RAG pipeline approach - Create a vector database

Forewords

This first part will show you how to build a vector database, i.e., the “augmented” knowledge aimed to guide your LLM’s responses.

The simplified workflow will be as follows:

• 0. Create a proper working environment with all needed connections (s3: object storage, qdrant: vector database and llm.lab: LLM provider)
• 1. Take the NACE2.1 code definitions (code + title, + inclusions + exclusions in plain text)
• 2. Concatenate these pieces of information for each unique NACE (one code => 1 text)
• 3. Embed all these texts (1 text => 1 vector point)
• 4. Upload the points to Qdrant (the vector database service)

Raw Data → Clean Documents → Embeddings → Vector DB (Qdrant)

Prepare your environment

Tip Exercise 1: Connections

Question 0

• Load your secrets stored in the .env file into your environment.

import os
from dotenv import load_dotenv

load_dotenv()

Question 1

• Create your llm.lab connection using openai client. Please name this client client_llmlab.

You will need to use your creds os.environ["LLMLAB_URL"] and os.environ["LLMLAB_API_KEY"] (see the previous chapter).

More information here about OpenAI API.

Question 2

• Print all the available models (kindly made available to everyone by the SSPcloud team ❤️)

You can notice the llm.lab platform provides both generation and embedding models.

Tip

The OpenAI API provides a standard way to interact with language models for text generation and embeddings. Here, instead of OpenAI’s cloud, we connect to a remote Ollama server (the famous llm.lab from the even more famous SSPCloud), which hosts the models. The API interface stays the same, so you can generate text or create embeddings with calls like .completions.create() or .embeddings.create() while all computation happens on the Ollama server.

from openai import OpenAI

client_llmlab = OpenAI(
    base_url=os.environ["LLMLAB_URL"],
    api_key=os.environ["LLMLAB_API_KEY"],
)

# Print models list
models = client_llmlab.models.list()
for model in models.data:
    print(f"ID: {model.id}")

ID: glm-4.7-flash:latest
ID: gpt-oss:120b
ID: gpt-oss:20b
ID: qwen3-embedding:8b
ID: gemma4-26b-moe
ID: gemma4-31b
ID: qwen3-5-9b

Question 3

• Create a connection to your Qdrant server. Please name it client_qdrant.
• Check all your existing collections (= databases). Probably not a single one for now.

Find the documentation here to dive deeper 😉.

from qdrant_client import QdrantClient

client_qdrant = QdrantClient(
    url=os.environ["QDRANT_URL"],
    api_key=os.environ["QDRANT_API_KEY"],
    port=os.environ["QDRANT_API_PORT"]
)

collections = client_qdrant.get_collections()
for collection in collections.collections:
    print(collection.name)

Get and process NACE data

Time to import our data: the official NACE2.1 definitions!

The data are stored in the s3 storage system of the SSPCloud platform (uploaded from Eurostat)

Tip Exercise 2: handling NACE data

Question 1

• Import NACE data (for example, as a list of dictionaries with the structure below)

import duckdb
con = duckdb.connect(database=":memory:")

con.execute("INSTALL httpfs;")
con.execute("LOAD httpfs;")

path_nace = 'https://minio.lab.sspcloud.fr/projet-formation/diffusion/funathon/2026/project2/NACE_Rev2.1_Structure_Explanatory_Notes_EN.tsv'
query_definition = f"SELECT * FROM read_csv('{path_nace}')"
table = con.execute(query_definition).fetch_arrow_table()
nace = table.to_pylist()

nace[22]

{'ORDER_KEY': 230,
 'ID': '014',
 'CODE': '01.4',
 'HEADING': 'Animal production',
 'PARENT_ID': '01',
 'PARENT_CODE': '01',
 'LEVEL': 3,
 'Implementation_rule': None,
 'Includes': 'This group includes:\\n- farming (husbandry, raising) and breeding of all animals, except aquatic animals',
 'IncludesAlso': None,
 'Excludes': 'This group excludes:\\n- farm animal boarding and care, see 01.62\\n- production of hides and skins from slaughterhouses, see 10.11'}

Question 2

• Build a class NaceDocument that will help you handle your NACE documents :

  • Cleans features (‘HEADING’, ‘Includes’, etc.)
  • Checks your data (example: hierarchical coherence)
  • Creates a structured text for each code :
    • example: attribute text, created by a to_embedding_text method,
    • this text will be ready to be embedded,
    • It would be best to parametrize whether to include or not each possible field (e.g : text with or without “Excludes” feature).

See an example of a cleaned and ready text for embedding:

# Code: 03.11
# Title: Marine fishing

## Includes:
This class includes:
- fishing on a commercial basis in ocean and coastal waters
- taking of marine crustaceans and molluscs
- whaling
- taking of marine aquatic animals (e.g. turtles, sea squirts, tunicates, sea urchins)

## Also includes:
This class also includes:
- gathering of other marine organisms and materials (e.g. natural pearls, sponges, coral, seaweed, algae)

## Excludes
This class excludes:
- frog farming, see 03.22\n
- operation of sport fishing preserves, see 93.19

from dataclasses import dataclass, field
from typing import Optional

def _clean(value) -> Optional[str]:
    """Normalize to stripped single-line string, or None if empty/missing."""
    if value is None:
        return None
    # str() handles non-string values (int, float...) from raw dicts
    # replace("\n", " ") flattens multiline strings to a single line
    # split() tokenizes on any whitespace, join(" ") rebuilds with single spaces
    cleaned = " ".join(str(value).replace("\n", " ").split())
    # Empty string is falsy in Python — return None instead for consistency
    return cleaned or None

@dataclass
class NaceDocument:
    code: str
    heading: str
    level: int
    parent_code: Optional[str] = None
    includes: Optional[str] = None
    includes_also: Optional[str] = None
    excludes: Optional[str] = None

    text: str = field(init=False)

    @classmethod
    def from_raw(cls, raw: dict, with_includes_also=True, with_excludes=False,) -> "NaceDocument":
        for key in ("CODE", "HEADING", "LEVEL"):
            if not raw.get(key):
                raise ValueError(f"Missing required field: {key}")

        level = int(raw["LEVEL"])
        if not (1 <= level <= 4):
            raise ValueError(f"Invalid level: {level}")

        obj = cls(
            code=str(raw["CODE"]).strip(),
            heading=_clean(raw["HEADING"]),
            level=level,
            parent_code=_clean(raw.get("PARENT_CODE")),
            includes=_clean(raw.get("Includes")),
            includes_also=_clean(raw.get("IncludesAlso")),
            excludes=_clean(raw.get("Excludes")),
        )

        obj.text = obj.to_embedding_text(
            with_includes_also=with_includes_also,
            with_excludes=with_excludes,
        )

        return obj

    def to_embedding_text(
        self,
        *,
        with_includes_also: bool = False,
        with_excludes: bool = False,
    ) -> str:
        parts = []

        parts.append(f"# Code: {self.code}")
        parts.append(f"# Title: {self.heading}")

        if self.includes:
            parts.append("")
            parts.append("## Includes:")
            parts.append(self.includes.strip())

        if with_includes_also and self.includes_also:
            parts.append("")
            parts.append("## Also includes:")
            parts.append(self.includes_also.strip())

        if with_excludes and self.excludes:
            parts.append("")
            parts.append("## Excludes:")
            parts.append(self.excludes.strip())

        output = "\n".join(parts)
        output = output.replace("\\n", "\n")

        return output.strip()

nace_documents = []
for nace_code in nace:
    nace_documents.append(
        NaceDocument.from_raw(
            raw=nace_code,
            with_includes_also=True, 
            with_excludes=True
        )
    )

Question 3

• Create a text from a single Nace code example, with or without Excludes field

from pprint import pprint

i = 50
print(f"Printing index {i}:")

print("=============================================")
print("=============================================")

nace_example = nace[i]
doc_example = NaceDocument.from_raw(nace_example)

print("\nPrinting text to embed (WITH exclusions):")
_ = doc_example.to_embedding_text(
    with_includes_also=True,
    with_excludes=True,
)
print(doc_example.text)

print("=============================================")
print("=============================================")

print("\nPrinting text to embed (WITHOUT exclusions):")
_ = doc_example.to_embedding_text(
    with_includes_also=True,
    with_excludes=False,
)
print(doc_example.text)

Printing index 50:
=============================================
=============================================

Printing text to embed (WITH exclusions):
# Code: 03.11
# Title: Marine fishing

## Includes:
This class includes:
- fishing on a commercial basis in ocean and coastal waters
- taking of marine crustaceans and molluscs
- whaling
- taking of marine aquatic animals (e.g. turtles, sea squirts, tunicates, sea urchins)

## Also includes:
This class also includes:
- gathering of other marine organisms and materials (e.g. natural pearls, sponges, coral, seaweed, algae)
=============================================
=============================================

Printing text to embed (WITHOUT exclusions):
# Code: 03.11
# Title: Marine fishing

## Includes:
This class includes:
- fishing on a commercial basis in ocean and coastal waters
- taking of marine crustaceans and molluscs
- whaling
- taking of marine aquatic animals (e.g. turtles, sea squirts, tunicates, sea urchins)

## Also includes:
This class also includes:
- gathering of other marine organisms and materials (e.g. natural pearls, sponges, coral, seaweed, algae)

Embed your NACE text descriptions

Now let’s choose an embedding model. We will use Qwen3-Embedding-8B, available on HuggingFace (like all other models provided by llm.lab).

For later use, we need to know the dimension of the vectors output by our model: 4096 (see the model card on HuggingFace).

emb_model = "qwen3-embedding:8b"
emb_dim = 4096

Tip Exercise 3: create a Qdrant vector store and feed it with embedded NACE text descriptions

Question 1

• Use your client_qdrant and the method create_collection to create a new Qdrant collection (e.g: a new vector database). For example, call it nace-collection.

from qdrant_client.models import Distance, VectorParams

COLLECTION_NAME = "nace-collection-test"

# Delete the collection if necessary
if client_qdrant.collection_exists(collection_name=COLLECTION_NAME):
    client_qdrant.delete_collection(collection_name=COLLECTION_NAME)

# Create the collection
client_qdrant.create_collection(
    collection_name=COLLECTION_NAME,
    vectors_config=VectorParams(
        size=emb_dim,
        distance=Distance.COSINE
    )
)

So far, you should see your new empty collection from Qdrant’s UI:

New Qdrant collection

Question 2

Use your client_llmlab and the method .embeddings.create to embed your NACE descriptions created earlier.

• 1. Update your NaceDocument class like previously:
  • Add a get_embeddings method (not called by the constructor) that generates an embedding vector for a NaceDocument instance.
  • The method stores the embeddings in a new vector attribute.
• 2. Try it on a couple of NACE documents (not to launch 1,047 requests)
• 3. Inspect your embedding vectors

from dataclasses import dataclass, field
from typing import Optional, List


@dataclass
class NaceDocument:
    code: str
    heading: str
    level: int
    parent_code: Optional[str] = None
    includes: Optional[str] = None
    includes_also: Optional[str] = None
    excludes: Optional[str] = None

    text: str = field(init=False)
    vector: Optional[List[float]] = field(default=None, init=False)

    @classmethod
    def from_raw(
        cls,
        raw: dict,
        with_includes_also=True,
        with_excludes=False,
    ) -> "NaceDocument":
        for key in ("CODE", "HEADING", "LEVEL"):
            if not raw.get(key):
                raise ValueError(f"Missing required field: {key}")

        level = int(raw["LEVEL"])
        if not (1 <= level <= 4):
            raise ValueError(f"Invalid level: {level}")

        obj = cls(
            code=str(raw["CODE"]).strip(),
            heading=_clean(raw["HEADING"]),
            level=level,
            parent_code=_clean(raw.get("PARENT_CODE")),
            includes=_clean(raw.get("Includes")),
            includes_also=_clean(raw.get("IncludesAlso")),
            excludes=_clean(raw.get("Excludes")),
        )

        obj.text = obj.to_embedding_text(
            with_includes_also=with_includes_also,
            with_excludes=with_excludes,
        )

        return obj

    def to_embedding_text(
        self,
        *,
        with_includes_also: bool = False,
        with_excludes: bool = False,
    ) -> str:
        parts = []

        parts.append(f"# Code: {self.code}")
        parts.append(f"# Title: {self.heading}")

        if self.includes:
            parts.append("")
            parts.append("## Includes:")
            parts.append(self.includes.strip())

        if with_includes_also and self.includes_also:
            parts.append("")
            parts.append("## Also includes:")
            parts.append(self.includes_also.strip())

        if with_excludes and self.excludes:
            parts.append("")
            parts.append("## Excludes:")
            parts.append(self.excludes.strip())

        output = "\n".join(parts)
        output = output.replace("\\n", "\n")

        return output.strip()

    def get_embeddings(
        self,
        client_llmlab,
        emb_model: str,
    ) -> List[float]:
        try:
            response = client_llmlab.embeddings.create(
                model=emb_model,
                input=self.text
            )

            self.vector = response.data[0].embedding
            return self.vector

        except Exception as e:
            raise RuntimeError(f"Embedding failed for doc {self.code}: {str(e)}")

# Recreate your NACE documents (that class has been updated)

sample_size = 10

nace_documents = []
for nace_code in nace[:sample_size]:
    nace_documents.append(
        NaceDocument.from_raw(
            raw=nace_code,
            with_includes_also=True, 
            with_excludes=True
        )
    )

for nace_doc in nace_documents:
    nace_doc.get_embeddings(
        client_llmlab,
        emb_model,
    )

Question 3

• Inspect your embeddings

print("\nPrinting the first document:")
print(nace_documents[0])

print("\nPrinting the embedding vector of the first document:")
print(nace_documents[0].vector)

print(f"\nLength of this vector: {len(nace_documents[0].vector)}")

Printing the first document:
NaceDocument(code='A', heading='AGRICULTURE, FORESTRY AND FISHING', level=1, parent_code=None, includes='This section includes the exploitation of vegetal and animal natural resources, comprising the activities of growing of crops, raising and breeding of animals, harvesting of timber and other plants, and the production of animal products from a farm or natural habitats.', includes_also='This section also includes organic agriculture, aquaculture, the growing of genetically modified crops and the raising of genetically modified animals.', excludes='This section excludes undifferentiated subsistence goods-producing activities of households, which are classified in class 98.10.', text='# Code: A\n# Title: AGRICULTURE, FORESTRY AND FISHING\n\n## Includes:\nThis section includes the exploitation of vegetal and animal natural resources, comprising the activities of growing of crops, raising and breeding of animals, harvesting of timber and other plants, and the production of animal products from a farm or natural habitats.\n\n## Also includes:\nThis section also includes organic agriculture, aquaculture, the growing of genetically modified crops and the raising of genetically modified animals.\n\n## Excludes:\nThis section excludes undifferentiated subsistence goods-producing activities of households, which are classified in class 98.10.', vector=[0.013604626, 0.0040469267, -0.013055056, 0.0018571938, 0.019681796, 0.0021292074, -0.015450935, -0.015548654, -0.007361683, -0.009928224, -0.04116786, 0.043227788, 0.022655034, 0.004115308, 0.008463436, 0.011874151, 0.02463015, -0.019429542, 0.007998721, 0.06486532, 0.020154107, 0.019266449, 0.002914384, 0.009437451, 0.026283171, 0.0021734613, 0.027899496, 0.0027052388, 0.0113111595, -0.042250417, -0.025353452, 0.0023314483, 0.005428814, 0.019085042, -0.042523846, -0.005446706, -0.0076410365, 0.008316522, 0.006585934, -0.004694277, -0.016216371, -0.0082428185, -0.027061068, -0.002988109, 0.0033358738, 0.006163187, -0.01844918, 0.025980474, -0.001096586, 0.0003369544, 0.020229273, -0.018327052, 0.017543104, 0.00390692, -0.018135028, 0.0030722255, -0.011713002, -0.002424628, -0.019514453, 0.022339227, -0.0017924856, 0.005736517, -4.6242258e-06, 0.023460107, 0.0004332938, -0.00271401, -0.0038558461, -0.011756422, -0.0033033225, 0.00085411384, -0.007260791, -0.017822588, -0.0008009078, -0.02298287, 0.0060235807, -0.02920654, -0.021855446, -0.019795798, 0.0259029, 0.00085546734, 0.0016102532, -0.0060231765, -0.03522702, -0.012585426, -0.0064021572, 0.0030953183, -0.01718373, -0.00014400175, -0.018250417, -0.022734059, -0.006347902, 0.019929303, -0.003050049, 0.026287934, 0.011950075, 0.019104859, -0.0025929776, -0.043280825, -9.89983e-05, -0.0016200771, -0.0026893415, 0.024195587, -0.0149740605, 0.017169086, 0.0013138424, -0.010262059, -0.0070850467, -0.0034649675, 0.017301183, 0.00057972985, -0.013590912, 0.006376245, 0.00806601, -0.0127948765, -0.018197995, -0.004665206, -0.008717856, -0.004776167, 0.0023904464, -0.0009949211, 0.01018708, -0.0025031366, -0.0006164241, 0.012572009, 0.0010416118, -0.017546253, -0.01756614, -0.0220954, -0.00954496, 0.011993238, 0.003243104, -0.016800974, 0.0013411787, 0.020911142, -0.008330714, -0.013575843, 0.02246524, 0.0035645545, 0.017838974, 0.020888677, -0.014595095, 0.009850748, 0.03362239, 0.018065644, -0.0107895015, -0.006632475, 0.010412162, 0.010107545, 0.0037547841, 0.018244455, 0.0018815197, -0.013162242, 0.012263615, -0.003475388, -0.009796617, -0.008291234, -0.009468603, 0.013887128, -0.0093615465, -0.018465165, -0.013985957, 0.0037506167, 0.0033880305, 0.005078047, -0.014511049, -0.019506637, 0.011590324, 0.004579578, 0.006915524, 0.005815233, 0.009136001, -0.006027578, -0.016472429, 0.010213692, -0.0100369835, -0.011516339, 0.0043478315, 0.008125539, -0.008559291, 0.000100535515, 0.016296493, -0.015126037, 0.0024209588, 0.030163612, -0.0132495565, 0.0044692736, 0.010034308, -0.016706098, 0.0007081233, -0.012808807, 0.028290072, -0.0024691334, 0.005860843, 0.023379501, -0.0030904892, 1.0328246e-05, 0.004022766, 0.013190172, 0.0031711487, 0.009573141, 0.018143611, -0.026548026, 0.019045884, 0.0010501138, -0.011988678, -0.010585814, -0.0053028488, 0.019851917, -0.0028791693, -0.013884469, 0.02497876, -0.015083474, 0.0022430595, -0.006921646, 0.009624773, -0.010140331, 0.0068357014, 0.027130105, -0.013498643, -0.02355474, -0.0039934344, -0.025851179, -0.0111569045, -0.003869868, -0.0010909438, -0.0039333906, -0.0105716875, -0.0253558, -0.00059493113, -0.007573345, 0.014818521, 0.0014903499, -0.006807985, -0.012146211, 0.021682449, -0.018572684, 0.0014383909, -0.0011172137, 0.015893089, -0.0077375444, -0.017271511, -0.012042356, -0.022917636, -0.03079777, 0.011203868, -0.00030387763, -0.0048645176, -0.015542578, -0.016782077, 0.007833631, -0.012783822, 0.018910393, -0.0077180085, 0.0134204365, -0.0035355599, 0.019012425, -0.0015465836, 0.018254125, -0.01707811, -0.007219383, 0.028835023, -0.0026006754, 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Printing the embedding vector of the first document:
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Length of this vector: 4096

Question 4

• Update once again your NaceDocument to create a new method to build a Qdrant PointStruct like dictionary (see the PointStruct note). This structure is required by the Qdrant API.

{
    "id": ..., # strictly standardized id 
    "vector": ..., # embedding_vector
    "payload": {
        "code": ...,
        "heading": ...,
        "level": ...,
        "parent_code": ...,
        "text": text, # to help inspection in Qdrant's UI
    },
}

from dataclasses import dataclass, field
from typing import Optional, List
from uuid import uuid5, NAMESPACE_DNS
from qdrant_client.models import PointStruct

NACE_NAMESPACE = uuid5(NAMESPACE_DNS, "nace-rev2")

@dataclass
class NaceDocument:
    code: str
    heading: str
    level: int
    parent_code: Optional[str] = None
    includes: Optional[str] = None
    includes_also: Optional[str] = None
    excludes: Optional[str] = None

    text: str = field(init=False)
    vector: Optional[List[float]] = field(default=None, init=False)

    @classmethod
    def from_raw(
        cls,
        raw: dict,
        with_includes_also=True,
        with_excludes=False,
    ) -> "NaceDocument":
        for key in ("CODE", "HEADING", "LEVEL"):
            if not raw.get(key):
                raise ValueError(f"Missing required field: {key}")

        level = int(raw["LEVEL"])
        if not (1 <= level <= 4):
            raise ValueError(f"Invalid level: {level}")

        obj = cls(
            code=str(raw["CODE"]).strip(),
            heading=_clean(raw["HEADING"]),
            level=level,
            parent_code=_clean(raw.get("PARENT_CODE")),
            includes=_clean(raw.get("Includes")),
            includes_also=_clean(raw.get("IncludesAlso")),
            excludes=_clean(raw.get("Excludes")),
        )

        obj.text = obj.to_embedding_text(
            with_includes_also=with_includes_also,
            with_excludes=with_excludes,
        )

        return obj

    def to_embedding_text(
        self,
        *,
        with_includes_also: bool = False,
        with_excludes: bool = False,
    ) -> str:
        parts = []

        parts.append(f"# Code: {self.code}")
        parts.append(f"# Title: {self.heading}")

        if self.includes:
            parts.append("")
            parts.append("## Includes:")
            parts.append(self.includes.strip())

        if with_includes_also and self.includes_also:
            parts.append("")
            parts.append("## Also includes:")
            parts.append(self.includes_also.strip())

        if with_excludes and self.excludes:
            parts.append("")
            parts.append("## Excludes:")
            parts.append(self.excludes.strip())

        output = "\n".join(parts)
        output = output.replace("\\n", "\n")

        return output.strip()

    def get_embeddings(
        self,
        client_llmlab,
        emb_model: str,
    ) -> List[float]:
        try:
            response = client_llmlab.embeddings.create(
                model=emb_model,
                input=self.text
            )

            self.vector = response.data[0].embedding
            return self.vector

        except Exception as e:
            raise RuntimeError(f"Embedding failed for doc {self.code}: {str(e)}")

    def to_qdrant_point(
        self,
    ) -> PointStruct:

        if not hasattr(self, "vector") or self.vector is None:
            raise ValueError("vector is missing or Null")
        return PointStruct(
            # uuid5 is deterministic: same namespace + code always yields the same UUID
            # stable across runs, valid for Qdrant, no hacky string manipulation needed
            id=str(uuid5(NACE_NAMESPACE, self.code)),
            vector=self.vector,
            payload={
                "code": self.code,
                "level": self.level,
                "parent_code": self.parent_code,
                # Storing the text used for embedding enables inspection and debugging
                "text": self.text,
            }
        )

Question 5

• Recreate your Nace documents, all your embeddings and generate all points (PointStruct). Please take a look at this callout to get a sense of the limits of this approach with a view to production use.

sample_size = 10  # /!\ Do not use a sample (it's just to build the notebook)

nace_points = []

for nace_code in nace[:sample_size]:
    nace_doc = NaceDocument.from_raw(
        raw=nace_code,
        with_includes_also=True, 
        with_excludes=True
    )

    nace_doc.get_embeddings(
        client_llmlab,
        emb_model,
    )

    nace_points.append(
        nace_doc.to_qdrant_point()
    )

print("\nCheck the first PointStruct:\n")
print(nace_points[0])

Check the first PointStruct:

id='bf20fdf8-5b6a-5d28-b1f6-7a472c5564ac' vector=[0.013604626, 0.0040469267, -0.013055056, 0.0018571938, 0.019681796, 0.0021292074, -0.015450935, -0.015548654, -0.007361683, -0.009928224, -0.04116786, 0.043227788, 0.022655034, 0.004115308, 0.008463436, 0.011874151, 0.02463015, -0.019429542, 0.007998721, 0.06486532, 0.020154107, 0.019266449, 0.002914384, 0.009437451, 0.026283171, 0.0021734613, 0.027899496, 0.0027052388, 0.0113111595, -0.042250417, -0.025353452, 0.0023314483, 0.005428814, 0.019085042, -0.042523846, -0.005446706, -0.0076410365, 0.008316522, 0.006585934, -0.004694277, -0.016216371, -0.0082428185, -0.027061068, -0.002988109, 0.0033358738, 0.006163187, -0.01844918, 0.025980474, -0.001096586, 0.0003369544, 0.020229273, -0.018327052, 0.017543104, 0.00390692, -0.018135028, 0.0030722255, -0.011713002, -0.002424628, -0.019514453, 0.022339227, -0.0017924856, 0.005736517, -4.6242258e-06, 0.023460107, 0.0004332938, -0.00271401, -0.0038558461, -0.011756422, -0.0033033225, 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-0.0056989114, -0.00063799747, 0.004426157, 0.009030775, -0.001485532, -0.006873334, -0.017374197, 0.015629444, 0.0058926386, -0.009801753, 0.016684704, -0.014281193, -0.011471161, -0.0003021703, 0.016823366, -0.034512624, 0.00021716933, 7.987956e-05, 0.008160874, 0.02620286, 0.00058667414, -0.02209849, -0.015990213, 0.009002755, 0.020895151, 0.0010384835, 0.008098684, 0.009131998, -0.008918938, 0.021859732, 0.0119019635, 0.00226212, 0.007186814, 0.00023341898, 0.008600211, -0.01666762, -0.009665849, 0.007236184, 0.027660796, -0.002405057, 0.0071920357, 0.024724558, -0.016581934, 0.0010603112, 0.007592961, 0.013675363, 0.012664315, 0.010579194, -0.013097223, -0.012465044, -0.0053821346] payload={'code': 'A', 'level': 1, 'parent_code': None, 'text': '# Code: A\n# Title: AGRICULTURE, FORESTRY AND FISHING\n\n## Includes:\nThis section includes the exploitation of vegetal and animal natural resources, comprising the activities of growing of crops, raising and breeding of animals, harvesting of timber and other plants, and the production of animal products from a farm or natural habitats.\n\n## Also includes:\nThis section also includes organic agriculture, aquaculture, the growing of genetically modified crops and the raising of genetically modified animals.\n\n## Excludes:\nThis section excludes undifferentiated subsistence goods-producing activities of households, which are classified in class 98.10.'}

Question 6

• Upload your points into your Qdrant collection, using client_qdrant.upsert method. Try to batch it.

upload_batch_size = 10

for i in range(0, len(nace_points), upload_batch_size):
    batch = nace_points[i:i + upload_batch_size]
    try:
        client_qdrant.upsert(
            collection_name=COLLECTION_NAME,
            points=batch
        )
        print(f"Uploaded batch {i//upload_batch_size + 1}/{(len(nace_points)-1)//upload_batch_size + 1}")
    except Exception as e:
        print(f"Failed to upload batch {i//upload_batch_size + 1}: {str(e)}")
        continue

Question 7

• Inspect your Qdrant collection. It should contain 1,047 vectors.

Qdrant vector store after upsert step

count = client_qdrant.count(collection_name=COLLECTION_NAME)
print(count)

Note

PointStruct is a Pydantic model provided by the qdrant_client library that represents a single vector database entry. It bundles together the three components Qdrant needs to store and query a point:

• a unique id,
• a vector (the embedding),
• and a payload (arbitrary metadata as a dict).

Passing raw dicts directly to the Qdrant API would require manual serialization and validation. PointStruct handles that for you and ensures the data is correctly typed before being sent to the server. It’s essentially the contract between your Python code and the Qdrant collection.

ImportantLimitations of the teaching approach

Please note that this workflow is not optimized at all.

Here, we intentionally adopt a step-by-step approach to support learning. In a production-ready setup, however, the workflow would be batched and asynchronous, with embeddings fed into the Qdrant store as soon as they are generated.

Advanced users are welcome to give it a try.

Below, please find a non-exhaustive list of good practices for production-grade workflows :

• Batching: Process multiple documents per request to reduce overhead and improve throughput.
• Concurrency Limits: Restrict the number of simultaneous requests to avoid overwhelming the server.
• Retries: Implement automatic retries for transient network failures or server timeouts.
• Progressive Saves: Save embeddings or processed points incrementally to avoid losing work in case of interruption.
• Logging: Record progress, errors, and metadata for monitoring and debugging.
• Monitoring & Alerts: Track performance metrics, request latency, and error rates.
• Validation & Sanity Checks: Ensure embeddings are generated correctly and vectors are valid before inserting into your vector store.
• Resource Management: Release memory and close connections appropriately to avoid leaks in long-running pipelines.
• Idempotency: Use deterministic IDs for points (e.g., uuid5) so retries or reprocessing don’t create duplicates.
• Security & Secrets: Keep API keys and sensitive data secure and never hardcode them in your code.