Update baidu-ultr_baidu-mlm-ctr.py

baidu-ultr_baidu-mlm-ctr.py

@@ -53,21 +53,26 @@ class BaiduUltrBuilder(datasets.GeneratorBasedBuilder):
 
     CLICK_FEATURES = Features(
         {
+            ### Query features
             "query_id": Value("string"),
-            "query": Array2D((None, 128), "int32"),
-            "title": Array2D((None, 128), "int32"),
-            "abstract": Array2D((None, 128), "int32"),
             "query_md5": Value("string"),
+            "query": Sequence(Value("int32")),
+            "query_length": Value("int32"),
+            "n": Value("int32"),
+            ### Doc features
             "url_md5": Sequence(Value("string")),
             "text_md5": Sequence(Value("string")),
+            "title": Sequence(Sequence(Value("int32"))),
+            "abstract": Sequence(Sequence(Value("int32"))),
             "query_document_embedding": Array2D((None, 768), "float16"),
             "click": Sequence(Value("int32")),
-            "n": Value("int32"),
+            ### SERP features
             "position": Sequence(Value("int32")),
             "media_type": Sequence(Value("int32")),
             "displayed_time": Sequence(Value("float32")),
             "serp_height": Sequence(Value("int32")),
             "slipoff_count_after_click": Sequence(Value("int32")),
+            ### LTR features
             "bm25": Sequence(Value("float32")),
             "title_bm25": Sequence(Value("float32")),
             "abstract_bm25": Sequence(Value("float32")),
@@ -77,7 +82,6 @@ class BaiduUltrBuilder(datasets.GeneratorBasedBuilder):
             "ql_jelinek_mercer_short": Sequence(Value("float32")),
             "ql_jelinek_mercer_long": Sequence(Value("float32")),
             "ql_dirichlet": Sequence(Value("float32")),
-            "query_length": Sequence(Value("int32")),
             "document_length": Sequence(Value("int32")),
             "title_length": Sequence(Value("int32")),
             "abstract_length": Sequence(Value("int32")),
@@ -86,16 +90,21 @@ class BaiduUltrBuilder(datasets.GeneratorBasedBuilder):
 
     ANNOTATION_FEATURES = Features(
         {
+            ### Query features
             "query_id": Value("string"),
-            "query": Array2D((None, 128), "int32"),
-            "title": Array2D((None, 128), "int32"),
-            "abstract": Array2D((None, 128), "int32"),
             "query_md5": Value("string"),
-            "text_md5": Value("string"),
+            "query": Sequence(Value("int32")),
+            "query_length": Value("int32"),
+            "frequency_bucket": Value("int32"),
+            "n": Value("int32"),
+            ### Doc features
+            "url_md5": Sequence(Value("string")),
+            "text_md5": Sequence(Value("string")),
+            "title": Sequence(Sequence(Value("int32"))),
+            "abstract": Sequence(Sequence(Value("int32"))),
             "query_document_embedding": Array2D((None, 768), "float16"),
             "label": Sequence(Value("int32")),
-            "n": Value("int32"),
-            "frequency_bucket": Value("int32"),
+            ### LTR features
             "bm25": Sequence(Value("float32")),
             "title_bm25": Sequence(Value("float32")),
             "abstract_bm25": Sequence(Value("float32")),
@@ -105,7 +114,6 @@ class BaiduUltrBuilder(datasets.GeneratorBasedBuilder):
             "ql_jelinek_mercer_short": Sequence(Value("float32")),
             "ql_jelinek_mercer_long": Sequence(Value("float32")),
             "ql_dirichlet": Sequence(Value("float32")),
-            "query_length": Sequence(Value("int32")),
             "document_length": Sequence(Value("int32")),
             "title_length": Sequence(Value("int32")),
             "abstract_length": Sequence(Value("int32")),
@@ -140,19 +148,34 @@ class BaiduUltrBuilder(datasets.GeneratorBasedBuilder):
             query_columns = [
                 "query_id",
                 "query_md5",
+                "query",
+                "query_length",
             ]
 
             agg_columns = [
-                "query_md5",
                 "url_md5",
                 "text_md5",
-                "position",
-                "click",
+                "title",
+                "abstract",
                 "query_document_embedding",
+                "click",
+                "position",
                 "media_type",
                 "displayed_time",
                 "serp_height",
                 "slipoff_count_after_click",
+                "bm25",
+                "title_bm25",
+                "abstract_bm25",
+                "tf_idf",
+                "tf",
+                "idf",
+                "ql_jelinek_mercer_short",
+                "ql_jelinek_mercer_long",
+                "ql_dirichlet",
+                "document_length",
+                "title_length",
+                "abstract_length",
             ]
 
             return [