phanikumv commented on code in PR #35023:
URL: https://github.com/apache/airflow/pull/35023#discussion_r1364161241


##########
airflow/providers/openai/hooks/openai.py:
##########
@@ -0,0 +1,89 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+from __future__ import annotations
+
+from typing import Any
+
+import openai
+
+from airflow.hooks.base import BaseHook
+
+
+class OpenAIHook(BaseHook):
+    """
+    Use OpenAI SDK to interact with OpenAI APIs.
+
+    .. seealso:: https://platform.openai.com/docs/introduction/overview
+
+    :param conn_id: :ref:`Cohere connection id <howto/connection:openai>`

Review Comment:
   ```suggestion
       :param conn_id: :ref:`OpenAI connection id <howto/connection:openai>`
   ```



##########
airflow/providers/openai/operators/openai.py:
##########
@@ -0,0 +1,86 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+from __future__ import annotations
+
+from functools import cached_property
+from typing import TYPE_CHECKING, Any, Callable, Collection, Mapping, Sequence
+
+from airflow.exceptions import AirflowException
+from airflow.models import BaseOperator
+from airflow.providers.openai.hooks.openai import OpenAIHook
+
+if TYPE_CHECKING:
+    from airflow.utils.context import Context
+
+
+class OpenAIEmbeddingOperator(BaseOperator):
+    """
+    Operator that accepts input text to generate OpenAI embeddings using the 
specified model.
+
+    :param conn_id: The OpenAI connection.
+    :param input_text: The text to generate OpenAI embeddings on. Only one of 
input_text or input_callable

Review Comment:
   ```suggestion
       :param input_text: The text to generate OpenAI embeddings on. Either 
input_text or input_callable
   ```



##########
airflow/providers/openai/operators/openai.py:
##########
@@ -0,0 +1,86 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+from __future__ import annotations
+
+from functools import cached_property
+from typing import TYPE_CHECKING, Any, Callable, Collection, Mapping, Sequence
+
+from airflow.exceptions import AirflowException
+from airflow.models import BaseOperator
+from airflow.providers.openai.hooks.openai import OpenAIHook
+
+if TYPE_CHECKING:
+    from airflow.utils.context import Context
+
+
+class OpenAIEmbeddingOperator(BaseOperator):
+    """
+    Operator that accepts input text to generate OpenAI embeddings using the 
specified model.
+
+    :param conn_id: The OpenAI connection.
+    :param input_text: The text to generate OpenAI embeddings on. Only one of 
input_text or input_callable
+        should be provided.
+    :param input_callable: The callable that provides the input text to 
generate OpenAI embeddings.
+        Only one of input_text or input_callable should be provided.

Review Comment:
   ```suggestion
           Either input_text or input_callable should be provided.
   ```



##########
airflow/providers/openai/hooks/openai.py:
##########
@@ -0,0 +1,89 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+from __future__ import annotations
+
+from typing import Any
+
+import openai
+
+from airflow.hooks.base import BaseHook
+
+
+class OpenAIHook(BaseHook):
+    """
+    Use OpenAI SDK to interact with OpenAI APIs.
+
+    .. seealso:: https://platform.openai.com/docs/introduction/overview
+
+    :param conn_id: :ref:`Cohere connection id <howto/connection:openai>`
+    """
+
+    conn_name_attr = "conn_id"
+    default_conn_name = "openai_default"
+    conn_type = "openai"
+    hook_name = "OpenAI"
+
+    def __init__(self, conn_id: str = default_conn_name, *args: Any, **kwargs: 
Any) -> None:
+        super().__init__(*args, **kwargs)
+        self.conn_id = conn_id
+        openai.api_key = self._get_api_key()
+
+    @staticmethod
+    def get_ui_field_behaviour() -> dict[str, Any]:
+        """Return custom field behaviour."""
+        return {
+            "hidden_fields": ["host", "schema", "port", "login", "extra"],
+            "relabeling": {"password": "API Key"},
+            "placeholders": {},
+        }
+
+    def test_connection(self) -> tuple[bool, str]:
+        try:
+            openai.Model.list()
+            return True, "Connection established!"
+        except Exception as e:
+            return False, str(e)
+
+    def _get_api_key(self) -> str:
+        """Get the OpenAI API key from the connection."""
+        conn = self.get_connection(self.conn_id)
+        if not conn.password:
+            raise ValueError("OpenAI API key not found in connection")
+        return str(conn.password)
+
+    def create_embeddings(
+        self, text: str, model: str = "text-embedding-ada-002", **kwargs: Any
+    ) -> list[float]:
+        """Generate embeddings for the given text using the given model.
+
+        :param text: The text to generate embeddings for.
+        :param model: The model to use for generating embeddings.
+        """
+        response = openai.Embedding.create(model=model, input=text, **kwargs)
+        embeddings: list[float] = response["data"][0]["embedding"]
+        return embeddings
+
+    def create_completions(self, prompt: str, model: str = "davinci-002", 
**kwargs: Any) -> str:
+        """
+        Create a completions for the given text using the given model.

Review Comment:
   ```suggestion
           Create completions for the given text using the given model.
   ```



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