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30 changes: 30 additions & 0 deletions src/benchmarks/ann-benchmarks.py
Original file line number Diff line number Diff line change
Expand Up @@ -18,6 +18,27 @@
import boto3
import paramiko


# Obtain session token programmatically
def get_temporary_session_token():
sts_client = boto3.client("sts")
response = sts_client.get_session_token(DurationSeconds=3600)
return response["Credentials"]


# Retrieve temporary credentials
temp_credentials = get_temporary_session_token()

# Initialize a session using the temporary credentials
session = boto3.Session(
aws_access_key_id=temp_credentials["AccessKeyId"],
aws_secret_access_key=temp_credentials["SecretAccessKey"],
aws_session_token=temp_credentials["SessionToken"],
)

# Use the session to create a client
ec2 = session.client("ec2")

installations = ["tiledb"]
algorithms = ["tiledb-ivf-flat", "tiledb-ivf-pq", "tiledb-flat", "tiledb-vamana"]

Expand All @@ -27,16 +48,21 @@
installations += [
"flann",
"faiss",
"faiss_hnsw",
"hnswlib",
# "weaviate"
# "milvus",
"pgvector",
"annoy",
"qdrant",
"elasticsearch",
]
algorithms += [
"flann",
"faiss-ivf",
# "faiss-lsh",
"faiss-ivfpqfs",
"hnsw(faiss)",
"hnswlib",
# "weaviate",
# "milvus-flat",
Expand All @@ -45,6 +71,9 @@
# "milvus-scann",
# "milvus-hnsw",
"pgvector",
"annoy",
"qdrant",
"elasticsearch",
]

# If you want to skip running benchmarks and keep the instance running after the script finishes,
Expand All @@ -65,6 +94,7 @@
)

# You do not need to change these.
# Note this security group is in eu-central-1 (Frankfurt).
security_group_ids = ["sg-04258b401ce76d246"]
# 64 vCPU, 512 GiB, EBS-Only.
instance_type = "r6i.16xlarge"
Expand Down