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Add vectorsearch training workload (#333)
* Add vectorsearch training workload Signed-off-by: Finn Roblin <[email protected]> * Addressed Vijay feedback and ignores error if model DNE Signed-off-by: Finn Roblin <[email protected]> * Added documentation to VS readme Signed-off-by: Finn Roblin <[email protected]> --------- Signed-off-by: Finn Roblin <[email protected]> (cherry picked from commit 29d9715) Signed-off-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,21 @@ | ||
| { | ||
| "settings": { | ||
| "index": { | ||
| {%- if train_index_primary_shards is defined and train_index_primary_shards %} | ||
| "number_of_shards": {{ train_index_primary_shards }} | ||
| {%- endif %} | ||
| {%- if train_index_replica_shards is defined %} | ||
| ,"number_of_replicas": {{ train_index_replica_shards }} | ||
| {%- endif %} | ||
| } | ||
| }, | ||
| "mappings": { | ||
| "properties": { | ||
| "{{ train_field_name }}": { | ||
| "type": "knn_vector", | ||
| "dimension": {{ target_index_dimension }} | ||
| } | ||
| } | ||
| } | ||
| } | ||
|
|
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,48 @@ | ||
| { | ||
| "target_index_name": "target_index", | ||
| "target_field_name": "target_field", | ||
| "target_index_body": "indices/faiss-index.json", | ||
| "target_index_primary_shards": 1, | ||
| "target_index_dimension": 128, | ||
| "target_index_space_type": "l2", | ||
| "target_index_bulk_size": 100, | ||
| "target_index_bulk_index_data_set_format": "hdf5", | ||
| "target_index_bulk_index_data_set_path": "/tmp/sift-128-euclidean.hdf5", | ||
| "target_index_bulk_indexing_clients": 10, | ||
|
|
||
| "train_index_name": "train_index", | ||
| "train_field_name": "train_field", | ||
| "train_method_engine": "faiss", | ||
| "train_index_body": "indices/train-index.json", | ||
| "train_index_primary_shards": 1, | ||
| "train_index_replica_shards": 1, | ||
|
|
||
| "train_index_bulk_size": 100, | ||
| "train_index_bulk_index_data_set_format": "hdf5", | ||
| "train_index_bulk_index_data_set_path": "/tmp/sift-128-euclidean.hdf5", | ||
| "train_index_bulk_indexing_clients": 10, | ||
| "train_index_num_vectors": 1000, | ||
|
|
||
| "train_model_id": "test-model", | ||
| "train_operation_retries": 100, | ||
| "train_operation_poll_period": 0.5, | ||
| "train_search_size": 10000, | ||
|
|
||
| "encoder": "pq", | ||
| "faiss_encoder_code_size": 2, | ||
| "faiss_encoder_m": 4, | ||
|
|
||
| "target_index_max_num_segments": 1, | ||
| "target_index_force_merge_timeout": 300, | ||
| "hnsw_ef_search": 100, | ||
| "hnsw_ef_construction": 100, | ||
| "query_k": 100, | ||
| "query_body": { | ||
| "docvalue_fields" : ["_id"], | ||
| "stored_fields" : "_none_" | ||
| }, | ||
|
|
||
| "query_data_set_format": "hdf5", | ||
| "query_data_set_path":"/tmp/sift-128-euclidean.hdf5", | ||
| "query_count": 100 | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,48 @@ | ||
| { | ||
| "target_index_name": "target_index", | ||
| "target_field_name": "target_field", | ||
| "target_index_body": "indices/faiss-index.json", | ||
| "target_index_primary_shards": 1, | ||
| "target_index_dimension": 128, | ||
| "target_index_space_type": "l2", | ||
| "target_index_bulk_size": 100, | ||
| "target_index_bulk_index_data_set_format": "hdf5", | ||
| "target_index_bulk_index_data_set_path": "/tmp/sift-128-euclidean.hdf5", | ||
| "target_index_bulk_indexing_clients": 10, | ||
|
|
||
| "train_index_name": "train_index", | ||
| "train_field_name": "train_field", | ||
| "train_method_engine": "faiss", | ||
| "train_index_body": "indices/train-index.json", | ||
| "train_index_primary_shards": 1, | ||
| "train_index_replica_shards": 1, | ||
|
|
||
| "train_index_bulk_size": 100, | ||
| "train_index_bulk_index_data_set_format": "hdf5", | ||
| "train_index_bulk_index_data_set_path": "/tmp/sift-128-euclidean.hdf5", | ||
| "train_index_bulk_indexing_clients": 10, | ||
| "train_index_num_vectors": 1000, | ||
|
|
||
| "train_model_id": "test-model", | ||
| "train_operation_retries": 100, | ||
| "train_operation_poll_period": 0.5, | ||
| "train_search_size": 10000, | ||
|
|
||
| "encoder": "sq", | ||
| "faiss_encoder_type": "fp16", | ||
| "faiss_encoder_clip": false, | ||
|
|
||
| "target_index_max_num_segments": 1, | ||
| "target_index_force_merge_timeout": 300, | ||
| "hnsw_ef_search": 100, | ||
| "hnsw_ef_construction": 100, | ||
| "query_k": 100, | ||
| "query_body": { | ||
| "docvalue_fields" : ["_id"], | ||
| "stored_fields" : "_none_" | ||
| }, | ||
|
|
||
| "query_data_set_format": "hdf5", | ||
| "query_data_set_path":"/tmp/sift-128-euclidean.hdf5", | ||
| "query_count": 100 | ||
| } |
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