first version

Makefile

@@ -0,0 +1,3 @@
+install:
+	poetry install
+	poetry run pip list --format=freeze > requirements.txt

app.py

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+import gradio as gr
+import torch
+from PIL import Image
+from transformers import CLIPProcessor, CLIPModel
+
+checkpoint = "vincentclaes/emoji-predictor-few-shot"
+no_of_emojis = range(20)
+emojis_as_images = [Image.open(f"emojis/{i}.png") for i in no_of_emojis]
+K = 4
+
+processor = CLIPProcessor.from_pretrained(checkpoint)
+model = CLIPModel.from_pretrained(checkpoint)
+
+
+def get_emoji(text, model=model, processor=processor, emojis=emojis_as_images, K=4):
+    inputs = processor(text=text, images=emojis, return_tensors="pt", padding=True, truncation=True)
+    outputs = model(**inputs)
+
+    logits_per_text = outputs.logits_per_text
+    # we take the softmax to get the label probabilities
+    probs = logits_per_text.softmax(dim=1)
+    # top K number of options
+    predictions_suggestions_for_chunk = [torch.topk(prob, K).indices.tolist() for prob in probs][0]
+    predictions_suggestions_for_chunk
+
+    return [f"emojis/{i}.png" for i in predictions_suggestions_for_chunk]
+
+text = gr.inputs.Textbox()
+title = "Predicting an Emoji"
+
+gr.Interface(fn=get_emoji, inputs=text, outputs=gr.Gallery(), title=title, enable_queue=True).launch(debug=True)

poetry.lock

@@ -0,0 +1,1461 @@
+[[package]]
+name = "aiohttp"
+version = "3.8.1"
+description = "Async http client/server framework (asyncio)"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+aiosignal = ">=1.1.2"
+async-timeout = ">=4.0.0a3,<5.0"
+attrs = ">=17.3.0"
+charset-normalizer = ">=2.0,<3.0"
+frozenlist = ">=1.1.1"
+multidict = ">=4.5,<7.0"
+yarl = ">=1.0,<2.0"
+
+[package.extras]
+speedups = ["aiodns", "brotli", "cchardet"]
+
+[[package]]
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+version = "1.2.0"
+description = "aiosignal: a list of registered asynchronous callbacks"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+frozenlist = ">=1.1.0"
+
+[[package]]
+name = "analytics-python"
+version = "1.4.0"
+description = "The hassle-free way to integrate analytics into any python application."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+backoff = "1.10.0"
+monotonic = ">=1.5"
+python-dateutil = ">2.1"
+requests = ">=2.7,<3.0"
+six = ">=1.5"
+
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+
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+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "main"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+
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+
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+
+[[package]]
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+description = "Classes Without Boilerplate"
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+
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+    {file = "websockets-10.3.tar.gz", hash = "sha256:fc06cc8073c8e87072138ba1e431300e2d408f054b27047d047b549455066ff4"},
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+yarl = []

pyproject.toml

@@ -0,0 +1,17 @@
+[tool.poetry]
+name = "emoji-predictor"
+version = "0.1.0"
+description = ""
+authors = ["vincent <vclaes1986@gmail.com>"]
+
+[tool.poetry.dependencies]
+python = "^3.9"
+torch = "^1.12.1"
+gradio = "^3.3.1"
+transformers = "^4.22.1"
+
+[tool.poetry.dev-dependencies]
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"

requirements.txt

@@ -0,0 +1,74 @@
+aiohttp==3.8.1
+aiosignal==1.2.0
+analytics-python==1.4.0
+anyio==3.6.1
+async-timeout==4.0.2
+attrs==22.1.0
+backoff==1.10.0
+bcrypt==4.0.0
+certifi==2022.9.14
+cffi==1.15.1
+charset-normalizer==2.1.1
+click==8.1.3
+contourpy==1.0.5
+cryptography==38.0.1
+cycler==0.11.0
+fastapi==0.85.0
+ffmpy==0.3.0
+filelock==3.8.0
+fonttools==4.37.2
+frozenlist==1.3.1
+fsspec==2022.8.2
+gradio==3.3.1
+h11==0.12.0
+httpcore==0.15.0
+httpx==0.23.0
+huggingface-hub==0.9.1
+idna==3.4
+Jinja2==3.1.2
+kiwisolver==1.4.4
+linkify-it-py==1.0.3
+markdown-it-py==2.1.0
+MarkupSafe==2.1.1
+matplotlib==3.6.0
+mdit-py-plugins==0.3.0
+mdurl==0.1.2
+monotonic==1.6
+multidict==6.0.2
+numpy==1.23.3
+orjson==3.8.0
+packaging==21.3
+pandas==1.4.4
+paramiko==2.11.0
+Pillow==9.2.0
+pip==22.0.4
+pycparser==2.21
+pycryptodome==3.15.0
+pydantic==1.10.2
+pydub==0.25.1
+PyNaCl==1.5.0
+pyparsing==3.0.9
+python-dateutil==2.8.2
+python-multipart==0.0.5
+pytz==2022.2.1
+PyYAML==6.0
+regex==2022.9.13
+requests==2.28.1
+rfc3986==1.5.0
+setuptools==62.0.0
+setuptools-scm==7.0.5
+six==1.16.0
+sniffio==1.3.0
+starlette==0.20.4
+tokenizers==0.12.1
+tomli==2.0.1
+torch==1.12.1
+tqdm==4.64.1
+transformers==4.22.1
+typing_extensions==4.3.0
+uc-micro-py==1.0.1
+urllib3==1.26.12
+uvicorn==0.18.3
+websockets==10.3
+wheel==0.37.1
+yarl==1.8.1