Initial clean commit without token
Browse files- Dockerfile +13 -0
- app.py +113 -0
- requirement.txt +4 -0
Dockerfile
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
FROM python:3.9
|
| 2 |
+
|
| 3 |
+
RUN useradd -m -u 1000 user
|
| 4 |
+
USER user
|
| 5 |
+
ENV PATH="/home/user/.local/bin:$PATH"
|
| 6 |
+
|
| 7 |
+
WORKDIR /app
|
| 8 |
+
|
| 9 |
+
COPY --chown=user ./requirements.txt requirements.txt
|
| 10 |
+
RUN pip install --no-cache-dir --upgrade -r requirements.txt
|
| 11 |
+
|
| 12 |
+
COPY --chown=user . /app
|
| 13 |
+
CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
|
app.py
ADDED
|
@@ -0,0 +1,113 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# !pip install fastapi uvicorn huggingface_hub python-docx --quiet
|
| 2 |
+
|
| 3 |
+
from fastapi import FastAPI, UploadFile, File
|
| 4 |
+
from fastapi.responses import FileResponse
|
| 5 |
+
from pydantic import BaseModel
|
| 6 |
+
from typing import List
|
| 7 |
+
from huggingface_hub import InferenceClient
|
| 8 |
+
from docx import Document
|
| 9 |
+
from docx.shared import Pt
|
| 10 |
+
from docx.enum.text import WD_ALIGN_PARAGRAPH
|
| 11 |
+
from datetime import datetime
|
| 12 |
+
from collections import defaultdict
|
| 13 |
+
import uuid
|
| 14 |
+
import os
|
| 15 |
+
app = FastAPI()
|
| 16 |
+
|
| 17 |
+
client = InferenceClient(
|
| 18 |
+
model="meta-llama/Meta-Llama-3-8B-Instruct",
|
| 19 |
+
token=os.environ["HF_TOKEN"]
|
| 20 |
+
)
|
| 21 |
+
|
| 22 |
+
SECTIONS = [
|
| 23 |
+
"Abstract",
|
| 24 |
+
"Introduction",
|
| 25 |
+
"Literature Review",
|
| 26 |
+
"Methodology",
|
| 27 |
+
"System Design",
|
| 28 |
+
"Implementation",
|
| 29 |
+
"Evaluation",
|
| 30 |
+
"Conclusion and Future Work"
|
| 31 |
+
]
|
| 32 |
+
|
| 33 |
+
|
| 34 |
+
class TaskItem(BaseModel):
|
| 35 |
+
task: str
|
| 36 |
+
|
| 37 |
+
class ReportRequest(BaseModel):
|
| 38 |
+
tasks: List[TaskItem]
|
| 39 |
+
|
| 40 |
+
def build_overview(self) -> str:
|
| 41 |
+
overview = ["This project summarizes a year of academic effort including planning, development, and evaluation.\n"]
|
| 42 |
+
for item in self.tasks:
|
| 43 |
+
overview.append(f"- {item.task}")
|
| 44 |
+
overview.append("")
|
| 45 |
+
return "\n".join(overview)
|
| 46 |
+
|
| 47 |
+
def generate_section(section_name: str, overview: str) -> str:
|
| 48 |
+
prompt = f"""
|
| 49 |
+
You are a professional academic writer. Write a detailed section titled '{section_name}' for a Computer Science graduation project report based on the following project overview:
|
| 50 |
+
|
| 51 |
+
\"\"\"{overview}\"\"\"
|
| 52 |
+
|
| 53 |
+
Guidelines:
|
| 54 |
+
- Do NOT include any 'References' at the end of this section.
|
| 55 |
+
- Do NOT include any 'Conclusion' at the end of this section.
|
| 56 |
+
- ONLY write diagrams or tables if they are clearly described in the overview or explicitly required by the user.
|
| 57 |
+
- Use a professional, academic tone with deep elaboration and well-structured content.
|
| 58 |
+
- Do not repeat content across sections.
|
| 59 |
+
- Do not generate a table of contents here.
|
| 60 |
+
- Aim for long and rich content (2 to 10+ pages per section).
|
| 61 |
+
"""
|
| 62 |
+
response = client.chat_completion(
|
| 63 |
+
messages=[
|
| 64 |
+
{"role": "system", "content": "You are a helpful assistant that writes academic reports."},
|
| 65 |
+
{"role": "user", "content": prompt}
|
| 66 |
+
],
|
| 67 |
+
max_tokens=4096,
|
| 68 |
+
temperature=0.7
|
| 69 |
+
)
|
| 70 |
+
return response.choices[0].message.content.strip()
|
| 71 |
+
|
| 72 |
+
def create_word_doc(sections_content, filename="Graduation_Project_Report.docx"):
|
| 73 |
+
doc = Document()
|
| 74 |
+
style = doc.styles['Normal']
|
| 75 |
+
font = style.font
|
| 76 |
+
font.name = 'Times New Roman'
|
| 77 |
+
font.size = Pt(12)
|
| 78 |
+
|
| 79 |
+
doc.add_heading("Graduation Project Report", 0).alignment = WD_ALIGN_PARAGRAPH.CENTER
|
| 80 |
+
doc.add_paragraph("Author: Your Name")
|
| 81 |
+
doc.add_paragraph("Supervisor: Supervisor Name")
|
| 82 |
+
doc.add_paragraph("Department: Computer Science")
|
| 83 |
+
doc.add_paragraph("University: Your University")
|
| 84 |
+
doc.add_paragraph("Date: " + datetime.today().strftime("%B %d, %Y"))
|
| 85 |
+
doc.add_page_break()
|
| 86 |
+
|
| 87 |
+
for section_name, section_text in sections_content.items():
|
| 88 |
+
doc.add_heading(section_name, level=1)
|
| 89 |
+
for paragraph in section_text.split('\n'):
|
| 90 |
+
line = paragraph.strip()
|
| 91 |
+
if line:
|
| 92 |
+
doc.add_paragraph(line)
|
| 93 |
+
doc.add_page_break()
|
| 94 |
+
|
| 95 |
+
doc.save(filename)
|
| 96 |
+
return filename
|
| 97 |
+
|
| 98 |
+
@app.post("/generate-report")
|
| 99 |
+
def generate_report(req: ReportRequest):
|
| 100 |
+
overview = req.build_overview()
|
| 101 |
+
|
| 102 |
+
sections = {}
|
| 103 |
+
for section in SECTIONS:
|
| 104 |
+
sections[section] = generate_section(section, overview)
|
| 105 |
+
|
| 106 |
+
unique_filename = f"report_{uuid.uuid4().hex[:8]}.docx"
|
| 107 |
+
create_word_doc(sections, unique_filename)
|
| 108 |
+
|
| 109 |
+
return {"download_url": f"/download/{unique_filename}"}
|
| 110 |
+
|
| 111 |
+
@app.get("/download/{filename}")
|
| 112 |
+
def download_file(filename: str):
|
| 113 |
+
return FileResponse(path=filename, filename=filename, media_type='application/vnd.openxmlformats-officedocument.wordprocessingml.document')
|
requirement.txt
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
fastapi
|
| 2 |
+
uvicorn[standard]
|
| 3 |
+
huggingface_hub
|
| 4 |
+
python-docx
|