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issue: #32995 To speed up the construction and querying of Bloom filters, we chose a blocked Bloom filter instead of a basic Bloom filter implementation. WARN: This PR is compatible with old version bf impl, but if fall back to old milvus version, it may causes bloom filter deserialize failed. In single Bloom filter test cases with a capacity of 1,000,000 and a false positive rate (FPR) of 0.001, the blocked Bloom filter is 5 times faster than the basic Bloom filter in both querying and construction, at the cost of a 30% increase in memory usage. - Block BF construct time {"time": "54.128131ms"} - Block BF size {"size": 3021578} - Block BF Test cost {"time": "55.407352ms"} - Basic BF construct time {"time": "210.262183ms"} - Basic BF size {"size": 2396308} - Basic BF Test cost {"time": "192.596229ms"} In multi Bloom filter test cases with a capacity of 100,000, an FPR of 0.001, and 100 Bloom filters, we reuse the primary key locations for all Bloom filters to avoid repeated hash computations. As a result, the blocked Bloom filter is also 5 times faster than the basic Bloom filter in querying. - Block BF TestLocation cost {"time": "529.97183ms"} - Basic BF TestLocation cost {"time": "3.197430181s"} --------- Signed-off-by: Wei Liu <wei.liu@zilliz.com>
Tests
E2E Test
Configuration Requirements
Operating System
| Operating System | Version |
|---|---|
| Amazon Linux | 2023 or above |
| Ubuntu | 20.04 or above |
| Mac | 10.14 or above |
Hardware
| Hardware Type | Recommended Configuration |
|---|---|
| CPU | x86_64 architecture Intel CPU Sandy Bridge or above CPU Instruction Set - SSE4_2 - AVX - AVX2 - AVX512 or arm64 Linux/MacOS |
| Memory | 16 GB or more |
Software
| Software Name | Version |
|---|---|
| Docker | 19.05 or above |
| Docker Compose | 1.25.5 or above |
| jq | 1.3 or above |
| kubectl | 1.14 or above |
| helm | 3.0 or above |
| kind | 0.10.0 or above |
Installing Dependencies
Troubleshooting Docker and Docker Compose
- Confirm that Docker Daemon is running:
$ docker info
-
Ensure that Docker is installed. Refer to the official installation instructions for Docker CE/EE.
-
Start the Docker Daemon if it is not already started.
-
To run Docker without
rootprivileges, create a user group labeleddocker, then add a user to the group withsudo usermod -aG docker $USER. Log out and log back into the terminal for the changes to take effect. For more information, see the official Docker documentation for Managing Docker as a Non-Root User.
- Check the version of Docker-Compose
$ docker-compose version
docker-compose version 1.25.5, build 8a1c60f6
docker-py version: 4.1.0
CPython version: 3.7.5
OpenSSL version: OpenSSL 1.1.1f 31 Mar 2020
- To install Docker-Compose, see Install Docker Compose
Install jq
Install kubectl
Install helm
- Refer to https://helm.sh/docs/intro/install/
Install kind
Run E2E Tests
$ cd tests/scripts
$ ./e2e-k8s.sh
Getting help
You can get help with the following command:
$ ./e2e-k8s.sh --help