mirror of
https://github.com/langgenius/dify-docs.git
synced 2026-03-26 13:18:34 +07:00
597 lines
14 KiB
Plaintext
597 lines
14 KiB
Plaintext
---
|
|
title: Integrate with Phoenix
|
|
sidebarTitle: Phoenix
|
|
---
|
|
|
|
|
|
### What is Phoenix
|
|
|
|
Open-source & OpenTelemetry-based observability, evaluation, prompt engineering and experimentation platform for your LLM workflows and agents.
|
|
|
|
<Info>
|
|
For more details, please refer to [Phoenix](https://phoenix.arize.com).
|
|
</Info>
|
|
|
|
***
|
|
|
|
### How to Configure Phoenix
|
|
|
|
#### 1. Register/Login to [Phoenix](https://app.arize.com/auth/phoenix/signup)
|
|
|
|
#### 2. Get your Phoenix API Key
|
|
|
|
Retrieve your Phoenix API Key from the user menu at the top-right. Click on **API Key**, then on the API Key to copy it:
|
|
|
|

|
|
|
|
#### 3. Integrating Phoenix with Dify
|
|
|
|
Configure Phoenix in the Dify application. Open the application you need to monitor, open **Monitoring** in the side menu, and select **Tracing app performance** on the page.
|
|
|
|

|
|
|
|
After clicking configure, paste the **API Key** and **project name** created in Phoenix into the configuration and save.
|
|
|
|

|
|
|
|
Once successfully saved, you can view the monitoring status on the current page.
|
|
|
|

|
|
|
|
### How to Configure Phoenix Cloud
|
|
|
|
#### 1. Register/Login to [Phoenix Cloud](https://app.arize.com/auth/phoenix/signup)
|
|
|
|
#### 2. Create your Phoenix Space
|
|
|
|
You can create your Phoenix Space from the user menu at the top-right. Click on **Create Space**, then provide a unique URL identifier for your space:
|
|
|
|

|
|
|
|
Once successfully saved, you can view the space status on the overview page.
|
|
|
|

|
|
|
|
#### 3. Create your Phoenix API Key
|
|
|
|
After launching your space, you can create your Phoenix API Key from the **Settings** option in the user menu at the bottom-left. Click on **System Key**, then provide a name for your Phoenix API Key:
|
|
|
|

|
|
|
|
#### 4. Integrating Phoenix Cloud with Dify
|
|
|
|
Configure Phoenix in the Dify application. Open the application you need to monitor, open **Monitoring** in the side menu, and select **Tracing app performance** on the page.
|
|
|
|

|
|
|
|
After clicking configure, paste the **API Key** and **project name** along with **Space Hostname** created in Phoenix Cloud into the configuration and save.
|
|
|
|

|
|
|
|
Once successfully saved, you can view the monitoring status on the current page.
|
|
|
|

|
|
|
|
### Monitoring Data List
|
|
|
|
#### **Workflow/Chatflow Trace Information**
|
|
|
|
**Used to track workflows and chatflows**
|
|
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Workflow</th>
|
|
<th>Phoenix Trace</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>workflow_app_log_id/workflow_run_id</td>
|
|
<td>id</td>
|
|
</tr>
|
|
<tr>
|
|
<td>user_session_id</td>
|
|
<td>- placed in metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>{"workflow_{id}"}</td>
|
|
<td>name</td>
|
|
</tr>
|
|
<tr>
|
|
<td>start_time</td>
|
|
<td>start_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>end_time</td>
|
|
<td>end_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>inputs</td>
|
|
<td>inputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>outputs</td>
|
|
<td>outputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>Model token consumption</td>
|
|
<td>usage_metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>metadata</td>
|
|
<td>metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>error</td>
|
|
<td>error</td>
|
|
</tr>
|
|
<tr>
|
|
<td>\[workflow]</td>
|
|
<td>tags</td>
|
|
</tr>
|
|
<tr>
|
|
<td>"conversation_id/none for workflow"</td>
|
|
<td>conversation_id in metadata</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
**Workflow Trace Info**
|
|
|
|
- workflow_id - Unique identifier of the workflow
|
|
- conversation_id - Conversation ID
|
|
- workflow_run_id - ID of the current run
|
|
- tenant_id - Tenant ID
|
|
- elapsed_time - Time taken for the current run
|
|
- status - Run status
|
|
- version - Workflow version
|
|
- total_tokens - Total tokens used in the current run
|
|
- file_list - List of processed files
|
|
- triggered_from - Source that triggered the current run
|
|
- workflow_run_inputs - Input data for the current run
|
|
- workflow_run_outputs - Output data for the current run
|
|
- error - Errors encountered during the current run
|
|
- query - Query used during the run
|
|
- workflow_app_log_id - Workflow application log ID
|
|
- message_id - Associated message ID
|
|
- start_time - Start time of the run
|
|
- end_time - End time of the run
|
|
- workflow node executions - Information about workflow node executions
|
|
- Metadata
|
|
- workflow_id - Unique identifier of the workflow
|
|
- conversation_id - Conversation ID
|
|
- workflow_run_id - ID of the current run
|
|
- tenant_id - Tenant ID
|
|
- elapsed_time - Time taken for the current run
|
|
- status - Run status
|
|
- version - Workflow version
|
|
- total_tokens - Total tokens used in the current run
|
|
- file_list - List of processed files
|
|
- triggered_from - Source that triggered the current run
|
|
|
|
#### **Message Trace Information**
|
|
|
|
**Used to track LLM-related conversations**
|
|
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Chat</th>
|
|
<th>Phoenix LLM</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>message_id</td>
|
|
<td>id</td>
|
|
</tr>
|
|
<tr>
|
|
<td>user_session_id</td>
|
|
<td>- placed in metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>"llm"</td>
|
|
<td>name</td>
|
|
</tr>
|
|
<tr>
|
|
<td>start_time</td>
|
|
<td>start_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>end_time</td>
|
|
<td>end_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>inputs</td>
|
|
<td>inputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>outputs</td>
|
|
<td>outputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>Model token consumption</td>
|
|
<td>usage_metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>metadata</td>
|
|
<td>metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>\["message", conversation_mode]</td>
|
|
<td>tags</td>
|
|
</tr>
|
|
<tr>
|
|
<td>conversation_id</td>
|
|
<td>conversation_id in metadata</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
**Message Trace Info**
|
|
|
|
- message_id - Message ID
|
|
- message_data - Message data
|
|
- user_session_id - User session ID
|
|
- conversation_model - Conversation mode
|
|
- message_tokens - Number of tokens in the message
|
|
- answer_tokens - Number of tokens in the answer
|
|
- total_tokens - Total number of tokens in the message and answer
|
|
- error - Error information
|
|
- inputs - Input data
|
|
- outputs - Output data
|
|
- file_list - List of processed files
|
|
- start_time - Start time
|
|
- end_time - End time
|
|
- message_file_data - File data associated with the message
|
|
- conversation_mode - Conversation mode
|
|
- Metadata
|
|
- conversation_id - Conversation ID
|
|
- ls_provider - Model provider
|
|
- ls_model_name - Model ID
|
|
- status - Message status
|
|
- from_end_user_id - ID of the sending user
|
|
- from_account_id - ID of the sending account
|
|
- agent_based - Whether the message is agent-based
|
|
- workflow_run_id - Workflow run ID
|
|
- from_source - Message source
|
|
|
|
#### **Moderation Trace Information**
|
|
|
|
**Used to track conversation moderation**
|
|
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Moderation</th>
|
|
<th>Phoenix Tool</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>user_id</td>
|
|
<td>- placed in metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>“moderation"</td>
|
|
<td>name</td>
|
|
</tr>
|
|
<tr>
|
|
<td>start_time</td>
|
|
<td>start_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>end_time</td>
|
|
<td>end_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>inputs</td>
|
|
<td>inputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>outputs</td>
|
|
<td>outputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>metadata</td>
|
|
<td>metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>\["moderation"]</td>
|
|
<td>tags</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
**Moderation Trace Info**
|
|
|
|
- message_id - Message ID
|
|
- user_id: User ID
|
|
- workflow_app_log_id - Workflow application log ID
|
|
- inputs - Moderation input data
|
|
- message_data - Message data
|
|
- flagged - Whether the content is flagged for attention
|
|
- action - Specific actions taken
|
|
- preset_response - Preset response
|
|
- start_time - Moderation start time
|
|
- end_time - Moderation end time
|
|
- Metadata
|
|
- message_id - Message ID
|
|
- action - Specific actions taken
|
|
- preset_response - Preset response
|
|
|
|
#### **Suggested Question Trace Information**
|
|
|
|
**Used to track suggested questions**
|
|
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Suggested Question</th>
|
|
<th>Phoenix LLM</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>user_id</td>
|
|
<td>- placed in metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>"suggested_question"</td>
|
|
<td>name</td>
|
|
</tr>
|
|
<tr>
|
|
<td>start_time</td>
|
|
<td>start_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>end_time</td>
|
|
<td>end_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>inputs</td>
|
|
<td>inputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>outputs</td>
|
|
<td>outputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>metadata</td>
|
|
<td>metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>\["suggested_question"]</td>
|
|
<td>tags</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
**Message Trace Info**
|
|
|
|
- message_id - Message ID
|
|
- message_data - Message data
|
|
- inputs - Input content
|
|
- outputs - Output content
|
|
- start_time - Start time
|
|
- end_time - End time
|
|
- total_tokens - Number of tokens
|
|
- status - Message status
|
|
- error - Error information
|
|
- from_account_id - ID of the sending account
|
|
- agent_based - Whether the message is agent-based
|
|
- from_source - Message source
|
|
- model_provider - Model provider
|
|
- model_id - Model ID
|
|
- suggested_question - Suggested question
|
|
- level - Status level
|
|
- status_message - Status message
|
|
- Metadata
|
|
- message_id - Message ID
|
|
- ls_provider - Model provider
|
|
- ls_model_name - Model ID
|
|
- status - Message status
|
|
- from_end_user_id - ID of the sending user
|
|
- from_account_id - ID of the sending account
|
|
- workflow_run_id - Workflow run ID
|
|
- from_source - Message source
|
|
|
|
#### **Dataset Retrieval Trace Information**
|
|
|
|
**Used to track knowledge base retrieval**
|
|
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Dataset Retrieval</th>
|
|
<th>Phoenix Retriever</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>user_id</td>
|
|
<td>- placed in metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>"dataset_retrieval"</td>
|
|
<td>name</td>
|
|
</tr>
|
|
<tr>
|
|
<td>start_time</td>
|
|
<td>start_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>end_time</td>
|
|
<td>end_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>inputs</td>
|
|
<td>inputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>outputs</td>
|
|
<td>outputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>metadata</td>
|
|
<td>metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>\["dataset_retrieval"]</td>
|
|
<td>tags</td>
|
|
</tr>
|
|
<tr>
|
|
<td>message_id</td>
|
|
<td>parent_run_id</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
**Dataset Retrieval Trace Info**
|
|
|
|
- message_id - Message ID
|
|
- inputs - Input content
|
|
- documents - Document data
|
|
- start_time - Start time
|
|
- end_time - End time
|
|
- message_data - Message data
|
|
- Metadata
|
|
- message_id - Message ID
|
|
- ls_provider - Model provider
|
|
- ls_model_name - Model ID
|
|
- status - Message status
|
|
- from_end_user_id - ID of the sending user
|
|
- from_account_id - ID of the sending account
|
|
- agent_based - Whether the message is agent-based
|
|
- workflow_run_id - Workflow run ID
|
|
- from_source - Message source
|
|
|
|
#### **Tool Trace Information**
|
|
|
|
**Used to track tool invocation**
|
|
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Tool</th>
|
|
<th>Phoenix Tool</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>user_id</td>
|
|
<td>- placed in metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>tool_name</td>
|
|
<td>name</td>
|
|
</tr>
|
|
<tr>
|
|
<td>start_time</td>
|
|
<td>start_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>end_time</td>
|
|
<td>end_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>inputs</td>
|
|
<td>inputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>outputs</td>
|
|
<td>outputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>metadata</td>
|
|
<td>metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>\["tool", tool_name]</td>
|
|
<td>tags</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
#### **Tool Trace Info**
|
|
|
|
- message_id - Message ID
|
|
- tool_name - Tool name
|
|
- start_time - Start time
|
|
- end_time - End time
|
|
- tool_inputs - Tool inputs
|
|
- tool_outputs - Tool outputs
|
|
- message_data - Message data
|
|
- error - Error information, if any
|
|
- inputs - Inputs for the message
|
|
- outputs - Outputs of the message
|
|
- tool_config - Tool configuration
|
|
- time_cost - Time cost
|
|
- tool_parameters - Tool parameters
|
|
- file_url - URL of the associated file
|
|
- Metadata
|
|
- message_id - Message ID
|
|
- tool_name - Tool name
|
|
- tool_inputs - Tool inputs
|
|
- tool_outputs - Tool outputs
|
|
- tool_config - Tool configuration
|
|
- time_cost - Time cost
|
|
- error - Error information, if any
|
|
- tool_parameters - Tool parameters
|
|
- message_file_id - Message file ID
|
|
- created_by_role - Role of the creator
|
|
- created_user_id - User ID of the creator
|
|
|
|
**Generate Name Trace Information**
|
|
|
|
**Used to track conversation title generation**
|
|
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Generate Name</th>
|
|
<th>Phoenix Tool</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>user_id</td>
|
|
<td>- placed in metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>"generate_conversation_name"</td>
|
|
<td>name</td>
|
|
</tr>
|
|
<tr>
|
|
<td>start_time</td>
|
|
<td>start_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>end_time</td>
|
|
<td>end_time</td>
|
|
</tr>
|
|
<tr>
|
|
<td>inputs</td>
|
|
<td>inputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>outputs</td>
|
|
<td>outputs</td>
|
|
</tr>
|
|
<tr>
|
|
<td>metadata</td>
|
|
<td>metadata</td>
|
|
</tr>
|
|
<tr>
|
|
<td>\["generate_name"]</td>
|
|
<td>tags</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
**Generate Name Trace Info**
|
|
|
|
- conversation_id - Conversation ID
|
|
- inputs - Input data
|
|
- outputs - Generated conversation name
|
|
- start_time - Start time
|
|
- end_time - End time
|
|
- tenant_id - Tenant ID
|
|
- Metadata
|
|
- conversation_id - Conversation ID
|
|
- tenant_id - Tenant ID
|