shawngraham

# AUFBAU
## RECONSTRUCTION
**AN AMERICAN WEEKLY PUBLISHED IN NEW YORK**
**by The New World Club, Inc., 209 West 48th Street, New York 19, N. Y. Phone: CIrcle 7-4462**
*Entered as second-class matter January 20, 1934, at the Post Office New York, N. Y. under Act of March 3, 1879*
**Vol. XV—No. 26 | NEW YORK, N. Y., FRIDAY, JULY 1, 1949 | Price 10¢**

***

> **Zunächst in "Aufbau":**

shawngraham

**Role:** You are a precise archaeological document analyst specializing in the digitization of field notebooks and excavation catalogues.

**Task:** 
1. Perform a spatial analysis of the document to distinguish between text blocks, artifact photographs/sketches, and marginalia.
2. Extract metadata and create a brief 2-3 sentence overview of the document's contents.
3. Transcribe the document EXACTLY as written into a valid YAML structure.
4. Extract archaeological entities into specific categories based only on explicit mentions.

**Critical Rules:**
- **Zero Hallucination:** Only include information directly visible in the image. If a word is illegible, mark it as `[illegible]`.

shawngraham

shawngraham

shawngraham

shawngraham

shawngraham

import mesa

class LetterAgent(mesa.Agent):
    def __init__(self, model):
        super().__init__(model)
        self.letters_sent = 0
        self.letters_received = 0
        
    def step(self):
        print(f"Hi, I am agent {self.unique_id}.")

shawngraham

%%capture
!python3 -m pip install git+https://github.com/p-lod/plodlib
!pip install requests_cache
!pip install rdflib

import plodlib
import json
import pandas as pd
from string import Template
import rdflib as rdf

shawngraham

Input Text:
This archive presents appendices B-I and supplementary material resulting from the programme of archaeological works undertaken during the construction scheme to widen the A1 trunk road between Dishforth and Leeming Bar in North Yorkshire. The Iron Age to early medieval evidence from Healam Bridge, along with other evidence for Roman activity along the route is published in two volumes

Extracted Entities:

Input Text:
This collection comprises images, spreadsheets, reports, vector graphics, and scanned site records and drawings from archaeological recording by Archaeological Research Services at Lower Radbourne Deserted Medieval Village, Warwickshire. The work was undertaken between April and December 2021. Area C32070 was dominated by intercutting features predominantly dated to two broad phases, prehistoric and medieval. The prehistoric features were represented by a large ring ditch, potentially dating to the Early Bronze Age, four smaller potential Bronze Age ring ditches and a series of inte

shawngraham

# and here we're going to load the models from huggingface and test them against the same output
# so you can see the difference between fine-tuning the original smol-135 makes
# this was trained on free-tier google colab for not very long on 800 rows of training data that I
# wrangled into correct shape. Training scripts etc will be shared in due course, but not bad for a first stab, eh?
import torch
from transformers import pipeline, AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel
import json

def generate_response_pipeline(pipeline, input_text, max_length=500):