Multi-turn conversation search API
Updated at:
API authentication
Obtain the authentication TOKEN by calling the `PostMSConvSearchTokenGenerated` operation in the POP SDK. Prepend `Bearer ` to the token value and include it in the `Authorization` header.
Java SDK
Maven dependencies for the Java SDK
<dependency>
<groupId>com.aliyun</groupId>
<artifactId>alinlp20200629</artifactId>
<version>2.2.1</version>
</dependency>
<dependency>
<groupId>com.aliyun</groupId>
<artifactId>aliyun-java-sdk-core</artifactId>
<version>4.6.0</version>
</dependency>Java SDK call example
public static void main(String[] args) throws Exception {
// An Alibaba Cloud account AccessKey has full access permissions to all APIs. This poses a high security threat.
// Create and use a Resource Access Management (RAM) user for API access or daily O&M. To create a RAM user, log on to the RAM console.
// This example shows how to define the AccessKey ID and AccessKey secret directly in the code. As needed, you can save them to a configuration file.
// To prevent key leakage, do not hardcode the AccessKey ID and AccessKey secret in your code.
String accessKeyId = "xxx";
String accessKeySecret = "xxx";
Client client = createClient(accessKeyId, accessKeySecret);
PostMSConvSearchTokenGeneratedResponse response = client.postMSConvSearchTokenGenerated();
System.out.println(JacksonUtils.toJson(response.getBody()));
}
public static Client createClient(String accessKeyId, String accessKeySecret) throws Exception {
Config config = new Config()
// Required. Your AccessKey ID.
.setAccessKeyId(accessKeyId)
// Required. Your AccessKey secret.
.setAccessKeySecret(accessKeySecret);
// For the endpoint, see https://api.aliyun.com/product/alinlp.
config.endpoint = "alinlp.cn-beijing.aliyuncs.com";
return new Client(config);
}Sample response
{
"code" : 200,
"data" : "zglgqoHdDn1QWxuPjkRyob7pmqTmTOVQkKZST/cUOk213ccJ6vw62ifkzbKWLZo4Lp6xkuXK6Xm2Qt5YVAhPTiSSM+VmiHQT7WjSSpcQJWE=",
"httpStatusCode" : 200,
"requestId" : "50212163-F250-591D-A124-3D6D69777706",
"success" : true
}If the token expires, check the `code` or `msg` returned by the API to determine whether to obtain a new token. To obtain a new token, call the `PostMSConvSearchTokenGenerated` operation again.
{
"httpStatusCode": 200,
"code": 5001,
"data": null,
"success": false,
"msg": "InvalidBearerToken.Inactive",
"requestId": "3667A90B-3BE2-45A4-B51A-7F427967E80B"
}Python
pip install aliyun-python-sdk-alinlp==1.0.24
pip install aliyun-python-sdk-corefrom aliyunsdkalinlp.request.v20200629 import PostMSConvSearchTokenGeneratedRequest
from aliyunsdkcore.client import AcsClient
from aliyunsdkcore.auth.credentials import AccessKeyCredential
import os
os.environ['ALIBABA_CLOUD_ACCESS_KEY_ID'] = 'xxx'
os.environ['ALIBABA_CLOUD_ACCESS_KEY_SECRET'] = 'xxx'
def get_token():
credentials = AccessKeyCredential(os.environ['ALIBABA_CLOUD_ACCESS_KEY_ID'],
os.environ['ALIBABA_CLOUD_ACCESS_KEY_SECRET'])
client = AcsClient(region_id='cn-beijing', credential=credentials)
request = PostMSConvSearchTokenGeneratedRequest.PostMSConvSearchTokenGeneratedRequest()
request.set_accept_format('json')
response = client.do_action_with_exception(request)
# For Python 2: print(response)
print(str(response, encoding='utf-8'))
if __name__ == '__main__':
get_token()
Endpoint
https://fastai-x-gateway.aliyuncs.com
Common parameters
Request parameters
Field | Type | Description | Default value |
headers | map/dict/json | Request header information. | {} |
Authorization | string | Authentication information. | Bearer toY1FWrNAjvWkOmp24+UQFIi2PsYzbhNBq+yJmzumNmXw3sro3oOt9Kde5kzLcc4 |
Multi-turn conversation
Request method | POST |
API | /msearch/api/chat |
Authentication | Add the token to the header: -H 'Authorization: Bearer your-token' |
Request parameters
Level-1 parameter | Description | Type | Required |
input | Information for the Large Language Model (LLM). | {} | Yes |
parameters | LLM parameters. | {} | Yes |
debug | Debug mode. | boolean | Yes. The default value is false. |
Level-1 parameter | Level-2 parameter | Description | Type | Required | Default value |
input | session_id | The context ID of the conversation. If this is empty, a new conversation is created. | string | Required for continuous conversations. | "" |
prompts | The question to ask. | string | Yes | ||
plugin_schemas | Plugin parameters. | {} | No | ||
max_tokens | The maximum number of tokens to output. | int | No | 512 | |
stream | Specifies whether to enable streaming conversation. | boolean | No | true | |
tenant_id | Identifies the search service. | string | Yes | The value is fixed to "msearch". | |
app_id | Service ID. | long | Yes | ||
system_prompt | Preset instruction. | string | No | "" | |
parameters | top_p | The nucleus sampling value of the model. | float | No | 0.7 |
top_k | The sampling range size of the model. | int | No | 50 | |
temperature | Sampling temperature. | int | No | 1 | |
allow_direct_answer | Specifies whether to enable the LLM. | boolean | No | true | |
num_doc | The number of documents to include in the summary. | int | No | 3 | |
content_fields | Used to concatenate reference information. Use a comma (,) to separate multiple fields. | string | No | "" | |
reject_templete | Rejection template. | string | No | "" | |
max_cotent_length | The maximum length of a single knowledge entry. Value range: 50 to 2,000. The following condition must be met: num_docs × max_content_length <= 6000. | int | No | 1000 |
Level-2 parameter | Level-3 parameter | Level-4 parameter | Description | Type | Required | Default value |
plugin_schemas | search_enhance | vector_recall_ratio | The vector retrieval ratio. Value range: 0.1 to 0.9. | float | No | 0.7 |
acc_sorting | The number of documents for fine-grained sorting. Value range: 50 to 500. | int | No | 200 | ||
custom_sorting | Custom sorting parameters. | {} | No | "" | ||
search_size | The number of results to retrieve for a single query. | int | No | 3 | ||
custom_config_info | Custom search configuration. | {} | No | |||
filters | Filter parameter settings. | [] | No | |||
fields | The fields to retrieve (forward index). Use a comma (,) to separate multiple fields. | string | No | "" |
Request example
POST: /msearch/api/chat
Add the token to the header
-H 'Authorization: Bearer xxx'
request body:
{
"input":{
"session_id":"",
"prompts":"What is a Large Language Model?",
"plugin_schemas":{
"search_plugin":{
"search_enhance":{
"vector_recall_ratio":0.5,
"acc_sorting": 200,
"custom_sorting":"",
"filters": ""
}
}
},
"max_tokens":512,
"stream":true,
"green_net":false,
"tenant_id":"msearch",
"app_id":"",
"round_id":""
},
"parameters":{
"temperature": 1,
"top_p": 0.8,
"allow_direct_answer": true,
"num_doc":3
},
"debug":false
}Response parameters
Non-streaming conversation: Returns a standard HTTP response where the data field contains the chat return data.
Level-1 parameter | Level-2 parameter | Description |
data | content | The answer content from the chat. |
attachment | References, search recommendations, and other information for the current search conversation. | |
session_id | The context information of the current conversation. | |
item_id | A system-generated ID used to control the context for retries. |
Level-2 parameter | Level-3 parameter | Description |
attachment | refer | The reference information for the current answer. |
search_recommend | Search recommendations for the next turn of the conversation. | |
content_fields | Used to concatenate reference information. | |
fields | The primary key used to identify reference information. The first key is used by default. | |
debug | In debug mode, a `debug` field is added. For more information about the content, see the "Streaming conversation" section. |
response:
{
"code" : 200,
"data" : {
"attachment" : {
"content_fields" : [
"name",
"title",
"content",
"docId"
],
"fields" : [
"name",
"title",
"content",
"docId"
],
"refer" : [
{
"content" : "4. Strengthen patrols of internet cafes, game arcades, hotels, guesthouses, and other venues. Strictly enforce prohibitions and restrictions on minors to prevent them from being exposed to harmful influences or exploitation. 5. Enhance patrols of rivers, lakes, and open channels in densely populated areas. Install protective facilities and post warning signs to prevent minors from drowning while swimming in unauthorized areas. 6. Place high importance on preventing risks from natural disasters during the flood season. Conduct detailed inspections of buildings, walls, and hillsides near all institutions and venues involving minors. For any risks and hazards identified during inspections, immediate rectification is required. This includes clarifying the responsible units, owners, corrective measures, and deadlines, and inspecting and accepting the results of the rectification.",
"docId" : "12860455011047291267",
"name" : "Public-Safety-Notice-[2021]-No-2.docx",
"score" : 0.75426797591876671,
"title" : ""
},
{
"content" : "4. Strengthen patrols of internet cafes, game arcades, hotels, guesthouses, and other venues. Strictly enforce prohibitions and restrictions on minors to prevent them from being exposed to harmful influences or exploitation. 5. Enhance patrols of rivers, lakes, and open channels in densely populated areas. Install protective facilities and post warning signs to prevent minors from drowning while swimming in unauthorized areas. 6. Place high importance on preventing risks from natural disasters during the flood season. Conduct detailed inspections of buildings, walls, and hillsides near all institutions and venues involving minors. For any risks and hazards identified during inspections, immediate rectification is required. This includes clarifying the responsible units, owners, corrective measures, and deadlines, and inspecting and accepting the results of the rectification.",
"docId" : "12860455011047291267",
"name" : "Public-Safety-Notice-[2021]-No-2.docx",
"score" : 0.75313563883732726,
"title" : ""
},
{
"content" : "4. Strengthen patrols of internet cafes, game arcades, hotels, guesthouses, and other venues. Strictly enforce prohibitions and restrictions on minors to prevent them from being exposed to harmful influences or exploitation. 5. Enhance patrols of rivers, lakes, and open channels in densely populated areas. Install protective facilities and post warning signs to prevent minors from drowning while swimming in unauthorized areas. 6. Place high importance on preventing risks from natural disasters during the flood season. Conduct detailed inspections of buildings, walls, and hillsides near all institutions and venues involving minors. For any risks and hazards identified during inspections, immediate rectification is required. This includes clarifying the responsible units, owners, corrective measures, and deadlines, and inspecting and accepting the results of the rectification.",
"docId" : "12860455011047291267",
"name" : "Public-Safety-Notice-[2021]-No-2.docx",
"score" : 0.75461437213648086,
"title" : ""
}
],
"search_recommend" : [
"What is drowning?",
"How can drowning be prevented?",
"What is the first aid for drowning?"
]
},
"content" : "To prevent minors from drowning, relevant departments must increase patrols of rivers, lakes, and open channels in densely populated areas, install protective facilities, and post warning signs[1][2].",
"item_id" : "f-r-WaQoAbZ7TJBGbsmiBeniFx",
"session_id" : "f-s-YaqbiT9jt4pFbJKXdXhkqJ"
},
"httpStatusCode" : 200,
"msg" : null,
"requestId" : "ABF05DE7-A518-4F00-BCAE-5F74601CE55A",
"success" : true
}Streaming conversation
Different `event` fields indicate different status information.
open: Starts the conversation.
message: The model output.
error: An error occurred.
control: Other information.
close: The message output is complete and the conversation is closed.
********** Sample open event **********
id:system
event:open
data:"success"
retry:3000
********** Sample control event **********
id:F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86
event:control
data:{
"attachment" : {
"ext" : null,
"name" : "search_toggle",
"payload" : {
"do_search" : true
}
},
"content" : "search_toggle",
"item_id" : "f-r-3doN39VTezGiKCSDjx6btg",
"session_id" : "f-s-2HCKzvPZJ9uVfMrZRBoogq"
}
retry:3000
// {"do_search": true} indicates that the model has decided to perform a search.
id:F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86
event:control
data:{
"attachment" : {
"ext" : null,
"name" : "search_rewrite",
"payload" : {
"queries_r" : [
"Definition and causes of drowning",
"First aid methods for drowning",
"Preventive measures for drowning"
]
}
},
"content" : "search_rewrite",
"item_id" : "f-r-3doN39VTezGiKCSDjx6btg",
"session_id" : "f-s-2HCKzvPZJ9uVfMrZRBoogq"
}
retry:3000
// {"queries_r": ["Definition and causes of drowning","First aid methods for drowning","Preventive measures for drowning"]} indicates that the model has rewritten the query.
id:F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86
event:control
data:{
"attachment" : {
"ext" : null,
"name" : "search",
"payload" : {
"refer" : [
{
"content" : "4. Strengthen patrols of internet cafes, game arcades, hotels, guesthouses, and other venues. Strictly enforce prohibitions and restrictions on minors to prevent them from being exposed to harmful influences or exploitation. 5. Enhance patrols of rivers, lakes, and open channels in densely populated areas. Install protective facilities and post warning signs to prevent minors from drowning while swimming in unauthorized areas. 6. Place high importance on preventing risks from natural disasters during the flood season. Conduct detailed inspections of buildings, walls, and hillsides near all institutions and venues involving minors. For any risks and hazards identified during inspections, immediate rectification is required. This includes clarifying the responsible units, owners, corrective measures, and deadlines, and inspecting and accepting the results of the rectification.",
"docId" : "12860455011047291267",
"name" : "Public-Safety-Notice-[2021]-No-2.docx",
"score" : 0.25426797591876671,
"title" : ""
}
],
"uq" : "Definition and causes of drowning"
}
},
"content" : "search",
"item_id" : "f-r-3doN39VTezGiKCSDjx6btg",
"session_id" : "f-s-2HCKzvPZJ9uVfMrZRBoogq"
}
retry:3000
// The results for the "uq" query are found in "refer".
********** Sample message event **********
id:F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86
event:message
data:{"attachment":null,"item_id":"f-r-3doN39VTezGiKCSDjx6btg","session_id":"f-s-2HCKzvPZJ9uVfMrZRBoogq","content":"To prevent min"}
retry:3000
id:F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86
event:message
data:{"attachment":null,"item_id":"f-r-3doN39VTezGiKCSDjx6btg","session_id":"f-s-2HCKzvPZJ9uVfMrZRBoogq","content":"ors"}
retry:3000
id:F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86
event:message
data:{"attachment":null,"item_id":"f-r-3doN39VTezGiKCSDjx6btg","session_id":"f-s-2HCKzvPZJ9uVfMrZRBoogq","content":" from"}
id:F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86
event:message
data:{"attachment":null,"item_id":"f-r-3doN39VTezGiKCSDjx6btg","session_id":"f-s-2HCKzvPZJ9uVfMrZRBoogq","content":" drown"}
retry:3000
id:F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86
event:message
data:{"attachment":null,"item_id":"f-r-3doN39VTezGiKCSDjx6btg","session_id":"f-s-2HCKzvPZJ9uVfMrZRBoogq","content":"ing"}
retry:3000
********** Sample close event **********
id:system
event:close
data:"success"
retry:3000
********** Sample error event **********
event: error
data: {"content": "daily-top_qad-392 response error, status=500, content=Internal Server Error", "attachment": {"refer": {}}, "session_id": "f-s-FAq52yVq8exWwRrFFoh7XD", "item_id": "f-msg-VKoUNQcuaBeKTxxip5B8q5"}
********** Debug mode **********
In the last event:message of the streaming output, the attachment field contains the debug field:
{
"attachment" : {
"content_fields" : [
"name",
"title",
"content",
"docId"
],
"debug" : {
"child_execs" : [
{
"child_execs" : null,
"end_time" : 1693890270582,
"exec_kind" : "AI_FLOW_STEP",
"exec_message" : null,
"exec_name" : "search_toggle",
"exec_params" : {
"api_key" : "ztPO******4A26",
"history_messages" : [
],
"max_new_tokens" : 512,
"model_id" : "daily-top_qad-392",
"query" : "Drowning",
"stream" : false,
"top_p" : 0.69999999999999996,
"tp_search" : ""
},
"exec_result" : {
"do_search" : true
},
"exec_status" : true,
"start_time" : 1693890270207,
"trace_id" : "F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86"
},
{
"child_execs" : null,
"end_time" : 1693890271550,
"exec_kind" : "AI_FLOW_STEP",
"exec_message" : null,
"exec_name" : "search_rewrite",
"exec_params" : {
"api_key" : "ztPO******4A26",
"history_messages" : [
],
"max_new_tokens" : 512,
"model_id" : "daily-top_qad-392",
"query" : "Drowning",
"stream" : false,
"top_p" : 0.69999999999999996,
"tp_query_rewrite" : ""
},
"exec_result" : {
"queries_r" : [
"Definition and causes of drowning",
"First aid methods for drowning",
"Preventive measures for drowning"
]
},
"exec_status" : true,
"start_time" : 1693890270584,
"trace_id" : "F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86"
},
{
"child_execs" : null,
"end_time" : 1693890271909,
"exec_kind" : "AI_FLOW_STEP",
"exec_message" : null,
"exec_name" : "search",
"exec_params" : {
"customConfigInfo" : {
"rerankSize" : 200,
"uqVectorRecallRatio" : 0.5
},
"fields" : [
"name",
"title",
"content",
"docId"
],
"page" : 1,
"rankModelInfo" : {
"default" : {
"aggregate_algo" : "weight_avg",
"features" : [
{
"name" : "vector_index",
"norm" : true,
"norm_factor" : 40,
"threshold" : 0,
"weights" : 0.5
},
{
"field" : "_rc_t_score",
"name" : "static_value",
"norm" : true,
"norm_factor" : 80,
"threshold" : 0,
"weights" : 0.5
}
]
}
},
"rid" : "F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86",
"rows" : 1,
"scene" : "dolphin_search_ms_index_es_151_prod",
"type" : "content,title,name,docId,vector",
"uq" : "Definition and causes of drowning"
},
"exec_result" : {
"code" : 200,
"data" : {
"data" : {
"aggs" : null,
"docs" : [
{
"_id" : "12860455011047291267_5",
"_q_score" : 1,
"_rc_score" : 1,
"_rc_t_score" : 2.73177,
"_rc_v_score" : 7.1110014999999996e-05,
"_score" : 0.75426797591876671,
"_scores" : {
"static_value(_rc_t_score)" : 0.25426797591876671,
"vector_index" : 0.5
},
"content" : "4. Strengthen patrols of internet cafes, game arcades, hotels, guesthouses, and other venues. Strictly enforce prohibitions and restrictions on minors to prevent them from being exposed to harmful influences or exploitation. 5. Enhance patrols of rivers, lakes, and open channels in densely populated areas. Install protective facilities and post warning signs to prevent minors from drowning while swimming in unauthorized areas. 6. Place high importance on preventing risks from natural disasters during the flood season. Conduct detailed inspections of buildings, walls, and hillsides near all institutions and venues involving minors. For any risks and hazards identified during inspections, immediate rectification is required. This includes clarifying the responsible units, owners, corrective measures, and deadlines, and inspecting and accepting the results of the rectification.",
"docId" : "12860455011047291267",
"name" : "Public-Safety-Notice-[2021]-No-2.docx",
"title" : ""
}
],
"extras" : null,
"keywords" : [
{
"fuzzy" : true,
"name" : "Full text",
"schema" : "content,title,name,docId",
"value" : "Drowning definition and causes"
}
],
"qpInfos" : [
{
"cleanQuery" : "Definition and causes of drowning",
"operator" : "AND",
"query" : "Definition and causes of drowning",
"recognitions" : [
{
"name" : "O",
"text" : "drowning"
},
{
"name" : "O",
"text" : "of"
},
{
"name" : "O",
"text" : "definition"
},
{
"name" : "O",
"text" : "and"
},
{
"name" : "O",
"text" : "causes"
}
],
"rewrite" : "Drowning definition and causes",
"sensitive" : false,
"spellcheck" : false,
"spellchecked" : "Definition and causes of drowning",
"stopWords" : [
"of"
],
"synonymWords" : [
{
"synonyms" : [
"and"
],
"word" : "and"
}
],
"tokenized" : [
"drowning",
"of",
"definition",
"and",
"causes"
]
}
],
"total" : 11,
"totalDistinct" : 11
},
"debug" : null,
"headers" : {
"__d_head_engine_rt" : "q:81-s:[t109,v116]-r:6-i:65",
"__d_head_es_rt" : "t:8",
"__d_head_rtm" : "1693890271874",
"__d_head_sip" : "192.168.43.130",
"__d_head_ver" : "0.0.1-SNAPSHOT"
},
"message" : null,
"rid" : "F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86",
"status" : 0,
"success" : true
},
"httpStatusCode" : 200,
"msg" : null,
"requestId" : "F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86",
"success" : true
},
"exec_status" : true,
"start_time" : 1693890271552,
"trace_id" : "F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86"
},
{
"child_execs" : null,
"end_time" : 1693890271930,
"exec_kind" : "AI_FLOW_STEP",
"exec_message" : null,
"exec_name" : "search",
"exec_params" : {
"customConfigInfo" : {
"rerankSize" : 200,
"uqVectorRecallRatio" : 0.5
},
"fields" : [
"name",
"title",
"content",
"docId"
],
"page" : 1,
"rankModelInfo" : {
"default" : {
"aggregate_algo" : "weight_avg",
"features" : [
{
"name" : "vector_index",
"norm" : true,
"norm_factor" : 40,
"threshold" : 0,
"weights" : 0.5
},
{
"field" : "_rc_t_score",
"name" : "static_value",
"norm" : true,
"norm_factor" : 80,
"threshold" : 0,
"weights" : 0.5
}
]
}
},
"rid" : "F00D6F02-7F4D-4DE9-88AA-AEDAD507ED86",
"rows" : 1,
"scene" : "dolphin_search_ms_index_es_151_prod",
"type" : "content,title,name,docId,vector",
"uq" : "First aid methods for drowning"
},
"exec_result" : {
"code" : 200,
"data" : {
"data" : {
"aggs" : null,
"docs" : [
{
"_id" : "12860455011047291267_5",
"_q_score" : 1,
"_rc_score" : 1,
"_rc_t_score" : 2.0069140999999999,
"_rc_v_score" : 6.5218959999999997e-05,
"_score" : 0.75313563883732726,
"_scores" : {
"static_value(_rc_t_score)" : 0.25313563883732726,
"vector_index" : 0.5
},
"content" : "4. Strengthen patrols of internet cafes, game arcades, hotels, guesthouses, and other venues. Strictly enforce prohibitions and restrictions on minors to prevent them from being exposed to harmful influences or exploitation. 5. Enhance patrols of rivers, lakes, and open channels in densely populated areas. Install protective facilities and post warning signs to prevent minors from drowning while swimming in unauthorized areas. 6. Place high importance on preventing risks from natural disasters during the flood season. Conduct detailed inspections of buildings, walls, and hillsides near all institutions and venues involving minors. For any risks and hazards identified during inspections, immediate rectification is required. This includes clarifying the responsible units, owners, corrective measures, and deadlines, and inspecting and accepting the results of the rectification.",
"docId" : "12860455011047291267",
"name" : "Public-Safety-Notice-[2021]-No-2.docx",
"title" : ""
}
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