app.py

import json
import os
import random
from typing import List, Tuple

import google.generativeai as genai
import gradio as gr
from jinja2 import Environment, FileSystemLoader

GOOGLE_API_KEY = os.getenv('GOOGLE_API_KEY')
genai.configure(api_key=GOOGLE_API_KEY)

MODEL = genai.GenerativeModel("gemini-1.5-flash-latest",
                              generation_config={"response_mime_type": "application/json"})

# Example clues and groupings
EXAMPLE_CLUES = [
    (['ARROW', 'TIE', 'HONOR'], 'BOW', 'such as a bow and arrow, a bow tie, or a bow as a sign of honor'),
    (['DOG', 'TREE'], 'BARK', 'such as the sound a dog makes, or a tree is made of bark'),
    (['MONEY', 'RIVER', 'ROB', 'BLOOD'], 'CRIME', 'such as money being stolen, a river being a potential crime scene, robbery, or blood being a result of a violent crime'),
    (['BEEF', 'TURKEY', 'FIELD', 'GRASS'], 'GROUND', 'such as ground beef, a turkey being a ground-dwelling bird, a field or grass being a type of ground'),
    (['BANK', 'GUITAR', 'LIBRARY'], 'NOTE', 'such as a bank note, a musical note on a guitar, or a note being a written comment in a library book'),
    (['ROOM', 'PIANO', 'TYPEWRITER'], 'KEYS', 'such as a room key, piano keys, or typewriter keys'),
    (['TRAFFIC', 'RADAR', 'PHONE'], 'SIGNAL', 'such as traffic signals, radar signals, or phone signals'),
    (['FENCE', 'PICTURE', 'COOKIE'], 'FRAME', 'such as a frame around a yard, a picture frame, or a cookie cutter being a type of frame'),
    (['YARN', 'VIOLIN', 'DRESS'], 'STRING', 'strings like material, instrument, clothing fastener'),
    (['JUMP', 'FLOWER', 'CLOCK'], 'SPRING', 'such as jumping, flowers blooming in the spring, or a clock having a sprint component'),
    (['SPY', 'KNIFE'], 'WAR', 'Both relate to aspects of war, such as spies being involved in war or knives being used as weapons'),
    (['STADIUM', 'SHOE', 'FIELD'], 'SPORT', 'Sports like venues, equipment, playing surfaces'),
    (['TEACHER', 'CLUB'], 'SCHOOL', 'such as a teacher being a school staff member or a club being a type of school organization'),
    (['CYCLE', 'ARMY', 'COURT', 'FEES'], 'CHARGE', 'charges like electricity, battle, legal, payments'),
    (['FRUIT', 'MUSIC', 'TRAFFIC', 'STUCK'], 'JAM', 'Jams such as fruit jam, a music jam session, traffic jam, or being stuck in a jam'),
    (['POLICE', 'DOG', 'THIEF'], 'CRIME', 'such as police investigating crimes, dogs being used to detect crimes, or a thief committing a crime'),
    (['ARCTIC', 'SHUT', 'STAMP'], 'SEAL', 'such as the Arctic being home to seals, or shutting a seal on an envelope, or a stamp being a type of seal'),
]

def create_example_groupings(clues: List[Tuple[List[str], str, str]], num_groups: int = 5) -> List[Tuple[List[str], str]]:
    """Creates example groupings from the given clues."""
    merged = create_random_word_groups(clues, num_groups)
    return [
        (
            merged_words,
            json.dumps([{
                "words": clues[i][0],
                "clue": clues[i][1],
                "explanation": clues[i][2]
            } for i in indices], separators=(',', ':'))
        )
        for merged_words, indices in merged
    ]

EXAMPLE_GROUPINGS = create_example_groupings(EXAMPLE_CLUES)

def create_random_word_groups(clues: List[Tuple[List[str], str, str]], num_groups: int = 10) -> List[Tuple[List[str], List[int]]]:
    """Creates random groups of words from the given clues."""
    word_groups = []
    while len(word_groups) < num_groups:
        group_size = random.choice([3, 4])
        selected_indices = random.sample(range(len(clues)), group_size)
        words = [word for row in [clues[i][0] for i in selected_indices] for word in row]
        if len(words) in [8, 9]:
            word_groups.append((words, selected_indices))
    return word_groups

def render_template(template: str, system_prompt: str, history: List[Tuple], query: str) -> str:
    """Renders a Jinja2 template with the given parameters."""
    env = Environment(loader=FileSystemLoader('.'))
    template = env.from_string(template)
    return template.render(system_prompt=system_prompt, history=history, query=query)

def group_words(words: List[str]) -> List[dict]:
    """Groups the given words using the AI model."""
    template = '''
    {% for example in history %}
    INPUT:
    {{ example[0] }}
    OUTPUT:
    {{ example[1] }}
    {% endfor %}
    INPUT:
    {{ query }}
    OUTPUT:

    {{ system }}

    Groups = {'words': list[str], 'clue': str, 'explanation': str}
    Return: Groups
    '''

    grouping_prompt = ("You are an assistant for the game Codenames. Group the given words into 3 to 4 sets of 2 to 4 words each. "
                       "Each group should share a common theme or word connection. Avoid generic or easily guessable clues.")

    prompt = render_template(template, grouping_prompt, EXAMPLE_GROUPINGS, words)
    response = MODEL.generate_content(prompt, generation_config={'top_k': 3, 'temperature': 1.1})
    return json.loads(response.text)

def generate_clue(group: List[str]) -> dict:
    """Generates a clue for the given group of words using the AI model."""
    template = '''
    {% for example in history %}
    INPUT:
    {{ example[0] }}
    OUTPUT:
    { 'clue':{{ example[1] }}, 'explanation':{{ example[2] }} }
    {% endfor %}
    INPUT:
    {{ query }}
    OUTPUT:

    {{ system }}

    Clue = {'clue': str, 'explanation': str}
    Return: Clue
    '''

    clue_prompt = ("As a Codenames game companion, provide a single-word clue for the given group of words. "
                   "The clue should relate to a common theme or word connection. DO NOT reuse any of the given "
                   "words as a clue. Avoid generic or easily guessable clues.")

    prompt = render_template(template, clue_prompt, EXAMPLE_CLUES, group)
    response = MODEL.generate_content(prompt, generation_config={'top_k': 3, 'temperature': 1.1})
    return json.loads(response.text)


def process_image(img) -> gr.update:
    """Processes the uploaded image and extracts words for the game."""
    prompt = ('Identify the words in this Codenames game image. Provide only a list of words in capital letters. '
              'Group these words into 6 or 8 sets that can be guessed together using a single-word clue. '
              'Respond with JSON in the format: {"Game": <list of words in the game>}')
    response = MODEL.generate_content([prompt, img], stream=True)
    response.resolve()
    words = json.loads(response.text)['Game']
    return gr.update(choices=words, value=words)

def pad_or_truncate(lst: List, n: int = 4) -> List:
    """Ensures the list has exactly n elements, padding with None if necessary."""
    truncated_lst = lst[:n]
    return truncated_lst + (n - len(truncated_lst)) * [{}]

def group_words_callback(words: List[str]) -> List[gr.update]:
    """Callback function for grouping words."""
    groups = group_words(words)
    groups = pad_or_truncate(groups, 4)
    return [gr.update(value=groups[i].get("words", ""), choices=words, info=groups[i].get("explanation","")) for i in range(4)]

def generate_clue_callback(group: List[str]) -> gr.update:
    """Callback function for generating clues."""
    clue = generate_clue(group)
    return gr.update(value=clue['clue'], info=clue['explanation'])

# UI Setup
with gr.Blocks(theme=gr.themes.Monochrome()) as demo:
    gr.Markdown("# *Codenames* Clue Generator")
    gr.Markdown("Provide a list of words to generate clues")

    with gr.Row():
        game_image = gr.Image(type="pil")
        word_list_input = gr.Dropdown(label="Detected words", choices=[], multiselect=True, interactive=True)

    with gr.Row():
        detect_words_button = gr.Button("Detect Words")
        group_words_button = gr.Button("Group Words")

    group_inputs, clue_buttons, clue_outputs = [], [], []

    for i in range(4):
        with gr.Row():
            group_input = gr.Dropdown(label=f"Group {i + 1}", choices=[], allow_custom_value=True, multiselect=True, interactive=True)
            clue_button = gr.Button("Generate Clue", size='sm')
            clue_output = gr.Textbox(label=f"Clue {i + 1}")
            group_inputs.append(group_input)
            clue_buttons.append(clue_button)
            clue_outputs.append(clue_output)

    # Event handlers
    detect_words_button.click(fn=process_image, inputs=game_image, outputs=[word_list_input])
    group_words_button.click(fn=group_words_callback, inputs=word_list_input, outputs=group_inputs)

    for i in range(4):
        clue_buttons[i].click(generate_clue_callback, inputs=group_inputs[i], outputs=clue_outputs[i])

demo.launch(share=True, debug=True)