Init the project.

.gitignore

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+pyrightconfig.json
+*~
+.\#*
+\#*\#
+.*.~undo-tree~
+*.db
+
+# Created by https://www.toptal.com/developers/gitignore/api/python
+# Edit at https://www.toptal.com/developers/gitignore?templates=python
+
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
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+# Unit test / coverage reports
+htmlcov/
+.tox/
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+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
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+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
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+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
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+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
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+#Pipfile.lock
+
+# poetry
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+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
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+
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+
+# Environments
+.env
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+env.bak/
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+
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+# Rope project settings
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+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
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+
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+
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+
+# PyCharm
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+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+### Python Patch ###
+# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration
+poetry.toml
+
+# ruff
+.ruff_cache/
+
+# End of https://www.toptal.com/developers/gitignore/api/python
+

README.rst

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+GLiNER_Inference_Server
+=========
+
+GLiNER_Inference_Server - an inference server using FastAPI.
+
+Author
+======
+
+Kostiantyn Klochko 2025

gliner_inference_server/main.py

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+from fastapi import FastAPI, HTTPException, status
+from pydantic import BaseModel, Field, field_validator
+from typing import List, Optional, Union, Dict, Any, Tuple
+from contextlib import asynccontextmanager
+import os
+
+# Global model instance
+model = None
+
+
+app = FastAPI(
+    title="GLiNER Inference Server",
+     description="Named Entity Recognition, Relation Extraction, and Summarization API",
+     version="1.0.0",
+)
+
+
+@app.get("/health")
+async def health_check():
+    """Health check endpoint"""
+    return {"status": "healthy", "model_loaded": model is not None}
+
+
+@app.post("/general")
+async def general_extraction(request):
+    """Named Entity Recognition endpoint"""
+    pass
+
+
+@app.post("/relation-extraction")
+async def relation_extraction(request):
+    """Relation Extraction endpoint"""
+    pass
+
+
+@app.post("/summarization")
+async def summarization(request):
+    """Summarization endpoint"""
+    pass
+
+if __name__ == "__main__":
+    import uvicorn
+
+    port = int(os.getenv("PORT", "8000"))
+    uvicorn.run(app, host="0.0.0.0", port=port)