[Feature](multimodal_embed) Support multimodal(file) embed by linrrzqqq · Pull Request #62147 · apache/doris

linrrzqqq · 2026-04-07T03:33:00Z

What problem does this PR solve?

Issue Number: close #xxx

Related PR: #xxx

Problem Summary:

Release note

Support image/video/audio embedding from json.

Supported multimodal_embed AI provider : Gemini(image, video, audio), Qwen(image, video), Voyage(image, video), Jina(image)

Supported authentication methods include IAM + EXTERNAL_ID / AK + SK

-- ima role, video
mysql> SELECT ARRAY_SIZE(
-> EMBED(
-> 'qwen_mul_embed',
-> CAST('{
'> "uri": "s3://selectdb-qa-test-3/lzq-multimodal-test/video/45944deac7d96c872f559f2ef94ea0a9.mp4",
'> "content_type": "video/mp4",
'> "provider": "AWS",
'> "endpoint": "s3.us-east-1.amazonaws.com",
'> "region": "us-east-1",
'> "role_arn": "arn:aws:iam::447051187841:role/lzq-role-test",
'> "external_id": "1001"
'> }' AS JSON)
-> )
-> ) AS video_embed_size;
+------------------+
| video_embed_size |
+------------------+
| 2560 |
+------------------+
-- ima role, video mysql> SELECT ARRAY_SIZE(
-> EMBED(
-> 'qwen_mul_embed',
-> CAST('{
'> "uri": "s3://selectdb-qa-test-3/lzq-multimodal-test/image/ai-agg.png",
'> "content_type": "image/png",
'> "provider": "AWS",
'> "endpoint": "s3.us-east-1.amazonaws.com",
'> "region": "us-east-1",
'> "role_arn": "arn:aws:iam::447051187841:role/lzq-role-test",
'> "external_id": "1001"
'> }' AS JSON)
-> )
-> ) AS img_embed_size;
+----------------+
| img_embed_size |
+----------------+
| 2560 |
+----------------+
-- gemini multimodal embed
mysql> SELECT ARRAY_SIZE(
-> EMBED(
-> 'gemini_mul_embed',
-> CAST('{
'> "uri": "s3://selectdb-qa-test-3/lzq-multimodal-test/image/ai-agg.png",
'> "content_type": "image/png",
'> "provider": "AWS",
'> "endpoint": "s3.us-east-1.amazonaws.com",
'> "region": "us-east-1",
'> "role_arn": "arn:aws:iam::447051187841:role/lzq-role-test",
'> "external_id": "1001"
'> }' AS JSON)
-> )
-> ) AS img_embed_size;
+----------------+
| img_embed_size |
+----------------+
| 3072 |
+----------------+
-- ak, sk
Doris> SELECT ARRAY_SIZE(
-> EMBED(
-> 'qwen_mul_embed',
-> CAST('{
'> "uri": "s3://<bucket>/<key>/test_img.png",
'> "content_type": "image/png",
'> "endpoint": "cos.ap-hongkong.myqcloud.com",
'> "region": "ap-hongkong",
'> "ak": "<ak>",
'> "sk": "<sk>"
'> }' AS JSON)
-> )
-> ) AS img_embed_size_ak_sk;
+----------------------+
| img_embed_size_ak_sk |
+----------------------+
| 2560 |
+----------------------+

None

Check List (For Author)

Test
- Regression test
- Unit Test
- Manual test (add detailed scripts or steps below)
- No need to test or manual test. Explain why:
  - This is a refactor/code format and no logic has been changed.
  - Previous test can cover this change.
  - No code files have been changed.
  - Other reason
Behavior changed:
- No.
- Yes.
Does this need documentation?
- No.
- Yes.

Check List (For Reviewer who merge this PR)

Confirm the release note
Confirm test cases
Confirm document
Add branch pick label

hello-stephen · 2026-04-07T03:33:05Z

Thank you for your contribution to Apache Doris.
Don't know what should be done next? See How to process your PR.

Please clearly describe your PR:

What problem was fixed (it's best to include specific error reporting information). How it was fixed.
Which behaviors were modified. What was the previous behavior, what is it now, why was it modified, and what possible impacts might there be.
What features were added. Why was this function added?
Which code was refactored and why was this part of the code refactored?
Which functions were optimized and what is the difference before and after the optimization?

linrrzqqq · 2026-04-07T07:36:24Z

run buildall

hello-stephen · 2026-04-07T08:14:32Z

Cloud UT Coverage Report

Increment line coverage 🎉

Increment coverage report
Complete coverage report

Category	Coverage
Function Coverage	78.48% (1798/2291)
Line Coverage	64.14% (32271/50310)
Region Coverage	64.99% (16174/24886)
Branch Coverage	55.45% (8618/15542)

linrrzqqq · 2026-04-07T12:36:27Z

run buildall

hello-stephen · 2026-04-07T13:10:43Z

Cloud UT Coverage Report

Increment line coverage 🎉

Increment coverage report
Complete coverage report

Category	Coverage
Function Coverage	78.48% (1798/2291)
Line Coverage	64.15% (32275/50310)
Region Coverage	65.04% (16185/24886)
Branch Coverage	55.48% (8623/15542)

linrrzqqq · 2026-04-08T02:06:29Z

run buildall

hello-stephen · 2026-04-08T03:31:12Z

FE UT Coverage Report

Increment line coverage 17.74% (11/62) 🎉
Increment coverage report
Complete coverage report

linrrzqqq · 2026-04-08T06:35:21Z

run beut

linrrzqqq · 2026-04-08T09:15:51Z

run buildall

hello-stephen · 2026-04-08T09:58:27Z

Cloud UT Coverage Report

Increment line coverage 🎉

Increment coverage report
Complete coverage report

Category	Coverage
Function Coverage	78.48% (1798/2291)
Line Coverage	64.13% (32265/50312)
Region Coverage	65.09% (16242/24954)
Branch Coverage	55.57% (8675/15610)

hello-stephen · 2026-04-08T10:28:52Z

FE UT Coverage Report

Increment line coverage 17.74% (11/62) 🎉
Increment coverage report
Complete coverage report

linrrzqqq · 2026-04-09T03:52:43Z

run beut

linrrzqqq · 2026-04-09T07:42:28Z

run buildall

hello-stephen · 2026-04-09T09:32:06Z

FE UT Coverage Report

Increment line coverage 17.74% (11/62) 🎉
Increment coverage report
Complete coverage report

hello-stephen · 2026-04-09T09:35:46Z

BE UT Coverage Report

Increment line coverage 52.17% (240/460) 🎉

Increment coverage report
Complete coverage report

Category	Coverage
Function Coverage	52.99% (20133/37996)
Line Coverage	36.55% (189373/518053)
Region Coverage	32.79% (146907/448032)
Branch Coverage	33.90% (64301/189666)

hello-stephen · 2026-04-09T12:25:11Z

BE Regression && UT Coverage Report

Increment line coverage 42.57% (189/444) 🎉

Increment coverage report
Complete coverage report

Category	Coverage
Function Coverage	73.63% (27398/37211)
Line Coverage	57.28% (295810/516471)
Region Coverage	54.39% (245919/452165)
Branch Coverage	56.12% (106765/190248)

HappenLee

LGTM

github-actions · 2026-04-10T07:10:59Z

PR approved by at least one committer and no changes requested.

github-actions · 2026-04-10T07:11:02Z

PR approved by anyone and no changes requested.

linrrzqqq · 2026-04-14T02:23:16Z

run buildall

hello-stephen · 2026-04-14T03:45:03Z

FE UT Coverage Report

Increment line coverage 17.46% (11/63) 🎉
Increment coverage report
Complete coverage report

zclllyybb · 2026-04-14T04:40:41Z

/review

Copilot

Pull request overview

This PR adds multimodal (file-based) embedding support to the EMBED AI function by accepting JSON input that can reference image/video/audio content (including S3 URIs via presigned URLs), and wires the necessary query/session metadata from FE to BE to execute these requests.

Changes:

Extend EMBED to accept (resource, JSON) in FE/BE and add BE-side multimodal request building + presigned URL generation.
Track and forward only the AI resources actually used by a statement (instead of all AI resources).
Add file_presigned_url_ttl_seconds query/session option and expand AI provider support (e.g., JINA) plus new/updated UTs.

Reviewed changes

Copilot reviewed 19 out of 19 changed files in this pull request and generated 5 comments.

Show a summary per file

File	Description
regression-test/suites/ai_p0/test_ai_functions.groovy	Loosen error-message matching for AI HTTP failures in regression tests
gensrc/thrift/PaloInternalService.thrift	Add `file_presigned_url_ttl_seconds` to `TQueryOptions`
fe/fe-core/src/main/java/org/apache/doris/qe/runtime/ThriftPlansBuilder.java	Send only statement-used AI resources to BE (Nereids path)
fe/fe-core/src/main/java/org/apache/doris/qe/SessionVariable.java	Add/forward `file_presigned_url_ttl_seconds` session variable
fe/fe-core/src/main/java/org/apache/doris/qe/Coordinator.java	Send only statement-used AI resources to BE (legacy/Coordinator path)
fe/fe-core/src/main/java/org/apache/doris/nereids/trees/expressions/functions/ai/Embed.java	Add JSON signatures + register used AI resource names during analysis
fe/fe-core/src/main/java/org/apache/doris/nereids/trees/expressions/functions/ai/AIFunction.java	Register used AI resource names for scalar AI functions
fe/fe-core/src/main/java/org/apache/doris/nereids/trees/expressions/functions/agg/AIAgg.java	Register used AI resource names for AI aggregates
fe/fe-core/src/main/java/org/apache/doris/nereids/StatementContext.java	Add tracking set for used AI resource names
fe/fe-core/src/main/java/org/apache/doris/datasource/property/constants/AIProperties.java	Add `JINA` as a supported provider type
fe/fe-core/src/main/java/org/apache/doris/catalog/Resource.java	Add helper to register used AI resource names into `StatementContext`
be/test/ai/embed_test.cpp	Add UT coverage for multimodal embed + presigned URL path
be/test/ai/ai_function_test.cpp	Add UT coverage for transport errors, non-200 handling, and parsing robustness
be/test/ai/ai_adapter_test.cpp	Add UT coverage for multimodal request building and JINA provider
be/src/exprs/function/ai/embed.h	Implement multimodal JSON input handling + presigned URL generation
be/src/exprs/function/ai/ai_similarity.h	Refactor to per-row execution + robust float parsing (fast_float)
be/src/exprs/function/ai/ai_functions.h	Refactor base execution flow; add HTTP status validation + embedding-request helper
be/src/exprs/function/ai/ai_filter.h	Refactor to per-row execution + stricter boolean parsing
be/src/exprs/function/ai/ai_adapter.h	Add multimodal embedding APIs and implement for multiple providers (Gemini/Qwen/Voyage/Jina)

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Copilot · 2026-04-14T04:48:13Z

+ // If it's a direct http/https URL, use it as-is
+ if (_starts_with_ignore_case(uri, "http://") || _starts_with_ignore_case(uri, "https://")) {
+ media_url = uri;
+ return Status::OK();
+ }
+
+ S3ClientConf s3_client_conf;
+ RETURN_IF_ERROR(init_s3_client_conf_from_json(file_input, s3_client_conf));
+ auto s3_client = S3ClientFactory::instance().create(s3_client_conf);
+ if (s3_client == nullptr) {
+ return Status::InternalError("Failed to create S3 client for EMBED file input");
+ }
+
+ S3URI s3_uri(uri);
+ RETURN_IF_ERROR(s3_uri.parse());
+ std::string bucket = s3_uri.get_bucket();
+ std::string key = s3_uri.get_key();
+ DORIS_CHECK(!bucket.empty() && !key.empty());
+ media_url = s3_client->generate_presigned_url({.bucket = bucket, .key = key}, ttl_seconds,
+ s3_client_conf);


_resolve_media_url(): any non-http(s) uri is treated as S3 and parsed with S3URI, but S3URI::parse() explicitly accepts paths without a scheme and sets bucket="". The subsequent DORIS_CHECK(!bucket.empty() && !key.empty()) can therefore abort for inputs like "path/to/file" or malformed URIs. Please require an explicit s3:// scheme (or otherwise validate the scheme) and return Status::InvalidArgument on invalid/missing bucket/key instead of DORIS_CHECK.

github-actions

Found 2 blocking correctness issues.

be/src/exprs/function/ai/embed.h: _parse_file_input() treats user-provided JSON as an invariant and uses DORIS_CHECK after parsing. Because EMBED(..., <json>) accepts any JSON value at the FE type level, inputs such as CAST('[]' AS JSON) or CAST('null' AS JSON) can abort the BE instead of returning a normal user-facing error.
be/src/exprs/function/ai/ai_adapter.h: Gemini multimodal requests ignore the actual content_type from the JSON payload and hardcode one MIME per coarse media type. Valid JPEG/WebP/WAV/etc. inputs will therefore be sent with the wrong MIME type and can be rejected by Gemini.

Critical checkpoint conclusions:

Goal of the task: Partially achieved. The PR adds multimodal EMBED plumbing, provider implementations, session-variable forwarding, and tests, but the two issues above block correctness for valid/invalid user inputs.
Small, clear, focused change: Mostly focused on multimodal embed, though it spans FE analysis/planning, thrift/query options, BE execution, adapters, and tests.
Concurrency: No new concurrency-sensitive code path found.
Special lifecycle / static initialization: No lifecycle or SIOF issue found.
Configuration items: file_presigned_url_ttl_seconds is added as a session variable and forwarded through TQueryOptions; query-scoped propagation looks correct.
Incompatible changes / compatibility: The new thrift/query-option fields are optional, so no blocking compatibility issue was identified.
Functionally parallel code paths: AI resource forwarding was updated in both the original planner/coordinator path and the Nereids ThriftPlansBuilder path.
Special conditional checks: Not sufficient in the current form. The JSON-object assumption is enforced with a crash, and Gemini MIME handling is too coarse.
Test coverage: Happy-path coverage is decent (provider request builders, multimodal direct URL/S3 URL, regression), but there is no negative coverage for non-object JSON input or varied Gemini MIME subtypes.
Observability: HTTP failure paths are observable, but the DORIS_CHECK path bypasses normal error reporting.
Transaction / persistence / data-write correctness: Not applicable for this PR.
FE-BE variable passing: The new session variable and AI resource metadata appear to be forwarded in the relevant paths.
Performance: No blocking performance issue found from the changed code paths.
Other issues: None beyond the two blocking findings above.

github-actions · 2026-04-14T04:50:52Z

+ std::string file_json =
+ JsonbToJson::jsonb_to_json_string(file_column.column->get_data_at(row_num).data,
+ file_column.column->get_data_at(row_num).size);
+ file_input.Parse(file_json.c_str());


_parse_file_input() is operating on user-provided JSON, but this uses DORIS_CHECK after parsing. The FE signature accepts any JSON value here, so a query like SELECT EMBED('r', CAST('[]' AS JSON)) (or CAST('null' AS JSON)) reaches this path and aborts the BE instead of returning a normal user-facing error. This should validate and return Status::InvalidArgument/Status::InternalError, not crash.

JSON parsing requires consistency with field types in the FILE type, and should be expanded to FILE parsing.

github-actions · 2026-04-14T04:50:52Z

+ if (!model_name.starts_with("models/")) {
+ model_name = "models/" + model_name;
+ }
+ doc.AddMember("model", rapidjson::Value(model_name.c_str(), allocator), allocator);


This hardcodes Gemini to one MIME per coarse media type (image/png, audio/mpeg, video/mp4) and ignores the actual content_type supplied in the FILE JSON. _infer_media_type() accepts any subtype with the same prefix, so valid inputs like JPEG/WebP/WAV/etc. will be sent downstream with the wrong MIME and can be rejected or misinterpreted. Please pass the original content_type through to this request builder (or reject unsupported subtypes before signing/sending the URL).

linrrzqqq · 2026-04-14T06:10:54Z

run cloud_p0

linrrzqqq · 2026-04-14T06:10:58Z

run p0

hello-stephen · 2026-04-14T06:24:22Z

BE Regression && UT Coverage Report

Increment line coverage 75.90% (337/444) 🎉

Increment coverage report
Complete coverage report

Category	Coverage
Function Coverage	73.62% (27391/37204)
Line Coverage	57.30% (295949/516471)
Region Coverage	54.48% (246307/452135)
Branch Coverage	56.14% (106781/190194)

hello-stephen · 2026-04-14T07:33:52Z

BE Regression && UT Coverage Report

Increment line coverage 75.90% (337/444) 🎉

Increment coverage report
Complete coverage report

Category	Coverage
Function Coverage	73.62% (27391/37204)
Line Coverage	57.30% (295949/516471)
Region Coverage	54.48% (246307/452135)
Branch Coverage	56.14% (106781/190194)

hello-stephen · 2026-04-14T07:59:39Z

BE Regression && UT Coverage Report

Increment line coverage 75.90% (337/444) 🎉

Increment coverage report
Complete coverage report

Category	Coverage
Function Coverage	73.63% (27394/37204)
Line Coverage	57.31% (295990/516471)
Region Coverage	54.49% (246347/452135)
Branch Coverage	56.15% (106794/190194)

reviewd

hello-stephen · 2026-04-14T09:15:10Z

skip check_coverage

) Support image/video/audio embedding from json. Supported multimodal_embed AI provider : Gemini(image, video, audio), Qwen(image, video), Voyage(image, video), Jina(image) Supported authentication methods include IAM + EXTERNAL_ID / AK + SK ```text -- ima role, video mysql> SELECT ARRAY_SIZE( -> EMBED( -> 'qwen_mul_embed', -> CAST('{ '> "uri": "s3://selectdb-qa-test-3/lzq-multimodal-test/video/45944deac7d96c872f559f2ef94ea0a9.mp4", '> "content_type": "video/mp4", '> "provider": "AWS", '> "endpoint": "s3.us-east-1.amazonaws.com", '> "region": "us-east-1", '> "role_arn": "arn:aws:iam::447051187841:role/lzq-role-test", '> "external_id": "1001" '> }' AS JSON) -> ) -> ) AS video_embed_size; +------------------+ | video_embed_size | +------------------+ | 2560 | +------------------+ -- ima role, video mysql> SELECT ARRAY_SIZE( -> EMBED( -> 'qwen_mul_embed', -> CAST('{ '> "uri": "s3://selectdb-qa-test-3/lzq-multimodal-test/image/ai-agg.png", '> "content_type": "image/png", '> "provider": "AWS", '> "endpoint": "s3.us-east-1.amazonaws.com", '> "region": "us-east-1", '> "role_arn": "arn:aws:iam::447051187841:role/lzq-role-test", '> "external_id": "1001" '> }' AS JSON) -> ) -> ) AS img_embed_size; +----------------+ | img_embed_size | +----------------+ | 2560 | +----------------+ -- gemini multimodal embed mysql> SELECT ARRAY_SIZE( -> EMBED( -> 'gemini_mul_embed', -> CAST('{ '> "uri": "s3://selectdb-qa-test-3/lzq-multimodal-test/image/ai-agg.png", '> "content_type": "image/png", '> "provider": "AWS", '> "endpoint": "s3.us-east-1.amazonaws.com", '> "region": "us-east-1", '> "role_arn": "arn:aws:iam::447051187841:role/lzq-role-test", '> "external_id": "1001" '> }' AS JSON) -> ) -> ) AS img_embed_size; +----------------+ | img_embed_size | +----------------+ | 3072 | +----------------+ -- ak, sk Doris> SELECT ARRAY_SIZE( -> EMBED( -> 'qwen_mul_embed', -> CAST('{ '> "uri": "s3://<bucket>/<key>/test_img.png", '> "content_type": "image/png", '> "endpoint": "cos.ap-hongkong.myqcloud.com", '> "region": "ap-hongkong", '> "ak": "<ak>", '> "sk": "<sk>" '> }' AS JSON) -> ) -> ) AS img_embed_size_ak_sk; +----------------------+ | img_embed_size_ak_sk | +----------------------+ | 2560 | +----------------------+ ```

#66461) pick: #62147 and #66242

morrySnow reviewed Apr 7, 2026
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Comment thread...e-core/src/main/java/org/apache/doris/nereids/trees/expressions/functions/ai/AIFunction.java Outdated

linrrzqqq force-pushed the embed-backup branch from fb144d9 to d1d4f58Compare April 7, 2026 03:37

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linrrzqqq dismissed stale reviews from Gabriel39 and HappenLee via fd7cffdApril 12, 2026 18:54

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linrrzqqq added 2 commits April 14, 2026 10:20

fix p0
f02c4b0

add beut
8d68a74

linrrzqqq dismissed HappenLee’s stale review via 8d68a74April 14, 2026 02:20

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zclllyybb requested a review from Copilot April 14, 2026 04:40

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zclllyybb merged commit 443e1ac into apache:masterApr 14, 2026
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linrrzqqq deleted the embed-backup branch April 14, 2026 09:23

mymeiyi mentioned this pull request Apr 21, 2026
[fix](wal) Fix WAL replay loading 0 rows due to columns being marked as missing #62658
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branch-4.1: [Feature](multimodal_embed) Support multimodal(file) embed #66461
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branch-4.1: [Feature](multimodal_embed) Support multimodal(file) embed (
895c293
#66461) pick: #62147 and #66242

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