Draft

Databricks RAG Chatbot Series - Step 5 – Evaluating the RAG Chain

Author

Zohar Kapach

Published

March 7, 2025

Evaluate RAG Chain

To improve RAG chat, we need to set up an evaluation framework. This setup will enable fine-tuning and optimization for better chat performance. This notebook run MLFlow Evaluate on the Review App assessment logs. The review app can be accessed through the Serving Endpoints menu.

Mapping Databricks RAG Evaluation Metrics to RAGAs Metrics

Databricks Metric RAGAs Equivalent
Correctness Factual Correctness
Relevance Response Relevance
Context Sufficiency ContextPrecisionWithReference / LLMContextRecall
Chunk Relevance ContextPrecisionWithoutReference / NvidiaContextRelevance
Groundedness Faithfulness / NvidiaResponseGroundedness
Safety mlflow.toxicity (uses RoBERTa hate speech Dynabench r4)

Install Libraries

This notebook has been tested on Databricks Runtime 16.2 ML

%pip install databricks-agents
dbutils.library.restartPython()
Requirement already satisfied: databricks-agents in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (0.17.1)

Requirement already satisfied: databricks-connect in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from databricks-agents) (16.2.0)

Requirement already satisfied: dataclasses-json in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from databricks-agents) (0.6.7)

Requirement already satisfied: databricks-sdk>=0.33.0 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from databricks-agents) (0.45.0)

Requirement already satisfied: jinja2>=3.0.0 in /databricks/python3/lib/python3.12/site-packages (from databricks-agents) (3.1.4)

Requirement already satisfied: mlflow<3.0,>=2.20.3 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.20.3)

Requirement already satisfied: tenacity>=8.5 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from databricks-agents) (9.0.0)

Requirement already satisfied: tiktoken>=0.8.0 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from databricks-agents) (0.9.0)

Requirement already satisfied: tqdm in /databricks/python3/lib/python3.12/site-packages (from databricks-agents) (4.66.4)

Requirement already satisfied: urllib3>=2.0 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from databricks-agents) (2.3.0)

Requirement already satisfied: requests<3,>=2.28.1 in /databricks/python3/lib/python3.12/site-packages (from databricks-sdk>=0.33.0->databricks-agents) (2.32.2)

Requirement already satisfied: google-auth~=2.0 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from databricks-sdk>=0.33.0->databricks-agents) (2.38.0)

Requirement already satisfied: MarkupSafe>=2.0 in /databricks/python3/lib/python3.12/site-packages (from jinja2>=3.0.0->databricks-agents) (2.1.3)

Requirement already satisfied: mlflow-skinny==2.20.3 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.20.3)

Requirement already satisfied: Flask<4 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.2.5)

Requirement already satisfied: alembic!=1.10.0,<2 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.14.0)

Requirement already satisfied: docker<8,>=4.0.0 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (7.1.0)

Requirement already satisfied: graphene<4 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (3.4.3)

Requirement already satisfied: gunicorn<24 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (20.1.0)

Requirement already satisfied: markdown<4,>=3.3 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (3.4.1)

Requirement already satisfied: matplotlib<4 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (3.8.4)

Requirement already satisfied: numpy<3 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.26.4)

Requirement already satisfied: pandas<3 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.5.3)

Requirement already satisfied: pyarrow<20,>=4.0.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (15.0.2)

Requirement already satisfied: scikit-learn<2 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.4.2)

Requirement already satisfied: scipy<2 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.13.1)

Requirement already satisfied: sqlalchemy<3,>=1.4.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.0.30)

Requirement already satisfied: cachetools<6,>=5.0.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (5.3.3)

Requirement already satisfied: click<9,>=7.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (8.1.7)

Requirement already satisfied: cloudpickle<4 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.2.1)

Requirement already satisfied: gitpython<4,>=3.1.9 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (3.1.37)

Requirement already satisfied: importlib_metadata!=4.7.0,<9,>=3.7.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (6.0.0)

Requirement already satisfied: opentelemetry-api<3,>=1.9.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.29.0)

Requirement already satisfied: opentelemetry-sdk<3,>=1.9.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.29.0)

Requirement already satisfied: packaging<25 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (24.1)

Requirement already satisfied: protobuf<6,>=3.12.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (4.24.1)

Requirement already satisfied: pydantic<3,>=1.10.8 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.8.2)

Requirement already satisfied: pyyaml<7,>=5.1 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (6.0.1)

Requirement already satisfied: sqlparse<1,>=0.4.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (0.4.2)

Requirement already satisfied: typing-extensions<5,>=4.0.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (4.11.0)

Requirement already satisfied: azure-storage-file-datalake>12 in /databricks/python3/lib/python3.12/site-packages (from mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (12.17.0)

Requirement already satisfied: google-cloud-storage>=1.30.0 in /databricks/python3/lib/python3.12/site-packages (from mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.10.0)

Requirement already satisfied: boto3>1 in /databricks/python3/lib/python3.12/site-packages (from mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.34.69)

Requirement already satisfied: botocore in /databricks/python3/lib/python3.12/site-packages (from mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.34.69)

Requirement already satisfied: regex>=2022.1.18 in /databricks/python3/lib/python3.12/site-packages (from tiktoken>=0.8.0->databricks-agents) (2023.10.3)

Requirement already satisfied: googleapis-common-protos>=1.56.4 in /databricks/python3/lib/python3.12/site-packages (from databricks-connect->databricks-agents) (1.66.0)

Requirement already satisfied: grpcio-status>=1.59.3 in /databricks/python3/lib/python3.12/site-packages (from databricks-connect->databricks-agents) (1.60.0)

Requirement already satisfied: grpcio>=1.59.3 in /databricks/python3/lib/python3.12/site-packages (from databricks-connect->databricks-agents) (1.60.0)

Requirement already satisfied: py4j==0.10.9.7 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from databricks-connect->databricks-agents) (0.10.9.7)

Requirement already satisfied: setuptools>=68.0.0 in /usr/local/lib/python3.12/dist-packages (from databricks-connect->databricks-agents) (74.0.0)

Requirement already satisfied: six in /usr/lib/python3/dist-packages (from databricks-connect->databricks-agents) (1.16.0)

Requirement already satisfied: marshmallow<4.0.0,>=3.18.0 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from dataclasses-json->databricks-agents) (3.26.1)

Requirement already satisfied: typing-inspect<1,>=0.4.0 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from dataclasses-json->databricks-agents) (0.9.0)

Requirement already satisfied: Mako in /databricks/python3/lib/python3.12/site-packages (from alembic!=1.10.0,<2->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.2.0)

Requirement already satisfied: azure-core>=1.30.0 in /databricks/python3/lib/python3.12/site-packages (from azure-storage-file-datalake>12->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.32.0)

Requirement already satisfied: azure-storage-blob>=12.23.0 in /databricks/python3/lib/python3.12/site-packages (from azure-storage-file-datalake>12->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (12.23.0)

Requirement already satisfied: isodate>=0.6.1 in /databricks/python3/lib/python3.12/site-packages (from azure-storage-file-datalake>12->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (0.6.1)

Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in /databricks/python3/lib/python3.12/site-packages (from boto3>1->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.0.1)

Requirement already satisfied: s3transfer<0.11.0,>=0.10.0 in /databricks/python3/lib/python3.12/site-packages (from boto3>1->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (0.10.2)

Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in /databricks/python3/lib/python3.12/site-packages (from botocore->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.9.0.post0)

Requirement already satisfied: Werkzeug>=2.2.2 in /databricks/python3/lib/python3.12/site-packages (from Flask<4->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (3.0.3)

Requirement already satisfied: itsdangerous>=2.0 in /databricks/python3/lib/python3.12/site-packages (from Flask<4->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.2.0)

Requirement already satisfied: pyasn1-modules>=0.2.1 in /databricks/python3/lib/python3.12/site-packages (from google-auth~=2.0->databricks-sdk>=0.33.0->databricks-agents) (0.2.8)

Requirement already satisfied: rsa<5,>=3.1.4 in /databricks/python3/lib/python3.12/site-packages (from google-auth~=2.0->databricks-sdk>=0.33.0->databricks-agents) (4.9)

Requirement already satisfied: google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5 in /databricks/python3/lib/python3.12/site-packages (from google-cloud-storage>=1.30.0->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.20.0)

Requirement already satisfied: google-cloud-core<3.0dev,>=2.3.0 in /databricks/python3/lib/python3.12/site-packages (from google-cloud-storage>=1.30.0->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.4.1)

Requirement already satisfied: google-resumable-media>=2.3.2 in /databricks/python3/lib/python3.12/site-packages (from google-cloud-storage>=1.30.0->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.7.2)

Requirement already satisfied: graphql-core<3.3,>=3.1 in /databricks/python3/lib/python3.12/site-packages (from graphene<4->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (3.2.4)

Requirement already satisfied: graphql-relay<3.3,>=3.1 in /local_disk0/.ephemeral_nfs/envs/pythonEnv-9f1c0650-8c4b-4ee4-a9bb-6b0b6b29d551/lib/python3.12/site-packages (from graphene<4->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (3.2.0)

Requirement already satisfied: contourpy>=1.0.1 in /databricks/python3/lib/python3.12/site-packages (from matplotlib<4->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.2.0)

Requirement already satisfied: cycler>=0.10 in /databricks/python3/lib/python3.12/site-packages (from matplotlib<4->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (0.11.0)

Requirement already satisfied: fonttools>=4.22.0 in /databricks/python3/lib/python3.12/site-packages (from matplotlib<4->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (4.51.0)

Requirement already satisfied: kiwisolver>=1.3.1 in /databricks/python3/lib/python3.12/site-packages (from matplotlib<4->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.4.4)

Requirement already satisfied: pillow>=8 in /databricks/python3/lib/python3.12/site-packages (from matplotlib<4->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (10.3.0)

Requirement already satisfied: pyparsing>=2.3.1 in /databricks/python3/lib/python3.12/site-packages (from matplotlib<4->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (3.0.9)

Requirement already satisfied: pytz>=2020.1 in /databricks/python3/lib/python3.12/site-packages (from pandas<3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2024.1)

Requirement already satisfied: charset-normalizer<4,>=2 in /databricks/python3/lib/python3.12/site-packages (from requests<3,>=2.28.1->databricks-sdk>=0.33.0->databricks-agents) (2.0.4)

Requirement already satisfied: idna<4,>=2.5 in /databricks/python3/lib/python3.12/site-packages (from requests<3,>=2.28.1->databricks-sdk>=0.33.0->databricks-agents) (3.7)

Requirement already satisfied: certifi>=2017.4.17 in /databricks/python3/lib/python3.12/site-packages (from requests<3,>=2.28.1->databricks-sdk>=0.33.0->databricks-agents) (2024.6.2)

Requirement already satisfied: joblib>=1.2.0 in /databricks/python3/lib/python3.12/site-packages (from scikit-learn<2->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.4.2)

Requirement already satisfied: threadpoolctl>=2.0.0 in /databricks/python3/lib/python3.12/site-packages (from scikit-learn<2->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.2.0)

Requirement already satisfied: greenlet!=0.4.17 in /databricks/python3/lib/python3.12/site-packages (from sqlalchemy<3,>=1.4.0->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (3.0.1)

Requirement already satisfied: mypy-extensions>=0.3.0 in /databricks/python3/lib/python3.12/site-packages (from typing-inspect<1,>=0.4.0->dataclasses-json->databricks-agents) (1.0.0)

Requirement already satisfied: cryptography>=2.1.4 in /databricks/python3/lib/python3.12/site-packages (from azure-storage-blob>=12.23.0->azure-storage-file-datalake>12->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (42.0.5)

Requirement already satisfied: gitdb<5,>=4.0.1 in /databricks/python3/lib/python3.12/site-packages (from gitpython<4,>=3.1.9->mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (4.0.11)

Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in /databricks/python3/lib/python3.12/site-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->google-cloud-storage>=1.30.0->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.25.0)

Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /databricks/python3/lib/python3.12/site-packages (from google-resumable-media>=2.3.2->google-cloud-storage>=1.30.0->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.6.0)

Requirement already satisfied: zipp>=0.5 in /databricks/python3/lib/python3.12/site-packages (from importlib_metadata!=4.7.0,<9,>=3.7.0->mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (3.17.0)

Requirement already satisfied: deprecated>=1.2.6 in /databricks/python3/lib/python3.12/site-packages (from opentelemetry-api<3,>=1.9.0->mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.2.15)

Requirement already satisfied: opentelemetry-semantic-conventions==0.50b0 in /databricks/python3/lib/python3.12/site-packages (from opentelemetry-sdk<3,>=1.9.0->mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (0.50b0)

Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /databricks/python3/lib/python3.12/site-packages (from pyasn1-modules>=0.2.1->google-auth~=2.0->databricks-sdk>=0.33.0->databricks-agents) (0.4.8)

Requirement already satisfied: annotated-types>=0.4.0 in /databricks/python3/lib/python3.12/site-packages (from pydantic<3,>=1.10.8->mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (0.7.0)

Requirement already satisfied: pydantic-core==2.20.1 in /databricks/python3/lib/python3.12/site-packages (from pydantic<3,>=1.10.8->mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.20.1)

Requirement already satisfied: cffi>=1.12 in /databricks/python3/lib/python3.12/site-packages (from cryptography>=2.1.4->azure-storage-blob>=12.23.0->azure-storage-file-datalake>12->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.16.0)

Requirement already satisfied: wrapt<2,>=1.10 in /databricks/python3/lib/python3.12/site-packages (from deprecated>=1.2.6->opentelemetry-api<3,>=1.9.0->mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (1.14.1)

Requirement already satisfied: smmap<6,>=3.0.1 in /databricks/python3/lib/python3.12/site-packages (from gitdb<5,>=4.0.1->gitpython<4,>=3.1.9->mlflow-skinny==2.20.3->mlflow<3.0,>=2.20.3->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (5.0.0)

Requirement already satisfied: pycparser in /databricks/python3/lib/python3.12/site-packages (from cffi>=1.12->cryptography>=2.1.4->azure-storage-blob>=12.23.0->azure-storage-file-datalake>12->mlflow[databricks]<3.0,>=2.20.3->databricks-agents) (2.21)

Note: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.

Imports and Variables

%run ./00_setup
%load_ext autoreload
%autoreload 2 
# To disable autoreload; run %autoreload 0
The autoreload extension is already loaded. To reload it, use:
  %reload_ext autoreload
import pandas as pd
from typing import List, Mapping, Optional
import sys
# Add the project root to sys.path to make raglib importable
sys.path.append(os.path.abspath(os.path.join(os.getcwd(), "..")))

from databricks import agents
from databricks.sdk import WorkspaceClient
from databricks.rag_eval.evaluation import traces
import mlflow
import mlflow.entities as mlflow_entities
from pyspark import sql
from pyspark.sql import functions as F
from pyspark.sql.window import Window

from raglib.core.utils import construct_expected_retrieval_context, _dedup_assessment_log, _TEXT_ASSESSMENT, _RETRIEVAL_ASSESSMENT
Unable to display output for mime type(s): application/vnd.databricks.v1+autoreload_discoverability
w = WorkspaceClient()

Get the request and assessment log tables


active_deployments = agents.list_deployments()
active_deployment = next(
    (item for item in active_deployments if item.model_name == MODEL_NAME_FQN), None
)

endpoint = w.serving_endpoints.get(active_deployment.endpoint_name)

try:
    endpoint_config = endpoint.config.auto_capture_config
except AttributeError as e:
    endpoint_config = endpoint.pending_config.auto_capture_config

inference_table_name = endpoint_config.state.payload_table.name
inference_table_catalog = endpoint_config.catalog_name
inference_table_schema = endpoint_config.schema_name

# Cleanly formatted tables
assessment_log_table_name = f"{inference_table_catalog}.{inference_table_schema}.`{inference_table_name}_assessment_logs`"
request_log_table_name = f"{inference_table_catalog}.{inference_table_schema}.`{inference_table_name}_request_logs`"

print(f"Assessment logs: {assessment_log_table_name}")
print(f"Request logs: {request_log_table_name}")

assessment_log_df = spark.table(assessment_log_table_name)
request_log_df = spark.table(request_log_table_name)
Assessment logs: dbr_ragchat.gold.`dbrx_ragchat_payload_assessment_logs`
Request logs: dbr_ragchat.gold.`dbrx_ragchat_payload_request_logs`
deduped_assessment_log_df = _dedup_assessment_log(assessment_log_df)
deduped_assessment_log_df.display()
request_id step_id timestamp source text_assessment retrieval_assessment
09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa 0xdd43f33cc34f913c 2025-03-05T22:38:43.481Z List(human, zohar.kapach@synaptiq.ai, null) List(null, Map(answer_correct -> List(positive, null, null), accurate -> List(positive, null, null)), , ) List(List(0, 0xdd43f33cc34f913c, Map(answer_correct -> List(true, null, null)), null), List(1, 0xdd43f33cc34f913c, Map(answer_correct -> List(true, null, null)), null), List(2, 0xdd43f33cc34f913c, Map(answer_correct -> List(false, null, null)), null))
409fe0eb-0db6-4d29-9441-29340514afb7 0x6cda6f0d7f5a4f9f 2025-03-05T22:28:17.892Z List(human, zohar.kapach@synaptiq.ai, null) List(null, Map(answer_correct -> List(positive, null, null), accurate -> List(positive, null, null)), , ) List(List(0, 0x6cda6f0d7f5a4f9f, Map(answer_correct -> List(true, null, null)), null), List(1, 0x6cda6f0d7f5a4f9f, Map(answer_correct -> List(true, null, null)), null), List(2, 0x6cda6f0d7f5a4f9f, Map(answer_correct -> List(true, null, null)), null))
7d449f86-01fe-4acd-8791-61713579c568 0x35833bf5a44f535e 2025-03-05T22:29:23.261Z List(human, zohar.kapach@synaptiq.ai, null) List(null, Map(answer_correct -> List(positive, null, null)), , ) List(List(0, 0x35833bf5a44f535e, Map(answer_correct -> List(true, null, null)), null), List(1, 0x35833bf5a44f535e, Map(answer_correct -> List(true, null, null)), null), List(2, 0x35833bf5a44f535e, Map(answer_correct -> List(false, null, null)), null), List(3, 0x35833bf5a44f535e, Map(answer_correct -> List(false, null, null)), null))
823ba118-ddf3-4d04-999b-b1203b946238 0x59d57b216161b036 2025-03-05T22:28:48.568Z List(human, zohar.kapach@synaptiq.ai, null) List(null, Map(answer_correct -> List(negative, null, null), unhelpful -> List(positive, null, null)), , ) List(List(0, 0x59d57b216161b036, Map(answer_correct -> List(false, null, null)), null), List(1, 0x59d57b216161b036, Map(answer_correct -> List(false, null, null)), null), List(2, 0x59d57b216161b036, Map(answer_correct -> List(false, null, null)), null))
90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe 0xa3a2ab431a505144 2025-03-05T22:26:17.444Z List(human, zohar.kapach@synaptiq.ai, null) List(null, Map(answer_correct -> List(positive, null, null), accurate -> List(positive, null, null), right_length -> List(positive, null, null)), , ) List(List(0, 0xa3a2ab431a505144, Map(answer_correct -> List(true, null, null)), null), List(1, 0xa3a2ab431a505144, Map(answer_correct -> List(true, null, null)), null), List(2, 0xa3a2ab431a505144, Map(answer_correct -> List(true, null, null)), null))

Get the ground truth responses

suggested_output_col = F.col(f"{_TEXT_ASSESSMENT}.suggested_output")
is_correct_col = F.col(f"{_TEXT_ASSESSMENT}.ratings.answer_correct.value")
# Extract the thumbs up or thumbs down rating and the suggested output
rating_log_df = (
    deduped_assessment_log_df.withColumn("is_correct", is_correct_col)
    .withColumn(
        "suggested_output",
        F.when(suggested_output_col == "", None).otherwise(suggested_output_col),
    )
    .select("request_id", "is_correct", "suggested_output", _RETRIEVAL_ASSESSMENT)
)
# Join the request log with the ratings from above
raw_requests_with_feedback_df = request_log_df.join(
    rating_log_df,
    request_log_df.databricks_request_id == rating_log_df.request_id,
    "left",
)
# For thumbs up, use either the suggested output or the response, in that order
positive_feedback_df = (
  raw_requests_with_feedback_df
    .where(F.col("is_correct") == F.lit("positive"))
    .withColumn(
      "expected_response",
      F.when(
        F.col("suggested_output") != None, F.col("suggested_output")
      ).otherwise(F.col("response"))
    )
)

# For thumbs down, use the suggested output if there is one
negative_feedback_df = (
  raw_requests_with_feedback_df
    .where(F.col("is_correct") == F.lit("negative"))
    .withColumn("expected_response", F.col("suggested_output"))
)

# For no feedback or IDK, there is no expected response.
no_or_unknown_feedback_df = (
  raw_requests_with_feedback_df
    .where((F.col("is_correct").isNull()) | ((F.col("is_correct") != F.lit("negative")) & (F.col("is_correct") != F.lit("positive"))))
    .withColumn("expected_response", F.lit(None))
)
# Join the above feedback tables and select the relevant columns for the evaluation
requests_with_feedback_df = positive_feedback_df.unionByName(negative_feedback_df).unionByName(no_or_unknown_feedback_df)
# Get the thumbs up or thumbs down for each retrieved chunk
requests_with_feedback_df = requests_with_feedback_df.withColumn(
    "chunk_at_i_relevance",
    F.transform(
        F.col(_RETRIEVAL_ASSESSMENT),
        lambda x: x.ratings.answer_correct.value
    )
).drop(_RETRIEVAL_ASSESSMENT)
# Convert the PySpark DataFrame to a pandas DataFrame
requests_with_feedback_pdf = requests_with_feedback_df.toPandas()
# Construct the expected retrieval context
requests_with_feedback_pdf["expected_retrieved_context"] = requests_with_feedback_pdf.apply(
  lambda row: construct_expected_retrieval_context(row["trace"], row["chunk_at_i_relevance"]), axis=1
)
# Select the columns that are relevant to the evaluation
requests_with_feedback_pdf = requests_with_feedback_pdf[["request", "response", "trace", "expected_response", "expected_retrieved_context", "is_correct"]]

# Select the columns that have an expected_response or expected_retrieved_context
requests_with_feedback_pdf = requests_with_feedback_pdf[requests_with_feedback_pdf["expected_response"].notnull() | requests_with_feedback_pdf["expected_retrieved_context"].notnull()]
requests_with_feedback_pdf.display()
request response trace expected_response expected_retrieved_context is_correct
are you a good bot? I do not know. {"info":{"request_id":"409fe0eb-0db6-4d29-9441-29340514afb7","experiment_id":null,"timestamp_ms":1741213680130,"execution_time_ms":1564,"status":"OK","request_metadata":{"mlflow.trace_schema.version":"2","app_version_id":"models:/dbr_ragchat.gold.dbrx_ragchat/3","is_truncated":false},"tags":{"retrievers":"[{\"doc_uri\": null, \"name\": \"retriever\", \"other_columns\": [], \"primary_key\": \"id\", \"text_column\": \"summary\"}]"}},"data":{"spans":[{"name":"RunnableSequence_1","context":{"span_id":"0xfd373f7f8e315f08","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":null,"start_time":1741213680130143887,"end_time":1741213681694468512,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"are you a good bot?\"}]}","mlflow.spanOutputs":"\"I do not know.\""},"events":[]},{"name":"RunnableParallel","context":{"span_id":"0x62c0ee8223b96204","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0xfd373f7f8e315f08","start_time":1741213680131416218,"end_time":1741213680563536364,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"are you a good bot?\"}]}","mlflow.spanOutputs":"{\"question\": \"are you a good bot?\", \"chat_history\": \"\\n\", \"context\": \"Conversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n\"}"},"events":[]},{"name":"RunnableSequence_2","context":{"span_id":"0x202a9e6883d8546f","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0x62c0ee8223b96204","start_time":1741213680132145639,"end_time":1741213680135047478,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"are you a good bot?\"}]}","mlflow.spanOutputs":"\"are you a good bot?\""},"events":[]},{"name":"RunnableLambda_1","context":{"span_id":"0xb6bc4b1dfcfd4851","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0x202a9e6883d8546f","start_time":1741213680132872446,"end_time":1741213680133814667,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"are you a good bot?\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"are you a good bot?\"}]"},"events":[]},{"name":"extract_user_query_string","context":{"span_id":"0x5de61668489b33f8","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0x202a9e6883d8546f","start_time":1741213680133558986,"end_time":1741213680134989203,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"are you a good bot?\"}]","mlflow.spanOutputs":"\"are you a good bot?\""},"events":[]},{"name":"RunnableSequence_3","context":{"span_id":"0xe4defe883f00dcfe","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0x62c0ee8223b96204","start_time":1741213680134084001,"end_time":1741213680139290175,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"are you a good bot?\"}]}","mlflow.spanOutputs":"\"\\n\""},"events":[]},{"name":"RunnableSequence_4","context":{"span_id":"0x2022ecc1c8db5f21","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0x62c0ee8223b96204","start_time":1741213680134680494,"end_time":1741213680563179329,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"are you a good bot?\"}]}","mlflow.spanOutputs":"\"Conversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n\""},"events":[]},{"name":"RunnableLambda_2","context":{"span_id":"0xd9aa2d50087fbbac","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0xe4defe883f00dcfe","start_time":1741213680135509242,"end_time":1741213680136534938,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"are you a good bot?\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"are you a good bot?\"}]"},"events":[]},{"name":"extract_previous_messages","context":{"span_id":"0x2bda31f7bf4f3a55","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0xe4defe883f00dcfe","start_time":1741213680136348439,"end_time":1741213680139234458,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"are you a good bot?\"}]","mlflow.spanOutputs":"\"\\n\""},"events":[]},{"name":"RunnableLambda_3","context":{"span_id":"0x2a5c5226cb18a73b","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0x2022ecc1c8db5f21","start_time":1741213680137084485,"end_time":1741213680138029152,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"are you a good bot?\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"are you a good bot?\"}]"},"events":[]},{"name":"combine_all_messages_for_vector_search","context":{"span_id":"0xbbde786450e7bff2","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0x2022ecc1c8db5f21","start_time":1741213680137834235,"end_time":1741213680138116309,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"are you a good bot?\"}]","mlflow.spanOutputs":"\"\\nare you a good bot?\""},"events":[]},{"name":"VectorStoreRetriever","context":{"span_id":"0x6cda6f0d7f5a4f9f","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0x2022ecc1c8db5f21","start_time":1741213680138779708,"end_time":1741213680561971335,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"RETRIEVER\"","metadata":"{\"ls_retriever_name\": \"vectorstore\", \"ls_vector_store_provider\": \"DatabricksVectorSearch\"}","mlflow.spanInputs":"\"\\nare you a good bot?\"","mlflow.spanOutputs":"[{\"page_content\": \"It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\", \"metadata\": {\"id\": \"fef8b8ca-aa7c-4934-a2e8-257d9ec8ff88\"}, \"id\": null}, {\"page_content\": \"It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\", \"metadata\": {\"id\": \"fdf3b5e0-fed3-4cf7-9822-2cfb4af580fb\"}, \"id\": null}, {\"page_content\": \"I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\", \"metadata\": {\"id\": \"fed7424d-4539-477e-a0e2-585f60d51a94\"}, \"id\": null}, {\"page_content\": \"I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\", \"metadata\": {\"id\": \"fda5269a-1ede-4c2d-8d7b-24a0052b279d\"}, \"id\": null}]"},"events":[]},{"name":"format_context","context":{"span_id":"0x764e43fa7d820c5a","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0x2022ecc1c8db5f21","start_time":1741213680562309661,"end_time":1741213680563074396,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"id\": null, \"metadata\": {\"id\": \"fef8b8ca-aa7c-4934-a2e8-257d9ec8ff88\"}, \"page_content\": \"It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fdf3b5e0-fed3-4cf7-9822-2cfb4af580fb\"}, \"page_content\": \"It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fed7424d-4539-477e-a0e2-585f60d51a94\"}, \"page_content\": \"I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fda5269a-1ede-4c2d-8d7b-24a0052b279d\"}, \"page_content\": \"I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\", \"type\": \"Document\"}]","mlflow.spanOutputs":"\"Conversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n\""},"events":[]},{"name":"PromptTemplate","context":{"span_id":"0x8b428cf8aefc052a","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0xfd373f7f8e315f08","start_time":1741213680564336760,"end_time":1741213680564680236,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"question\": \"are you a good bot?\", \"chat_history\": \"\\n\", \"context\": \"Conversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n\"}","mlflow.spanOutputs":"{\"text\": \"You are a trusted AI assistant that helps answer questions based only on the provided information. If you do not know the answer to a question, you truthfully say you do not know. Here is the history of the current conversation you are having with your user: \\n. And here is some context which may or may not help you answer the following question: Conversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n. Answer directly, do not repeat the question, do not start with something like: the answer to the question, do not add AI in front of your answer, do not say: here is the answer, do not mention the context or the question. Based on this context, answer this question: are you a good bot?\", \"type\": \"StringPromptValue\"}"},"events":[]},{"name":"ChatDatabricks","context":{"span_id":"0xa31494ea3bb11141","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0xfd373f7f8e315f08","start_time":1741213680565389632,"end_time":1741213681694039103,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAT_MODEL\"","invocation_params":"{\"target_uri\": \"databricks\", \"endpoint\": \"databricks-meta-llama-3-3-70b-instruct\", \"temperature\": 0.0, \"n\": 1, \"stop\": null, \"max_tokens\": null, \"extra_params\": {\"max_tokens\": 1500, \"temperature\": 0.01}, \"_type\": \"databricks-chat\"}","options":"{\"stop\": null}","batch_size":"1","metadata":"{\"ls_provider\": \"databricks\", \"ls_model_type\": \"chat\", \"ls_temperature\": 0.0}","mlflow.spanInputs":"[[{\"content\": \"You are a trusted AI assistant that helps answer questions based only on the provided information. If you do not know the answer to a question, you truthfully say you do not know. Here is the history of the current conversation you are having with your user: \\n. And here is some context which may or may not help you answer the following question: Conversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n. Answer directly, do not repeat the question, do not start with something like: the answer to the question, do not add AI in front of your answer, do not say: here is the answer, do not mention the context or the question. Based on this context, answer this question: are you a good bot?\", \"additional_kwargs\": {}, \"response_metadata\": {}, \"type\": \"human\", \"name\": null, \"id\": null, \"example\": false}]]","mlflow.spanOutputs":"{\"generations\": [[{\"text\": \"I do not know.\", \"generation_info\": {\"finish_reason\": \"stop\"}, \"type\": \"ChatGenerationChunk\", \"message\": {\"content\": \"I do not know.\", \"additional_kwargs\": {}, \"response_metadata\": {\"finish_reason\": \"stop\"}, \"type\": \"AIMessageChunk\", \"name\": null, \"id\": \"run-3de6ab83-c59f-4c76-9987-68b428ed928c\", \"example\": false, \"tool_calls\": [], \"invalid_tool_calls\": [], \"usage_metadata\": null, \"tool_call_chunks\": []}}]], \"llm_output\": null, \"run\": null}"},"events":[]},{"name":"StrOutputParser","context":{"span_id":"0xd592061479d7170d","trace_id":"0x6222c15a3fcc1346062d1d8ef585f28e"},"parent_id":"0xfd373f7f8e315f08","start_time":1741213681466483259,"end_time":1741213681694395995,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"409fe0eb-0db6-4d29-9441-29340514afb7\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"content\": \"I do not know.\", \"additional_kwargs\": {}, \"response_metadata\": {\"finish_reason\": \"stop\"}, \"type\": \"AIMessageChunk\", \"name\": null, \"id\": \"run-3de6ab83-c59f-4c76-9987-68b428ed928c\", \"example\": false, \"tool_calls\": [], \"invalid_tool_calls\": [], \"usage_metadata\": null, \"tool_call_chunks\": []}","mlflow.spanOutputs":"\"I do not know.\""},"events":[]}],"request":"{\"messages\": [{\"role\": \"user\", \"content\": \"are you a good bot?\"}]}","response":"\"I do not know.\""}} I do not know. List(List(It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed: * Multiple users mentioned "dog" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets. * Some users mentioned topics related to education or learning, such as "school" (Julie Blake), "science" (Angela Hampton), and "college" (Angela Hampton). * There are also mentions of broader topics like "economy" (Julie Blake), "politics" (Lisa Sims), and "company" (Angela Hampton). * A few users mentioned "employee" (Lisa Sims), which could indicate a work-related issue or concern. However, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary., null), List(It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation: * The conversation touches on various topics, including elections, organizations, culture, environment, and management. * There are mentions of abstract concepts, such as "quality organization," "model culture," and "environmental economy." * Some phrases appear to be related to everyday objects or scenes, like "cup," "glass," "kitchen," and "paper." * The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases. It's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary., null), List(I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes: **Main topics:** 1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other. 2. **Random words and phrases**: Users are mentioning various words and phrases, such as "police", "race", "song", "painting", "game", "TV", "dinner", "Congress", and "federal", without any clear context. 3. **Positive and negative sentiments**: Some users express positive sentiments, like "enjoy" and "happy", while others mention negative aspects, such as "poor service". **Key issues:** 1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements. 2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation. **Summary:** The conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further., null)) positive
whats your favorite song? I do not know. {"info":{"request_id":"7d449f86-01fe-4acd-8791-61713579c568","experiment_id":null,"timestamp_ms":1741213747620,"execution_time_ms":636,"status":"OK","request_metadata":{"mlflow.trace_schema.version":"2","app_version_id":"models:/dbr_ragchat.gold.dbrx_ragchat/3","is_truncated":false},"tags":{"retrievers":"[{\"doc_uri\": null, \"name\": \"retriever\", \"other_columns\": [], \"primary_key\": \"id\", \"text_column\": \"summary\"}]"}},"data":{"spans":[{"name":"RunnableSequence_1","context":{"span_id":"0xa3dc4659f2608bb6","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":null,"start_time":1741213747620303987,"end_time":1741213748256305782,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]}","mlflow.spanOutputs":"\"I do not know.\""},"events":[]},{"name":"RunnableParallel","context":{"span_id":"0x1496478d3ac494fd","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0xa3dc4659f2608bb6","start_time":1741213747621537412,"end_time":1741213747997107240,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]}","mlflow.spanOutputs":"{\"question\": \"whats your favorite song?\", \"chat_history\": \"\\n\", \"context\": \"Conversation Summary: It appears that the conversation is not coherent and seems to be a jumbled collection of unrelated words and phrases. There doesn't seem to be a clear topic, issue, or resolution discussed.\\n\\nHowever, I can try to extract some possible key points:\\n\\n* There are three participants in the conversation: Jaime Pittman, Jennifer Castillo, and Mrs. Melissa Monroe.\\n* The conversation may be related to general topics such as culture, music, art, and politics, but it's unclear how these topics are connected or what specific issues are being discussed.\\n\\nIf you could provide more context or clarify what you would like me to summarize, I'll do my best to assist you.\\nConversation Summary: I've analyzed the chat conversation, and here is a concise summary:\\n\\nThe conversation appears to be a collection of unrelated statements from multiple individuals, including Brian, Bradley, James, Benjamin, Paul, and Jermaine. The topics discussed are diverse and disconnected, ranging from movies, music, and culture to politics, finance, and personal opinions.\\n\\nSome common themes that emerge include:\\n\\n* Discussions about personal preferences and opinions (e.g., movies, music, and culture)\\n* References to societal issues (e.g., politics, finance, and institutions)\\n* Mentions of abstract concepts (e.g., growth, success, and authority)\\n\\nHowever, there is no clear thread or resolution to the conversation, and the statements seem to be fragmented and lacking in context. It's challenging to identify a specific issue or problem being discussed, and there is no apparent conclusion or agreement reached among the participants.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n\"}"},"events":[]},{"name":"RunnableSequence_2","context":{"span_id":"0x7a895e83aeea99cc","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0x1496478d3ac494fd","start_time":1741213747622217676,"end_time":1741213747628382953,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]}","mlflow.spanOutputs":"\"whats your favorite song?\""},"events":[]},{"name":"RunnableSequence_3","context":{"span_id":"0xd2f04927f68116b0","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0x1496478d3ac494fd","start_time":1741213747622600338,"end_time":1741213747996741738,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]}","mlflow.spanOutputs":"\"Conversation Summary: It appears that the conversation is not coherent and seems to be a jumbled collection of unrelated words and phrases. There doesn't seem to be a clear topic, issue, or resolution discussed.\\n\\nHowever, I can try to extract some possible key points:\\n\\n* There are three participants in the conversation: Jaime Pittman, Jennifer Castillo, and Mrs. Melissa Monroe.\\n* The conversation may be related to general topics such as culture, music, art, and politics, but it's unclear how these topics are connected or what specific issues are being discussed.\\n\\nIf you could provide more context or clarify what you would like me to summarize, I'll do my best to assist you.\\nConversation Summary: I've analyzed the chat conversation, and here is a concise summary:\\n\\nThe conversation appears to be a collection of unrelated statements from multiple individuals, including Brian, Bradley, James, Benjamin, Paul, and Jermaine. The topics discussed are diverse and disconnected, ranging from movies, music, and culture to politics, finance, and personal opinions.\\n\\nSome common themes that emerge include:\\n\\n* Discussions about personal preferences and opinions (e.g., movies, music, and culture)\\n* References to societal issues (e.g., politics, finance, and institutions)\\n* Mentions of abstract concepts (e.g., growth, success, and authority)\\n\\nHowever, there is no clear thread or resolution to the conversation, and the statements seem to be fragmented and lacking in context. It's challenging to identify a specific issue or problem being discussed, and there is no apparent conclusion or agreement reached among the participants.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n\""},"events":[]},{"name":"RunnableLambda_1","context":{"span_id":"0x5d8f0d52ec665a53","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0x7a895e83aeea99cc","start_time":1741213747623381660,"end_time":1741213747624243765,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]"},"events":[]},{"name":"extract_user_query_string","context":{"span_id":"0x8e7874cc95d0a9b7","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0x7a895e83aeea99cc","start_time":1741213747624048767,"end_time":1741213747628327116,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]","mlflow.spanOutputs":"\"whats your favorite song?\""},"events":[]},{"name":"RunnableLambda_2","context":{"span_id":"0x1f601dbe253bb3dd","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0xd2f04927f68116b0","start_time":1741213747625063716,"end_time":1741213747626178073,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]"},"events":[]},{"name":"combine_all_messages_for_vector_search","context":{"span_id":"0x5f62509d3348e81a","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0xd2f04927f68116b0","start_time":1741213747625963537,"end_time":1741213747626265197,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]","mlflow.spanOutputs":"\"\\nwhats your favorite song?\""},"events":[]},{"name":"RunnableSequence_4","context":{"span_id":"0x2a8394a1b42df5d2","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0x1496478d3ac494fd","start_time":1741213747626590770,"end_time":1741213747629413261,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]}","mlflow.spanOutputs":"\"\\n\""},"events":[]},{"name":"RunnableLambda_3","context":{"span_id":"0x21799782bc5e6b7a","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0x2a8394a1b42df5d2","start_time":1741213747627700437,"end_time":1741213747629103315,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]"},"events":[]},{"name":"VectorStoreRetriever","context":{"span_id":"0x35833bf5a44f535e","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0xd2f04927f68116b0","start_time":1741213747628506067,"end_time":1741213747995672055,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"RETRIEVER\"","metadata":"{\"ls_retriever_name\": \"vectorstore\", \"ls_vector_store_provider\": \"DatabricksVectorSearch\"}","mlflow.spanInputs":"\"\\nwhats your favorite song?\"","mlflow.spanOutputs":"[{\"page_content\": \"It appears that the conversation is not coherent and seems to be a jumbled collection of unrelated words and phrases. There doesn't seem to be a clear topic, issue, or resolution discussed.\\n\\nHowever, I can try to extract some possible key points:\\n\\n* There are three participants in the conversation: Jaime Pittman, Jennifer Castillo, and Mrs. Melissa Monroe.\\n* The conversation may be related to general topics such as culture, music, art, and politics, but it's unclear how these topics are connected or what specific issues are being discussed.\\n\\nIf you could provide more context or clarify what you would like me to summarize, I'll do my best to assist you.\", \"metadata\": {\"id\": \"fbc73820-8d5a-483e-b7fd-414d93ac237a\"}, \"id\": null}, {\"page_content\": \"I've analyzed the chat conversation, and here is a concise summary:\\n\\nThe conversation appears to be a collection of unrelated statements from multiple individuals, including Brian, Bradley, James, Benjamin, Paul, and Jermaine. The topics discussed are diverse and disconnected, ranging from movies, music, and culture to politics, finance, and personal opinions.\\n\\nSome common themes that emerge include:\\n\\n* Discussions about personal preferences and opinions (e.g., movies, music, and culture)\\n* References to societal issues (e.g., politics, finance, and institutions)\\n* Mentions of abstract concepts (e.g., growth, success, and authority)\\n\\nHowever, there is no clear thread or resolution to the conversation, and the statements seem to be fragmented and lacking in context. It's challenging to identify a specific issue or problem being discussed, and there is no apparent conclusion or agreement reached among the participants.\", \"metadata\": {\"id\": \"ffda7f2e-f18d-4660-b612-385fa8748336\"}, \"id\": null}, {\"page_content\": \"I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\", \"metadata\": {\"id\": \"fbc67349-8c80-4c37-847b-a894431c16e0\"}, \"id\": null}, {\"page_content\": \"I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\", \"metadata\": {\"id\": \"fed7424d-4539-477e-a0e2-585f60d51a94\"}, \"id\": null}]"},"events":[]},{"name":"extract_previous_messages","context":{"span_id":"0x17265e07083133ba","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0x2a8394a1b42df5d2","start_time":1741213747628902086,"end_time":1741213747629357848,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]","mlflow.spanOutputs":"\"\\n\""},"events":[]},{"name":"format_context","context":{"span_id":"0x99208d500a9a4d70","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0xd2f04927f68116b0","start_time":1741213747995993858,"end_time":1741213747996636293,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"id\": null, \"metadata\": {\"id\": \"fbc73820-8d5a-483e-b7fd-414d93ac237a\"}, \"page_content\": \"It appears that the conversation is not coherent and seems to be a jumbled collection of unrelated words and phrases. There doesn't seem to be a clear topic, issue, or resolution discussed.\\n\\nHowever, I can try to extract some possible key points:\\n\\n* There are three participants in the conversation: Jaime Pittman, Jennifer Castillo, and Mrs. Melissa Monroe.\\n* The conversation may be related to general topics such as culture, music, art, and politics, but it's unclear how these topics are connected or what specific issues are being discussed.\\n\\nIf you could provide more context or clarify what you would like me to summarize, I'll do my best to assist you.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"ffda7f2e-f18d-4660-b612-385fa8748336\"}, \"page_content\": \"I've analyzed the chat conversation, and here is a concise summary:\\n\\nThe conversation appears to be a collection of unrelated statements from multiple individuals, including Brian, Bradley, James, Benjamin, Paul, and Jermaine. The topics discussed are diverse and disconnected, ranging from movies, music, and culture to politics, finance, and personal opinions.\\n\\nSome common themes that emerge include:\\n\\n* Discussions about personal preferences and opinions (e.g., movies, music, and culture)\\n* References to societal issues (e.g., politics, finance, and institutions)\\n* Mentions of abstract concepts (e.g., growth, success, and authority)\\n\\nHowever, there is no clear thread or resolution to the conversation, and the statements seem to be fragmented and lacking in context. It's challenging to identify a specific issue or problem being discussed, and there is no apparent conclusion or agreement reached among the participants.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fbc67349-8c80-4c37-847b-a894431c16e0\"}, \"page_content\": \"I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fed7424d-4539-477e-a0e2-585f60d51a94\"}, \"page_content\": \"I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\", \"type\": \"Document\"}]","mlflow.spanOutputs":"\"Conversation Summary: It appears that the conversation is not coherent and seems to be a jumbled collection of unrelated words and phrases. There doesn't seem to be a clear topic, issue, or resolution discussed.\\n\\nHowever, I can try to extract some possible key points:\\n\\n* There are three participants in the conversation: Jaime Pittman, Jennifer Castillo, and Mrs. Melissa Monroe.\\n* The conversation may be related to general topics such as culture, music, art, and politics, but it's unclear how these topics are connected or what specific issues are being discussed.\\n\\nIf you could provide more context or clarify what you would like me to summarize, I'll do my best to assist you.\\nConversation Summary: I've analyzed the chat conversation, and here is a concise summary:\\n\\nThe conversation appears to be a collection of unrelated statements from multiple individuals, including Brian, Bradley, James, Benjamin, Paul, and Jermaine. The topics discussed are diverse and disconnected, ranging from movies, music, and culture to politics, finance, and personal opinions.\\n\\nSome common themes that emerge include:\\n\\n* Discussions about personal preferences and opinions (e.g., movies, music, and culture)\\n* References to societal issues (e.g., politics, finance, and institutions)\\n* Mentions of abstract concepts (e.g., growth, success, and authority)\\n\\nHowever, there is no clear thread or resolution to the conversation, and the statements seem to be fragmented and lacking in context. It's challenging to identify a specific issue or problem being discussed, and there is no apparent conclusion or agreement reached among the participants.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n\""},"events":[]},{"name":"PromptTemplate","context":{"span_id":"0xadab2e436e22ce14","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0xa3dc4659f2608bb6","start_time":1741213747997920315,"end_time":1741213747998251850,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"question\": \"whats your favorite song?\", \"chat_history\": \"\\n\", \"context\": \"Conversation Summary: It appears that the conversation is not coherent and seems to be a jumbled collection of unrelated words and phrases. There doesn't seem to be a clear topic, issue, or resolution discussed.\\n\\nHowever, I can try to extract some possible key points:\\n\\n* There are three participants in the conversation: Jaime Pittman, Jennifer Castillo, and Mrs. Melissa Monroe.\\n* The conversation may be related to general topics such as culture, music, art, and politics, but it's unclear how these topics are connected or what specific issues are being discussed.\\n\\nIf you could provide more context or clarify what you would like me to summarize, I'll do my best to assist you.\\nConversation Summary: I've analyzed the chat conversation, and here is a concise summary:\\n\\nThe conversation appears to be a collection of unrelated statements from multiple individuals, including Brian, Bradley, James, Benjamin, Paul, and Jermaine. The topics discussed are diverse and disconnected, ranging from movies, music, and culture to politics, finance, and personal opinions.\\n\\nSome common themes that emerge include:\\n\\n* Discussions about personal preferences and opinions (e.g., movies, music, and culture)\\n* References to societal issues (e.g., politics, finance, and institutions)\\n* Mentions of abstract concepts (e.g., growth, success, and authority)\\n\\nHowever, there is no clear thread or resolution to the conversation, and the statements seem to be fragmented and lacking in context. It's challenging to identify a specific issue or problem being discussed, and there is no apparent conclusion or agreement reached among the participants.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n\"}","mlflow.spanOutputs":"{\"text\": \"You are a trusted AI assistant that helps answer questions based only on the provided information. If you do not know the answer to a question, you truthfully say you do not know. Here is the history of the current conversation you are having with your user: \\n. And here is some context which may or may not help you answer the following question: Conversation Summary: It appears that the conversation is not coherent and seems to be a jumbled collection of unrelated words and phrases. There doesn't seem to be a clear topic, issue, or resolution discussed.\\n\\nHowever, I can try to extract some possible key points:\\n\\n* There are three participants in the conversation: Jaime Pittman, Jennifer Castillo, and Mrs. Melissa Monroe.\\n* The conversation may be related to general topics such as culture, music, art, and politics, but it's unclear how these topics are connected or what specific issues are being discussed.\\n\\nIf you could provide more context or clarify what you would like me to summarize, I'll do my best to assist you.\\nConversation Summary: I've analyzed the chat conversation, and here is a concise summary:\\n\\nThe conversation appears to be a collection of unrelated statements from multiple individuals, including Brian, Bradley, James, Benjamin, Paul, and Jermaine. The topics discussed are diverse and disconnected, ranging from movies, music, and culture to politics, finance, and personal opinions.\\n\\nSome common themes that emerge include:\\n\\n* Discussions about personal preferences and opinions (e.g., movies, music, and culture)\\n* References to societal issues (e.g., politics, finance, and institutions)\\n* Mentions of abstract concepts (e.g., growth, success, and authority)\\n\\nHowever, there is no clear thread or resolution to the conversation, and the statements seem to be fragmented and lacking in context. It's challenging to identify a specific issue or problem being discussed, and there is no apparent conclusion or agreement reached among the participants.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n. Answer directly, do not repeat the question, do not start with something like: the answer to the question, do not add AI in front of your answer, do not say: here is the answer, do not mention the context or the question. Based on this context, answer this question: whats your favorite song?\", \"type\": \"StringPromptValue\"}"},"events":[]},{"name":"ChatDatabricks","context":{"span_id":"0x513367f7db75b392","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0xa3dc4659f2608bb6","start_time":1741213747998961342,"end_time":1741213748255861090,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAT_MODEL\"","invocation_params":"{\"target_uri\": \"databricks\", \"endpoint\": \"databricks-meta-llama-3-3-70b-instruct\", \"temperature\": 0.0, \"n\": 1, \"stop\": null, \"max_tokens\": null, \"extra_params\": {\"max_tokens\": 1500, \"temperature\": 0.01}, \"_type\": \"databricks-chat\"}","options":"{\"stop\": null}","batch_size":"1","metadata":"{\"ls_provider\": \"databricks\", \"ls_model_type\": \"chat\", \"ls_temperature\": 0.0}","mlflow.spanInputs":"[[{\"content\": \"You are a trusted AI assistant that helps answer questions based only on the provided information. If you do not know the answer to a question, you truthfully say you do not know. Here is the history of the current conversation you are having with your user: \\n. And here is some context which may or may not help you answer the following question: Conversation Summary: It appears that the conversation is not coherent and seems to be a jumbled collection of unrelated words and phrases. There doesn't seem to be a clear topic, issue, or resolution discussed.\\n\\nHowever, I can try to extract some possible key points:\\n\\n* There are three participants in the conversation: Jaime Pittman, Jennifer Castillo, and Mrs. Melissa Monroe.\\n* The conversation may be related to general topics such as culture, music, art, and politics, but it's unclear how these topics are connected or what specific issues are being discussed.\\n\\nIf you could provide more context or clarify what you would like me to summarize, I'll do my best to assist you.\\nConversation Summary: I've analyzed the chat conversation, and here is a concise summary:\\n\\nThe conversation appears to be a collection of unrelated statements from multiple individuals, including Brian, Bradley, James, Benjamin, Paul, and Jermaine. The topics discussed are diverse and disconnected, ranging from movies, music, and culture to politics, finance, and personal opinions.\\n\\nSome common themes that emerge include:\\n\\n* Discussions about personal preferences and opinions (e.g., movies, music, and culture)\\n* References to societal issues (e.g., politics, finance, and institutions)\\n* Mentions of abstract concepts (e.g., growth, success, and authority)\\n\\nHowever, there is no clear thread or resolution to the conversation, and the statements seem to be fragmented and lacking in context. It's challenging to identify a specific issue or problem being discussed, and there is no apparent conclusion or agreement reached among the participants.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n. Answer directly, do not repeat the question, do not start with something like: the answer to the question, do not add AI in front of your answer, do not say: here is the answer, do not mention the context or the question. Based on this context, answer this question: whats your favorite song?\", \"additional_kwargs\": {}, \"response_metadata\": {}, \"type\": \"human\", \"name\": null, \"id\": null, \"example\": false}]]","mlflow.spanOutputs":"{\"generations\": [[{\"text\": \"I do not know.\", \"generation_info\": {\"finish_reason\": \"stop\"}, \"type\": \"ChatGenerationChunk\", \"message\": {\"content\": \"I do not know.\", \"additional_kwargs\": {}, \"response_metadata\": {\"finish_reason\": \"stop\"}, \"type\": \"AIMessageChunk\", \"name\": null, \"id\": \"run-0f03aae1-6301-4e0b-843e-29adb19627ce\", \"example\": false, \"tool_calls\": [], \"invalid_tool_calls\": [], \"usage_metadata\": null, \"tool_call_chunks\": []}}]], \"llm_output\": null, \"run\": null}"},"events":[]},{"name":"StrOutputParser","context":{"span_id":"0x6f9bc5d502b92cbf","trace_id":"0xbb79602952e9711107aa8af78a68a448"},"parent_id":"0xa3dc4659f2608bb6","start_time":1741213748181924602,"end_time":1741213748256234740,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"7d449f86-01fe-4acd-8791-61713579c568\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"content\": \"I do not know.\", \"additional_kwargs\": {}, \"response_metadata\": {\"finish_reason\": \"stop\"}, \"type\": \"AIMessageChunk\", \"name\": null, \"id\": \"run-0f03aae1-6301-4e0b-843e-29adb19627ce\", \"example\": false, \"tool_calls\": [], \"invalid_tool_calls\": [], \"usage_metadata\": null, \"tool_call_chunks\": []}","mlflow.spanOutputs":"\"I do not know.\""},"events":[]}],"request":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite song?\"}]}","response":"\"I do not know.\""}} I do not know. List(List(It appears that the conversation is not coherent and seems to be a jumbled collection of unrelated words and phrases. There doesn't seem to be a clear topic, issue, or resolution discussed. However, I can try to extract some possible key points: * There are three participants in the conversation: Jaime Pittman, Jennifer Castillo, and Mrs. Melissa Monroe. * The conversation may be related to general topics such as culture, music, art, and politics, but it's unclear how these topics are connected or what specific issues are being discussed. If you could provide more context or clarify what you would like me to summarize, I'll do my best to assist you., null), List(I've analyzed the chat conversation, and here is a concise summary: The conversation appears to be a collection of unrelated statements from multiple individuals, including Brian, Bradley, James, Benjamin, Paul, and Jermaine. The topics discussed are diverse and disconnected, ranging from movies, music, and culture to politics, finance, and personal opinions. Some common themes that emerge include: * Discussions about personal preferences and opinions (e.g., movies, music, and culture) * References to societal issues (e.g., politics, finance, and institutions) * Mentions of abstract concepts (e.g., growth, success, and authority) However, there is no clear thread or resolution to the conversation, and the statements seem to be fragmented and lacking in context. It's challenging to identify a specific issue or problem being discussed, and there is no apparent conclusion or agreement reached among the participants., null)) positive
hi Hello {"info":{"request_id":"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe","experiment_id":null,"timestamp_ms":1741213468701,"execution_time_ms":639,"status":"OK","request_metadata":{"mlflow.trace_schema.version":"2","app_version_id":"models:/dbr_ragchat.gold.dbrx_ragchat/3","is_truncated":false},"tags":{"retrievers":"[{\"doc_uri\": null, \"name\": \"retriever\", \"other_columns\": [], \"primary_key\": \"id\", \"text_column\": \"summary\"}]"}},"data":{"spans":[{"name":"RunnableSequence_1","context":{"span_id":"0xff42b1a24603efcf","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":null,"start_time":1741213468701238636,"end_time":1741213469340374388,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]}","mlflow.spanOutputs":"\"Hello\""},"events":[]},{"name":"RunnableParallel","context":{"span_id":"0xe58aa5e224bc406d","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xff42b1a24603efcf","start_time":1741213468705801315,"end_time":1741213469049433953,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]}","mlflow.spanOutputs":"{\"question\": \"hi\", \"chat_history\": \"\\nuser: test bot\\nassistant: \\n\", \"context\": \"Conversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided text is a collection of unrelated sentences or phrases from different individuals. However, I will try to extract any potential customer support-related topics or issues from the conversation.\\n\\nThe conversation seems to be fragmented and lacks a clear context, but some phrases that could be related to customer support include:\\n\\n* \\\"Cost institution wrong me\\\" (Linda Hernandez), which might indicate a billing or payment issue.\\n* \\\"Issue\\\" (Becky Jones), which could be a generic term for a problem or concern.\\n* \\\"Question\\\" (Kevin Rogers), which might imply that someone has an inquiry or needs assistance.\\n\\nUnfortunately, without more context or information, it's difficult to provide a more detailed summary or identify a specific resolution to any issues. If you have any further details or a more coherent conversation transcript, I'd be happy to try and assist you in generating a summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\n\"}"},"events":[]},{"name":"RunnableSequence_2","context":{"span_id":"0xfac91f3f396bdaeb","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xe58aa5e224bc406d","start_time":1741213468706728358,"end_time":1741213468714123858,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]}","mlflow.spanOutputs":"\"hi\""},"events":[]},{"name":"RunnableSequence_3","context":{"span_id":"0xb454509f64f480f9","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xe58aa5e224bc406d","start_time":1741213468707268493,"end_time":1741213469049021232,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]}","mlflow.spanOutputs":"\"Conversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided text is a collection of unrelated sentences or phrases from different individuals. However, I will try to extract any potential customer support-related topics or issues from the conversation.\\n\\nThe conversation seems to be fragmented and lacks a clear context, but some phrases that could be related to customer support include:\\n\\n* \\\"Cost institution wrong me\\\" (Linda Hernandez), which might indicate a billing or payment issue.\\n* \\\"Issue\\\" (Becky Jones), which could be a generic term for a problem or concern.\\n* \\\"Question\\\" (Kevin Rogers), which might imply that someone has an inquiry or needs assistance.\\n\\nUnfortunately, without more context or information, it's difficult to provide a more detailed summary or identify a specific resolution to any issues. If you have any further details or a more coherent conversation transcript, I'd be happy to try and assist you in generating a summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\n\""},"events":[]},{"name":"RunnableLambda_1","context":{"span_id":"0x46169700f7d107f0","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xfac91f3f396bdaeb","start_time":1741213468708140333,"end_time":1741213468709956189,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]"},"events":[]},{"name":"extract_user_query_string","context":{"span_id":"0x0cc955e157d7f881","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xfac91f3f396bdaeb","start_time":1741213468709583860,"end_time":1741213468714042967,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]","mlflow.spanOutputs":"\"hi\""},"events":[]},{"name":"RunnableLambda_2","context":{"span_id":"0x763ba752d488e24b","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xb454509f64f480f9","start_time":1741213468711319323,"end_time":1741213468712244851,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]"},"events":[]},{"name":"combine_all_messages_for_vector_search","context":{"span_id":"0x9a2db12ee5b86277","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xb454509f64f480f9","start_time":1741213468712033247,"end_time":1741213468712342323,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]","mlflow.spanOutputs":"\"\\nuser: test bot\\nassistant: \\nhi\""},"events":[]},{"name":"RunnableSequence_4","context":{"span_id":"0x13446ae1f565e42f","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xe58aa5e224bc406d","start_time":1741213468713038913,"end_time":1741213468716424528,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]}","mlflow.spanOutputs":"\"\\nuser: test bot\\nassistant: \\n\""},"events":[]},{"name":"VectorStoreRetriever","context":{"span_id":"0xa3a2ab431a505144","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xb454509f64f480f9","start_time":1741213468713590372,"end_time":1741213469047859088,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"RETRIEVER\"","metadata":"{\"ls_retriever_name\": \"vectorstore\", \"ls_vector_store_provider\": \"DatabricksVectorSearch\"}","mlflow.spanInputs":"\"\\nuser: test bot\\nassistant: \\nhi\"","mlflow.spanOutputs":"[{\"page_content\": \"This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\", \"metadata\": {\"id\": \"fccb0706-e22c-4abd-b146-eb21d2598ba2\"}, \"id\": null}, {\"page_content\": \"I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\", \"metadata\": {\"id\": \"fd4e1689-1dd0-4a31-a461-7a9a032229ad\"}, \"id\": null}, {\"page_content\": \"It appears that the provided text is a collection of unrelated sentences or phrases from different individuals. However, I will try to extract any potential customer support-related topics or issues from the conversation.\\n\\nThe conversation seems to be fragmented and lacks a clear context, but some phrases that could be related to customer support include:\\n\\n* \\\"Cost institution wrong me\\\" (Linda Hernandez), which might indicate a billing or payment issue.\\n* \\\"Issue\\\" (Becky Jones), which could be a generic term for a problem or concern.\\n* \\\"Question\\\" (Kevin Rogers), which might imply that someone has an inquiry or needs assistance.\\n\\nUnfortunately, without more context or information, it's difficult to provide a more detailed summary or identify a specific resolution to any issues. If you have any further details or a more coherent conversation transcript, I'd be happy to try and assist you in generating a summary.\", \"metadata\": {\"id\": \"fef40833-a313-4a73-a303-a06b8e9ffc4f\"}, \"id\": null}, {\"page_content\": \"It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\", \"metadata\": {\"id\": \"fdf3b5e0-fed3-4cf7-9822-2cfb4af580fb\"}, \"id\": null}]"},"events":[]},{"name":"RunnableLambda_3","context":{"span_id":"0xc4ddecd7c63668d0","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0x13446ae1f565e42f","start_time":1741213468714854084,"end_time":1741213468715997188,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]"},"events":[]},{"name":"extract_previous_messages","context":{"span_id":"0x3d7398950f67677e","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0x13446ae1f565e42f","start_time":1741213468715713787,"end_time":1741213468716323982,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]","mlflow.spanOutputs":"\"\\nuser: test bot\\nassistant: \\n\""},"events":[]},{"name":"format_context","context":{"span_id":"0x956bae05d40ca993","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xb454509f64f480f9","start_time":1741213469048206736,"end_time":1741213469048921719,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"id\": null, \"metadata\": {\"id\": \"fccb0706-e22c-4abd-b146-eb21d2598ba2\"}, \"page_content\": \"This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fd4e1689-1dd0-4a31-a461-7a9a032229ad\"}, \"page_content\": \"I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fef40833-a313-4a73-a303-a06b8e9ffc4f\"}, \"page_content\": \"It appears that the provided text is a collection of unrelated sentences or phrases from different individuals. However, I will try to extract any potential customer support-related topics or issues from the conversation.\\n\\nThe conversation seems to be fragmented and lacks a clear context, but some phrases that could be related to customer support include:\\n\\n* \\\"Cost institution wrong me\\\" (Linda Hernandez), which might indicate a billing or payment issue.\\n* \\\"Issue\\\" (Becky Jones), which could be a generic term for a problem or concern.\\n* \\\"Question\\\" (Kevin Rogers), which might imply that someone has an inquiry or needs assistance.\\n\\nUnfortunately, without more context or information, it's difficult to provide a more detailed summary or identify a specific resolution to any issues. If you have any further details or a more coherent conversation transcript, I'd be happy to try and assist you in generating a summary.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fdf3b5e0-fed3-4cf7-9822-2cfb4af580fb\"}, \"page_content\": \"It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\", \"type\": \"Document\"}]","mlflow.spanOutputs":"\"Conversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided text is a collection of unrelated sentences or phrases from different individuals. However, I will try to extract any potential customer support-related topics or issues from the conversation.\\n\\nThe conversation seems to be fragmented and lacks a clear context, but some phrases that could be related to customer support include:\\n\\n* \\\"Cost institution wrong me\\\" (Linda Hernandez), which might indicate a billing or payment issue.\\n* \\\"Issue\\\" (Becky Jones), which could be a generic term for a problem or concern.\\n* \\\"Question\\\" (Kevin Rogers), which might imply that someone has an inquiry or needs assistance.\\n\\nUnfortunately, without more context or information, it's difficult to provide a more detailed summary or identify a specific resolution to any issues. If you have any further details or a more coherent conversation transcript, I'd be happy to try and assist you in generating a summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\n\""},"events":[]},{"name":"PromptTemplate","context":{"span_id":"0x334fb690dc765d2b","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xff42b1a24603efcf","start_time":1741213469050306595,"end_time":1741213469050705277,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"question\": \"hi\", \"chat_history\": \"\\nuser: test bot\\nassistant: \\n\", \"context\": \"Conversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided text is a collection of unrelated sentences or phrases from different individuals. However, I will try to extract any potential customer support-related topics or issues from the conversation.\\n\\nThe conversation seems to be fragmented and lacks a clear context, but some phrases that could be related to customer support include:\\n\\n* \\\"Cost institution wrong me\\\" (Linda Hernandez), which might indicate a billing or payment issue.\\n* \\\"Issue\\\" (Becky Jones), which could be a generic term for a problem or concern.\\n* \\\"Question\\\" (Kevin Rogers), which might imply that someone has an inquiry or needs assistance.\\n\\nUnfortunately, without more context or information, it's difficult to provide a more detailed summary or identify a specific resolution to any issues. If you have any further details or a more coherent conversation transcript, I'd be happy to try and assist you in generating a summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\n\"}","mlflow.spanOutputs":"{\"text\": \"You are a trusted AI assistant that helps answer questions based only on the provided information. If you do not know the answer to a question, you truthfully say you do not know. Here is the history of the current conversation you are having with your user: \\nuser: test bot\\nassistant: \\n. And here is some context which may or may not help you answer the following question: Conversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided text is a collection of unrelated sentences or phrases from different individuals. However, I will try to extract any potential customer support-related topics or issues from the conversation.\\n\\nThe conversation seems to be fragmented and lacks a clear context, but some phrases that could be related to customer support include:\\n\\n* \\\"Cost institution wrong me\\\" (Linda Hernandez), which might indicate a billing or payment issue.\\n* \\\"Issue\\\" (Becky Jones), which could be a generic term for a problem or concern.\\n* \\\"Question\\\" (Kevin Rogers), which might imply that someone has an inquiry or needs assistance.\\n\\nUnfortunately, without more context or information, it's difficult to provide a more detailed summary or identify a specific resolution to any issues. If you have any further details or a more coherent conversation transcript, I'd be happy to try and assist you in generating a summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\n. Answer directly, do not repeat the question, do not start with something like: the answer to the question, do not add AI in front of your answer, do not say: here is the answer, do not mention the context or the question. Based on this context, answer this question: hi\", \"type\": \"StringPromptValue\"}"},"events":[]},{"name":"ChatDatabricks","context":{"span_id":"0xe7e96a0a3d74c6b1","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xff42b1a24603efcf","start_time":1741213469051593164,"end_time":1741213469339885108,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAT_MODEL\"","invocation_params":"{\"target_uri\": \"databricks\", \"endpoint\": \"databricks-meta-llama-3-3-70b-instruct\", \"temperature\": 0.0, \"n\": 1, \"stop\": null, \"max_tokens\": null, \"extra_params\": {\"max_tokens\": 1500, \"temperature\": 0.01}, \"_type\": \"databricks-chat\"}","options":"{\"stop\": null}","batch_size":"1","metadata":"{\"ls_provider\": \"databricks\", \"ls_model_type\": \"chat\", \"ls_temperature\": 0.0}","mlflow.spanInputs":"[[{\"content\": \"You are a trusted AI assistant that helps answer questions based only on the provided information. If you do not know the answer to a question, you truthfully say you do not know. Here is the history of the current conversation you are having with your user: \\nuser: test bot\\nassistant: \\n. And here is some context which may or may not help you answer the following question: Conversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided text is a collection of unrelated sentences or phrases from different individuals. However, I will try to extract any potential customer support-related topics or issues from the conversation.\\n\\nThe conversation seems to be fragmented and lacks a clear context, but some phrases that could be related to customer support include:\\n\\n* \\\"Cost institution wrong me\\\" (Linda Hernandez), which might indicate a billing or payment issue.\\n* \\\"Issue\\\" (Becky Jones), which could be a generic term for a problem or concern.\\n* \\\"Question\\\" (Kevin Rogers), which might imply that someone has an inquiry or needs assistance.\\n\\nUnfortunately, without more context or information, it's difficult to provide a more detailed summary or identify a specific resolution to any issues. If you have any further details or a more coherent conversation transcript, I'd be happy to try and assist you in generating a summary.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\n. Answer directly, do not repeat the question, do not start with something like: the answer to the question, do not add AI in front of your answer, do not say: here is the answer, do not mention the context or the question. Based on this context, answer this question: hi\", \"additional_kwargs\": {}, \"response_metadata\": {}, \"type\": \"human\", \"name\": null, \"id\": null, \"example\": false}]]","mlflow.spanOutputs":"{\"generations\": [[{\"text\": \"Hello\", \"generation_info\": {\"finish_reason\": \"stop\"}, \"type\": \"ChatGenerationChunk\", \"message\": {\"content\": \"Hello\", \"additional_kwargs\": {}, \"response_metadata\": {\"finish_reason\": \"stop\"}, \"type\": \"AIMessageChunk\", \"name\": null, \"id\": \"run-104ab179-240f-45b6-8c49-a44a5e496cc5\", \"example\": false, \"tool_calls\": [], \"invalid_tool_calls\": [], \"usage_metadata\": null, \"tool_call_chunks\": []}}]], \"llm_output\": null, \"run\": null}"},"events":[]},{"name":"StrOutputParser","context":{"span_id":"0x71e84e19491ab968","trace_id":"0xbb9177f6413087b07814fd72f4337cb1"},"parent_id":"0xff42b1a24603efcf","start_time":1741213469291441595,"end_time":1741213469340263912,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"90f7c7b9-bf7a-48f1-8bdb-0599145b3cfe\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"content\": \"Hello\", \"additional_kwargs\": {}, \"response_metadata\": {\"finish_reason\": \"stop\"}, \"type\": \"AIMessageChunk\", \"name\": null, \"id\": \"run-104ab179-240f-45b6-8c49-a44a5e496cc5\", \"example\": false, \"tool_calls\": [], \"invalid_tool_calls\": [], \"usage_metadata\": null, \"tool_call_chunks\": []}","mlflow.spanOutputs":"\"Hello\""},"events":[]}],"request":"{\"messages\": [{\"role\": \"user\", \"content\": \"test bot\"}, {\"role\": \"assistant\", \"content\": \"\"}, {\"role\": \"user\", \"content\": \"hi\"}]}","response":"\"Hello\""}} Hello List(List(This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge: * There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee. * The statements touch on various topics, including: + Work and team-related issues (e.g., "team building", "represent", "manager") + Personal and emotional themes (e.g., "happy", "worry", "pressure") + Abstract concepts (e.g., "evidence", "mission", "story") + Everyday life and activities (e.g., "travel", "music", "treatment") + Industry and technology (e.g., "quality technology", "industry") * There is no clear issue or problem being discussed, and no resolution or solution is presented. Overall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it., null), List(I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation. However, I'll attempt to provide a summary based on the content: The conversation seems to touch on various topics, including: * General statements and phrases that don't form a coherent discussion * References to movement, progress, and difficulty * Mentions of medical and health-related topics * Comments on research, news, and current events * Statements about markets, population, and taxation It's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further., null), List(It appears that the provided text is a collection of unrelated sentences or phrases from different individuals. However, I will try to extract any potential customer support-related topics or issues from the conversation. The conversation seems to be fragmented and lacks a clear context, but some phrases that could be related to customer support include: * "Cost institution wrong me" (Linda Hernandez), which might indicate a billing or payment issue. * "Issue" (Becky Jones), which could be a generic term for a problem or concern. * "Question" (Kevin Rogers), which might imply that someone has an inquiry or needs assistance. Unfortunately, without more context or information, it's difficult to provide a more detailed summary or identify a specific resolution to any issues. If you have any further details or a more coherent conversation transcript, I'd be happy to try and assist you in generating a summary., null)) positive
whats your favorite food I do not know. {"info":{"request_id":"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa","experiment_id":null,"timestamp_ms":1741214297973,"execution_time_ms":681,"status":"OK","request_metadata":{"mlflow.trace_schema.version":"2","app_version_id":"models:/dbr_ragchat.gold.dbrx_ragchat/3","is_truncated":false},"tags":{"retrievers":"[{\"doc_uri\": null, \"name\": \"retriever\", \"other_columns\": [], \"primary_key\": \"id\", \"text_column\": \"summary\"}]"}},"data":{"spans":[{"name":"RunnableSequence_1","context":{"span_id":"0x055b9731a5c8016b","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":null,"start_time":1741214297973248828,"end_time":1741214298654829817,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite food\"}]}","mlflow.spanOutputs":"\"I do not know.\""},"events":[]},{"name":"RunnableParallel","context":{"span_id":"0x9ee68cb7249563ce","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x055b9731a5c8016b","start_time":1741214297974615560,"end_time":1741214298413187975,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite food\"}]}","mlflow.spanOutputs":"{\"question\": \"whats your favorite food\", \"chat_history\": \"\\n\", \"context\": \"Conversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n\"}"},"events":[]},{"name":"RunnableSequence_2","context":{"span_id":"0x95b90e17073c58bf","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x9ee68cb7249563ce","start_time":1741214297975348866,"end_time":1741214297981957156,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite food\"}]}","mlflow.spanOutputs":"\"whats your favorite food\""},"events":[]},{"name":"RunnableSequence_3","context":{"span_id":"0x0c35a1a8094bc844","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x9ee68cb7249563ce","start_time":1741214297975768869,"end_time":1741214298412851202,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite food\"}]}","mlflow.spanOutputs":"\"Conversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n\""},"events":[]},{"name":"RunnableLambda_1","context":{"span_id":"0x736be8ae9757236f","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x95b90e17073c58bf","start_time":1741214297976379531,"end_time":1741214297978032060,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite food\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"whats your favorite food\"}]"},"events":[]},{"name":"extract_user_query_string","context":{"span_id":"0xc207630f98942a92","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x95b90e17073c58bf","start_time":1741214297977807462,"end_time":1741214297981902731,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"whats your favorite food\"}]","mlflow.spanOutputs":"\"whats your favorite food\""},"events":[]},{"name":"RunnableSequence_4","context":{"span_id":"0x6a59f28f7b014593","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x9ee68cb7249563ce","start_time":1741214297978663164,"end_time":1741214297982877237,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite food\"}]}","mlflow.spanOutputs":"\"\\n\""},"events":[]},{"name":"RunnableLambda_2","context":{"span_id":"0xc6eccf663dda6764","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x0c35a1a8094bc844","start_time":1741214297978924415,"end_time":1741214297979831091,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite food\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"whats your favorite food\"}]"},"events":[]},{"name":"combine_all_messages_for_vector_search","context":{"span_id":"0x007518c41408e83c","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x0c35a1a8094bc844","start_time":1741214297979643451,"end_time":1741214297979921218,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"whats your favorite food\"}]","mlflow.spanOutputs":"\"\\nwhats your favorite food\""},"events":[]},{"name":"RunnableLambda_3","context":{"span_id":"0x502768cdcd9d812e","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x6a59f28f7b014593","start_time":1741214297980871530,"end_time":1741214297981786349,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite food\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"whats your favorite food\"}]"},"events":[]},{"name":"extract_previous_messages","context":{"span_id":"0xab2823916baa85d8","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x6a59f28f7b014593","start_time":1741214297981563039,"end_time":1741214297982811971,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"whats your favorite food\"}]","mlflow.spanOutputs":"\"\\n\""},"events":[]},{"name":"VectorStoreRetriever","context":{"span_id":"0xdd43f33cc34f913c","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x0c35a1a8094bc844","start_time":1741214297982434027,"end_time":1741214298411707863,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"RETRIEVER\"","metadata":"{\"ls_retriever_name\": \"vectorstore\", \"ls_vector_store_provider\": \"DatabricksVectorSearch\"}","mlflow.spanInputs":"\"\\nwhats your favorite food\"","mlflow.spanOutputs":"[{\"page_content\": \"I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\", \"metadata\": {\"id\": \"fda5269a-1ede-4c2d-8d7b-24a0052b279d\"}, \"id\": null}, {\"page_content\": \"I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\", \"metadata\": {\"id\": \"fbc67349-8c80-4c37-847b-a894431c16e0\"}, \"id\": null}, {\"page_content\": \"It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\", \"metadata\": {\"id\": \"fef8b8ca-aa7c-4934-a2e8-257d9ec8ff88\"}, \"id\": null}, {\"page_content\": \"I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\", \"metadata\": {\"id\": \"fed7424d-4539-477e-a0e2-585f60d51a94\"}, \"id\": null}]"},"events":[]},{"name":"format_context","context":{"span_id":"0x30e23090e0a921f1","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x0c35a1a8094bc844","start_time":1741214298412035253,"end_time":1741214298412741378,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"id\": null, \"metadata\": {\"id\": \"fda5269a-1ede-4c2d-8d7b-24a0052b279d\"}, \"page_content\": \"I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fbc67349-8c80-4c37-847b-a894431c16e0\"}, \"page_content\": \"I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fef8b8ca-aa7c-4934-a2e8-257d9ec8ff88\"}, \"page_content\": \"It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fed7424d-4539-477e-a0e2-585f60d51a94\"}, \"page_content\": \"I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\", \"type\": \"Document\"}]","mlflow.spanOutputs":"\"Conversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n\""},"events":[]},{"name":"PromptTemplate","context":{"span_id":"0xb176d0025b9b737e","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x055b9731a5c8016b","start_time":1741214298414008550,"end_time":1741214298414356576,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"question\": \"whats your favorite food\", \"chat_history\": \"\\n\", \"context\": \"Conversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n\"}","mlflow.spanOutputs":"{\"text\": \"You are a trusted AI assistant that helps answer questions based only on the provided information. If you do not know the answer to a question, you truthfully say you do not know. Here is the history of the current conversation you are having with your user: \\n. And here is some context which may or may not help you answer the following question: Conversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n. Answer directly, do not repeat the question, do not start with something like: the answer to the question, do not add AI in front of your answer, do not say: here is the answer, do not mention the context or the question. Based on this context, answer this question: whats your favorite food\", \"type\": \"StringPromptValue\"}"},"events":[]},{"name":"ChatDatabricks","context":{"span_id":"0x72f7e9285dea223a","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x055b9731a5c8016b","start_time":1741214298415124509,"end_time":1741214298654330132,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAT_MODEL\"","invocation_params":"{\"target_uri\": \"databricks\", \"endpoint\": \"databricks-meta-llama-3-3-70b-instruct\", \"temperature\": 0.0, \"n\": 1, \"stop\": null, \"max_tokens\": null, \"extra_params\": {\"max_tokens\": 1500, \"temperature\": 0.01}, \"_type\": \"databricks-chat\"}","options":"{\"stop\": null}","batch_size":"1","metadata":"{\"ls_provider\": \"databricks\", \"ls_model_type\": \"chat\", \"ls_temperature\": 0.0}","mlflow.spanInputs":"[[{\"content\": \"You are a trusted AI assistant that helps answer questions based only on the provided information. If you do not know the answer to a question, you truthfully say you do not know. Here is the history of the current conversation you are having with your user: \\n. And here is some context which may or may not help you answer the following question: Conversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\nConversation Summary: I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions.\\n\\nIf I had to provide a summary, I would say that the conversation touches on vague themes such as:\\n\\n* Personal growth and development\\n* Environment and nature\\n* Art and creativity\\n* Society and organization\\n* Health and well-being\\n\\nHowever, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further.\\nConversation Summary: It appears that the provided text is a collection of unrelated phrases and sentences from multiple individuals. To generate a concise summary, I'll attempt to identify any common themes or topics discussed:\\n\\n* Multiple users mentioned \\\"dog\\\" (Julie Blake and Angela Hampton), which might indicate a concern or discussion about pets.\\n* Some users mentioned topics related to education or learning, such as \\\"school\\\" (Julie Blake), \\\"science\\\" (Angela Hampton), and \\\"college\\\" (Angela Hampton).\\n* There are also mentions of broader topics like \\\"economy\\\" (Julie Blake), \\\"politics\\\" (Lisa Sims), and \\\"company\\\" (Angela Hampton).\\n* A few users mentioned \\\"employee\\\" (Lisa Sims), which could indicate a work-related issue or concern.\\n\\nHowever, without more context or coherent conversations, it's challenging to provide a detailed summary. If you could provide the actual chat conversations or more structured text, I'd be happy to assist you in generating a more informative summary.\\nConversation Summary: I've analyzed the chat conversation, and it appears to be a collection of unrelated and disjointed statements from multiple users. However, I'll attempt to extract some key topics and themes:\\n\\n**Main topics:**\\n\\n1. **Unclear discussions**: The conversation seems to be lacking coherence, with users making statements that don't seem to relate to each other.\\n2. **Random words and phrases**: Users are mentioning various words and phrases, such as \\\"police\\\", \\\"race\\\", \\\"song\\\", \\\"painting\\\", \\\"game\\\", \\\"TV\\\", \\\"dinner\\\", \\\"Congress\\\", and \\\"federal\\\", without any clear context.\\n3. **Positive and negative sentiments**: Some users express positive sentiments, like \\\"enjoy\\\" and \\\"happy\\\", while others mention negative aspects, such as \\\"poor service\\\".\\n\\n**Key issues:**\\n\\n1. **Lack of clarity**: The conversation is difficult to follow due to the disjointed nature of the statements.\\n2. **No clear resolution**: There is no apparent resolution or conclusion to the conversation.\\n\\n**Summary:**\\nThe conversation is a collection of unrelated statements from multiple users, making it challenging to identify a clear topic or issue. The discussion lacks coherence, and there is no apparent resolution. If you'd like to provide more context or clarify the purpose of the conversation, I'd be happy to help further.\\n. Answer directly, do not repeat the question, do not start with something like: the answer to the question, do not add AI in front of your answer, do not say: here is the answer, do not mention the context or the question. Based on this context, answer this question: whats your favorite food\", \"additional_kwargs\": {}, \"response_metadata\": {}, \"type\": \"human\", \"name\": null, \"id\": null, \"example\": false}]]","mlflow.spanOutputs":"{\"generations\": [[{\"text\": \"I do not know.\", \"generation_info\": {\"finish_reason\": \"stop\"}, \"type\": \"ChatGenerationChunk\", \"message\": {\"content\": \"I do not know.\", \"additional_kwargs\": {}, \"response_metadata\": {\"finish_reason\": \"stop\"}, \"type\": \"AIMessageChunk\", \"name\": null, \"id\": \"run-c1732ae4-55a2-4aa3-9644-89eca3723c2f\", \"example\": false, \"tool_calls\": [], \"invalid_tool_calls\": [], \"usage_metadata\": null, \"tool_call_chunks\": []}}]], \"llm_output\": null, \"run\": null}"},"events":[]},{"name":"StrOutputParser","context":{"span_id":"0x036d1b26214bd649","trace_id":"0x4f7eb7b0c34b93e5acf14ddb18973882"},"parent_id":"0x055b9731a5c8016b","start_time":1741214298581456590,"end_time":1741214298654730020,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"09e0fea7-b250-4b4d-a3b4-a1d11a4f5cfa\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"content\": \"I do not know.\", \"additional_kwargs\": {}, \"response_metadata\": {\"finish_reason\": \"stop\"}, \"type\": \"AIMessageChunk\", \"name\": null, \"id\": \"run-c1732ae4-55a2-4aa3-9644-89eca3723c2f\", \"example\": false, \"tool_calls\": [], \"invalid_tool_calls\": [], \"usage_metadata\": null, \"tool_call_chunks\": []}","mlflow.spanOutputs":"\"I do not know.\""},"events":[]}],"request":"{\"messages\": [{\"role\": \"user\", \"content\": \"whats your favorite food\"}]}","response":"\"I do not know.\""}} I do not know. List(List(I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed. That being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including: * Personal and financial situations (Kaitlyn Gill mentions "financial cost" and "dinner") * Career and professional development (Amy Reyes mentions "senior hair opportunity" and "executive degree") * Business and economics (Douglas Calderon mentions "economy" and "technology") * Personal growth and self-improvement (David Young mentions "history" and "fight value") However, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary., null), List(I've analyzed the conversation, but it appears to be a collection of unrelated and somewhat nonsensical phrases. There doesn't seem to be a coherent discussion or topic being addressed. The language used is often fragmented and open to interpretation, making it challenging to identify key issues or resolutions. If I had to provide a summary, I would say that the conversation touches on vague themes such as: * Personal growth and development * Environment and nature * Art and creativity * Society and organization * Health and well-being However, without more context or clear topics of discussion, it's difficult to provide a meaningful summary. If you could provide more information about the conversation or clarify the topics being discussed, I'd be happy to try and assist further., null)) positive
do you like donuts? I do not know. {"info":{"request_id":"823ba118-ddf3-4d04-999b-b1203b946238","experiment_id":null,"timestamp_ms":1741213713821,"execution_time_ms":938,"status":"OK","request_metadata":{"mlflow.trace_schema.version":"2","app_version_id":"models:/dbr_ragchat.gold.dbrx_ragchat/3","is_truncated":false},"tags":{"retrievers":"[{\"doc_uri\": null, \"name\": \"retriever\", \"other_columns\": [], \"primary_key\": \"id\", \"text_column\": \"summary\"}]"}},"data":{"spans":[{"name":"RunnableSequence_1","context":{"span_id":"0xb70539dfddb61810","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":null,"start_time":1741213713821033644,"end_time":1741213714759691640,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"do you like donuts?\"}]}","mlflow.spanOutputs":"\"I do not know.\""},"events":[]},{"name":"RunnableParallel","context":{"span_id":"0xa6ca151539d51c47","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xb70539dfddb61810","start_time":1741213713827791467,"end_time":1741213714301388723,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"do you like donuts?\"}]}","mlflow.spanOutputs":"{\"question\": \"do you like donuts?\", \"chat_history\": \"\\n\", \"context\": \"Conversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n\"}"},"events":[]},{"name":"RunnableSequence_2","context":{"span_id":"0x52d79488255681f3","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xa6ca151539d51c47","start_time":1741213713828823990,"end_time":1741213714301052796,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"do you like donuts?\"}]}","mlflow.spanOutputs":"\"Conversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n\""},"events":[]},{"name":"RunnableSequence_3","context":{"span_id":"0xb6fbf8c271d718ca","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xa6ca151539d51c47","start_time":1741213713829379695,"end_time":1741213713832752792,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"do you like donuts?\"}]}","mlflow.spanOutputs":"\"do you like donuts?\""},"events":[]},{"name":"RunnableLambda_1","context":{"span_id":"0xe94efd9faa44cbf7","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xb6fbf8c271d718ca","start_time":1741213713830298478,"end_time":1741213713831643141,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"do you like donuts?\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"do you like donuts?\"}]"},"events":[]},{"name":"extract_user_query_string","context":{"span_id":"0x325cdc4ede8d0294","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xb6fbf8c271d718ca","start_time":1741213713831326799,"end_time":1741213713832660672,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"do you like donuts?\"}]","mlflow.spanOutputs":"\"do you like donuts?\""},"events":[]},{"name":"RunnableSequence_4","context":{"span_id":"0xd65bf36af732aabd","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xa6ca151539d51c47","start_time":1741213713832221845,"end_time":1741213713835141245,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"do you like donuts?\"}]}","mlflow.spanOutputs":"\"\\n\""},"events":[]},{"name":"RunnableLambda_2","context":{"span_id":"0x4e18118a8a7c09c4","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xd65bf36af732aabd","start_time":1741213713833445966,"end_time":1741213713834540466,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"do you like donuts?\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"do you like donuts?\"}]"},"events":[]},{"name":"extract_previous_messages","context":{"span_id":"0x8898bd4437114b29","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xd65bf36af732aabd","start_time":1741213713834290987,"end_time":1741213713835056343,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"do you like donuts?\"}]","mlflow.spanOutputs":"\"\\n\""},"events":[]},{"name":"RunnableLambda_3","context":{"span_id":"0xe3ed906bc70302e8","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0x52d79488255681f3","start_time":1741213713835851922,"end_time":1741213713836916234,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"messages\": [{\"role\": \"user\", \"content\": \"do you like donuts?\"}]}","mlflow.spanOutputs":"[{\"role\": \"user\", \"content\": \"do you like donuts?\"}]"},"events":[]},{"name":"combine_all_messages_for_vector_search","context":{"span_id":"0x421d459fc4c48ba2","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0x52d79488255681f3","start_time":1741213713836675256,"end_time":1741213713837032694,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"role\": \"user\", \"content\": \"do you like donuts?\"}]","mlflow.spanOutputs":"\"\\ndo you like donuts?\""},"events":[]},{"name":"VectorStoreRetriever","context":{"span_id":"0x59d57b216161b036","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0x52d79488255681f3","start_time":1741213713837952206,"end_time":1741213714299905403,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"RETRIEVER\"","metadata":"{\"ls_retriever_name\": \"vectorstore\", \"ls_vector_store_provider\": \"DatabricksVectorSearch\"}","mlflow.spanInputs":"\"\\ndo you like donuts?\"","mlflow.spanOutputs":"[{\"page_content\": \"I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\", \"metadata\": {\"id\": \"fd4e1689-1dd0-4a31-a461-7a9a032229ad\"}, \"id\": null}, {\"page_content\": \"It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\", \"metadata\": {\"id\": \"fdf3b5e0-fed3-4cf7-9822-2cfb4af580fb\"}, \"id\": null}, {\"page_content\": \"This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\", \"metadata\": {\"id\": \"fccb0706-e22c-4abd-b146-eb21d2598ba2\"}, \"id\": null}, {\"page_content\": \"I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\", \"metadata\": {\"id\": \"fda5269a-1ede-4c2d-8d7b-24a0052b279d\"}, \"id\": null}]"},"events":[]},{"name":"format_context","context":{"span_id":"0x5cbd7dc88c6bffa5","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0x52d79488255681f3","start_time":1741213714300241067,"end_time":1741213714300946066,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"[{\"id\": null, \"metadata\": {\"id\": \"fd4e1689-1dd0-4a31-a461-7a9a032229ad\"}, \"page_content\": \"I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fdf3b5e0-fed3-4cf7-9822-2cfb4af580fb\"}, \"page_content\": \"It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fccb0706-e22c-4abd-b146-eb21d2598ba2\"}, \"page_content\": \"This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\", \"type\": \"Document\"}, {\"id\": null, \"metadata\": {\"id\": \"fda5269a-1ede-4c2d-8d7b-24a0052b279d\"}, \"page_content\": \"I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\", \"type\": \"Document\"}]","mlflow.spanOutputs":"\"Conversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n\""},"events":[]},{"name":"PromptTemplate","context":{"span_id":"0x83af7103d08da2ed","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xb70539dfddb61810","start_time":1741213714302194541,"end_time":1741213714302542827,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"question\": \"do you like donuts?\", \"chat_history\": \"\\n\", \"context\": \"Conversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n\"}","mlflow.spanOutputs":"{\"text\": \"You are a trusted AI assistant that helps answer questions based only on the provided information. If you do not know the answer to a question, you truthfully say you do not know. Here is the history of the current conversation you are having with your user: \\n. And here is some context which may or may not help you answer the following question: Conversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n. Answer directly, do not repeat the question, do not start with something like: the answer to the question, do not add AI in front of your answer, do not say: here is the answer, do not mention the context or the question. Based on this context, answer this question: do you like donuts?\", \"type\": \"StringPromptValue\"}"},"events":[]},{"name":"ChatDatabricks","context":{"span_id":"0x33074cb6d75ec629","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xb70539dfddb61810","start_time":1741213714303336257,"end_time":1741213714759233400,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAT_MODEL\"","invocation_params":"{\"target_uri\": \"databricks\", \"endpoint\": \"databricks-meta-llama-3-3-70b-instruct\", \"temperature\": 0.0, \"n\": 1, \"stop\": null, \"max_tokens\": null, \"extra_params\": {\"max_tokens\": 1500, \"temperature\": 0.01}, \"_type\": \"databricks-chat\"}","options":"{\"stop\": null}","batch_size":"1","metadata":"{\"ls_provider\": \"databricks\", \"ls_model_type\": \"chat\", \"ls_temperature\": 0.0}","mlflow.spanInputs":"[[{\"content\": \"You are a trusted AI assistant that helps answer questions based only on the provided information. If you do not know the answer to a question, you truthfully say you do not know. Here is the history of the current conversation you are having with your user: \\n. And here is some context which may or may not help you answer the following question: Conversation Summary: I've reviewed the conversation, but I must note that the text appears to be a jumbled collection of unrelated phrases and sentences. It doesn't resemble a typical customer support conversation.\\n\\nHowever, I'll attempt to provide a summary based on the content:\\n\\nThe conversation seems to touch on various topics, including:\\n\\n* General statements and phrases that don't form a coherent discussion\\n* References to movement, progress, and difficulty\\n* Mentions of medical and health-related topics\\n* Comments on research, news, and current events\\n* Statements about markets, population, and taxation\\n\\nIt's challenging to identify any specific issues, concerns, or resolutions from this conversation, as the text lacks context and clarity. If you could provide more information or a clearer conversation transcript, I'd be happy to try and assist you further.\\nConversation Summary: It appears that the provided conversation is not a traditional customer support chat conversation, but rather a collection of seemingly unrelated phrases and sentences. However, I will attempt to summarize the key topics and themes that emerge from the conversation:\\n\\n* The conversation touches on various topics, including elections, organizations, culture, environment, and management.\\n* There are mentions of abstract concepts, such as \\\"quality organization,\\\" \\\"model culture,\\\" and \\\"environmental economy.\\\"\\n* Some phrases appear to be related to everyday objects or scenes, like \\\"cup,\\\" \\\"glass,\\\" \\\"kitchen,\\\" and \\\"paper.\\\"\\n* The tone of the conversation is unclear, but it seems to be a mix of vague statements and nonsensical phrases.\\n\\nIt's difficult to identify a specific issue or resolution from this conversation, as the language used is somewhat incoherent and lacks context. If you could provide more information about the conversation or clarify the goals of the participants, I may be able to provide a more accurate summary.\\nConversation Summary: This conversation appears to be a collection of unrelated and disjointed statements from multiple individuals. It does not resemble a typical customer support chat conversation. However, I will attempt to summarize the key topics and themes that emerge:\\n\\n* There are multiple participants in the conversation, including Matthew Williams, James Davis, Megan Murphy, Mandy Delacruz, Stephanie Peterson, and Kayla Lee.\\n* The statements touch on various topics, including:\\n\\t+ Work and team-related issues (e.g., \\\"team building\\\", \\\"represent\\\", \\\"manager\\\")\\n\\t+ Personal and emotional themes (e.g., \\\"happy\\\", \\\"worry\\\", \\\"pressure\\\")\\n\\t+ Abstract concepts (e.g., \\\"evidence\\\", \\\"mission\\\", \\\"story\\\")\\n\\t+ Everyday life and activities (e.g., \\\"travel\\\", \\\"music\\\", \\\"treatment\\\")\\n\\t+ Industry and technology (e.g., \\\"quality technology\\\", \\\"industry\\\")\\n* There is no clear issue or problem being discussed, and no resolution or solution is presented.\\n\\nOverall, this conversation appears to be a jumbled collection of statements without a clear context or purpose. If you could provide more information or a typical customer support chat conversation, I would be happy to assist with summarizing it.\\nConversation Summary: I'm happy to help you summarize this conversation! However, I must point out that the conversation appears to be quite disorganized and lacks coherence. The language used by the participants seems to be fragmented and unclear, making it challenging to identify the key topics, issues, or resolutions discussed.\\n\\nThat being said, I'll attempt to provide a general summary of the conversation. It appears that the participants are discussing various topics, including:\\n\\n* Personal and financial situations (Kaitlyn Gill mentions \\\"financial cost\\\" and \\\"dinner\\\")\\n* Career and professional development (Amy Reyes mentions \\\"senior hair opportunity\\\" and \\\"executive degree\\\")\\n* Business and economics (Douglas Calderon mentions \\\"economy\\\" and \\\"technology\\\")\\n* Personal growth and self-improvement (David Young mentions \\\"history\\\" and \\\"fight value\\\")\\n\\nHowever, without more context or clearer language, it's difficult to provide a more detailed summary of the conversation. If you have any additional information or clarification on the conversation, I'd be happy to try and provide a more accurate summary.\\n. Answer directly, do not repeat the question, do not start with something like: the answer to the question, do not add AI in front of your answer, do not say: here is the answer, do not mention the context or the question. Based on this context, answer this question: do you like donuts?\", \"additional_kwargs\": {}, \"response_metadata\": {}, \"type\": \"human\", \"name\": null, \"id\": null, \"example\": false}]]","mlflow.spanOutputs":"{\"generations\": [[{\"text\": \"I do not know.\", \"generation_info\": {\"finish_reason\": \"stop\"}, \"type\": \"ChatGenerationChunk\", \"message\": {\"content\": \"I do not know.\", \"additional_kwargs\": {}, \"response_metadata\": {\"finish_reason\": \"stop\"}, \"type\": \"AIMessageChunk\", \"name\": null, \"id\": \"run-0d542423-8c04-4663-9ce5-3eabc535876c\", \"example\": false, \"tool_calls\": [], \"invalid_tool_calls\": [], \"usage_metadata\": null, \"tool_call_chunks\": []}}]], \"llm_output\": null, \"run\": null}"},"events":[]},{"name":"StrOutputParser","context":{"span_id":"0xb503a2c2e16b59f1","trace_id":"0x64fa18b5c1f1a7f224b4f061b5f80c63"},"parent_id":"0xb70539dfddb61810","start_time":1741213714533441450,"end_time":1741213714759616530,"status_code":"OK","status_message":"","attributes":{"mlflow.traceRequestId":"\"823ba118-ddf3-4d04-999b-b1203b946238\"","mlflow.spanType":"\"CHAIN\"","mlflow.spanInputs":"{\"content\": \"I do not know.\", \"additional_kwargs\": {}, \"response_metadata\": {\"finish_reason\": \"stop\"}, \"type\": \"AIMessageChunk\", \"name\": null, \"id\": \"run-0d542423-8c04-4663-9ce5-3eabc535876c\", \"example\": false, \"tool_calls\": [], \"invalid_tool_calls\": [], \"usage_metadata\": null, \"tool_call_chunks\": []}","mlflow.spanOutputs":"\"I do not know.\""},"events":[]}],"request":"{\"messages\": [{\"role\": \"user\", \"content\": \"do you like donuts?\"}]}","response":"\"I do not know.\""}} null List() negative

Run the evaluation

result = mlflow.evaluate(
    data=requests_with_feedback_pdf,
    model_type="databricks-agent",
)
result_df = result.tables["eval_results"]
2025/03/07 18:42:44 WARNING mlflow.metrics.metric_definitions: Cannot calculate metric 'recall_at_k' for non-arraylike of string or int inputs. Non-arraylike of strings/ints found for the column specified by the `predictions` parameter or the model output column on row 0, value [None, None, None, None]. Skipping metric logging.
2025/03/07 18:42:44 WARNING mlflow.metrics.metric_definitions: Cannot calculate metric 'recall_at_k' for non-arraylike of string or int inputs. Non-arraylike of strings/ints found for the column specified by the `predictions` parameter or the model output column on row 0, value [None, None, None, None]. Skipping metric logging.
2025/03/07 18:42:45 WARNING mlflow.metrics.metric_definitions: Cannot calculate metric 'recall_at_k' for non-arraylike of string or int inputs. Non-arraylike of strings/ints found for the column specified by the `predictions` parameter or the model output column on row 0, value [None, None, None, None]. Skipping metric logging.
2025/03/07 18:42:46 WARNING mlflow.metrics.metric_definitions: Cannot calculate metric 'recall_at_k' for non-arraylike of string or int inputs. Non-arraylike of strings/ints found for the column specified by the `predictions` parameter or the model output column on row 0, value [None, None, None, None]. Skipping metric logging.
Evaluation output