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Browse files- LICENSE +22 -0
- README.md +34 -0
- app.py +148 -0
- requirements.txt +4 -0
- runtime.txt +1 -0
LICENSE
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MIT License
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Copyright (c) 2025 Eric Maldon
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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README.md
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---
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title: AI Meme Generator + Explainer
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emoji: 😂
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colorFrom: purple
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colorTo: pink
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sdk: gradio
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app_file: app.py
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pinned: false
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---
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# AI Meme Generator + Explainer
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## Overview
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Upload an image and get a short meme caption **plus a brief explanation** of why the joke works. The app combines an image captioning model (BLIP-base) with a lightweight text generator (DistilGPT‑2), so it runs on CPU hardware.
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## How it works
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1. **Caption**: BLIP generates a plain description of the image.
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2. **Meme line**: a small language model turns that description into a short, witty caption (≤ 12 words).
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3. **Explain**: a tiny ruleset highlights classic humor cues (relatability, incongruity, exaggeration).
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## Features
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- Works on **CPU** (no GPU required).
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- Classic meme text overlay (top/center/bottom + uppercase).
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- Safe, family‑friendly captions (no names, no offensive content).
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## How to Run Locally
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```bash
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pip install -r requirements.txt
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python app.py
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```
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## Acceptable Use
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This project is intended for educational and entertainment purposes only. Do **not** use it to create harmful, offensive, or illegal content. Please respect the model licenses and the Hugging Face Acceptable Use Policy.
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app.py
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import gradio as gr
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from transformers import pipeline, set_seed
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from PIL import Image, ImageDraw, ImageFont
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import textwrap
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import io
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# Lazy-load models
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_captioner = None
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_generator = None
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def get_captioner():
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global _captioner
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if _captioner is None:
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_captioner = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
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return _captioner
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def get_generator():
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global _generator
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if _generator is None:
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_generator = pipeline("text-generation", model="distilgpt2")
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return _generator
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def wrap_text(text, width=22):
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return "\n".join(textwrap.wrap(text, width=width))
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def draw_meme(img: Image.Image, caption: str, position: str = "bottom", uppercase: bool = True) -> Image.Image:
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if uppercase:
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caption = caption.upper()
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# Prepare drawing
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draw = ImageDraw.Draw(img)
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W, H = img.size
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# Choose a font (fallback to default if Impact is not available)
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try:
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font = ImageFont.truetype("Impact.ttf", size=max(24, W // 15))
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except Exception:
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font = ImageFont.load_default()
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# Wrap caption to fit width
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wrapped = wrap_text(caption, width=max(18, W // 25))
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# Determine text size
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bbox = draw.multiline_textbbox((0, 0), wrapped, font=font, align="center")
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text_w = bbox[2] - bbox[0]
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text_h = bbox[3] - bbox[1]
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# Choose y coordinate
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margin = int(0.03 * H)
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if position == "top":
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y = margin
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elif position == "center":
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y = (H - text_h) // 2
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else:
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y = H - text_h - margin
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# Draw black outline then white text (classic meme style)
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x = (W - text_w) // 2
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outline = max(2, W // 200)
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for dx in (-outline, outline):
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for dy in (-outline, outline):
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draw.multiline_text((x + dx, y + dy), wrapped, font=font, fill="black", align="center")
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draw.multiline_text((x, y), wrapped, font=font, fill="white", align="center")
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return img
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def explain_caption(caption: str) -> str:
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cap = caption.lower()
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cues = []
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if any(w in cap for w in ["when ", "me:", "you ", "pov", "that moment"]):
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cues.append("relatable setup")
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if any(w in cap for w in ["but", "yet", "although", "instead"]):
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cues.append("incongruity/twist")
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if any(w in cap for w in ["too", "very", "super", "always", "never"]):
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cues.append("mild exaggeration")
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if any(w in cap for w in ["monday", "wifi", "coffee", "deadline", "sleep"]):
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cues.append("everyday theme")
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pieces = [
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"Short, high-contrast phrasing (classic meme style).",
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"Focuses on a common situation to trigger recognition.",
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"Adds a small twist that creates incongruity (the core of the joke)."
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]
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if cues:
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pieces.append("Detected humor cues: " + ", ".join(cues) + ".")
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return " ".join(pieces)
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def generate_meme(image, style, uppercase, seed):
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if image is None:
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return None, "Please upload an image.", ""
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if seed is not None and str(seed).strip() != "":
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try:
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set_seed(int(seed))
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except Exception:
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pass
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# Step 1: caption the image
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captioner = get_captioner()
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raw_caption = captioner(image)[0]["generated_text"]
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# Step 2: create a witty meme caption from the caption
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prompt = (
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"Write a short, witty meme caption (max 12 words) based on this image description: "
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f"'{raw_caption}'. Use relatable internet humor. Avoid names, no offensive content."
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)
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generator = get_generator()
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gen = generator(prompt, max_new_tokens=24, temperature=0.9, top_p=0.95, do_sample=True)[0]["generated_text"]
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# Get only the newly generated tail after the prompt
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meme_caption = gen[len(prompt):].strip().split("\n")[0]
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# Clean fallbacks
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if len(meme_caption) < 3 or len(meme_caption.split()) < 2:
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meme_caption = "When Monday hits before the coffee"
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# Step 3: draw caption onto the image
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img = image.convert("RGB").copy()
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img_out = draw_meme(img, meme_caption, position=style, uppercase=uppercase)
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# Step 4: generate a simple explanation
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explanation = explain_caption(meme_caption)
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return img_out, meme_caption, explanation
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with gr.Blocks(title="AI Meme Generator + Explainer") as demo:
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gr.Markdown(
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"""
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# AI Meme Generator + Explainer
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Upload an image → the app captions it, writes a short meme line, and explains why it works.
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Runs on CPU using lightweight models (BLIP-base + DistilGPT2).
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"""
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)
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with gr.Row():
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image = gr.Image(type="pil", label="Upload image")
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with gr.Column():
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style = gr.Radio(choices=["top", "center", "bottom"], value="bottom", label="Caption position")
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uppercase = gr.Checkbox(value=True, label="Uppercase caption (meme style)")
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seed = gr.Textbox(value="", label="Seed (optional)", placeholder="e.g., 42")
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btn = gr.Button("Generate Meme")
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out_img = gr.Image(label="Meme")
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out_caption = gr.Textbox(label="Generated caption", lines=2)
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out_expl = gr.Textbox(label="Why it’s funny (explanation)", lines=4)
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btn.click(generate_meme, inputs=[image, style, uppercase, seed], outputs=[out_img, out_caption, out_expl])
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if __name__ == "__main__":
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demo.launch()
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requirements.txt
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gradio>=4.36.1
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transformers>=4.41.0
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torch
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pillow
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runtime.txt
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python-3.10
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