working version

.gitignore

@@ -1 +0,0 @@
-__pycache__

Dockerfile

@@ -1,18 +1,33 @@
-# Use the official Docker image with Docker and Docker Compose
-FROM docker:latest
+# Use the official Python image from the Docker Hub
+FROM python:3.10-slim
 
-# Set the working directory to /app
-WORKDIR /app
+# Set up a new user named "user" with user ID 1000
+RUN useradd -m -u 1000 user
 
-# Copy the docker-compose.yml file into the container at /app
-COPY docker-compose.yml .
+# Switch to the "user" user
+USER user
 
-# Copy the frontend and backend directories into the container
-COPY frontend ./frontend
-COPY backend ./backend
+# Set home to the user's home directory
+ENV HOME=/home/user \
+	PATH=/home/user/.local/bin:$PATH
 
-# Expose ports (adjust if necessary)
-EXPOSE 8501 8080
+# Set the working directory to the user's home directory
+WORKDIR $HOME/app
 
-# Run docker-compose up when the container starts
-CMD ["docker", "compose", "up"]
+# Install Poetry
+RUN pip install poetry
+
+# Copy only the pyproject.toml and poetry.lock files to install dependencies first
+COPY pyproject.toml poetry.lock ./
+
+# Install dependencies using Poetry
+RUN poetry install
+
+# Copy the rest of the application code to the working directory
+COPY . .
+
+# Expose the port FastAPI will run on
+EXPOSE 8000
+
+# Command to run the FastAPI application
+CMD ["poetry", "run", "python", "run.py"]

README.md

@@ -6,6 +6,7 @@ colorTo: green
 sdk: docker
 pinned: false
 license: apache-2.0
+app_port: 8000
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

backend/Dockerfile

@@ -1,23 +0,0 @@
-# Use the official Python image from the Docker Hub
-FROM python:3.10-slim
-
-# Set the working directory in the container
-WORKDIR /app
-
-# Install Poetry
-RUN pip install poetry
-
-# Copy only the pyproject.toml and poetry.lock files to install dependencies first
-COPY pyproject.toml poetry.lock ./
-
-# Install dependencies using Poetry
-RUN poetry config virtualenvs.create false && poetry install --only=main
-
-# Copy the rest of the application code to the working directory
-COPY . .
-
-# Expose the port FastAPI will run on
-EXPOSE 8000
-
-# Command to run the FastAPI application
-CMD ["poetry", "run", "uvicorn", "run:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]

backend/poe/common-tasks.toml

@@ -1,52 +0,0 @@
-# This file defines common tasks that most python projects can benefit from
-
-[tool.poe.tasks.format-isort]
-help = "Format code with isort"
-cmd  = "isort ."
-
-[tool.poe.tasks.format-black]
-help = "Format code with black"
-cmd  = "black ."
-
-[tool.poe.tasks.format]
-help = "Run code formating tools"
-sequence  = ["format-isort", "format-black"]
-
-[tool.poe.tasks.style-black]
-help = "Validate black code style"
-cmd  = "black . --check --diff"
-
-[tool.poe.tasks.style-isort]
-help = "Validate isort code style"
-cmd  = "isort . --check --diff"
-
-[tool.poe.tasks.style]
-help = "Validate code style"
-sequence = ["style-isort", "style-black"]
-
-[tool.poe.tasks.types]
-help = "Run the type checker"
-cmd  = "mypy . --ignore-missing-imports --check-untyped-defs --install-types --non-interactive"
-
-[tool.poe.tasks.lint]
-help = "Evaluate ruff rules"
-cmd  = "ruff check ."
-
-[tool.poe.tasks.test]
-help = "Run unit tests"
-cmd  = "pytest -p no:cacheprovider"
-
-[tool.poe.tasks.clean]
-help = "Remove automatically generated files"
-cmd  = """
-  rm -rf dist
-         .mypy_cache
-         .pytest_cache
-         .ruff_cache
-         ./**/__pycache__/
-         ./**/*.pyc
-"""
-
-[tool.poe.tasks.check]
-help     = "Run all checks on the code base"
-sequence = ["style", "types", "lint", "clean"]

docker-compose.yml

@@ -1,14 +0,0 @@
-services:
-  frontend:
-    build: frontend
-    ports:
-      - 8501:8501
-    depends_on:
-      - backend
-    environment:
-      - API_URL=http://backend:8000/
-
-  backend:
-    build: backend
-    ports:
-      - 8000:8000

frontend/Dockerfile

@@ -1,22 +0,0 @@
-
-# Use the official Python image from the Docker Hub
-FROM python:3.10-slim
-
-# Set the working directory in the container
-WORKDIR /app
-
-# Install Poetry
-RUN pip install poetry
-
-# Copy only the pyproject.toml and poetry.lock files to install dependencies first
-COPY pyproject.toml poetry.lock ./
-
-# Install dependencies using Poetry
-RUN poetry config virtualenvs.create false && poetry install --only=main
-
-# Copy the rest of the application code to the working directory
-COPY . .
-
-EXPOSE 8501
-
-CMD ["streamlit", "run", "run.py"]

frontend/app_ui.py

@@ -0,0 +1,46 @@
+import streamlit as st
+import requests
+
+# Define the URL of the FastAPI service
+API_URL = "http://localhost:8000/most_similar"  # Adjust if the FastAPI service is hosted elsewhere
+
+
+def get_similar_prompts(query, n):
+    try:
+        response = requests.post(API_URL, json={"query": query, "n": n})
+        response.raise_for_status()  # Raise an exception for HTTP errors
+        return response.json()
+    except requests.RequestException as e:
+        st.error(f"Error: {e}")
+        return None
+
+
+def main():
+    st.title("Prompt Similarity Finder")
+
+    # User input for query
+    query = st.text_input("Enter your query:", "")
+    n = st.slider(
+        "Number of similar prompts to retrieve:", min_value=1, max_value=20, value=5
+    )
+
+    if st.button("Find Similar Prompts"):
+        if query:
+            with st.spinner("Fetching similar prompts..."):
+                result = get_similar_prompts(query, n)
+                if result:
+                    similar_prompts = result.get("similar_prompts", [])
+                    if similar_prompts:
+                        st.subheader("Similar Prompts:")
+                        for item in similar_prompts:
+                            st.write(f"**Score:** {item['score']:.2f}")
+                            st.write(f"**Prompt:** {item['prompt']}")
+                            st.write("---")
+                    else:
+                        st.write("No similar prompts found.")
+        else:
+            st.warning("Please enter a query.")
+
+
+if __name__ == "__main__":
+    main()

frontend/pyproject.toml

@@ -1,23 +0,0 @@
-[tool.poetry]
-name = "smart-cat-assignment-frontend"
-version = "0.0.1"
-description = "SmartCat Assignment"
-authors     = ["Lazar Radojevic <[email protected]>"]
-readme = "README.md"
-
-[tool.poetry.dependencies]
-python = "^3.10"
-mypy = "^1.8.0"
-ruff = "^0.3.2"
-streamlit = "^1.37.0"
-
-[tool.poetry.group.dev.dependencies]
-black = "^24.1.1"
-poethepoet = "^0.24.4"
-isort = "^5.13.2"
-
-[tool.isort]
-profile = "black"
-
-[tool.poe]
-include = "./poe/common-tasks.toml"

frontend/run.py

@@ -1,37 +0,0 @@
-import streamlit as st
-import requests
-from typing import List, Tuple
-import os
-
-API_URL = os.getenv("API_URL")
-
-
-def get_similar_prompts(query: str, n: int) -> List[Tuple[float, str]]:
-    try:
-        response = requests.post(f"{API_URL}/most_similar", json={"query": query, "n": n})
-        if response.status_code == 200:
-            return response.json().get("similar_prompts", [])
-        else:
-            st.error(f"Error: {response.status_code} - {response.text}")
-            return []
-    except requests.exceptions.RequestException as e:
-        st.error(f"Request error: {e}")
-        return []
-
-
-st.title("Prompt Search Engine")
-
-query = st.text_input("Enter a prompt:")
-n = st.slider("Number of similar prompts to retrieve:", 1, 20, 5)
-
-if st.button("Search"):
-    if query:
-        response = get_similar_prompts(query, n)
-        if response:
-            st.write(f"Top {n} similar prompts:")
-            for query_response in response:
-                st.write(
-                    f"**Score:** {query_response['score']:.4f} | **Prompt:** {query_response['prompt']}"
-                )
-    else:
-        st.warning("Please enter a prompt to search.")

backend/run.py → main.py

@@ -46,4 +46,4 @@ async def get_most_similar(query_request: QueryRequest):
         )
         return response
     except Exception as e:
-        raise HTTPException(status_code=500, detail=str(e))
+        raise HTTPException(status_code=500, detail=str(e))

{frontend/poe → poe}/common-tasks.toml

@@ -49,4 +49,8 @@ cmd  = """
 
 [tool.poe.tasks.check]
 help     = "Run all checks on the code base"
-sequence = ["style", "types", "lint", "clean"]
+sequence = ["style", "types", "lint", "clean"]
+
+[tool.poe.tasks.ui]
+help    = "Start the UI"
+cmd     = "streamlit run ./frontend/app_ui.py"

backend/poetry.lock → poetry.lock

@@ -112,6 +112,32 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "altair"
+version = "5.3.0"
+description = "Vega-Altair: A declarative statistical visualization library for Python."
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "altair-5.3.0-py3-none-any.whl", hash = "sha256:7084a1dab4d83c5e7e5246b92dc1b4451a6c68fd057f3716ee9d315c8980e59a"},
+    {file = "altair-5.3.0.tar.gz", hash = "sha256:5a268b1a0983b23d8f9129f819f956174aa7aea2719ed55a52eba9979b9f6675"},
+]
+
+[package.dependencies]
+jinja2 = "*"
+jsonschema = ">=3.0"
+numpy = "*"
+packaging = "*"
+pandas = ">=0.25"
+toolz = "*"
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+all = ["altair-tiles (>=0.3.0)", "anywidget (>=0.9.0)", "pyarrow (>=11)", "vega-datasets (>=0.9.0)", "vegafusion[embed] (>=1.6.6)", "vl-convert-python (>=1.3.0)"]
+dev = ["geopandas", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pytest", "pytest-cov", "ruff (>=0.3.0)", "types-jsonschema", "types-setuptools"]
+doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -226,6 +252,30 @@ d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "blinker"
+version = "1.8.2"
+description = "Fast, simple object-to-object and broadcast signaling"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "blinker-1.8.2-py3-none-any.whl", hash = "sha256:1779309f71bf239144b9399d06ae925637cf6634cf6bd131104184531bf67c01"},
+    {file = "blinker-1.8.2.tar.gz", hash = "sha256:8f77b09d3bf7c795e969e9486f39c2c5e9c39d4ee07424be2bc594ece9642d83"},
+]
+
+[[package]]
+name = "cachetools"
+version = "5.4.0"
+description = "Extensible memoizing collections and decorators"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.4.0-py3-none-any.whl", hash = "sha256:3ae3b49a3d5e28a77a0be2b37dbcb89005058959cb2323858c2657c4a8cab474"},
+    {file = "cachetools-5.4.0.tar.gz", hash = "sha256:b8adc2e7c07f105ced7bc56dbb6dfbe7c4a00acce20e2227b3f355be89bc6827"},
+]
+
 [[package]]
 name = "certifi"
 version = "2024.7.4"
@@ -668,6 +718,40 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask-expr", "dask[dataframe,
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
+[[package]]
+name = "gitdb"
+version = "4.0.11"
+description = "Git Object Database"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "gitdb-4.0.11-py3-none-any.whl", hash = "sha256:81a3407ddd2ee8df444cbacea00e2d038e40150acfa3001696fe0dcf1d3adfa4"},
+    {file = "gitdb-4.0.11.tar.gz", hash = "sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b"},
+]
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.43"
+description = "GitPython is a Python library used to interact with Git repositories"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "GitPython-3.1.43-py3-none-any.whl", hash = "sha256:eec7ec56b92aad751f9912a73404bc02ba212a23adb2c7098ee668417051a1ff"},
+    {file = "GitPython-3.1.43.tar.gz", hash = "sha256:35f314a9f878467f5453cc1fee295c3e18e52f1b99f10f6cf5b1682e968a9e7c"},
+]
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
+[package.extras]
+doc = ["sphinx (==4.3.2)", "sphinx-autodoc-typehints", "sphinx-rtd-theme", "sphinxcontrib-applehelp (>=1.0.2,<=1.0.4)", "sphinxcontrib-devhelp (==1.0.2)", "sphinxcontrib-htmlhelp (>=2.0.0,<=2.0.1)", "sphinxcontrib-qthelp (==1.0.3)", "sphinxcontrib-serializinghtml (==1.1.5)"]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -868,6 +952,43 @@ files = [
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
 ]
 
+[[package]]
+name = "jsonschema"
+version = "4.23.0"
+description = "An implementation of JSON Schema validation for Python"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+jsonschema-specifications = ">=2023.03.6"
+referencing = ">=0.28.4"
+rpds-py = ">=0.7.1"
+
+[package.extras]
+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+
+[[package]]
+name = "jsonschema-specifications"
+version = "2023.12.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
+    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
+]
+
+[package.dependencies]
+referencing = ">=0.31.0"
+
 [[package]]
 name = "markdown-it-py"
 version = "3.0.0"
@@ -1452,9 +1573,9 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
     {version = ">=1.22.4", markers = "python_version < \"3.11\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -1643,6 +1764,27 @@ tomli = ">=1.2.2"
 [package.extras]
 poetry-plugin = ["poetry (>=1.0,<2.0)"]
 
+[[package]]
+name = "protobuf"
+version = "5.27.2"
+description = ""
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "protobuf-5.27.2-cp310-abi3-win32.whl", hash = "sha256:354d84fac2b0d76062e9b3221f4abbbacdfd2a4d8af36bab0474f3a0bb30ab38"},
+    {file = "protobuf-5.27.2-cp310-abi3-win_amd64.whl", hash = "sha256:0e341109c609749d501986b835f667c6e1e24531096cff9d34ae411595e26505"},
+    {file = "protobuf-5.27.2-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:a109916aaac42bff84702fb5187f3edadbc7c97fc2c99c5ff81dd15dcce0d1e5"},
+    {file = "protobuf-5.27.2-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:176c12b1f1c880bf7a76d9f7c75822b6a2bc3db2d28baa4d300e8ce4cde7409b"},
+    {file = "protobuf-5.27.2-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:b848dbe1d57ed7c191dfc4ea64b8b004a3f9ece4bf4d0d80a367b76df20bf36e"},
+    {file = "protobuf-5.27.2-cp38-cp38-win32.whl", hash = "sha256:4fadd8d83e1992eed0248bc50a4a6361dc31bcccc84388c54c86e530b7f58863"},
+    {file = "protobuf-5.27.2-cp38-cp38-win_amd64.whl", hash = "sha256:610e700f02469c4a997e58e328cac6f305f649826853813177e6290416e846c6"},
+    {file = "protobuf-5.27.2-cp39-cp39-win32.whl", hash = "sha256:9e8f199bf7f97bd7ecebffcae45ebf9527603549b2b562df0fbc6d4d688f14ca"},
+    {file = "protobuf-5.27.2-cp39-cp39-win_amd64.whl", hash = "sha256:7fc3add9e6003e026da5fc9e59b131b8f22b428b991ccd53e2af8071687b4fce"},
+    {file = "protobuf-5.27.2-py3-none-any.whl", hash = "sha256:54330f07e4949d09614707c48b06d1a22f8ffb5763c159efd5c0928326a91470"},
+    {file = "protobuf-5.27.2.tar.gz", hash = "sha256:f3ecdef226b9af856075f28227ff2c90ce3a594d092c39bee5513573f25e2714"},
+]
+
 [[package]]
 name = "pyarrow"
 version = "17.0.0"
@@ -1723,8 +1865,8 @@ files = [
 annotated-types = ">=0.4.0"
 pydantic-core = "2.20.1"
 typing-extensions = [
-    {version = ">=4.12.2", markers = "python_version >= \"3.13\""},
     {version = ">=4.6.1", markers = "python_version < \"3.13\""},
+    {version = ">=4.12.2", markers = "python_version >= \"3.13\""},
 ]
 
 [package.extras]
@@ -1832,6 +1974,26 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pydeck"
+version = "0.9.1"
+description = "Widget for deck.gl maps"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pydeck-0.9.1-py2.py3-none-any.whl", hash = "sha256:b3f75ba0d273fc917094fa61224f3f6076ca8752b93d46faf3bcfd9f9d59b038"},
+    {file = "pydeck-0.9.1.tar.gz", hash = "sha256:f74475ae637951d63f2ee58326757f8d4f9cd9f2a457cf42950715003e2cb605"},
+]
+
+[package.dependencies]
+jinja2 = ">=2.10.1"
+numpy = ">=1.16.4"
+
+[package.extras]
+carto = ["pydeck-carto"]
+jupyter = ["ipykernel (>=5.1.2)", "ipython (>=5.8.0)", "ipywidgets (>=7,<8)", "traitlets (>=4.3.2)"]
+
 [[package]]
 name = "pygments"
 version = "2.18.0"
@@ -1965,6 +2127,22 @@ files = [
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
 ]
 
+[[package]]
+name = "referencing"
+version = "0.35.1"
+description = "JSON Referencing + Python"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "rpds_py-0.19.1.tar.gz", hash = "sha256:31dd5794837f00b46f4096aa8ccaa5972f73a938982e32ed817bb520c465e520"},
+]
+
 [[package]]
 name = "ruff"
 version = "0.3.7"
@@ -2384,6 +2675,18 @@ files = [
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
+[[package]]
+name = "smmap"
+version = "5.0.1"
+description = "A pure Python implementation of a sliding window memory map manager"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "smmap-5.0.1-py3-none-any.whl", hash = "sha256:e6d8668fa5f93e706934a62d7b4db19c8d9eb8cf2adbb75ef1b675aa332b69da"},
+    {file = "smmap-5.0.1.tar.gz", hash = "sha256:dceeb6c0028fdb6734471eb07c0cd2aae706ccaecab45965ee83f11c8d3b1f62"},
+]
+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -2414,6 +2717,42 @@ anyio = ">=3.4.0,<5"
 [package.extras]
 full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7)", "pyyaml"]
 
+[[package]]
+name = "streamlit"
+version = "1.37.0"
+description = "A faster way to build and share data apps"
+category = "main"
+optional = false
+python-versions = "!=3.9.7,>=3.8"
+files = [
+    {file = "streamlit-1.37.0-py2.py3-none-any.whl", hash = "sha256:d17e2d32b075a270a97f134ab5d22bbb98b4e474fa261ff49dc4a2b380386c84"},
+    {file = "streamlit-1.37.0.tar.gz", hash = "sha256:463ef728ba21e74e05122e3704e8af644a7bdbb5822e281b8daf4a0a48761879"},
+]
+
+[package.dependencies]
+altair = ">=4.0,<6"
+blinker = ">=1.0.0,<2"
+cachetools = ">=4.0,<6"
+click = ">=7.0,<9"
+gitpython = ">=3.0.7,<3.1.19 || >3.1.19,<4"
+numpy = ">=1.20,<3"
+packaging = ">=20,<25"
+pandas = ">=1.3.0,<3"
+pillow = ">=7.1.0,<11"
+protobuf = ">=3.20,<6"
+pyarrow = ">=7.0"
+pydeck = ">=0.8.0b4,<1"
+requests = ">=2.27,<3"
+rich = ">=10.14.0,<14"
+tenacity = ">=8.1.0,<9"
+toml = ">=0.10.1,<2"
+tornado = ">=6.0.3,<7"
+typing-extensions = ">=4.3.0,<5"
+watchdog = {version = ">=2.1.5,<5", markers = "platform_system != \"Darwin\""}
+
+[package.extras]
+snowflake = ["snowflake-connector-python (>=2.8.0)", "snowflake-snowpark-python (>=0.9.0)"]
+
 [[package]]
 name = "sympy"
 version = "1.13.1"
@@ -2432,6 +2771,22 @@ mpmath = ">=1.1.0,<1.4"
 [package.extras]
 dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
+[[package]]
+name = "tenacity"
+version = "8.5.0"
+description = "Retry code until it succeeds"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tenacity-8.5.0-py3-none-any.whl", hash = "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"},
+    {file = "tenacity-8.5.0.tar.gz", hash = "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78"},
+]
+
+[package.extras]
+doc = ["reno", "sphinx"]
+test = ["pytest", "tornado (>=4.5)", "typeguard"]
+
 [[package]]
 name = "threadpoolctl"
 version = "3.5.0"
@@ -2562,6 +2917,18 @@ dev = ["tokenizers[testing]"]
 docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
 testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
 
+[[package]]
+name = "toml"
+version = "0.10.2"
+description = "Python Library for Tom's Obvious, Minimal Language"
+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
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+    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
+]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -2574,6 +2941,18 @@ files = [
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
 
+[[package]]
+name = "toolz"
+version = "0.12.1"
+description = "List processing tools and functional utilities"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "toolz-0.12.1-py3-none-any.whl", hash = "sha256:d22731364c07d72eea0a0ad45bafb2c2937ab6fd38a3507bf55eae8744aa7d85"},
+    {file = "toolz-0.12.1.tar.gz", hash = "sha256:ecca342664893f177a13dac0e6b41cbd8ac25a358e5f215316d43e2100224f4d"},
+]
+
 [[package]]
 name = "torch"
 version = "2.4.0"
@@ -2628,6 +3007,27 @@ typing-extensions = ">=4.8.0"
 opt-einsum = ["opt-einsum (>=3.3)"]
 optree = ["optree (>=0.11.0)"]
 
+[[package]]
+name = "tornado"
+version = "6.4.1"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a02a08cc7a9314b006f653ce40483b9b3c12cda222d6a46d4ac63bb6c9057698"},
+    {file = "tornado-6.4.1-cp38-abi3-win32.whl", hash = "sha256:d9a566c40b89757c9aa8e6f032bcdb8ca8795d7c1a9762910c722b1635c9de4d"},
+    {file = "tornado-6.4.1-cp38-abi3-win_amd64.whl", hash = "sha256:b24b8982ed444378d7f21d563f4180a2de31ced9d8d84443907a0a64da2072e7"},
+    {file = "tornado-6.4.1.tar.gz", hash = "sha256:92d3ab53183d8c50f8204a51e6f91d18a15d5ef261e84d452800d4ff6fc504e9"},
+]
+
 [[package]]
 name = "tqdm"
 version = "4.66.4"
@@ -2878,6 +3278,51 @@ files = [
 docs = ["Sphinx (>=4.1.2,<4.2.0)", "sphinx-rtd-theme (>=0.5.2,<0.6.0)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"]
 test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil", "pyOpenSSL (>=23.0.0,<23.1.0)", "pycodestyle (>=2.9.0,<2.10.0)"]
 
+[[package]]
+name = "watchdog"
+version = "4.0.1"
+description = "Filesystem events monitoring"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "watchdog-4.0.1.tar.gz", hash = "sha256:eebaacf674fa25511e8867028d281e602ee6500045b57f43b08778082f7f8b44"},
+]
+
+[package.extras]
+watchmedo = ["PyYAML (>=3.10)"]
+
 [[package]]
 name = "watchfiles"
 version = "0.22.0"
@@ -3273,4 +3718,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "764bc02a73f67a4d76b9fb62bfc94c96cb2741d58bcbfbf16ace072520f28683"
+content-hash = "38832b2f1f7e879f5efe88601e5ba8d8971bbbe8b4326625936762f860a7c128"

backend/pyproject.toml → pyproject.toml

@@ -14,6 +14,7 @@ sentence-transformers = "^3.0.1"
 numpy = "1.26.4"
 fastapi = "^0.111.1"
 uvicorn = "^0.30.3"
+streamlit = "^1.37.0"
 
 [tool.poetry.group.dev.dependencies]
 black = "^24.1.1"

run.py

@@ -0,0 +1,14 @@
+import uvicorn
+
+
+def run_fastapi_app():
+    uvicorn.run(
+        "main:app",  # Module name and app instance
+        host="0.0.0.0",
+        port=8000,
+        reload=True,  # Enable auto-reload for development
+    )
+
+
+if __name__ == "__main__":
+    run_fastapi_app()