3.6 KiB
3.6 KiB
layout | title | parent | grand_parent | nav_order |
---|---|---|---|---|
default | Search model | Model APIs | ML Commons APIs | 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.
Path and HTTP methods
GET /_plugins/_ml/models/_search
POST /_plugins/_ml/models/_search
Example request: Searching for all models
POST /_plugins/_ml/models/_search
{
"query": {
"match_all": {}
},
"size": 1000
}
{% include copy-curl.html %}
Example request: Searching for models with the algorithm "FIT_RCF"
POST /_plugins/_ml/models/_search
{
"query": {
"term": {
"algorithm": {
"value": "FIT_RCF"
}
}
}
}
{% include copy-curl.html %}
Example: Excluding model chunks
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:
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
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
{
"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"
}
}
]
}
}