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config/test_auto.yaml

@@ -73,71 +73,87 @@ operators:
   input_ids:
   - calc_embeddings_positive
 
-# - id: calc_embeddings_negative
-#   config:
-#     type: gpu_function
-#     num_gpus: 1
-#     num_shards: 1
-#     sharded: true
-#     function: data_strategies.commons.calc_sentence_transformers_embedding
-#     function_config:
-#       text_column: question
-#       model_name: intfloat/multilingual-e5-large-instruct
-#   input_ids:
-#     - rename_task_column
+- id: calc_embeddings_negative
+  config:
+    type: gpu_function
+    num_gpus: 1
+    num_shards: 1
+    sharded: true
+    function: data_strategies.commons.calc_sentence_transformers_embedding
+    function_config:
+      text_column: question
+      model_name: intfloat/multilingual-e5-large-instruct
+  input_ids:
+    - rename_task_column
 
-# - id: force_merge_shards_negative
-#   config:
-#     type: function
-#     function: data_strategies.commons.uniform_sample_fixed
-#     function_config:
-#       num_samples: 1_000_000
-#   input_ids:
-#   - calc_embeddings_negative
+- id: force_merge_shards_negative
+  config:
+    type: function
+    function: data_strategies.commons.uniform_sample_fixed
+    function_config:
+      num_samples: 1_000_000
+  input_ids:
+  - calc_embeddings_negative
 
-# - id: seed_math_load_in
-#   config:
-#     type: load_preexisting
-#     framework_name: seed_math_load_in
-# - id: get_tiger_lab_math
-#   config:
-#     type: function
-#     function: data_strategies.commons.select_rows
-#     function_config:
-#       conditions:
-#         source: "tiger_lab_math"
-#   input_ids:
-#     - seed_math_load_in
-# - id: calc_embeddings_tiger_lab_math
-#   config:
-#     type: gpu_function
-#     num_gpus: 1
-#     num_shards: 1
-#     sharded: true
-#     function: data_strategies.commons.calc_sentence_transformers_embedding
-#     function_config:
-#       text_column: instruction_seed
-#       model_name: intfloat/multilingual-e5-large-instruct
-#   input_ids:
-#     - get_tiger_lab_math
-# - id: calc_embedding_difference_tiger_lab_math
-#   config:
-#     type: function
-#     sharded: true
-#     num_shards: 100
-#     function: data_strategies.InstructionFiltering.EmbeddingFilter.utils.calc_embedding_score_mean
-#     function_config:
-#       embedding_column: embeddings
-#       positive_embedding_column: embeddings
-#       negative_embedding_column: embeddings
-#     input_dataset_map:
-#       dataset: calc_embeddings_tiger_lab_math
-#       negative_dataset: force_merge_shards_negative
-#       positive_dataset: force_merge_shards_positive
-#   input_ids:
-#     - calc_embeddings_tiger_lab_math
-#     - force_merge_shards_negative
-#     - force_merge_shards_positive
+- id: seed_math_load_in
+  config:
+    type: load_preexisting
+    framework_name: seed_math_load_in
+- id: get_tiger_lab_math
+  config:
+    type: function
+    function: data_strategies.commons.select_rows
+    function_config:
+      conditions:
+        source: "tiger_lab_math"
+  input_ids:
+    - seed_math_load_in
+- id: sample_tiger_lab_math_before
+  config:
+    type: function
+    function: data_strategies.commons.uniform_sample_fixed
+    function_config:
+      num_samples: 75_000
+  input_ids:
+  - get_tiger_lab_math
+- id: calc_embeddings_tiger_lab_math
+  config:
+    type: gpu_function
+    num_gpus: 1
+    num_shards: 1
+    sharded: true
+    function: data_strategies.commons.calc_sentence_transformers_embedding
+    function_config:
+      text_column: instruction_seed
+      model_name: intfloat/multilingual-e5-large-instruct
+  input_ids:
+    - sample_tiger_lab_math_before
+
+- id: force_merge_shards_actual
+  config:
+    type: function
+    function: data_strategies.commons.uniform_sample_fixed
+    function_config:
+      num_samples: 1_000_000
+  input_ids:
+  - calc_embeddings_tiger_lab_math
+
+- id: calc_embedding_difference_tiger_lab_math
+  config:
+    type: high_memory_function
+    function: data_strategies.InstructionFiltering.EmbeddingFilter.utils.calc_embedding_score_mean
+    function_config:
+      embedding_column: embeddings
+      positive_embedding_column: embeddings
+      negative_embedding_column: embeddings
+    input_dataset_map:
+      dataset:  force_merge_shards_actual
+      negative_dataset: force_merge_shards_negative
+      positive_dataset: force_merge_shards_positive
+  input_ids:
+    - force_merge_shards_actual
+    - force_merge_shards_negative
+    - force_merge_shards_positive
 # # - id: select_to_be_used_tiger_lab_math
 # #   config:
 # #     type: function