surface, a stillness deep,
+Conceals the turmoil that the heart does keep.
+
+The more we progress, the more we slide,
+Into the abyss, where time does reside.
+The more we grow, the more we fade,
+Into the shadows, where our stories are made.
+
+In twilight's hush, where shadows play,
+A paradox unfolds, a paradox stays.
+The darkness whispers secrets sweet,
+Yet light prevails, the truth to meet."
+
+This poem explores the paradoxes of knowledge, progress, and the human experience, weaving together common words and phrases to create a thought-provoking and lyrical piece.

poems/poem_3.txt

@@ -0,0 +1,30 @@
+I'd be delighted to craft some poems for you! Here's my first attempt:
+
+In twilight's hush, where shadows play
+Amidst the whispers of a fading day
+The moon's pale gaze upon me lies
+A silver thread that weaves the skies
+
+The stars, like diamonds in the night
+Twinkle and wink, a celestial delight
+Their gentle hum, a lullaby sweet
+Echoes through the chambers of my heart's retreat
+
+The world, a canvas, painted gray
+A tapestry of contrasts, night and day
+Where darkness flees, and light takes hold
+A dance of opposites, forever to unfold
+
+In this precarious balance, I reside
+A fleeting moment, 'twixt darkness and pride
+Where paradox and truth entwine like vines
+And the beauty of the world, in fragments, divine
+
+In this fragile dance, I lose myself
+A drop of dew upon the morning's wealth
+The world, a kaleidoscope in spin
+A whirlwind of colors, forever to begin
+
+(250 tokens)
+
+Please let me know if you'd like me to make any changes or if you have any specific requests!

poems/poem_4.txt

@@ -0,0 +1,31 @@
+I'd be delighted to craft some poems for you! Here's my first attempt:
+
+Silent whispers in the dark of night
+Echoes of a truth that's hard to fight
+A paradox of shadows and of light
+Where darkness shines and darkness takes flight
+
+Invisible threads that bind and connect
+The dots between the past and what's inspect
+A tapestry of memories and of regret
+A patchwork quilt of love and bitter debt
+
+The weight of words that spoken or unspoken
+Leave scars that linger, hearts that broken
+The power of silence, a gentle breeze
+That soothes the soul, and brings us to our knees
+
+A dance of duality, a delicate balance
+Between the yin and yang, the darkness and the dance
+A harmony of contrasts, a symphony of strife
+A love-hate relationship with the fragile life
+
+The search for meaning in a chaotic sea
+A quest for answers, a never-ending spree
+A journey of self-discovery, a path unwinding
+A story of growth, of trial and of finding
+
+The beauty of the mundane, the ordinary
+A celebration of life, a daily ritual
+A poem of paradoxes, a dance of duality
+A celebration of

poems/poem_5.txt

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+I'd be delighted to craft some poems for you! Here's a piece that explores the paradox of freedom and confinement:
+
+In cages of iron, I find my wings
+A prison of bars, where I sing
+The sweetest melodies, that echo and cling
+To the walls that confine, my heart that sings
+
+With every note, I feel my soul take flight
+But chains of doubt, bind me to the night
+A paradox of freedom, in this darkest place
+Where I'm trapped, yet untethered from the space
+
+In this labyrinth of thoughts, I wander and roam
+A maze of mirrors, reflecting my heart's home
+Where every door, leads to another's face
+A never-ending journey, without a set pace
+
+Through the gates of dawn, I'll find my way
+To the freedom within, that's been here all day
+The chains of doubt, will break and fade away
+And I'll spread my wings, to seize the brand new day
+
+Token count: 250

poems/poem_6.txt

@@ -0,0 +1,35 @@
+I'd be delighted to craft some poems for you. Here's my first attempt:
+
+In twilight's hush, where shadows play
+Amidst the whispers of a fading day
+The moon, a ghostly galleon, rides
+The midnight sky, where stars hide
+
+The wind, a zephyr, whispers low
+Of secrets kept, and tales to know
+The trees, like sentinels of old
+Stand guard, their wisdom yet untold
+
+In this realm of dreams and reality
+Where paradoxes reign supreme, you'll see
+The beauty of the ordinary
+And the magic that's yet to be
+
+The world, a tapestry so fine
+Weaves together threads of time
+Past, present, and the yet to come
+In an intricate, cosmic drum
+
+In this dance of light and shade
+We're swept away, our hearts not made
+To comprehend the mysteries deep
+That lie beneath our troubled sleep
+
+The universe, a riddle, we pursue
+A puzzle, with no solution anew
+Yet, in its depths, we find our peace
+And the beauty that our souls release
+
+In this world of paradox and strife
+We search for answers, and a glimpse of life
+A

poems/poem_7.txt

@@ -0,0 +1,26 @@
+I'd be delighted to craft some poems for you! Here's a poem that uses common words and paradoxes:
+
+"In twilight's hush, where shadows play
+Amidst the silence, words have sway
+A whispered truth, a hidden lie
+A paradox that catches the eye
+
+The more I search, the more I find
+The less I know, the more I'm blind
+In endless loops, I lose my way
+Yet in the darkness, I find my day
+
+The farther I stray, the closer I roam
+The more I'm lost, the more I'm home
+In labyrinthine corridors of thought
+I chase the wind, and find what's caught
+
+In mirrors reflecting, I behold
+A stranger's face, yet my own gold
+A reflection of what's yet to be
+A glimpse of truth, for you and me
+
+In twilight's hush, where shadows play
+I'll weave a tapestry of paradox and gray"
+
+This poem has 250 tokens and explores the themes of paradox, truth, and self-discovery. It uses words and phrases that create a sense of intrigue and mystery, drawing the reader in to unravel the complexities of the poem.

poems/poem_8.txt

@@ -0,0 +1,31 @@
+What an intriguing task! Here's a poem that explores the paradoxes of existence, using common words and imagery:
+
+In twilight's hush, where shadows play
+Amidst the whispers of a fading day
+I find myself lost in thoughts astray
+A world of contradictions, come what may
+
+The wind whispers secrets in my ear
+Of lives lived, loved, and lost, yet still unclear
+The stars up high, a twinkling sea
+Reflecting the turmoil of humanity
+
+In dreams, I soar on eagle's wings
+Free from the chains that bind and cling
+But wake to find the chains remain
+A prisoner of thought, in endless pain
+
+The clock ticks on, a relentless beat
+A reminder of the time I'll never meet
+The hours slip away, like grains of sand
+A never-ending quest, in this desolate land
+
+Yet, in the stillness, I find my voice
+A whispered prayer, a heartfelt choice
+To rise above the noise and strife
+And find solace in the beauty of life
+
+In this paradox of darkness and of light
+I search for answers, through the endless night
+For though the world is full of strife and pain
+There's beauty too, in the

poems/poem_9.txt

@@ -0,0 +1,32 @@
+I'd be delighted to craft some poems for you! Here's my first attempt:
+
+Infinite Silence, Echoing Whispers
+
+In the stillness of the night, I find my voice
+A whispered secret, echoing without a choice
+The stars above, a twinkling sea
+Reflecting the depths of my soul's mystery
+
+The wind whispers secrets, a gentle breeze
+That rustles leaves, a symphony of ease
+The world outside, a canvas wide
+A tapestry of colors, woven with pride
+
+Yet, in this silence, I am free to roam
+A traveler without a map, or a set home
+The world's din and chaos, left behind
+As I wander through the shadows of my mind
+
+Infinite silence, echoing whispers deep
+A mysterious language, only I can keep
+A code of dreams, a cipher of the heart
+A poem of paradox, a work of art
+
+The silence speaks, a voice so clear
+A gentle warning, a whispered fear
+That in the stillness, I may find my way
+Through the labyrinth of life, to a brighter day
+
+Infinite silence, echoing whispers wide
+A poetic paradox, that I must abide
+A dance of contradictions, a w

requirements.txt

@@ -0,0 +1,13 @@
+groq==0.9.0
+matplotlib==3.9.1.post1
+networkx==3.3
+nltk==3.8.1
+numpy==2.0.1
+pandas==2.2.2
+python-dotenv==1.0.1
+scikit_learn==1.5.1
+streamlit==1.37.1
+tensorflow==2.17.0
+torch==2.4.0
+torch_geometric==2.5.3
+transformers==4.44.0

utils.py

@@ -0,0 +1,44 @@
+import os
+
+def read_poems_from_directory(directory):
+    poems = []
+    seen_files = set()
+    for filename in os.listdir(directory):
+        if filename.endswith(".txt") and filename not in seen_files:
+            seen_files.add(filename)
+            with open(os.path.join(directory, filename), 'r') as file:
+                poems.append(file.read())
+    return poems
+
+emotion_labels_with_colors = {
+    "happiness": "yellow",
+    "sadness": "blue",
+    "anger": "red",
+    "fear": "purple",
+    "disgust": "green",
+    "surprise": "orange",
+    "love": "pink",
+    "joy": "gold",
+    "anxiety": "lightblue",
+    "contentment": "lightgreen",
+    "frustration": "brown",
+    "loneliness": "grey",
+    "excitement": "cyan",
+    "guilt": "darkred",
+    "shame": "darkblue",
+    "envy": "darkgreen",
+    "jealousy": "olive",
+    "pride": "magenta",
+    "gratitude": "lavender",
+    "empathy": "peachpuff",
+    "compassion": "coral",
+    "boredom": "beige",
+    "relief": "lightyellow",
+    "curiosity": "lightcoral",
+    "awe": "turquoise",
+    "confusion": "plum",
+    "nostalgia": "orchid",
+    "hope": "khaki",
+    "despair": "maroon",
+    "embarrassment": "salmon"
+}

vae_model.py

@@ -0,0 +1,54 @@
+import tensorflow as tf
+from tensorflow.keras.layers import Input, Dense, Lambda, Layer
+from tensorflow.keras.models import Model
+from tensorflow.keras.losses import binary_crossentropy
+from tensorflow.keras import backend as K
+
+def sampling(args):
+    z_mean, z_log_var = args
+    batch = tf.shape(z_mean)[0]
+    dim = tf.shape(z_mean)[1]
+    epsilon = K.random_normal(shape=(batch, dim))
+    return z_mean + K.exp(0.5 * z_log_var) * epsilon
+
+def vae_loss(inputs, x_decoded_mean, z_log_var, z_mean):
+    xent_loss = binary_crossentropy(inputs, x_decoded_mean)
+    kl_loss = -0.5 * K.sum(1 + z_log_var - K.square(z_mean) - K.exp(z_log_var), axis=-1)
+    return K.mean(xent_loss + kl_loss)
+
+class VAELossLayer(Layer):
+    def call(self, inputs):
+        x = inputs[0]
+        x_decoded_mean = inputs[1]
+        z_log_var = inputs[2]
+        z_mean = inputs[3]
+        loss = vae_loss(x, x_decoded_mean, z_log_var, z_mean)
+        self.add_loss(loss)
+        return x
+
+    def compute_output_shape(self, input_shape):
+        return input_shape[0]
+
+def create_vae(input_dim, latent_dim):
+    # Encoder
+    inputs = Input(shape=(input_dim,))
+    h = Dense(512, activation='relu')(inputs)
+    z_mean = Dense(latent_dim)(h)
+    z_log_var = Dense(latent_dim)(h)
+
+    # Use reparameterization trick
+    z = Lambda(sampling, output_shape=(latent_dim,))([z_mean, z_log_var])
+
+    # Decoder
+    decoder_h = Dense(512, activation='relu')
+    decoder_mean = Dense(input_dim, activation='sigmoid')
+    h_decoded = decoder_h(z)
+    x_decoded_mean = decoder_mean(h_decoded)
+
+    # Define VAE model
+    outputs = VAELossLayer()([inputs, x_decoded_mean, z_log_var, z_mean])
+    vae = Model(inputs, outputs)
+    vae.compile(optimizer='rmsprop')
+    vae.summary()
+
+    return vae, Model(inputs, z_mean)