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Add Benchmarking Config for Faiss SQfp16
Signed-off-by: Naveen Tatikonda <[email protected]>
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33 changes: 33 additions & 0 deletions
33
benchmarks/perf-tool/release-configs/faiss-hnsw-sqfp16/index.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,33 @@ | ||
| { | ||
| "settings": { | ||
| "index": { | ||
| "knn": true, | ||
| "number_of_shards": 24, | ||
| "number_of_replicas": 1, | ||
| "knn.algo_param.ef_search": 100 | ||
| } | ||
| }, | ||
| "mappings": { | ||
| "properties": { | ||
| "target_field": { | ||
| "type": "knn_vector", | ||
| "dimension": 128, | ||
| "method": { | ||
| "name": "hnsw", | ||
| "space_type": "l2", | ||
| "engine": "faiss", | ||
| "parameters": { | ||
| "encoder": { | ||
| "name": "sq", | ||
| "parameters": { | ||
| "type": "fp16" | ||
| } | ||
| }, | ||
| "ef_construction": 256, | ||
| "m": 16 | ||
| } | ||
| } | ||
| } | ||
| } | ||
| } | ||
| } |
35 changes: 35 additions & 0 deletions
35
benchmarks/perf-tool/release-configs/faiss-hnsw-sqfp16/test.yml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,35 @@ | ||
| endpoint: [ENDPOINT] | ||
| port: [PORT] | ||
| test_name: "Faiss HNSW Test" | ||
| test_id: "Faiss HNSW Test" | ||
| num_runs: 3 | ||
| show_runs: false | ||
| steps: | ||
| - name: delete_index | ||
| index_name: target_index | ||
| - name: create_index | ||
| index_name: target_index | ||
| index_spec: release-configs/faiss-hnsw-sqfp16/index.json | ||
| - name: ingest | ||
| index_name: target_index | ||
| field_name: target_field | ||
| bulk_size: 500 | ||
| dataset_format: hdf5 | ||
| dataset_path: dataset/sift-128-euclidean.hdf5 | ||
| - name: refresh_index | ||
| index_name: target_index | ||
| - name: force_merge | ||
| index_name: target_index | ||
| max_num_segments: 1 | ||
| - name: warmup_operation | ||
| index_name: target_index | ||
| - name: query | ||
| k: 100 | ||
| r: 1 | ||
| calculate_recall: true | ||
| index_name: target_index | ||
| field_name: target_field | ||
| dataset_format: hdf5 | ||
| dataset_path: dataset/sift-128-euclidean.hdf5 | ||
| neighbors_format: hdf5 | ||
| neighbors_path: dataset/sift-128-euclidean.hdf5 |
17 changes: 17 additions & 0 deletions
17
benchmarks/perf-tool/release-configs/faiss-ivf-sqfp16/index.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,17 @@ | ||
| { | ||
| "settings": { | ||
| "index": { | ||
| "knn": true, | ||
| "number_of_shards": 24, | ||
| "number_of_replicas": 1 | ||
| } | ||
| }, | ||
| "mappings": { | ||
| "properties": { | ||
| "target_field": { | ||
| "type": "knn_vector", | ||
| "model_id": "test-model" | ||
| } | ||
| } | ||
| } | ||
| } |
15 changes: 15 additions & 0 deletions
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benchmarks/perf-tool/release-configs/faiss-ivf-sqfp16/method-spec.json
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| { | ||
| "name":"ivf", | ||
| "engine":"faiss", | ||
| "space_type": "l2", | ||
| "parameters":{ | ||
| "encoder": { | ||
| "name": "sq", | ||
| "parameters": { | ||
| "type": "fp16" | ||
| } | ||
| }, | ||
| "nlist": 128, | ||
| "nprobes": 8 | ||
| } | ||
| } |
59 changes: 59 additions & 0 deletions
59
benchmarks/perf-tool/release-configs/faiss-ivf-sqfp16/test.yml
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|---|---|---|
| @@ -0,0 +1,59 @@ | ||
| endpoint: [ENDPOINT] | ||
| port: [PORT] | ||
| test_name: "Faiss IVF" | ||
| test_id: "Faiss IVF" | ||
| num_runs: 3 | ||
| show_runs: false | ||
| setup: | ||
| - name: delete_index | ||
| index_name: train_index | ||
| - name: create_index | ||
| index_name: train_index | ||
| index_spec: release-configs/faiss-ivf-sqfp16/train-index-spec.json | ||
| - name: ingest | ||
| index_name: train_index | ||
| field_name: train_field | ||
| bulk_size: 500 | ||
| dataset_format: hdf5 | ||
| dataset_path: dataset/sift-128-euclidean.hdf5 | ||
| doc_count: 50000 | ||
| - name: refresh_index | ||
| index_name: train_index | ||
| steps: | ||
| - name: delete_model | ||
| model_id: test-model | ||
| - name: delete_index | ||
| index_name: target_index | ||
| - name: train_model | ||
| model_id: test-model | ||
| train_index: train_index | ||
| train_field: train_field | ||
| dimension: 128 | ||
| method_spec: release-configs/faiss-ivf-sqfp16/method-spec.json | ||
| max_training_vector_count: 50000 | ||
| - name: create_index | ||
| index_name: target_index | ||
| index_spec: release-configs/faiss-ivf-sqfp16/index.json | ||
| - name: ingest | ||
| index_name: target_index | ||
| field_name: target_field | ||
| bulk_size: 500 | ||
| dataset_format: hdf5 | ||
| dataset_path: dataset/sift-128-euclidean.hdf5 | ||
| - name: refresh_index | ||
| index_name: target_index | ||
| - name: force_merge | ||
| index_name: target_index | ||
| max_num_segments: 1 | ||
| - name: warmup_operation | ||
| index_name: target_index | ||
| - name: query | ||
| k: 100 | ||
| r: 1 | ||
| calculate_recall: true | ||
| index_name: target_index | ||
| field_name: target_field | ||
| dataset_format: hdf5 | ||
| dataset_path: dataset/sift-128-euclidean.hdf5 | ||
| neighbors_format: hdf5 | ||
| neighbors_path: dataset/sift-128-euclidean.hdf5 |
16 changes: 16 additions & 0 deletions
16
benchmarks/perf-tool/release-configs/faiss-ivf-sqfp16/train-index-spec.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,16 @@ | ||
| { | ||
| "settings": { | ||
| "index": { | ||
| "number_of_shards": 24, | ||
| "number_of_replicas": 0 | ||
| } | ||
| }, | ||
| "mappings": { | ||
| "properties": { | ||
| "train_field": { | ||
| "type": "knn_vector", | ||
| "dimension": 128 | ||
| } | ||
| } | ||
| } | ||
| } |
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