first commit

.gitignore

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+# Python bytecode
+*.pyc
+*.pyo
+*.pyd
+__pycache__/
+
+# Virtual environment
+venv/
+.env/
+
+# Distribution / packaging
+build/
+dist/
+*.egg-info/
+*.egg
+
+# IDEs and editors
+.vscode/
+.idea/
+*.suo
+*.user
+*.userosscache
+*.suo
+*.swp
+*.swo
+*.swn
+*.dirstat
+*.log
+*.pot
+*.mo
+
+# Migrations
+migrations/
+alembic/
+
+# Database
+*.sqlite3
+*.db
+
+# Jupyter Notebook
+.ipynb_checkpoints/
+
+
+# Environment variables
+.env
+
+# Coverage reports
+.coverage
+.coverage.*
+*.cover
+nosetests.xml
+coverage.xml
+*.coveragerc
+*.tox
+*.nox
+*.hypothesis
+*.pytest_cache/
+*.tox/
+*.nox/
+
+# FastAPI specific files
+*.log
+*.sqlite3
+*.db
+
+# Pytest
+*.pytest_cache/

Dockerfile

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+FROM python:3.9
+
+WORKDIR /code
+
+COPY ./requirements.txt /code/requirements.txt
+
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+COPY ./zephyr-7b-beta.Q4_K_S.gguf /code/zephyr-7b-beta.Q4_K_S.gguf
+COPY ./main.py /code/main.py
+
+CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]

README.md

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+title: LLM Deployment Testing Api
+emoji: 😻
+colorFrom: purple
+colorTo: pink
+sdk: docker
+pinned: false
+license: mit

Testing_Live_deploy

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+Subproject commit 57109324175b792335ec9aa39d1d18279a7acb8e

main.py

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+from ctransformers import AutoModelForCausalLM
+from fastapi import FastAPI, Form
+from pydantic import BaseModel
+
+app = FastAPI()
+
+
+@app.get("/")
+def read_root():
+    return {"Hello": "World"}
+
+# Model loading
+# llm = AutoModelForCausalLM.from_pretrained("zephyr-7b-beta.Q4_K_S.gguf",
+# model_type='mistral',
+# max_new_tokens = 1096,
+# threads = 3,
+# )
+
+# #Pydantic object
+# class validation(BaseModel):
+#     prompt: str
+
+# #Fast API
+# app = FastAPI()
+
+# #Zephyr completion
+# @app.post("/llm_on_cpu")
+# async def stream(item: validation):
+#     system_prompt = 'Below is an instruction that describes a task. Write a response that appropriately completes the request.'
+#     E_INST = "</s>"
+#     user, assistant = "<|user|>", "<|assistant|>"
+#     prompt = f"{system_prompt}{E_INST}\n{user}\n{item.prompt.strip()}{E_INST}\n{assistant}\n"
+# return llm(prompt)

requirements.txt

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+python-multipart
+fastapi
+pydantic
+uvicorn
+requests
+ctransformers