Multilingual Embedding
openai-chatgptlangchain-pythonchatgptgenaimultilingual-embeddingelasticsearchelasticopenaiAIchatlogvectordatabasePythonsearchgenaistacksupporting-blog-contentvectorelasticsearch-labslangchainapplications
Export
Lost In Translation? Multilingual Embedding Models Are All You Need*
This notebook by Quynh Nguyen shows how cross-lingual vector search overcomes language barriers, enabling you to query and retrieve information in any language from both single and multilingual datasets. It accompanies the piece Lost In Translation? Multilingual Embedding Models Are All You Need from Elasticsearch Labs.
Prerequisites
Before running this notebook, please ensure you have deployed the .multilingual-e5-small_linux-x86_64 model within the Trained Models view as covered in the accompanying article.
[26]
Data successfully downloaded and saved to multilingual_coco_sample.json
[6]
Enter your Elasticsearch credentials:
[27]
Successfully connected to Elasticsearch
/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/elasticsearch/_sync/client/__init__.py:311: SecurityWarning: Connecting to 'https://localhost:9200' using TLS with verify_certs=False is insecure _transport = transport_class(
Before we start, let's do some house keeping. We will create a helper function to prettify the ES response and also set up some constants.
You can find the Model ID via 2 ways:
- In Kibana UI, search
Trained Modelsto navigate to the list of models - Via API
GET _ml/trained_modelsor via the library wrapper
[28]
{'count': 3, 'trained_model_configs': [{'model_id': '.elser_model_2', 'model_type': 'pytorch', 'model_package': {'packaged_model_id': 'elser_model_2', 'model_repository': 'https://ml-models.elastic.co', 'minimum_version': '11.0.0', 'size': 438123914, 'sha256': '2e0450a1c598221a919917cbb05d8672aed6c613c028008fedcd696462c81af0', 'metadata': {}, 'tags': [], 'vocabulary_file': 'elser_model_2.vocab.json'}, 'created_by': 'api_user', 'version': '12.0.0', 'create_time': 1756216912000, 'model_size_bytes': 0, 'estimated_operations': 0, 'license_level': 'platinum', 'description': 'Elastic Learned Sparse EncodeR v2', 'tags': ['elastic'], 'metadata': {}, 'input': {'field_names': ['text_field']}, 'inference_config': {'text_expansion': {'vocabulary': {'index': '.ml-inference-native-000002'}, 'tokenization': {'bert': {'do_lower_case': True, 'with_special_tokens': True, 'max_sequence_length': 512, 'truncate': 'first', 'span': -1}}}}, 'location': {'index': {'name': '.ml-inference-native-000002'}}}, {'model_id': '.multilingual-e5-small', 'model_type': 'pytorch', 'model_package': {'packaged_model_id': 'multilingual-e5-small', 'model_repository': 'https://ml-models.elastic.co', 'minimum_version': '12.0.0', 'size': 470097544, 'sha256': '8e8ac0963a9492e0b03b66bd1d0ad736580a9edcdf7fc012c81fa9260195fe36', 'metadata': {}, 'tags': [], 'vocabulary_file': 'multilingual-e5-small.vocab.json'}, 'created_by': 'api_user', 'version': '12.0.0', 'create_time': 1756219063163, 'model_size_bytes': 0, 'estimated_operations': 0, 'license_level': 'platinum', 'description': 'E5 small multilingual', 'tags': [], 'metadata': {'per_allocation_memory_bytes': 557785256, 'per_deployment_memory_bytes': 470031872}, 'input': {'field_names': ['text_field']}, 'inference_config': {'text_embedding': {'vocabulary': {'index': '.ml-inference-native-000002'}, 'tokenization': {'xlm_roberta': {'do_lower_case': False, 'with_special_tokens': True, 'max_sequence_length': 512, 'truncate': 'first', 'span': -1}}, 'embedding_size': 384}}, 'location': {'index': {'name': '.ml-inference-native-000002'}}, 'prefix_strings': {'ingest': 'passage: ', 'search': 'query: '}}, {'model_id': 'lang_ident_model_1', 'model_type': 'lang_ident', 'created_by': '_xpack', 'version': '7.6.0', 'create_time': 1575548914594, 'model_size_bytes': 1053992, 'estimated_operations': 39629, 'license_level': 'basic', 'description': 'Model used for identifying language from arbitrary input text.', 'tags': ['lang_ident', 'prepackaged'], 'input': {'field_names': ['text']}, 'inference_config': {'classification': {'num_top_classes': 0, 'top_classes_results_field': 'top_classes', 'results_field': 'predicted_value', 'num_top_feature_importance_values': 0, 'prediction_field_type': 'string'}}}]}
[29]
[30]
Successfully bulk indexed 4840 documents Indexing complete!
Now we are going to create a pipeline to vectorize the descriptions text_field through our inference text embedding model.
[31]
Pipeline 'vectorize_descriptions' created successfully.
We also need to create a new Elasticsearch index with the specified vector mapping.
[32]
/var/folders/nj/823bzw2n4xgfktpz5xgr2rpc0000gn/T/ipykernel_74925/1073086454.py:30: DeprecationWarning: Passing transport options in the API method is deprecated. Use 'Elasticsearch.options()' instead. es.indices.delete(index="coco_multilingual", ignore=[400, 404])
Index 'coco_multilingual' created successfully.
Now, we just need to run the pipeline to bring and vectorize the data into the Elasticsearch index.
[33]
Reindex task started. Task info:
{'task': 'vwUBsf4QRcmG-K41mgbung:126018'}
Voilà, now let's try some queries and have some fun!
[34]
[
{
"_index": "coco_multilingual",
"_id": "NOa5kpkBDJxtywa-22dZ",
"_score": 0.9305427,
"_source": {
"description": "Eine Katze, die auf einem Rad eines Fahrzeugs sitzt.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "qObKkpkBDJxtywa-83Ci",
"_score": 0.9305427,
"_source": {
"description": "Eine Katze, die auf einem Rad eines Fahrzeugs sitzt.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "ypQC5JkBsSOgrYFSA-ja",
"_score": 0.9305427,
"_source": {
"description": "Eine Katze, die auf einem Rad eines Fahrzeugs sitzt.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "UJQS5JkBsSOgrYFSIfI3",
"_score": 0.9305427,
"_source": {
"description": "Eine Katze, die auf einem Rad eines Fahrzeugs sitzt.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "M-a5kpkBDJxtywa-22dZ",
"_score": 0.9274586,
"_source": {
"description": "eine Katze mit einem großen flauschigen Schwanz, der auf einem Autoreifen sitzt",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "p-bKkpkBDJxtywa-83Ci",
"_score": 0.9274586,
"_source": {
"description": "eine Katze mit einem großen flauschigen Schwanz, der auf einem Autoreifen sitzt",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "yZQC5JkBsSOgrYFSA-ja",
"_score": 0.9274586,
"_source": {
"description": "eine Katze mit einem großen flauschigen Schwanz, der auf einem Autoreifen sitzt",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "T5QS5JkBsSOgrYFSIfI3",
"_score": 0.9274586,
"_source": {
"description": "eine Katze mit einem großen flauschigen Schwanz, der auf einem Autoreifen sitzt",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "L-a5kpkBDJxtywa-22dZ",
"_score": 0.92216015,
"_source": {
"description": "a cat with a big fluffy tail sitting on top of a car tire ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "o-bKkpkBDJxtywa-83Ci",
"_score": 0.92216015,
"_source": {
"description": "a cat with a big fluffy tail sitting on top of a car tire ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
}
]
[35]
[
{
"_index": "coco_multilingual",
"_id": "Lua5kpkBDJxtywa-22dZ",
"_score": 0.9332434,
"_source": {
"description": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "oubKkpkBDJxtywa-83Ci",
"_score": 0.9332434,
"_source": {
"description": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "xJQC5JkBsSOgrYFSA-ja",
"_score": 0.9332434,
"_source": {
"description": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "SpQS5JkBsSOgrYFSIfI3",
"_score": 0.9332434,
"_source": {
"description": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "Mea5kpkBDJxtywa-22dZ",
"_score": 0.9237063,
"_source": {
"description": "A cat hiding in a fender well of a car. ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "pebKkpkBDJxtywa-83Ci",
"_score": 0.9237063,
"_source": {
"description": "A cat hiding in a fender well of a car. ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "x5QC5JkBsSOgrYFSA-ja",
"_score": 0.9237063,
"_source": {
"description": "A cat hiding in a fender well of a car. ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "TZQS5JkBsSOgrYFSIfI3",
"_score": 0.9237063,
"_source": {
"description": "A cat hiding in a fender well of a car. ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "Mua5kpkBDJxtywa-22dZ",
"_score": 0.9234832,
"_source": {
"description": "An orange cat hiding on the wheel of a red car.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "pubKkpkBDJxtywa-83Ci",
"_score": 0.9234832,
"_source": {
"description": "An orange cat hiding on the wheel of a red car.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "yJQC5JkBsSOgrYFSA-ja",
"_score": 0.9234832,
"_source": {
"description": "An orange cat hiding on the wheel of a red car.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "TpQS5JkBsSOgrYFSIfI3",
"_score": 0.9234832,
"_source": {
"description": "An orange cat hiding on the wheel of a red car.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "L-a5kpkBDJxtywa-22dZ",
"_score": 0.9205072,
"_source": {
"description": "a cat with a big fluffy tail sitting on top of a car tire ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "o-bKkpkBDJxtywa-83Ci",
"_score": 0.9205072,
"_source": {
"description": "a cat with a big fluffy tail sitting on top of a car tire ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "xZQC5JkBsSOgrYFSA-ja",
"_score": 0.9205072,
"_source": {
"description": "a cat with a big fluffy tail sitting on top of a car tire ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "S5QS5JkBsSOgrYFSIfI3",
"_score": 0.9205072,
"_source": {
"description": "a cat with a big fluffy tail sitting on top of a car tire ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "Oua5kpkBDJxtywa-22dZ",
"_score": 0.91670185,
"_source": {
"description": "Un gatto nascosto in un pozzo parafango di un'auto. ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "rubKkpkBDJxtywa-83Ci",
"_score": 0.91670185,
"_source": {
"description": "Un gatto nascosto in un pozzo parafango di un'auto. ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "0JQC5JkBsSOgrYFSA-ja",
"_score": 0.91670185,
"_source": {
"description": "Un gatto nascosto in un pozzo parafango di un'auto. ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "VpQS5JkBsSOgrYFSIfI3",
"_score": 0.91670185,
"_source": {
"description": "Un gatto nascosto in un pozzo parafango di un'auto. ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "tea5kpkBDJxtywa-22NY",
"_score": 0.9162387,
"_source": {
"description": "A baby lies on blue and green bedding next to a teddy bear.",
"en": "A baby is laying down with a teddy bear.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "KebKkpkBDJxtywa-822g",
"_score": 0.9162387,
"_source": {
"description": "A baby lies on blue and green bedding next to a teddy bear.",
"en": "A baby is laying down with a teddy bear.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "S5QC5JkBsSOgrYFSA-XZ",
"_score": 0.9162387,
"_source": {
"description": "A baby lies on blue and green bedding next to a teddy bear.",
"en": "A baby is laying down with a teddy bear.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "0ZQS5JkBsSOgrYFSIe43",
"_score": 0.9162387,
"_source": {
"description": "A baby lies on blue and green bedding next to a teddy bear.",
"en": "A baby is laying down with a teddy bear.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "O-a5kpkBDJxtywa-22dZ",
"_score": 0.9149751,
"_source": {
"description": "Un gatto arancione che si nasconde sulla ruota di un'auto rossa.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "r-bKkpkBDJxtywa-83Ci",
"_score": 0.9149751,
"_source": {
"description": "Un gatto arancione che si nasconde sulla ruota di un'auto rossa.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "0ZQC5JkBsSOgrYFSA-ja",
"_score": 0.9149751,
"_source": {
"description": "Un gatto arancione che si nasconde sulla ruota di un'auto rossa.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "V5QS5JkBsSOgrYFSIfI3",
"_score": 0.9149751,
"_source": {
"description": "Un gatto arancione che si nasconde sulla ruota di un'auto rossa.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "s-a5kpkBDJxtywa-22NY",
"_score": 0.9135839,
"_source": {
"description": "A baby wearing gloves, lying next to a teddy bear",
"en": "A baby is laying down with a teddy bear.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "J-bKkpkBDJxtywa-822g",
"_score": 0.9135839,
"_source": {
"description": "A baby wearing gloves, lying next to a teddy bear",
"en": "A baby is laying down with a teddy bear.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "SZQC5JkBsSOgrYFSA-XZ",
"_score": 0.9135839,
"_source": {
"description": "A baby wearing gloves, lying next to a teddy bear",
"en": "A baby is laying down with a teddy bear.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "z5QS5JkBsSOgrYFSIe43",
"_score": 0.9135839,
"_source": {
"description": "A baby wearing gloves, lying next to a teddy bear",
"en": "A baby is laying down with a teddy bear.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "N-a5kpkBDJxtywa-22dZ",
"_score": 0.9131938,
"_source": {
"description": "Un gatto tabby a strisce arancioni che si snoda sopra la ruota di un veicolo rosso.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "q-bKkpkBDJxtywa-83Ci",
"_score": 0.9131938,
"_source": {
"description": "Un gatto tabby a strisce arancioni che si snoda sopra la ruota di un veicolo rosso.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "zZQC5JkBsSOgrYFSA-ja",
"_score": 0.9131938,
"_source": {
"description": "Un gatto tabby a strisce arancioni che si snoda sopra la ruota di un veicolo rosso.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "U5QS5JkBsSOgrYFSIfI3",
"_score": 0.9131938,
"_source": {
"description": "Un gatto tabby a strisce arancioni che si snoda sopra la ruota di un veicolo rosso.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "Oea5kpkBDJxtywa-22dZ",
"_score": 0.91059595,
"_source": {
"description": "Un gatto seduto su una ruota di un veicolo.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "rebKkpkBDJxtywa-83Ci",
"_score": 0.91059595,
"_source": {
"description": "Un gatto seduto su una ruota di un veicolo.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "z5QC5JkBsSOgrYFSA-ja",
"_score": 0.91059595,
"_source": {
"description": "Un gatto seduto su una ruota di un veicolo.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "VZQS5JkBsSOgrYFSIfI3",
"_score": 0.91059595,
"_source": {
"description": "Un gatto seduto su una ruota di un veicolo.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "MOa5kpkBDJxtywa-22dZ",
"_score": 0.9097849,
"_source": {
"description": "A cat sitting on a wheel of a vehicle.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "pObKkpkBDJxtywa-83Ci",
"_score": 0.9097849,
"_source": {
"description": "A cat sitting on a wheel of a vehicle.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "xpQC5JkBsSOgrYFSA-ja",
"_score": 0.9097849,
"_source": {
"description": "A cat sitting on a wheel of a vehicle.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "TJQS5JkBsSOgrYFSIfI3",
"_score": 0.9097849,
"_source": {
"description": "A cat sitting on a wheel of a vehicle.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "M-a5kpkBDJxtywa-22dZ",
"_score": 0.9096613,
"_source": {
"description": "eine Katze mit einem großen flauschigen Schwanz, der auf einem Autoreifen sitzt",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "p-bKkpkBDJxtywa-83Ci",
"_score": 0.9096613,
"_source": {
"description": "eine Katze mit einem großen flauschigen Schwanz, der auf einem Autoreifen sitzt",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "yZQC5JkBsSOgrYFSA-ja",
"_score": 0.9096613,
"_source": {
"description": "eine Katze mit einem großen flauschigen Schwanz, der auf einem Autoreifen sitzt",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "T5QS5JkBsSOgrYFSIfI3",
"_score": 0.9096613,
"_source": {
"description": "eine Katze mit einem großen flauschigen Schwanz, der auf einem Autoreifen sitzt",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "de"
}
},
{
"_index": "coco_multilingual",
"_id": "sua5kpkBDJxtywa-22NY",
"_score": 0.9091563,
"_source": {
"description": "A baby laying in a crib with a stuffed teddy bear.",
"en": "A baby is laying down with a teddy bear.",
"language": "en"
}
},
{
"_index": "coco_multilingual",
"_id": "JubKkpkBDJxtywa-822g",
"_score": 0.9091563,
"_source": {
"description": "A baby laying in a crib with a stuffed teddy bear.",
"en": "A baby is laying down with a teddy bear.",
"language": "en"
}
}
]
[36]
[
{
"_index": "coco_multilingual",
"_id": "C-a5kpkBDJxtywa-22JY",
"_score": 0.9282237,
"_source": {
"description": "Một cô gái mỉm cười khi cô ấy ôm một con mèo và mặc một chiếc váy màu sắc rực rỡ.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "f-bKkpkBDJxtywa-82ug",
"_score": 0.9282237,
"_source": {
"description": "Một cô gái mỉm cười khi cô ấy ôm một con mèo và mặc một chiếc váy màu sắc rực rỡ.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "oZQC5JkBsSOgrYFSA-PY",
"_score": 0.9282237,
"_source": {
"description": "Một cô gái mỉm cười khi cô ấy ôm một con mèo và mặc một chiếc váy màu sắc rực rỡ.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "J5QS5JkBsSOgrYFSIe02",
"_score": 0.9282237,
"_source": {
"description": "Một cô gái mỉm cười khi cô ấy ôm một con mèo và mặc một chiếc váy màu sắc rực rỡ.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "Cua5kpkBDJxtywa-22JY",
"_score": 0.9268001,
"_source": {
"description": "Một người phụ nữ trong phòng với một con mèo.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "fubKkpkBDJxtywa-82ug",
"_score": 0.9268001,
"_source": {
"description": "Một người phụ nữ trong phòng với một con mèo.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "oJQC5JkBsSOgrYFSA-PY",
"_score": 0.9268001,
"_source": {
"description": "Một người phụ nữ trong phòng với một con mèo.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "JpQS5JkBsSOgrYFSIe02",
"_score": 0.9268001,
"_source": {
"description": "Một người phụ nữ trong phòng với một con mèo.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "Bua5kpkBDJxtywa-22JY",
"_score": 0.9241804,
"_source": {
"description": "Una ragazza sorride mentre tiene in mano un gatto e indossa una gonna dai colori vivaci.",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "eubKkpkBDJxtywa-82ug",
"_score": 0.9241804,
"_source": {
"description": "Una ragazza sorride mentre tiene in mano un gatto e indossa una gonna dai colori vivaci.",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "nJQC5JkBsSOgrYFSA-PY",
"_score": 0.9241804,
"_source": {
"description": "Una ragazza sorride mentre tiene in mano un gatto e indossa una gonna dai colori vivaci.",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "IpQS5JkBsSOgrYFSIe02",
"_score": 0.9241804,
"_source": {
"description": "Una ragazza sorride mentre tiene in mano un gatto e indossa una gonna dai colori vivaci.",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "Bea5kpkBDJxtywa-22JY",
"_score": 0.92388994,
"_source": {
"description": "Una donna in una stanza con un gatto.",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "eebKkpkBDJxtywa-82ug",
"_score": 0.92388994,
"_source": {
"description": "Una donna in una stanza con un gatto.",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "m5QC5JkBsSOgrYFSA-PY",
"_score": 0.92388994,
"_source": {
"description": "Una donna in una stanza con un gatto.",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "IZQS5JkBsSOgrYFSIe02",
"_score": 0.92388994,
"_source": {
"description": "Una donna in una stanza con un gatto.",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "OOa5kpkBDJxtywa-22dZ",
"_score": 0.9229232,
"_source": {
"description": "un gatto con una grande coda soffice seduto sulla parte superiore di un pneumatico auto ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "rObKkpkBDJxtywa-83Ci",
"_score": 0.9229232,
"_source": {
"description": "un gatto con una grande coda soffice seduto sulla parte superiore di un pneumatico auto ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "zpQC5JkBsSOgrYFSA-ja",
"_score": 0.9229232,
"_source": {
"description": "un gatto con una grande coda soffice seduto sulla parte superiore di un pneumatico auto ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "VJQS5JkBsSOgrYFSIfI3",
"_score": 0.9229232,
"_source": {
"description": "un gatto con una grande coda soffice seduto sulla parte superiore di un pneumatico auto ",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "QOa5kpkBDJxtywa-22dZ",
"_score": 0.9227522,
"_source": {
"description": "Một con mèo màu cam trốn trên vô lăng của một chiếc xe màu đỏ.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "tObKkpkBDJxtywa-83Ci",
"_score": 0.9227522,
"_source": {
"description": "Một con mèo màu cam trốn trên vô lăng của một chiếc xe màu đỏ.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "1pQC5JkBsSOgrYFSA-ja",
"_score": 0.9227522,
"_source": {
"description": "Một con mèo màu cam trốn trên vô lăng của một chiếc xe màu đỏ.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "XJQS5JkBsSOgrYFSIfI3",
"_score": 0.9227522,
"_source": {
"description": "Một con mèo màu cam trốn trên vô lăng của một chiếc xe màu đỏ.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "0ea5kpkBDJxtywa-22VZ",
"_score": 0.92232275,
"_source": {
"description": "Một con mèo toliet ngồi trên lề đường trước một ngôi nhà.",
"en": "A large porcelain toilet posed with a tan flower pot. ",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "RebKkpkBDJxtywa-82-h",
"_score": 0.92232275,
"_source": {
"description": "Một con mèo toliet ngồi trên lề đường trước một ngôi nhà.",
"en": "A large porcelain toilet posed with a tan flower pot. ",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "Z5QC5JkBsSOgrYFSA-fZ",
"_score": 0.92232275,
"_source": {
"description": "Một con mèo toliet ngồi trên lề đường trước một ngôi nhà.",
"en": "A large porcelain toilet posed with a tan flower pot. ",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "7ZQS5JkBsSOgrYFSIfA3",
"_score": 0.92232275,
"_source": {
"description": "Một con mèo toliet ngồi trên lề đường trước một ngôi nhà.",
"en": "A large porcelain toilet posed with a tan flower pot. ",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "POa5kpkBDJxtywa-22dZ",
"_score": 0.9221459,
"_source": {
"description": "Một con mèo mướp sọc cam nằm trên bánh xe màu đỏ.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "sObKkpkBDJxtywa-83Ci",
"_score": 0.9221459,
"_source": {
"description": "Một con mèo mướp sọc cam nằm trên bánh xe màu đỏ.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "0pQC5JkBsSOgrYFSA-ja",
"_score": 0.9221459,
"_source": {
"description": "Một con mèo mướp sọc cam nằm trên bánh xe màu đỏ.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "WJQS5JkBsSOgrYFSIfI3",
"_score": 0.9221459,
"_source": {
"description": "Một con mèo mướp sọc cam nằm trên bánh xe màu đỏ.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "Pua5kpkBDJxtywa-22dZ",
"_score": 0.921829,
"_source": {
"description": "Một con mèo ngồi trên bánh xe.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "subKkpkBDJxtywa-83Ci",
"_score": 0.921829,
"_source": {
"description": "Một con mèo ngồi trên bánh xe.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "1JQC5JkBsSOgrYFSA-ja",
"_score": 0.921829,
"_source": {
"description": "Một con mèo ngồi trên bánh xe.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "WpQS5JkBsSOgrYFSIfI3",
"_score": 0.921829,
"_source": {
"description": "Một con mèo ngồi trên bánh xe.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "DOa5kpkBDJxtywa-22JY",
"_score": 0.92159337,
"_source": {
"description": "Một người phụ nữ đang bế một con mèo trong bếp.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "Dua5kpkBDJxtywa-22JY",
"_score": 0.92159337,
"_source": {
"description": "Một người phụ nữ đang bế một con mèo trong bếp.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "gObKkpkBDJxtywa-82ug",
"_score": 0.92159337,
"_source": {
"description": "Một người phụ nữ đang bế một con mèo trong bếp.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "gubKkpkBDJxtywa-82ug",
"_score": 0.92159337,
"_source": {
"description": "Một người phụ nữ đang bế một con mèo trong bếp.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "opQC5JkBsSOgrYFSA-PY",
"_score": 0.92159337,
"_source": {
"description": "Một người phụ nữ đang bế một con mèo trong bếp.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "pJQC5JkBsSOgrYFSA-PY",
"_score": 0.92159337,
"_source": {
"description": "Một người phụ nữ đang bế một con mèo trong bếp.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "KJQS5JkBsSOgrYFSIe02",
"_score": 0.92159337,
"_source": {
"description": "Một người phụ nữ đang bế một con mèo trong bếp.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "KpQS5JkBsSOgrYFSIe02",
"_score": 0.92159337,
"_source": {
"description": "Một người phụ nữ đang bế một con mèo trong bếp.",
"en": "A woman in a room with a cat.",
"language": "vi"
}
},
{
"_index": "coco_multilingual",
"_id": "B-a5kpkBDJxtywa-22JY",
"_score": 0.92153305,
"_source": {
"description": "una donna tiene in mano un gatto nella sua cucina",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "e-bKkpkBDJxtywa-82ug",
"_score": 0.92153305,
"_source": {
"description": "una donna tiene in mano un gatto nella sua cucina",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "nZQC5JkBsSOgrYFSA-PY",
"_score": 0.92153305,
"_source": {
"description": "una donna tiene in mano un gatto nella sua cucina",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "I5QS5JkBsSOgrYFSIe02",
"_score": 0.92153305,
"_source": {
"description": "una donna tiene in mano un gatto nella sua cucina",
"en": "A woman in a room with a cat.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "Oea5kpkBDJxtywa-22dZ",
"_score": 0.9211286,
"_source": {
"description": "Un gatto seduto su una ruota di un veicolo.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
},
{
"_index": "coco_multilingual",
"_id": "rebKkpkBDJxtywa-83Ci",
"_score": 0.9211286,
"_source": {
"description": "Un gatto seduto su una ruota di un veicolo.",
"en": "An orange striped tabby cat laying on top of a red vehicle's wheel.",
"language": "it"
}
}
]