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Duplicate from marcelcastrobr/CLIP-image-search

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Co-authored-by: Marcel Cavalcanti de Castro <[email protected]>

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+ unsplash-25k-photos-embeddings.pkl filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ ---
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+ title: CLIP Image Search
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+ emoji: 📸
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+ colorFrom: pink
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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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+ python_version: 3.10.10
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+ duplicated_from: marcelcastrobr/CLIP-image-search
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+ ---
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+
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+ # Configuration
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+
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+ `title`: _string_
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+ Display title for the Space
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+
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+ `emoji`: _string_
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+ Space emoji (emoji-only character allowed)
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+
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+ `colorFrom`: _string_
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+ Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
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+
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+ `colorTo`: _string_
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+ Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
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+
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+ `sdk`: _string_
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+ Can be either `gradio` or `streamlit`
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+
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+ `sdk_version` : _string_
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+ Only applicable for `streamlit` SDK.
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+ See [doc](https://hf.co/docs/hub/spaces) for more info on supported versions.
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+
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+ `app_file`: _string_
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+ Path to your main application file (which contains either `gradio` or `streamlit` Python code).
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+ Path is relative to the root of the repository.
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+
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+ `pinned`: _boolean_
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+ Whether the Space stays on top of your list.
app.py ADDED
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+ import gradio as gr
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+ from transformers import CLIPProcessor, CLIPModel, CLIPTokenizer
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+ import sentence_transformers
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+ from sentence_transformers import SentenceTransformer, util
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+ import pickle
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+ from PIL import Image
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+ import os
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+
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+
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+ ## Define model
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+ model = CLIPModel.from_pretrained("openai/clip-vit-base-patch32")
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+ processor = CLIPProcessor.from_pretrained("openai/clip-vit-base-patch32")
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+ tokenizer = CLIPTokenizer.from_pretrained("openai/clip-vit-base-patch32")
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+
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+ #Open the precomputed embeddings
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+ emb_filename = 'unsplash-25k-photos-embeddings.pkl'
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+ with open(emb_filename, 'rb') as fIn:
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+ img_names, img_emb = pickle.load(fIn)
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+ #print(f'img_emb: {print(img_emb)}')
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+ #print(f'img_names: {print(img_names)}')
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+
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+
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+ def search_text(query, top_k=1):
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+ """" Search an image based on the text query.
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+
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+ Args:
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+ query ([string]): [query you want search for]
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+ top_k (int, optional): [Amount of images o return]. Defaults to 1.
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+
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+ Returns:
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+ [list]: [list of images that are related to the query.]
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+ """
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+ # First, we encode the query.
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+ inputs = tokenizer([query], padding=True, return_tensors="pt")
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+ query_emb = model.get_text_features(**inputs)
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+
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+ # Then, we use the util.semantic_search function, which computes the cosine-similarity
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+ # between the query embedding and all image embeddings.
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+ # It then returns the top_k highest ranked images, which we output
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+ hits = util.semantic_search(query_emb, img_emb, top_k=top_k)[0]
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+
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+ image=[]
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+ for hit in hits:
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+ #print(img_names[hit['corpus_id']])
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+ object = Image.open(os.path.join("photos/", img_names[hit['corpus_id']]))
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+ image.append(object)
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+ #print(f'array length is: {len(image)}')
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+
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+ return image
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+
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+
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+ iface = gr.Interface(
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+ title = "Text to Image using CLIP Model 📸",
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+ description = "Gradio Demo fo CLIP model. \n This demo is based on assessment for the 🤗 Huggingface course 2. \n To use it, simply write which image you are looking for. Read more at the links below.",
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+ article = "You find more information about this demo on my ✨ github repository [marcelcastrobr](https://github.com/marcelcastrobr/huggingface_course2)",
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+ fn=search_text,
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+ inputs=[gr.Textbox(lines=4,
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+ label="Write what you are looking for in an image...",
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+ placeholder="Text Here..."),
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+ gr.Slider(0, 5, step=1)],
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+ outputs=[gr.Gallery(
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+ label="Generated images", show_label=False, elem_id="gallery"
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+ ).style(grid=[2], height="auto")]
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+ ,examples=[[("Dog in the beach"), 2],
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+ [("Paris during night."), 1],
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+ [("A cute kangaroo"), 5],
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+ [("Dois cachorros"), 2],
68
+ [("un homme marchant sur le parc"), 3],
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+ [("et høyt fjell"), 2]]
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+ ).launch(debug=True)
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