2021-04-22 14:45:57 +08:00
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module github.com/milvus-io/milvus
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2020-08-24 11:58:51 +08:00
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Upgrade go from 1.20 to 1.21 (#33047)
Signed-off-by: shaoting-huang [shaoting-huang@zilliz.com]
issue: https://github.com/milvus-io/milvus/issues/32982
# Background
Go 1.21 introduces several improvements and changes over Go 1.20, which
is quite stable now. According to
[Go 1.21 Release Notes](https://tip.golang.org/doc/go1.21), the big
difference of Go 1.21 is enabling Profile-Guided Optimization by
default, which can improve performance by around 2-14%. Here are the
summary steps of PGO:
1. Build Initial Binary (Without PGO)
2. Deploying the Production Environment
3. Run the program and collect Performance Analysis Data (CPU pprof)
4. Analyze the Collected Data and Select a Performance Profile for PGO
5. Place the Performance Analysis File in the Main Package Directory and
Name It default.pgo
6. go build Detects the default.pgo File and Enables PGO
7. Build and Release the Updated Binary (With PGO)
8. Iterate and Repeat the Above Steps
<img width="657" alt="Screenshot 2024-05-14 at 15 57 01"
src="https://github.com/milvus-io/milvus/assets/167743503/b08d4300-0be1-44dc-801f-ce681dabc581">
# What does this PR do
There are three experiments, search benchmark by Zilliz test platform,
search benchmark by open-source
[VectorDBBench](https://github.com/zilliztech/VectorDBBench?tab=readme-ov-file),
and search benchmark with PGO. We do both search benchmarks by Zilliz
test platform and by VectorDBBench to reduce reliance on a single
experimental result. Besides, we validate the performance enhancement
with PGO.
## Search Benchmark Report by Zilliz Test Platform
An upgrade to Go 1.21 was conducted on a Milvus Standalone server,
equipped with 16 CPUs and 64GB of memory. The search performance was
evaluated using a 1 million entry local dataset with an L2 metric type
in a 768-dimensional space. The system was tested for concurrent
searches with 50 concurrent tasks for 1 hour, each with a 20-second
interval. The reason for using one server rather than two servers to
compare is to guarantee the same data source and same segment state
after compaction.
Test Sequence:
1. Go 1.20 Initial Run: Insert data, build index, load index, and
search.
2. Go 1.20 Rebuild: Rebuild the index with the same dataset, load index,
and search.
3. Go 1.21 Load: Upload to Go 1.21 within the server. Then load the
index from the second run, and search.
4. Go 1.21 Rebuild: Rebuild the index with the same dataset, load index,
and search.
Search Metrics:
| Metric | Go 1.20 | Go 1.20 Rebuild Index | Go 1.21 | Go 1.21 Rebuild
Index |
|----------------------------|------------------|-----------------|------------------|-----------------|
| `search requests` | 10,942,683 | 16,131,726 | 16,200,887 | 16,331,052
|
| `search fails` | 0 | 0 | 0 | 0 |
| `search RT_avg` (ms) | 16.44 | 11.15 | 11.11 | 11.02 |
| `search RT_min` (ms) | 1.30 | 1.28 | 1.31 | 1.26 |
| `search RT_max` (ms) | 446.61 | 233.22 | 235.90 | 147.93 |
| `search TP50` (ms) | 11.74 | 10.46 | 10.43 | 10.35 |
| `search TP99` (ms) | 92.30 | 25.76 | 25.36 | 25.23 |
| `search RPS` | 3,039 | 4,481 | 4,500 | 4,536 |
### Key Findings
The benchmark tests reveal that the index build time with Go 1.20 at
340.39 ms and Go 1.21 at 337.60 ms demonstrated negligible performance
variance in index construction. However, Go 1.21 offers slightly better
performance in search operations compared to Go 1.20, with improvements
in handling concurrent tasks and reducing response times.
## Search Benchmark Report By VectorDb Bench
Follow
[VectorDBBench](https://github.com/zilliztech/VectorDBBench?tab=readme-ov-file)
to create a VectorDb Bench test for Go 1.20 and Go 1.21. We test the
search performance with Go 1.20 and Go 1.21 (without PGO) on the Milvus
Standalone system. The tests were conducted using the Cohere dataset
with 1 million entries in a 768-dimensional space, utilizing the COSINE
metric type.
Search Metrics:
Metric | Go 1.20 | Go 1.21 without PGO
-- | -- | --
Load Duration (seconds) | 1195.95 | 976.37
Queries Per Second (QPS) | 841.62 | 875.89
99th Percentile Serial Latency (seconds) | 0.0047 | 0.0076
Recall | 0.9487 | 0.9489
### Key Findings
Go 1.21 indicates faster index loading times and larger search QPS
handling.
## PGO Performance Test
Milvus has already added
[net/http/pprof](https://pkg.go.dev/net/http/pprof) in the metrics. So
we can curl the CPU profile directly by running
`curl -o default.pgo
"http://${MILVUS_SERVER_IP}:${MILVUS_SERVER_PORT}/debug/pprof/profile?seconds=${TIME_SECOND}"`
to collect the profile as the default.pgo during the first search. Then
I build Milvus with PGO and use the same index to run the search again.
The result is as below:
Search Metrics
| Metric | Go 1.21 Without PGO | Go 1.21 With PGO | Change (%) |
|---------------------------------------------|------------------|-----------------|------------|
| `search Requests` | 2,644,583 | 2,837,726 | +7.30% |
| `search Fails` | 0 | 0 | N/A |
| `search RT_avg` (ms) | 11.34 | 10.57 | -6.78% |
| `search RT_min` (ms) | 1.39 | 1.32 | -5.18% |
| `search RT_max` (ms) | 349.72 | 143.72 | -58.91% |
| `search TP50` (ms) | 10.57 | 9.93 | -6.05% |
| `search TP99` (ms) | 26.14 | 24.16 | -7.56% |
| `search RPS` | 4,407 | 4,729 | +7.30% |
### Key Findings
PGO led to a notable enhancement in search performance, particularly in
reducing the maximum response time by 58% and increasing the search QPS
by 7.3%.
### Further Analysis
Generate a diff flame graphs between two CPU profiles by running `go
tool pprof -http=:8000 -diff_base nopgo.pgo pgo.pgo -normalize`
<img width="1894" alt="goprofiling"
src="https://github.com/milvus-io/milvus/assets/167743503/ab9e91eb-95c7-4963-acd9-d1c3c73ee010">
Further insight of HnswIndexNode and Milvus Search Handler
<img width="1906" alt="hnsw"
src="https://github.com/milvus-io/milvus/assets/167743503/a04cf4a0-7c97-4451-b3cf-98afc20a0b05">
<img width="1873" alt="search_handler"
src="https://github.com/milvus-io/milvus/assets/167743503/5f4d3982-18dd-4115-8e76-460f7f534c7f">
After applying PGO to the Milvus server, the CPU utilization of the
faiss::fvec_L2 function has decreased. This optimization significantly
enhances the performance of the
[HnswIndexNode::Search::searchKnn](https://github.com/zilliztech/knowhere/blob/e0c9c41aa22d8f6e6761a0a54460e4573de15bfe/src/index/hnsw/hnsw.cc#L203)
method, which is frequently invoked by Knowhere during high-concurrency
searches. As the explanation from Go release notes, the function might
be more aggressively inlined by Go compiler during the second build with
the CPU profiling collected from the first run. As a result, the search
handler efficiency within Milvus DataNode has improved, allowing the
server to process a higher number of search queries per second (QPS).
# Conclusion
The combination of Go 1.21 and PGO has led to substantial enhancements
in search performance for Milvus server, particularly in terms of search
QPS and response times, making it more efficient for handling
high-concurrency search operations.
Signed-off-by: shaoting-huang <shaoting.huang@zilliz.com>
2024-05-22 13:21:39 +08:00
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go 1.21
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2020-08-24 11:58:51 +08:00
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require (
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2024-07-08 17:51:32 +08:00
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github.com/Azure/azure-sdk-for-go/sdk/azcore v1.11.1
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github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.6.0
|
2023-09-19 10:01:23 +08:00
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github.com/Azure/azure-sdk-for-go/sdk/storage/azblob v1.1.0
|
2023-08-08 10:15:07 +08:00
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github.com/aliyun/credentials-go v1.2.7
|
2022-07-22 13:28:28 +08:00
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github.com/antlr/antlr4/runtime/Go/antlr v0.0.0-20210826220005-b48c857c3a0e
|
2024-03-28 06:33:11 +08:00
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github.com/apache/arrow/go/v12 v12.0.1
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2021-09-03 17:15:26 +08:00
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github.com/bits-and-blooms/bloom/v3 v3.0.1
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2023-04-06 19:14:32 +08:00
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github.com/blang/semver/v4 v4.0.0
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2022-08-04 11:04:34 +08:00
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github.com/casbin/casbin/v2 v2.44.2
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github.com/casbin/json-adapter/v2 v2.0.0
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2023-04-06 19:14:32 +08:00
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github.com/cockroachdb/errors v1.9.1
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2023-06-12 19:18:37 +08:00
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github.com/gin-gonic/gin v1.9.1
|
2024-03-28 06:33:11 +08:00
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github.com/go-playground/validator/v10 v10.14.0
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2022-03-30 15:21:28 +08:00
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github.com/gofrs/flock v0.8.1
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2024-08-02 16:22:20 +08:00
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github.com/golang/protobuf v1.5.4 // indirect
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2023-09-07 07:25:14 +08:00
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github.com/google/btree v1.1.2
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2023-08-16 14:49:32 +08:00
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github.com/grpc-ecosystem/go-grpc-middleware v1.3.0
|
2024-04-11 16:07:18 +08:00
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github.com/klauspost/compress v1.17.7
|
2022-10-16 20:49:27 +08:00
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github.com/mgutz/ansi v0.0.0-20200706080929-d51e80ef957d
|
2024-08-16 14:18:54 +08:00
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github.com/milvus-io/milvus-proto/go-api/v2 v2.3.4-0.20240815123953-6dab6fcd6454
|
2023-11-23 17:26:24 +08:00
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github.com/minio/minio-go/v7 v7.0.61
|
2024-03-28 06:33:11 +08:00
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github.com/pingcap/log v1.1.1-0.20221015072633-39906604fb81
|
2023-04-06 19:14:32 +08:00
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|
github.com/prometheus/client_golang v1.14.0
|
2023-08-16 14:49:32 +08:00
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github.com/prometheus/client_model v0.3.0
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github.com/prometheus/common v0.42.0
|
2024-03-28 06:33:11 +08:00
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github.com/quasilyte/go-ruleguard/dsl v0.3.22
|
2023-04-06 19:14:32 +08:00
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github.com/samber/lo v1.27.0
|
2022-04-03 11:27:29 +08:00
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github.com/sbinet/npyio v0.6.0
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2023-08-16 14:49:32 +08:00
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github.com/soheilhy/cmux v0.1.5
|
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|
github.com/spf13/cast v1.3.1
|
2022-01-20 22:37:38 +08:00
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github.com/spf13/viper v1.8.1
|
2024-07-08 17:51:32 +08:00
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github.com/stretchr/testify v1.9.0
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2024-03-28 06:33:11 +08:00
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github.com/tencentcloud/tencentcloud-sdk-go/tencentcloud/common v1.0.865
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2023-09-07 07:25:14 +08:00
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github.com/tikv/client-go/v2 v2.0.4
|
2023-01-12 16:09:39 +08:00
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go.etcd.io/etcd/api/v3 v3.5.5
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go.etcd.io/etcd/client/v3 v3.5.5
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go.etcd.io/etcd/server/v3 v3.5.5
|
2024-08-02 16:22:20 +08:00
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go.opentelemetry.io/otel v1.28.0
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go.opentelemetry.io/otel/trace v1.28.0
|
2023-11-23 17:26:24 +08:00
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go.uber.org/atomic v1.11.0
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go.uber.org/multierr v1.11.0
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go.uber.org/zap v1.24.0
|
2024-08-02 16:22:20 +08:00
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golang.org/x/crypto v0.25.0
|
2023-11-23 17:26:24 +08:00
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golang.org/x/exp v0.0.0-20230728194245-b0cb94b80691
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2024-08-02 16:22:20 +08:00
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golang.org/x/net v0.27.0
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golang.org/x/oauth2 v0.20.0
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2024-07-08 17:51:32 +08:00
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golang.org/x/sync v0.7.0
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golang.org/x/text v0.16.0
|
2024-08-02 16:22:20 +08:00
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google.golang.org/grpc v1.65.0
|
2023-08-08 10:15:07 +08:00
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google.golang.org/grpc/examples v0.0.0-20220617181431-3e7b97febc7f
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2020-08-24 11:58:51 +08:00
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)
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2020-09-01 18:11:43 +08:00
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2024-04-09 10:53:17 +08:00
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require (
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2024-07-08 17:51:32 +08:00
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github.com/bits-and-blooms/bitset v1.10.0
|
2024-08-16 10:10:53 +08:00
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github.com/bytedance/sonic v1.9.1
|
2024-07-16 11:55:36 +08:00
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github.com/cenkalti/backoff/v4 v4.2.1
|
2024-07-04 15:23:08 +08:00
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github.com/cockroachdb/redact v1.1.3
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enhance: Use Blocked Bloom Filter instead of basic bloom fitler impl. (#33405)
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>
2024-05-31 17:49:45 +08:00
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|
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github.com/greatroar/blobloom v0.0.0-00010101000000-000000000000
|
2024-05-15 13:57:35 +08:00
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|
|
github.com/jolestar/go-commons-pool/v2 v2.1.2
|
2024-08-02 16:22:20 +08:00
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|
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github.com/milvus-io/milvus/pkg v0.0.2-0.20240801085213-a642a26ed4c6
|
2024-04-09 10:53:17 +08:00
|
|
|
github.com/pkg/errors v0.9.1
|
2024-06-24 10:34:12 +08:00
|
|
|
github.com/remeh/sizedwaitgroup v1.0.0
|
2024-07-29 11:31:51 +08:00
|
|
|
github.com/tidwall/gjson v1.17.1
|
2024-06-25 10:08:03 +08:00
|
|
|
github.com/valyala/fastjson v1.6.4
|
enhance: Use Blocked Bloom Filter instead of basic bloom fitler impl. (#33405)
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>
2024-05-31 17:49:45 +08:00
|
|
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github.com/zeebo/xxh3 v1.0.2
|
2024-08-02 16:22:20 +08:00
|
|
|
go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.49.0
|
|
|
|
|
google.golang.org/protobuf v1.34.2
|
2024-04-09 10:53:17 +08:00
|
|
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gopkg.in/yaml.v3 v3.0.1
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)
|
2023-11-23 17:26:24 +08:00
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require (
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2024-08-02 16:22:20 +08:00
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|
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cloud.google.com/go/compute/metadata v0.3.0 // indirect
|
2022-08-01 14:28:33 +08:00
|
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github.com/99designs/go-keychain v0.0.0-20191008050251-8e49817e8af4 // indirect
|
2023-04-06 19:14:32 +08:00
|
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|
github.com/99designs/keyring v1.2.1 // indirect
|
2023-01-03 16:27:34 +08:00
|
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github.com/AthenZ/athenz v1.10.39 // indirect
|
2024-07-16 11:55:36 +08:00
|
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github.com/Azure/azure-sdk-for-go/sdk/internal v1.8.0 // indirect
|
2024-07-08 17:51:32 +08:00
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|
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github.com/AzureAD/microsoft-authentication-library-for-go v1.2.2 // indirect
|
2023-01-03 16:27:34 +08:00
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github.com/DataDog/zstd v1.5.0 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
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github.com/JohnCGriffin/overflow v0.0.0-20211019200055-46fa312c352c // indirect
|
2022-08-04 11:04:34 +08:00
|
|
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github.com/Knetic/govaluate v3.0.1-0.20171022003610-9aa49832a739+incompatible // indirect
|
2023-04-06 19:14:32 +08:00
|
|
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github.com/alibabacloud-go/debug v0.0.0-20190504072949-9472017b5c68 // indirect
|
|
|
|
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github.com/alibabacloud-go/tea v1.1.8 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
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github.com/andybalholm/brotli v1.0.4 // indirect
|
2024-07-16 11:55:36 +08:00
|
|
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github.com/apache/pulsar-client-go v0.6.1-0.20210728062540-29414db801a7 // indirect
|
2023-11-23 17:26:24 +08:00
|
|
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github.com/apache/thrift v0.18.1 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
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github.com/ardielle/ardielle-go v1.5.2 // indirect
|
2023-09-07 07:25:14 +08:00
|
|
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github.com/benbjohnson/clock v1.1.0 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
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github.com/benesch/cgosymbolizer v0.0.0-20190515212042-bec6fe6e597b // indirect
|
2022-08-01 14:28:33 +08:00
|
|
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github.com/beorn7/perks v1.0.1 // indirect
|
|
|
|
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github.com/campoy/embedmd v1.0.0 // indirect
|
2024-08-02 16:22:20 +08:00
|
|
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github.com/cespare/xxhash/v2 v2.3.0 // indirect
|
2023-08-16 14:49:32 +08:00
|
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github.com/chenzhuoyu/base64x v0.0.0-20221115062448-fe3a3abad311 // indirect
|
2024-01-12 10:30:51 +08:00
|
|
|
github.com/cilium/ebpf v0.11.0 // indirect
|
2023-04-06 19:14:32 +08:00
|
|
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github.com/cockroachdb/logtags v0.0.0-20211118104740-dabe8e521a4f // indirect
|
2023-08-16 14:49:32 +08:00
|
|
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github.com/confluentinc/confluent-kafka-go v1.9.1 // indirect
|
2024-07-16 11:55:36 +08:00
|
|
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github.com/containerd/cgroups/v3 v3.0.3 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
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github.com/coreos/go-semver v0.3.0 // indirect
|
|
|
|
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github.com/coreos/go-systemd/v22 v22.3.2 // indirect
|
2023-09-07 07:25:14 +08:00
|
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github.com/cznic/mathutil v0.0.0-20181122101859-297441e03548 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/danieljoos/wincred v1.1.2 // indirect
|
2023-11-23 17:26:24 +08:00
|
|
|
github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect
|
2023-09-07 07:25:14 +08:00
|
|
|
github.com/dgryski/go-farm v0.0.0-20190423205320-6a90982ecee2 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/docker/go-units v0.4.0 // indirect
|
2023-08-11 10:37:36 +08:00
|
|
|
github.com/dustin/go-humanize v1.0.1 // indirect
|
2024-04-10 10:05:19 +08:00
|
|
|
github.com/dvsekhvalnov/jose2go v1.6.0 // indirect
|
2023-12-22 18:36:44 +08:00
|
|
|
github.com/expr-lang/expr v1.15.7 // indirect
|
2023-04-06 19:14:32 +08:00
|
|
|
github.com/form3tech-oss/jwt-go v3.2.3+incompatible // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/fsnotify/fsnotify v1.4.9 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/gabriel-vasile/mimetype v1.4.2 // indirect
|
2023-04-06 19:14:32 +08:00
|
|
|
github.com/getsentry/sentry-go v0.12.0 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/gin-contrib/sse v0.1.0 // indirect
|
2024-08-02 16:22:20 +08:00
|
|
|
github.com/go-logr/logr v1.4.2 // indirect
|
2023-04-06 19:14:32 +08:00
|
|
|
github.com/go-logr/stdr v1.2.2 // indirect
|
2022-10-14 14:19:24 +08:00
|
|
|
github.com/go-ole/go-ole v1.2.6 // indirect
|
2023-05-05 11:22:39 +08:00
|
|
|
github.com/go-playground/locales v0.14.1 // indirect
|
|
|
|
|
github.com/go-playground/universal-translator v0.18.1 // indirect
|
2023-06-12 19:18:37 +08:00
|
|
|
github.com/goccy/go-json v0.10.2 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/godbus/dbus v0.0.0-20190726142602-4481cbc300e2 // indirect
|
|
|
|
|
github.com/godbus/dbus/v5 v5.0.4 // indirect
|
2024-07-16 11:55:36 +08:00
|
|
|
github.com/gogo/protobuf v1.3.2 // indirect
|
2023-04-06 19:14:32 +08:00
|
|
|
github.com/golang-jwt/jwt v3.2.2+incompatible // indirect
|
2024-07-08 17:51:32 +08:00
|
|
|
github.com/golang-jwt/jwt/v5 v5.2.1 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/golang/snappy v0.0.4 // indirect
|
2023-11-15 10:36:19 +08:00
|
|
|
github.com/google/flatbuffers v2.0.8+incompatible // indirect
|
2024-07-08 17:51:32 +08:00
|
|
|
github.com/google/uuid v1.6.0 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/gorilla/websocket v1.4.2 // indirect
|
|
|
|
|
github.com/grpc-ecosystem/go-grpc-prometheus v1.2.0 // indirect
|
|
|
|
|
github.com/grpc-ecosystem/grpc-gateway v1.16.0 // indirect
|
2024-07-16 11:55:36 +08:00
|
|
|
github.com/grpc-ecosystem/grpc-gateway/v2 v2.16.0 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/gsterjov/go-libsecret v0.0.0-20161001094733-a6f4afe4910c // indirect
|
|
|
|
|
github.com/hashicorp/hcl v1.0.0 // indirect
|
2023-04-06 19:14:32 +08:00
|
|
|
github.com/ianlancetaylor/cgosymbolizer v0.0.0-20221217025313-27d3c9f66b6a // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/jonboulle/clockwork v0.2.2 // indirect
|
2023-04-06 19:14:32 +08:00
|
|
|
github.com/json-iterator/go v1.1.12 // indirect
|
2023-11-15 10:36:19 +08:00
|
|
|
github.com/klauspost/asmfmt v1.3.2 // indirect
|
2023-11-23 17:26:24 +08:00
|
|
|
github.com/klauspost/cpuid/v2 v2.2.5 // indirect
|
|
|
|
|
github.com/kr/pretty v0.3.1 // indirect
|
2023-04-06 19:14:32 +08:00
|
|
|
github.com/kr/text v0.2.0 // indirect
|
2023-09-19 10:01:23 +08:00
|
|
|
github.com/kylelemons/godebug v1.1.0 // indirect
|
2023-06-12 19:18:37 +08:00
|
|
|
github.com/leodido/go-urn v1.2.4 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/linkedin/goavro/v2 v2.11.1 // indirect
|
2022-10-16 20:49:27 +08:00
|
|
|
github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/magiconair/properties v1.8.5 // indirect
|
2023-02-26 11:31:49 +08:00
|
|
|
github.com/mattn/go-colorable v0.1.11 // indirect
|
2023-06-12 19:18:37 +08:00
|
|
|
github.com/mattn/go-isatty v0.0.19 // indirect
|
2023-04-06 19:14:32 +08:00
|
|
|
github.com/matttproud/golang_protobuf_extensions v1.0.4 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/minio/asm2plan9s v0.0.0-20200509001527-cdd76441f9d8 // indirect
|
|
|
|
|
github.com/minio/c2goasm v0.0.0-20190812172519-36a3d3bbc4f3 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/minio/highwayhash v1.0.2 // indirect
|
2023-08-11 10:37:36 +08:00
|
|
|
github.com/minio/md5-simd v1.1.2 // indirect
|
|
|
|
|
github.com/minio/sha256-simd v1.0.1 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/mitchellh/mapstructure v1.4.1 // indirect
|
|
|
|
|
github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
|
2023-04-06 19:14:32 +08:00
|
|
|
github.com/modern-go/reflect2 v1.0.2 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/mtibben/percent v0.2.1 // indirect
|
2024-04-11 16:07:18 +08:00
|
|
|
github.com/nats-io/jwt/v2 v2.5.5 // indirect
|
|
|
|
|
github.com/nats-io/nats-server/v2 v2.10.12 // indirect
|
|
|
|
|
github.com/nats-io/nats.go v1.34.1 // indirect
|
|
|
|
|
github.com/nats-io/nkeys v0.4.7 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/nats-io/nuid v1.0.1 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/opencontainers/runtime-spec v1.0.2 // indirect
|
2023-09-07 07:25:14 +08:00
|
|
|
github.com/opentracing/opentracing-go v1.2.0 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/panjf2000/ants/v2 v2.7.2 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/pelletier/go-toml v1.9.3 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/pelletier/go-toml/v2 v2.0.8 // indirect
|
2024-05-15 16:33:34 +08:00
|
|
|
github.com/petermattis/goid v0.0.0-20180202154549-b0b1615b78e5 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/pierrec/lz4 v2.5.2+incompatible // indirect
|
2023-11-23 17:26:24 +08:00
|
|
|
github.com/pierrec/lz4/v4 v4.1.18 // indirect
|
2023-09-07 07:25:14 +08:00
|
|
|
github.com/pingcap/errors v0.11.5-0.20211224045212-9687c2b0f87c // indirect
|
|
|
|
|
github.com/pingcap/failpoint v0.0.0-20210918120811-547c13e3eb00 // indirect
|
|
|
|
|
github.com/pingcap/goleveldb v0.0.0-20191226122134-f82aafb29989 // indirect
|
|
|
|
|
github.com/pingcap/kvproto v0.0.0-20221129023506-621ec37aac7a // indirect
|
2024-07-08 17:51:32 +08:00
|
|
|
github.com/pkg/browser v0.0.0-20240102092130-5ac0b6a4141c // indirect
|
2023-11-23 17:26:24 +08:00
|
|
|
github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect
|
2022-10-16 20:49:27 +08:00
|
|
|
github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c // indirect
|
2023-04-06 19:14:32 +08:00
|
|
|
github.com/prometheus/procfs v0.9.0 // indirect
|
2023-11-15 10:36:19 +08:00
|
|
|
github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec // indirect
|
2024-07-08 17:51:32 +08:00
|
|
|
github.com/rogpeppe/go-internal v1.12.0 // indirect
|
2023-08-11 10:37:36 +08:00
|
|
|
github.com/rs/xid v1.5.0 // indirect
|
2024-05-15 16:33:34 +08:00
|
|
|
github.com/sasha-s/go-deadlock v0.3.1 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/shirou/gopsutil/v3 v3.22.9 // indirect
|
2023-11-23 17:26:24 +08:00
|
|
|
github.com/sirupsen/logrus v1.9.3 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/spaolacci/murmur3 v1.1.0 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/spf13/afero v1.6.0 // indirect
|
|
|
|
|
github.com/spf13/jwalterweatherman v1.1.0 // indirect
|
|
|
|
|
github.com/spf13/pflag v1.0.5 // indirect
|
2023-09-07 07:25:14 +08:00
|
|
|
github.com/stathat/consistent v1.0.0 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/streamnative/pulsarctl v0.5.0 // indirect
|
2024-07-08 17:51:32 +08:00
|
|
|
github.com/stretchr/objx v0.5.2 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/subosito/gotenv v1.2.0 // indirect
|
2024-07-16 11:55:36 +08:00
|
|
|
github.com/tecbot/gorocksdb v0.0.0-20191217155057-f0fad39f321c // indirect
|
2023-09-07 07:25:14 +08:00
|
|
|
github.com/tiancaiamao/gp v0.0.0-20221230034425-4025bc8a4d4a // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/tidwall/match v1.1.1 // indirect
|
|
|
|
|
github.com/tidwall/pretty v1.2.0 // indirect
|
2023-09-07 07:25:14 +08:00
|
|
|
github.com/tikv/pd/client v0.0.0-20221031025758-80f0d8ca4d07 // indirect
|
2022-10-14 14:19:24 +08:00
|
|
|
github.com/tklauser/go-sysconf v0.3.10 // indirect
|
|
|
|
|
github.com/tklauser/numcpus v0.4.0 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/tmc/grpc-websocket-proxy v0.0.0-20201229170055-e5319fda7802 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/twitchyliquid64/golang-asm v0.15.1 // indirect
|
2023-09-07 07:25:14 +08:00
|
|
|
github.com/twmb/murmur3 v1.1.3 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/uber/jaeger-client-go v2.30.0+incompatible // indirect
|
2023-06-12 19:18:37 +08:00
|
|
|
github.com/ugorji/go/codec v1.2.11 // indirect
|
2024-05-15 13:57:35 +08:00
|
|
|
github.com/x448/float16 v0.8.4 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
github.com/xiang90/probing v0.0.0-20190116061207-43a291ad63a2 // indirect
|
2022-10-16 20:49:27 +08:00
|
|
|
github.com/yusufpapurcu/wmi v1.2.2 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
go.etcd.io/bbolt v1.3.6 // indirect
|
2023-01-12 16:09:39 +08:00
|
|
|
go.etcd.io/etcd/client/pkg/v3 v3.5.5 // indirect
|
|
|
|
|
go.etcd.io/etcd/client/v2 v2.305.5 // indirect
|
|
|
|
|
go.etcd.io/etcd/pkg/v3 v3.5.5 // indirect
|
|
|
|
|
go.etcd.io/etcd/raft/v3 v3.5.5 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
go.opentelemetry.io/otel/exporters/jaeger v1.13.0 // indirect
|
2024-07-16 11:55:36 +08:00
|
|
|
go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.20.0 // indirect
|
|
|
|
|
go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.20.0 // indirect
|
2024-07-29 17:43:49 +08:00
|
|
|
go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.20.0 // indirect
|
2024-07-16 11:55:36 +08:00
|
|
|
go.opentelemetry.io/otel/exporters/stdout/stdouttrace v1.20.0 // indirect
|
2024-08-02 16:22:20 +08:00
|
|
|
go.opentelemetry.io/otel/metric v1.28.0 // indirect
|
|
|
|
|
go.opentelemetry.io/otel/sdk v1.28.0 // indirect
|
2024-07-16 11:55:36 +08:00
|
|
|
go.opentelemetry.io/proto/otlp v1.0.0 // indirect
|
2024-04-11 16:07:18 +08:00
|
|
|
go.uber.org/automaxprocs v1.5.3 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
golang.org/x/arch v0.3.0 // indirect
|
2024-07-08 17:51:32 +08:00
|
|
|
golang.org/x/mod v0.17.0 // indirect
|
2024-08-02 16:22:20 +08:00
|
|
|
golang.org/x/sys v0.22.0 // indirect
|
|
|
|
|
golang.org/x/term v0.22.0 // indirect
|
2024-04-11 16:07:18 +08:00
|
|
|
golang.org/x/time v0.5.0 // indirect
|
2024-07-08 17:51:32 +08:00
|
|
|
golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d // indirect
|
2023-03-21 16:31:57 +08:00
|
|
|
golang.org/x/xerrors v0.0.0-20220907171357-04be3eba64a2 // indirect
|
2023-11-15 10:36:19 +08:00
|
|
|
gonum.org/v1/gonum v0.11.0 // indirect
|
2024-08-02 16:22:20 +08:00
|
|
|
google.golang.org/genproto v0.0.0-20231106174013-bbf56f31fb17 // indirect
|
|
|
|
|
google.golang.org/genproto/googleapis/api v0.0.0-20240528184218-531527333157 // indirect
|
|
|
|
|
google.golang.org/genproto/googleapis/rpc v0.0.0-20240730163845-b1a4ccb954bf // indirect
|
2024-01-14 10:24:52 +08:00
|
|
|
gopkg.in/inf.v0 v0.9.1 // indirect
|
2023-08-11 10:37:36 +08:00
|
|
|
gopkg.in/ini.v1 v1.67.0 // indirect
|
2023-08-16 14:49:32 +08:00
|
|
|
gopkg.in/natefinch/lumberjack.v2 v2.0.0 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
gopkg.in/yaml.v2 v2.4.0 // indirect
|
2024-02-01 20:31:03 +08:00
|
|
|
k8s.io/apimachinery v0.28.6 // indirect
|
2024-01-14 10:24:52 +08:00
|
|
|
sigs.k8s.io/yaml v1.3.0 // indirect
|
2022-08-01 14:28:33 +08:00
|
|
|
)
|
|
|
|
|
|
2020-09-18 01:53:18 +08:00
|
|
|
replace (
|
2023-01-03 16:27:34 +08:00
|
|
|
github.com/apache/pulsar-client-go => github.com/milvus-io/pulsar-client-go v0.6.10
|
2022-05-05 20:07:50 +08:00
|
|
|
github.com/bketelsen/crypt => github.com/bketelsen/crypt v0.0.4 // Fix security alert for core-os/etcd
|
2023-12-22 18:36:44 +08:00
|
|
|
github.com/expr-lang/expr => github.com/SimFG/expr v0.0.0-20231218130003-94d085776dc5
|
2022-05-05 20:07:50 +08:00
|
|
|
github.com/go-kit/kit => github.com/go-kit/kit v0.1.0
|
2024-06-03 21:59:46 +08:00
|
|
|
github.com/greatroar/blobloom => github.com/milvus-io/blobloom v0.0.0-20240603110411-471ae49f3b93
|
2024-07-23 14:25:44 +08:00
|
|
|
github.com/ianlancetaylor/cgosymbolizer => github.com/milvus-io/cgosymbolizer v0.0.0-20240722103217-b7dee0e50119
|
2023-08-16 14:49:32 +08:00
|
|
|
github.com/milvus-io/milvus/pkg => ./pkg
|
2022-06-24 11:56:17 +08:00
|
|
|
github.com/streamnative/pulsarctl => github.com/xiaofan-luan/pulsarctl v0.5.1
|
2022-06-24 21:12:15 +08:00
|
|
|
github.com/tecbot/gorocksdb => github.com/milvus-io/gorocksdb v0.0.0-20220624081344-8c5f4212846b // indirect
|
2022-10-06 14:46:56 +08:00
|
|
|
)
|
2023-01-03 16:27:34 +08:00
|
|
|
|
|
|
|
|
exclude github.com/apache/pulsar-client-go/oauth2 v0.0.0-20211108044248-fe3b7c4e445b
|