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import os |
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import subprocess |
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import torch |
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import requests |
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from PIL import Image |
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from io import BytesIO |
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just_get_sd_mask_function = None |
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print(os.listdir('/usr/local/')) |
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print(torch.version.cuda) |
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class EndpointHandler(): |
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def __init__(self, path="."): |
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global just_get_sd_mask_function |
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is_production = True |
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if False: |
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return |
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os.chdir(path) |
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os.environ['AM_I_DOCKER'] = 'False' |
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os.environ['BUILD_WITH_CUDA'] = 'True' |
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os.environ['CUDA_HOME'] = '/usr/local/cuda-11.7/' if is_production else '/usr/local/cuda-12.1/' |
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subprocess.run(["python", "-m", "pip", "install", "-e", "segment_anything"]) |
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subprocess.run(["python", "-m", "pip", "install", "-e", "GroundingDINO"]) |
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subprocess.run("wget https://huggingface.co/Uminosachi/sam-hq/resolve/main/sam_hq_vit_h.pth -O ./sam_hq_vit_h.pth", shell=True) |
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subprocess.run(["pip", "install", "--upgrade", "diffusers[torch]"]) |
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subprocess.run(["git", "submodule", "update", "--init", "--recursive"]) |
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subprocess.run(["bash", "grounded-sam-osx/install.sh"], cwd="grounded-sam-osx") |
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subprocess.run(["git", "clone", "https://github.com/xinyu1205/recognize-anything.git"]) |
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subprocess.run(["pip", "install", "-r", "./recognize-anything/requirements.txt"]) |
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subprocess.run(["pip", "install", "-e", "./recognize-anything/"]) |
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from test import just_get_sd_mask |
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just_get_sd_mask_function = just_get_sd_mask |
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def __call__(self, data): |
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mask_pil = just_get_sd_mask(Image.open("assets/demo1.jpg"), "bear", 10) |
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if mask_pil.mode != 'RGB': |
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mask_pil = mask_pil.convert('RGB') |
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img_byte_arr = BytesIO() |
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mask_pil.save(img_byte_arr, format='JPEG') |
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img_byte_arr = img_byte_arr.getvalue() |
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response = requests.post("https://file.io/", files={"file": img_byte_arr}) |
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url = response.json().get('link') |
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return {"url": url} |
