kolchfa-aws 3f7468b504
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

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* Vale error

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* Updated field names

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* Add updating credentials

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* Added tools table

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* Add OpenSearch forum thread for OS Assistant

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* Add tech review for conv search

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* Fix links

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* Add tools

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* Add links to tools

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* More info about tools

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* Tool parameters

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* Update cat-index-tool.md

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* Parameter clarification

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* Tech review feedback

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* Typo fix

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* More tech review feedback: RAG tool

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* Tech review feedback: memory APis

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* Update _ml-commons-plugin/agents-tools/index.md

Co-authored-by: Melissa Vagi <vagimeli@amazon.com>
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* Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md

Co-authored-by: Melissa Vagi <vagimeli@amazon.com>
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* Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md

Co-authored-by: Melissa Vagi <vagimeli@amazon.com>
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* Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md

Co-authored-by: Melissa Vagi <vagimeli@amazon.com>
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* Update _ml-commons-plugin/opensearch-assistant.md

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* Update _ml-commons-plugin/agents-tools/tools/ppl-tool.md

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* Apply suggestions from code review

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* Separated search and get APIs and add conversational flow agent

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* More parameters for PPL tool

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* Added more parameters

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* Tech review feedback: PPL tool

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* Apply suggestions from code review

Co-authored-by: Nathan Bower <nbower@amazon.com>
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* Rename to automating configurations

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* Editorial comments on the new text

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* Add parameter to PPl tool

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* Changed link to configurations

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* Rate limiter feedback and added warning

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---------

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

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3.6 KiB
Markdown

---
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"
}
}
]
}
}
```