opensearch-docs-cn/_ml-commons-plugin/api/model-apis/search-model.md

187 lines
3.6 KiB
Markdown
Raw Normal View History

Add agent framework/throttling/hidden model/OS assistant and update conversational search documentation (#6354) * Add agent framework documentation Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add hidden model and API updates Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Vale error Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Updated field names Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add updating credentials Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Added tools table Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add OpenSearch forum thread for OS Assistant Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add tech review for conv search Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Fix links Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add tools Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add links to tools Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * More info about tools Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Tool parameters Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Update cat-index-tool.md Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Parameter clarification Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Tech review feedback Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Typo fix Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * More tech review feedback: RAG tool Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Tech review feedback: memory APis Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Update _ml-commons-plugin/agents-tools/index.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Update _ml-commons-plugin/opensearch-assistant.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Update _ml-commons-plugin/agents-tools/tools/ppl-tool.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Apply suggestions from code review Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Separated search and get APIs and add conversational flow agent Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * More parameters for PPL tool Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Added more parameters Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Tech review feedback: PPL tool Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Apply suggestions from code review Co-authored-by: Nathan Bower <nbower@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Rename to automating configurations Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Editorial comments on the new text Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add parameter to PPl tool Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Changed link to configurations Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Rate limiter feedback and added warning Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> --------- Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Co-authored-by: Nathan Bower <nbower@amazon.com>
2024-02-20 12:09:31 -05:00
---
layout: default
title: Search model
parent: Model APIs
grand_parent: ML Commons APIs
nav_order: 35
---
# Search for a model
You can use this command to search for models you've already created.
The response will contain only those model versions to which you have access. For example, if you send a `match_all` query, model versions for the following model group types will be returned:
- All public model groups in the index
- Private model groups for which you are the model owner
- Model groups that share at least one backend role with your backend roles
For information about user access for this API, see [Model access control considerations]({{site.url}}{{site.baseurl}}/ml-commons-plugin/api/model-apis/index/#model-access-control-considerations).
## Path and HTTP methods
```json
GET /_plugins/_ml/models/_search
POST /_plugins/_ml/models/_search
```
#### Example request: Searching for all models
```json
POST /_plugins/_ml/models/_search
{
"query": {
"match_all": {}
},
"size": 1000
}
```
{% include copy-curl.html %}
#### Example request: Searching for models with the algorithm "FIT_RCF"
```json
POST /_plugins/_ml/models/_search
{
"query": {
"term": {
"algorithm": {
"value": "FIT_RCF"
}
}
}
}
```
{% include copy-curl.html %}
#### Example: Excluding model chunks
```json
GET /_plugins/_ml/models/_search
{
"query": {
"bool": {
"must_not": {
"exists": {
"field": "chunk_number"
}
}
}
},
"sort": [
{
"created_time": {
"order": "desc"
}
}
]
}
```
{% include copy-curl.html %}
#### Example: Searching for all model chunks
The following query searches for all chunks of the model with the ID `979y9YwBjWKCe6KgNGTm` and sorts the chunks in ascending order:
```json
GET /_plugins/_ml/models/_search
{
"query": {
"bool": {
"filter": [
{
"term": {
"model_id": "9r9w9YwBjWKCe6KgyGST"
}
}
]
}
},
"sort": [
{
"chunk_number": {
"order": "asc"
}
}
]
}
```
{% include copy-curl.html %}
#### Example: Searching for a model by description
```json
GET _plugins/_ml/models/_search
{
"query": {
"bool": {
"should": [
{
"match": {
"description": "sentence transformer"
}
}
],
"must_not": {
"exists": {
"field": "chunk_number"
}
}
}
},
"size": 1000
}
```
{% include copy-curl.html %}
#### Example response
```json
{
"took" : 8,
"timed_out" : false,
"_shards" : {
"total" : 1,
"successful" : 1,
"skipped" : 0,
"failed" : 0
},
"hits" : {
"total" : {
"value" : 2,
"relation" : "eq"
},
"max_score" : 2.4159138,
"hits" : [
{
"_index" : ".plugins-ml-model",
"_id" : "-QkKJX8BvytMh9aUeuLD",
"_version" : 1,
"_seq_no" : 12,
"_primary_term" : 15,
"_score" : 2.4159138,
"_source" : {
"name" : "FIT_RCF",
"version" : 1,
"content" : "xxx",
"algorithm" : "FIT_RCF"
}
},
{
"_index" : ".plugins-ml-model",
"_id" : "OxkvHn8BNJ65KnIpck8x",
"_version" : 1,
"_seq_no" : 2,
"_primary_term" : 8,
"_score" : 2.4159138,
"_source" : {
"name" : "FIT_RCF",
"version" : 1,
"content" : "xxx",
"algorithm" : "FIT_RCF"
}
}
]
}
}
```