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config/embedding_apply_codefeedback.yaml

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+operators:
+- id: hf_source_taco
+  config:
+    type: hf_source
+    dataset: mlfoundations-dev/bespokelabs-sky-t1-taco-rejection-sampled
+    split: train
+- id: hf_source_leetcode
+  config:
+    type: hf_source
+    dataset: Asap7772/leetcode-rosetta-processed-with-test-cases
+    split: train
+- id: rename_task_column_leetcode
+  config:
+    type: function
+    function: data_strategies.commons.force_rename_columns
+    function_config:
+      column_maps:
+        content: question
+  input_ids:
+  -  hf_source_leetcode
+
+- id: hf_source_bad_seed_code_reflect
+  config:
+    type: load_preexisting
+    framework_name: reflection
+- id: hf_source_bad_seed_code_octo
+  config:
+    type: load_preexisting
+    framework_name: octopack_sft
+- id: rename_task_column
+  config:
+    type: function
+    function: data_strategies.commons.force_rename_columns
+    function_config:
+      column_maps:
+        instruction_seed: question
+  input_ids:
+  - hf_source_bad_seed_code_octo
+  - hf_source_bad_seed_code_reflect
+
+- id: calc_embeddings_positive
+  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_leetcode
+    - hf_source_taco
+
+- id: force_merge_shards_positive
+  config:
+    type: function
+    function: data_strategies.commons.uniform_sample_fixed
+    function_config:
+      num_samples: 1_000_000
+  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: 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_code_load_in
+  config:
+    type: load_preexisting
+    framework_name: seed_code_load_in
+
+- id: get_glaive
+  config:
+    type: function
+    function: data_strategies.commons.select_rows
+    function_config:
+      conditions:
+        source: "glaive"
+  input_ids:
+    - seed_code_load_in
+- id: calc_embeddings_glaive
+  config:
+    type: gpu_function
+    num_gpus: 1
+    num_shards: 8
+    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_glaive
+
+- 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_glaive
+# - id: calc_embedding_difference_glaive
+#   config:
+#     type: high_memory_function
+#     memory: 300
+#     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_glaive
+#   config:
+#     type: function
+#     function: data_strategies.InstructionFiltering.AskLLM.utils.filter_rank
+#     function_config:
+#       top_percentage: 0.10
+#       rating_column: difference_score
+#   input_ids:
+#     - calc_embedding_difference_glaive
+# - id: sample_dataset_glaive
+#   config:
+#     type: function
+#     function: data_strategies.commons.uniform_sample_fixed
+#     function_config:
+#       num_samples: 4_000
+#   input_ids:
+#   - select_to_be_used_glaive