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Parent(s):
4c07fb9
first commit
Browse files- .vscode/launch.json +17 -0
- app.py +54 -0
- requirements.txt +19 -0
.vscode/launch.json
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{
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// Use IntelliSense to learn about possible attributes.
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// Hover to view descriptions of existing attributes.
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// For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
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"version": "0.2.0",
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"configurations": [
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{
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"name": "Python Debugger: Current File",
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"type": "debugpy",
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"request": "launch",
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"program": "${file}",
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"console": "integratedTerminal",
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"envFile": "${workspaceFolder}/.env",
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"python": "${workspaceFolder}/../data-viber/.venv/bin/python"
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}
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]
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}
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app.py
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import os
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import io
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import random
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import requests
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from PIL import Image
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from data_viber import AnnotatorInterFace
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HF_TOKEN = os.environ["HF_TOKEN"]
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HEADERS = {"Authorization": f"Bearer {HF_TOKEN}"}
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DATASET_SERVER_URL = "https://datasets-server.huggingface.co"
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DATASET_NAME = "poloclub%2Fdiffusiondb&config=2m_random_1k&split=train"
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MODEL_URL = (
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"https://api-inference.huggingface.co/models/black-forest-labs/FLUX.1-schnell"
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)
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def retrieve_sample(idx):
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api_url = f"{DATASET_SERVER_URL}/rows?dataset={DATASET_NAME}&offset={idx}&length=1"
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response = requests.get(api_url, headers=HEADERS)
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data = response.json()
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img_url = data["rows"][0]["row"]["image"]["src"]
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prompt = data["rows"][0]["row"]["prompt"]
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return img_url, prompt
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def get_rows():
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api_url = f"{DATASET_SERVER_URL}/size?dataset={DATASET_NAME}"
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response = requests.get(api_url, headers=HEADERS)
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num_rows = response.json()["size"]["config"]["num_rows"]
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return num_rows
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def generate_response(prompt):
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payload = {
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"inputs": prompt,
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}
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response = requests.post(MODEL_URL, headers=HEADERS, json=payload)
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image = Image.open(io.BytesIO(response.content))
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return image
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def next_input(_prompt, _completion_a, _completion_b):
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random_idx = random.randint(0, get_rows()) - 1
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img_url, prompt = retrieve_sample(random_idx)
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generated_image = generate_response(prompt)
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return (prompt, img_url, generated_image)
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if __name__ == "__main__":
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interface = AnnotatorInterFace.for_image_generation_preference(
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fn=next_input,
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dataset_name=None,
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)
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interface.launch()
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requirements.txt
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gradio[oauth]>=4.3,<5
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datasets>=2,<3
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sentence-transformers>=3
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optimum[onnxruntime]>=1.21.3
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tabulate>=0.9.0
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diffusers>=0.30.0
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transformers>=4.43.4
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ipykernel>=6.29.5
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umap-learn>=0.5,<1
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plotly>=5,<6
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dash>=2.11,<3
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dash-bootstrap-components>=1.6.0
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pre-commit>=3.8.0
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ruff>=0.5,<1
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pytest>=8,<9
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black>=24,<25
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openpyxl>=3,<4
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requests
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pillow
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