# Aktiveeri venv
source ~/venvs/pdf-env/bin/activate
cd ~/rag-demo/pdf-pipeline
export $(grep -v '^#' .env | xargs -d '\n')


python -m src.db_schema  # uuesti skeemiga
# Vektor välja muudatus
./scripts/db_vector_välja_muutmine.sh

python -m src.extract_pdf  # parandatud ekstraheerimisega
python -m src.check_status  # parema ülevaatega

python -m src.find_duplicates  # duplikaatide kontroll
# dokumentide protsessimine
python -m src.clean_and_normalize

python -m src.create_chunks
# Järgmises koodis on parameeter BATCH_LIMIT
# Nii kaua tuleb käivitada koodi kuni kõik embeddingud on lisatud
python -m src.embed_chunks

# Weaviate baasiga sünkroniseerimine
python -m src.sync_weaviate

# Testimine
docker exec -it postgres_postgis psql -U osm -d pdf_research -h localhost -c "SELECT COUNT(*) FROM processed_documents;"
docker exec -it postgres_postgis psql -U osm -d pdf_research -h localhost -c "
  SELECT id, raw_doc_id, page, LENGTH(content_text) AS len, has_table
  FROM processed_documents
  ORDER BY id
  LIMIT 20;
"


python -m src.query_hybrid
python -m src.generate_answer

# API käivitamine
python -m src.rag_api

## ==============================================================
## API päringute näidised
### 1. **Interactive Docs** (Swagger UI)
Ava brauseris:
```
http://localhost:8071/docs
```
### 2. **cURL käsuga**
```bash
# Lihtsustatud otsing
curl "http://localhost:8000/search-simple?q=young%20driver%20risk"
# POST requestiga (täielik kontroll)
curl -X POST "http://localhost:8071/search" \
  -H "Content-Type: application/json" \
  -d '{
    "query": "young driver accident risk",
    "top_articles": 10,
    "top_chunks": 20,
    "temperature": 0.6,
    "max_tokens": 1500
  }' | jq '.'
```
### 3. **Python requestiga**

```python
import requests
import json

# POST päring
response = requests.post(
    "http://localhost:8071/search",
    json={
        "query": "traffic flow prediction",
        "top_articles": 10,
        "top_chunks": 20,
        "temperature": 0.6,
        "max_tokens": 1500
    }
)

result = response.json()
print("Küsimus:", result["query"])
print("Vastus:", result["answer"])
print("Allikad:", result["articles"])
```