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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+mistral-7b-openorca.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text

Dockerfile

@@ -0,0 +1,12 @@
+FROM python:3.9
+
+WORKDIR /code
+
+COPY ./requirements.txt /code/requirements.txt
+
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+COPY ./mistral-7b-openorca.Q4_K_S /code/mistral-7b-openorca.Q4_K_S
+COPY ./main.py /code/main.py
+
+CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]

README.md

@@ -1,10 +1,11 @@
 ---
-title: HostMixCPU
-emoji: 🐨
-colorFrom: yellow
+title: LLM Deployment Zerocost Api
+emoji: 😻
+colorFrom: purple
 colorTo: pink
 sdk: docker
 pinned: false
+license: mit
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

main.py

@@ -0,0 +1,27 @@
+from ctransformers import AutoModelForCausalLM
+from fastapi import FastAPI, Form
+from pydantic import BaseModel
+
+#Model loading
+llm = AutoModelForCausalLM.from_pretrained("mistral-7b-openorca.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. Write only in ITALIAN.'
+    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)

mistral-7b-openorca.Q4_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e72b3262c11ba4104cd31931d53b2b42723114f2063afd408b6f9d4da06515b
+size 4140385024

requirements.txt

@@ -0,0 +1,6 @@
+python-multipart
+fastapi
+pydantic
+uvicorn
+requests
+ctransformers