Merge to test.

aixplain/factories/pipeline_factory.py

@@ -225,16 +225,13 @@ def list(
         return {"results": pipelines, "page_total": page_total, "page_number": page_number, "total": total}
 
     @classmethod
-    def create(
-        cls, name: Text, pipeline: Union[Text, Dict], status: Text = "draft", api_key: Optional[Text] = None
-    ) -> Pipeline:
-        """Pipeline Creation
+    def create(cls, name: Text, pipeline: Union[Text, Dict], api_key: Optional[Text] = None) -> Pipeline:
+        """Draft Pipeline Creation
 
         Args:
             name (Text): Pipeline Name
             pipeline (Union[Text, Dict]): Pipeline as a Python dictionary or in a JSON file
-            status (Text, optional): Status of the pipeline. Currently only draft pipelines can be saved. Defaults to "draft".
-            api_key (Optional[Text], optional): API Key. Defaults to None.
+            api_key (Optional[Text], optional): Team API Key to create the Pipeline. Defaults to None.
 
         Raises:
             Exception: Currently just the creation of draft pipelines are supported
@@ -243,15 +240,17 @@ def create(
             Pipeline: instance of the new pipeline
         """
         try:
-            assert status == "draft", "Pipeline Creation Error: Currently just the creation of draft pipelines are supported."
             if isinstance(pipeline, str) is True:
                 _, ext = os.path.splitext(pipeline)
                 assert (
                     os.path.exists(pipeline) and ext == ".json"
-                ), "Pipeline Creation Error: Make sure the pipeline to be save is in a JSON file."
+                ), "Pipeline Creation Error: Make sure the pipeline to be saved is in a JSON file."
                 with open(pipeline) as f:
                     pipeline = json.load(f)
 
+            for i, node in enumerate(pipeline["nodes"]):
+                if "functionType" in node and node["functionType"] == "AI":
+                    pipeline["nodes"][i]["functionType"] = pipeline["nodes"][i]["functionType"].lower()
             # prepare payload
             payload = {"name": name, "status": "draft", "architecture": pipeline}
             url = urljoin(cls.backend_url, "sdk/pipelines")

aixplain/modules/model/llm_model.py

@@ -196,12 +196,12 @@ def run_async(
                 payload = {"data": data}
         parameters.update(
             {
-                "context": context,
-                "prompt": prompt,
-                "history": history,
-                "temperature": temperature,
-                "max_tokens": max_tokens,
-                "top_p": top_p,
+                "context": payload["context"] if "context" in payload else context,
+                "prompt": payload["prompt"] if "prompt" in payload else prompt,
+                "history": payload["history"] if "history" in payload else history,
+                "temperature": payload["temperature"] if "temperature" in payload else temperature,
+                "max_tokens": payload["max_tokens"] if "max_tokens" in payload else max_tokens,
+                "top_p": payload["top_p"] if "top_p" in payload else top_p,
             }
         )
         payload.update(parameters)

aixplain/modules/pipeline.py

@@ -101,12 +101,12 @@ def __polling(
                     time.sleep(wait_time)
                     if wait_time < 60:
                         wait_time *= 1.1
-            except Exception as e:
+            except Exception:
                 logging.error(f"Polling for Pipeline: polling for {name} : Continue")
         if response_body and response_body["status"] == "SUCCESS":
             try:
                 logging.debug(f"Polling for Pipeline: Final status of polling for {name} : SUCCESS - {response_body}")
-            except Exception as e:
+            except Exception:
                 logging.error(f"Polling for Pipeline: Final status of polling for {name} : ERROR - {response_body}")
         else:
             logging.error(
@@ -130,7 +130,7 @@ def poll(self, poll_url: Text, name: Text = "pipeline_process") -> Dict:
         try:
             resp = r.json()
             logging.info(f"Single Poll for Pipeline: Status of polling for {name} : {resp}")
-        except Exception as e:
+        except Exception:
             resp = {"status": "FAILED"}
         return resp
 
@@ -206,7 +206,7 @@ def __prepare_payload(self, data: Union[Text, Dict], data_asset: Optional[Union[
                         if isinstance(payload, int) is True or isinstance(payload, float) is True:
                             payload = str(payload)
                         payload = {"data": payload}
-                except Exception as e:
+                except Exception:
                     payload = {"data": data}
         else:
             payload = {}
@@ -251,7 +251,7 @@ def __prepare_payload(self, data: Union[Text, Dict], data_asset: Optional[Union[
                                     if target_row.id == data[node_label]:
                                         data_found = True
                                         break
-                                if data_found == True:
+                                if data_found is True:
                                     break
                     except Exception:
                         data_asset_found = False
@@ -303,17 +303,19 @@ def run_async(
 
             poll_url = resp["url"]
             response = {"status": "IN_PROGRESS", "url": poll_url}
-        except Exception as e:
+        except Exception:
             response = {"status": "FAILED"}
             if resp is not None:
                 response["error"] = resp
         return response
 
-    def update(self, pipeline: Union[Text, Dict]):
+    def update(self, pipeline: Union[Text, Dict], save_as_asset: bool = False, api_key: Optional[Text] = None):
         """Update Pipeline
 
         Args:
             pipeline (Union[Text, Dict]): Pipeline as a Python dictionary or in a JSON file
+            save_as_asset (bool, optional): Save as asset (True) or draft (False). Defaults to False.
+            api_key (Optional[Text], optional): Team API Key to create the Pipeline. Defaults to None.
 
         Raises:
             Exception: Make sure the pipeline to be save is in a JSON file.
@@ -323,17 +325,38 @@ def update(self, pipeline: Union[Text, Dict]):
                 _, ext = os.path.splitext(pipeline)
                 assert (
                     os.path.exists(pipeline) and ext == ".json"
-                ), "Pipeline Update Error: Make sure the pipeline to be save is in a JSON file."
+                ), "Pipeline Update Error: Make sure the pipeline to be saved is in a JSON file."
                 with open(pipeline) as f:
                     pipeline = json.load(f)
 
+            for i, node in enumerate(pipeline["nodes"]):
+                if "functionType" in node and node["functionType"] == "AI":
+                    pipeline["nodes"][i]["functionType"] = pipeline["nodes"][i]["functionType"].lower()
             # prepare payload
-            payload = {"name": self.name, "status": "draft", "architecture": pipeline}
+            status = "draft"
+            if save_as_asset is True:
+                status = "onboarded"
+            payload = {"name": self.name, "status": status, "architecture": pipeline}
             url = urljoin(config.BACKEND_URL, f"sdk/pipelines/{self.id}")
-            headers = {"Authorization": f"Token {config.TEAM_API_KEY}", "Content-Type": "application/json"}
+            api_key = api_key if api_key is not None else config.TEAM_API_KEY
+            headers = {"Authorization": f"Token {api_key}", "Content-Type": "application/json"}
             logging.info(f"Start service for PUT Update Pipeline - {url} - {headers} - {json.dumps(payload)}")
             r = _request_with_retry("put", url, headers=headers, json=payload)
             response = r.json()
             logging.info(f"Pipeline {response['id']} Updated.")
         except Exception as e:
             raise Exception(e)
+
+    def delete(self) -> None:
+        """Delete Dataset service"""
+        try:
+            url = urljoin(config.BACKEND_URL, f"sdk/pipelines/{self.id}")
+            headers = {"Authorization": f"Token {config.TEAM_API_KEY}", "Content-Type": "application/json"}
+            logging.info(f"Start service for DELETE Pipeline  - {url} - {headers}")
+            r = _request_with_retry("delete", url, headers=headers)
+            if r.status_code != 200:
+                raise Exception()
+        except Exception:
+            message = "Pipeline Deletion Error: Make sure the pipeline exists and you are the owner."
+            logging.error(message)
+            raise Exception(f"{message}")

tests/functional/pipelines/create_test.py

@@ -30,6 +30,7 @@ def test_create_pipeline_from_json():
 
     assert isinstance(pipeline, Pipeline)
     assert pipeline.id != ""
+    pipeline.delete()
 
 
 def test_create_pipeline_from_string():
@@ -42,6 +43,7 @@ def test_create_pipeline_from_string():
 
     assert isinstance(pipeline, Pipeline)
     assert pipeline.id != ""
+    pipeline.delete()
 
 
 def test_update_pipeline():
@@ -52,13 +54,14 @@ def test_update_pipeline():
     pipeline_name = str(uuid4())
     pipeline = PipelineFactory.create(name=pipeline_name, pipeline=pipeline_dict)
 
-    pipeline.update(pipeline=pipeline_json)
+    pipeline.update(pipeline=pipeline_json, save_as_asset=True)
     assert isinstance(pipeline, Pipeline)
     assert pipeline.id != ""
+    pipeline.delete()
 
 
 def test_create_pipeline_wrong_path():
     pipeline_name = str(uuid4())
 
     with pytest.raises(Exception):
-        pipeline = PipelineFactory.create(name=pipeline_name, pipeline="/")
+        PipelineFactory.create(name=pipeline_name, pipeline="/")

tests/functional/pipelines/run_test.py

@@ -224,7 +224,7 @@ def test_run_router(input_data: str, output_data: str, version: str):
 
 
 @pytest.mark.parametrize(
-    "input_data,output_data",
+    "input_data,output_data,version",
     [
         ("I love it.", "PositiveOutput", "2.0"),
         ("I hate it.", "NegativeOutput", "2.0"),

tests/unit/pipeline_test.py

@@ -24,7 +24,6 @@
 from aixplain.factories import PipelineFactory
 from aixplain.modules import Pipeline
 from urllib.parse import urljoin
-import pytest
 
 
 def test_create_pipeline():
@@ -34,6 +33,6 @@ def test_create_pipeline():
         ref_response = {"id": "12345"}
         mock.post(url, headers=headers, json=ref_response)
         ref_pipeline = Pipeline(id="12345", name="Pipeline Test", api_key=config.TEAM_API_KEY)
-        hyp_pipeline = PipelineFactory.create(pipeline={}, name="Pipeline Test")
+        hyp_pipeline = PipelineFactory.create(pipeline={"nodes": []}, name="Pipeline Test")
     assert hyp_pipeline.id == ref_pipeline.id
     assert hyp_pipeline.name == ref_pipeline.name