.venv/Lib/site-packages/chromadb/test/property/test_add.py

from typing import cast
import pytest
import hypothesis.strategies as st
from hypothesis import given, settings
from chromadb.api import API
from chromadb.api.types import Embeddings
import chromadb.test.property.strategies as strategies
import chromadb.test.property.invariants as invariants

collection_st = st.shared(strategies.collections(with_hnsw_params=True), key="coll")


@given(collection=collection_st, record_set=strategies.recordsets(collection_st))
@settings(deadline=None)
def test_add(
    api: API,
    collection: strategies.Collection,
    record_set: strategies.RecordSet,
) -> None:
    api.reset()

    # TODO: Generative embedding functions
    coll = api.create_collection(
        name=collection.name,
        metadata=collection.metadata,
        embedding_function=collection.embedding_function,
    )
    coll.add(**record_set)

    normalized_record_set = invariants.wrap_all(record_set)
    invariants.count(coll, cast(strategies.RecordSet, normalized_record_set))
    n_results = max(1, (len(normalized_record_set["ids"]) // 10))
    invariants.ann_accuracy(
        coll,
        cast(strategies.RecordSet, normalized_record_set),
        n_results=n_results,
        embedding_function=collection.embedding_function,
    )


# TODO: This test fails right now because the ids are not sorted by the input order
@pytest.mark.xfail(
    reason="This is expected to fail right now. We should change the API to sort the \
    ids by input order."
)
def test_out_of_order_ids(api: API) -> None:
    api.reset()
    ooo_ids = [
        "40",
        "05",
        "8",
        "6",
        "10",
        "01",
        "00",
        "3",
        "04",
        "20",
        "02",
        "9",
        "30",
        "11",
        "13",
        "2",
        "0",
        "7",
        "06",
        "5",
        "50",
        "12",
        "03",
        "4",
        "1",
    ]

    coll = api.create_collection(
        "test", embedding_function=lambda texts: [[1, 2, 3] for _ in texts]  # type: ignore
    )
    embeddings: Embeddings = [[1, 2, 3] for _ in ooo_ids]
    coll.add(ids=ooo_ids, embeddings=embeddings)
    get_ids = coll.get(ids=ooo_ids)["ids"]
    assert get_ids == ooo_ids