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KB indexing stuck then becomes Error when using Vertex AI multimodalembedding@001 #21264
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opened 2026-02-21 20:11:41 -05:00 by yindo
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1.12.1
1.12.0
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Knowledge Pipeline
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feat:webapp
good first issue
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size:L
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status: accepting prs
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Reference: langgenius/dify#21264
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Originally created by @unmo on GitHub (Dec 24, 2025).
Self Checks
Dify version
v1.11.1
Cloud or Self Hosted
Self Hosted (Docker)
Steps to reproduce
Summary
When using Vertex AI
multimodalembedding@001as the embedding model for Knowledge Base indexing,the dataset stays in Queued/Indexing for a long time and eventually transitions to Error.
In contrast, using Vertex AI
text-embedding-004in the same environment works correctly (indexing completes and the dataset becomes usable).This suggests a model-specific issue with
multimodalembedding@001or its request/response handling in KB indexing.Environment
What works
plugin_daemonendpoints respond with200 OKWhat does not work
docker-api-1logs (only 200 OK calls to plugin_daemon)Steps to reproduce
multimodalembedding@001✔️ Expected Behavior
❌ Actual Behavior
docker-api-1logs show only successful calls toplugin_daemon:5002(200 OK), no explicit stack tracedocker-api-1 logs
2025-12-24 20:21:07.763 DEBUG [Dummy-133] [_trace.py:47] - send_request_headers.started request=<Request [b'GET']>
2025-12-24 20:21:07.764 DEBUG [Dummy-133] [_trace.py:47] - send_request_headers.complete
2025-12-24 20:21:07.764 DEBUG [Dummy-133] [_trace.py:47] - send_request_body.started request=<Request [b'GET']>
2025-12-24 20:21:07.765 DEBUG [Dummy-133] [_trace.py:47] - send_request_body.complete
2025-12-24 20:21:07.765 DEBUG [Dummy-133] [_trace.py:47] - receive_response_headers.started request=<Request [b'GET']>
2025-12-24 20:21:07.765 DEBUG [Dummy-133] [_trace.py:47] - receive_response_headers.complete return_value=(b'HTTP/1.1', 200, b'OK', [(b'Content-Type', b'application/octet-stream'), (b'Date', b'Wed, 24 Dec 2025 11:21:07 GMT'), (b'Transfer-Encoding', b'chunked')])
2025-12-24 20:21:07.766 INFO [Dummy-133] [_client.py:1038] - HTTP Request: GET http://plugin_daemon:5002/plugin/6bc390bf-942c-4f34-a907-14a712a54d39/asset/2278175dfbe836dec4dddb0f76bbcd1ad5d4c63e0f775a5b896c44bb3b4af825.svg "HTTP/1.1 200 OK"
2025-12-24 20:21:07.766 DEBUG [Dummy-133] [_trace.py:47] - receive_response_body.started request=<Request [b'GET']>
2025-12-24 20:21:07.767 DEBUG [Dummy-133] [_trace.py:47] - receive_response_body.complete
2025-12-24 20:21:07.767 DEBUG [Dummy-133] [_trace.py:47] - response_closed.started
2025-12-24 20:21:07.767 DEBUG [Dummy-133] [_trace.py:47] - response_closed.complete
2025-12-24 20:21:07.768 DEBUG [Dummy-132] [_trace.py:47] - close.started
2025-12-24 20:21:07.768 DEBUG [Dummy-132] [_trace.py:47] - close.complete
2025-12-24 20:21:07.770 DEBUG [Dummy-131] [_trace.py:47] - close.started
2025-12-24 20:21:07.770 DEBUG [Dummy-131] [_trace.py:47] - close.complete
2025-12-24 20:21:07.774 DEBUG [Dummy-133] [_trace.py:47] - close.started
2025-12-24 20:21:07.774 DEBUG [Dummy-133] [_trace.py:47] - close.complete
2025-12-24 20:21:07.779 DEBUG [Dummy-134] [_config.py:82] - load_ssl_context verify=True cert=None trust_env=True http2=False
2025-12-24 20:21:07.780 DEBUG [Dummy-134] [_config.py:148] - load_verify_locations cafile='/app/api/.venv/lib/python3.12/site-packages/certifi/cacert.pem'
2025-12-24 20:21:07.816 DEBUG [Dummy-134] [_trace.py:47] - connect_tcp.started host='marketplace.dify.ai' port=443 local_address=None timeout=5.0 socket_options=None
2025-12-24 20:21:07.825 DEBUG [Dummy-134] [_trace.py:47] - connect_tcp.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7f6ec113d5e0>
2025-12-24 20:21:07.826 DEBUG [Dummy-134] [_trace.py:47] - start_tls.started ssl_context=<gevent.ssl.SSLContext object at 0x7f6ec17a8250> server_hostname='marketplace.dify.ai' timeout=5.0
2025-12-24 20:21:07.833 DEBUG [Dummy-134] [_trace.py:47] - start_tls.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7f6ee2e036b0>
2025-12-24 20:21:07.833 DEBUG [Dummy-134] [_trace.py:47] - send_request_headers.started request=<Request [b'POST']>
2025-12-24 20:21:07.834 DEBUG [Dummy-134] [_trace.py:47] - send_request_headers.complete
2025-12-24 20:21:07.834 DEBUG [Dummy-134] [_trace.py:47] - send_request_body.started request=<Request [b'POST']>
2025-12-24 20:21:07.834 DEBUG [Dummy-134] [_trace.py:47] - send_request_body.complete
2025-12-24 20:21:07.835 DEBUG [Dummy-134] [_trace.py:47] - receive_response_headers.started request=<Request [b'POST']>
2025-12-24 20:21:08.055 DEBUG [Dummy-134] [_trace.py:47] - receive_response_headers.complete return_value=(b'HTTP/1.1', 200, b'OK', [(b'Date', b'Wed, 24 Dec 2025 11:21:08 GMT'), (b'Content-Type', b'application/json; charset=utf-8'), (b'Transfer-Encoding', b'chunked'), (b'Connection', b'keep-alive'), (b'X-Frame-Options', b'DENY'), (b'cf-cache-status', b'DYNAMIC'), (b'Report-To', b'{"group":"cf-nel","max_age":604800,"endpoints":[{"url":"https://a.nel.cloudflare.com/report/v4?s=GtjlHatEJzwbfxPa6Fcq46Ok9smj2sieuizmpcrUnAEGBiUItaEmDABnlaj5rej%2FtIaRZ7Cw%2BRQT2iMbvptDNlctwGkqfF4zbOKZjyR9aDEBfQ%3D%3D"}]}'), (b'Nel', b'{"report_to":"cf-nel","success_fraction":0.0,"max_age":604800}'), (b'Strict-Transport-Security', b'max-age=31536000; includeSubDomains'), (b'X-Content-Type-Options', b'nosniff'), (b'Content-Encoding', b'br'), (b'Server', b'cloudflare'), (b'CF-RAY', b'9b2fb69ffb7a4a26-NRT')])
2025-12-24 20:21:08.055 INFO [Dummy-134] [_client.py:1038] - HTTP Request: POST https://marketplace.dify.ai/api/v1/plugins/batch "HTTP/1.1 200 OK"
2025-12-24 20:21:08.055 DEBUG [Dummy-134] [_trace.py:47] - receive_response_body.started request=<Request [b'POST']>
2025-12-24 20:21:08.408 DEBUG [Dummy-134] [_trace.py:47] - receive_response_body.complete
2025-12-24 20:21:08.409 DEBUG [Dummy-134] [_trace.py:47] - response_closed.started
2025-12-24 20:21:08.409 DEBUG [Dummy-134] [_trace.py:47] - response_closed.complete
2025-12-24 20:21:08.409 DEBUG [Dummy-134] [_trace.py:47] - close.started
2025-12-24 20:21:08.410 DEBUG [Dummy-134] [_trace.py:47] - close.complete
2025-12-24 20:22:22.722 DEBUG [Dummy-135] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:22:22.728 DEBUG [Dummy-136] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:22:22.745 DEBUG [Dummy-137] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/2d3078cb-84e3-491e-8d43-f2040451aae2.png loaded as stream
2025-12-24 20:22:22.839 DEBUG [Dummy-138] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:22:22.847 DEBUG [Dummy-139] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:22:22.849 DEBUG [Dummy-140] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/2d3078cb-84e3-491e-8d43-f2040451aae2.png loaded as stream
2025-12-24 20:24:24.272 DEBUG [Dummy-141] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:24.274 DEBUG [Dummy-142] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/2d3078cb-84e3-491e-8d43-f2040451aae2.png loaded as stream
2025-12-24 20:24:24.276 DEBUG [Dummy-143] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:24.277 DEBUG [Dummy-144] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:24.279 DEBUG [Dummy-145] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:24.282 DEBUG [Dummy-146] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/2d3078cb-84e3-491e-8d43-f2040451aae2.png loaded as stream
2025-12-24 20:24:24.379 DEBUG [Dummy-147] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:24.380 DEBUG [Dummy-148] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/2d3078cb-84e3-491e-8d43-f2040451aae2.png loaded as stream
2025-12-24 20:24:24.381 DEBUG [Dummy-149] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:24.383 DEBUG [Dummy-150] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:24.384 DEBUG [Dummy-151] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:24.385 DEBUG [Dummy-152] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/2d3078cb-84e3-491e-8d43-f2040451aae2.png loaded as stream
2025-12-24 20:24:39.745 DEBUG [Dummy-153] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:39.747 DEBUG [Dummy-154] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:39.759 DEBUG [Dummy-155] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/2d3078cb-84e3-491e-8d43-f2040451aae2.png loaded as stream
2025-12-24 20:24:39.761 DEBUG [Dummy-156] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:39.763 DEBUG [Dummy-157] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:39.765 DEBUG [Dummy-158] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/2d3078cb-84e3-491e-8d43-f2040451aae2.png loaded as stream
2025-12-24 20:24:39.853 DEBUG [Dummy-159] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:39.854 DEBUG [Dummy-160] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:39.855 DEBUG [Dummy-161] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:39.856 DEBUG [Dummy-162] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8b2b7584-e3e3-43b9-94ad-127956a47b6d.png loaded as stream
2025-12-24 20:24:39.858 DEBUG [Dummy-163] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/2d3078cb-84e3-491e-8d43-f2040451aae2.png loaded as stream
2025-12-24 20:24:39.859 DEBUG [Dummy-164] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/2d3078cb-84e3-491e-8d43-f2040451aae2.png loaded as stream
2025-12-24 20:30:01.860 DEBUG [Dummy-165] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/89abd22b-614a-4d51-9b7a-cebc98540502.png loaded as stream
2025-12-24 20:30:01.862 DEBUG [Dummy-166] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/89abd22b-614a-4d51-9b7a-cebc98540502.png loaded as stream
2025-12-24 20:30:01.865 DEBUG [Dummy-167] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8bb5405b-27cb-45e2-a14f-4df1703b3154.png loaded as stream
2025-12-24 20:30:01.867 DEBUG [Dummy-168] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/8bb5405b-27cb-45e2-a14f-4df1703b3154.png loaded as stream
2025-12-24 20:30:01.869 DEBUG [Dummy-169] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/a27866e4-b5ce-45c0-8cae-e5adf31955db.png loaded as stream
2025-12-24 20:30:01.872 DEBUG [Dummy-170] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/a27866e4-b5ce-45c0-8cae-e5adf31955db.png loaded as stream
2025-12-24 20:30:01.874 DEBUG [Dummy-171] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/f0b52e46-7407-4b3c-971a-4f9ae00522d6.png loaded as stream
2025-12-24 20:30:01.877 DEBUG [Dummy-172] [opendal_storage.py:67] - file image_files/6bc390bf-942c-4f34-a907-14a712a54d39/f0b52e46-7407-4b3c-971a-4f9ae00522d6.png loaded as stream
docker-plugin_deamon-1 logs
[GIN] 2025/12/24 - 11:19:42 | 200 | 11.688142ms | 172.23.0.8 | GET "/plugin/6bc390bf-942c-4f34-a907-14a712a54d39/management/models?page=1&page_size=256"
[GIN] 2025/12/24 - 11:19:42 | 200 | 36.283µs | 172.23.0.8 | GET "/plugin/6bc390bf-942c-4f34-a907-14a712a54d39/asset/03cf40e3202eb92358b6da24bf838aece48bc6985ffb9a8ccd97b1c791076ae7.svg"
[GIN] 2025/12/24 - 11:19:42 | 200 | 6.161219ms | 172.23.0.8 | GET "/plugin/6bc390bf-942c-4f34-a907-14a712a54d39/management/models?page=1&page_size=256"
[GIN] 2025/12/24 - 11:20:22 | 200 | 11.037434ms | 172.23.0.8 | GET "/plugin/6bc390bf-942c-4f34-a907-14a712a54d39/management/models?page=1&page_size=256"
[GIN] 2025/12/24 - 11:20:22 | 200 | 44.106µs | 172.23.0.8 | GET "/plugin/6bc390bf-942c-4f34-a907-14a712a54d39/asset/03cf40e3202eb92358b6da24bf838aece48bc6985ffb9a8ccd97b1c791076ae7.svg"
[GIN] 2025/12/24 - 11:20:22 | 200 | 6.809086ms | 172.23.0.8 | GET "/plugin/6bc390bf-942c-4f34-a907-14a712a54d39/management/models?page=1&page_size=256"
[GIN] 2025/12/24 - 11:20:22 | 200 | 16.505519ms | 172.23.0.8 | GET "/plugin/6bc390bf-942c-4f34-a907-14a712a54d39/management/models?page=1&page_size=256"
[GIN] 2025/12/24 - 11:20:22 | 200 | 3.338862ms | 172.23.0.8 | POST "/plugin/6bc390bf-942c-4f34-a907-14a712a54d39/dispatch/model/schema"
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@dosubot[bot] commented on GitHub (Dec 24, 2025):
Support for Vertex AI multimodalembedding@001 was added in a recent Dify release, but issues like yours can occur if the plugin daemon or dify-official-plugins are not fully up to date with the latest fixes and SDK changes. The Dify backend routes multimodal embedding requests differently from text embeddings, and relies on the plugin daemon to handle model-specific logic. If the plugin or daemon is outdated, or if the request payloads are not handled as expected, this can cause silent failures or timeouts—especially since logs may only show 200 OK responses even when the embedding fails internally.
Recent plugin updates migrated to the new google-genai SDK and improved error handling for Vertex AI models, including multimodalembedding@001. Make sure your plugin daemon and plugins are updated to include these changes, as older versions may not handle the new model or its required content formats correctly source.
Timeouts and stuck indexing can also result from large document batches or payloads. Try reducing the chunk size or batch size for your documents to see if smaller requests succeed source.
If the problem persists after updating, enable debug logging in the plugin daemon and check specifically for errors or timeouts on the /dispatch/multimodal_embedding/invoke endpoint. Capturing the full request and response payloads may help identify any model-specific incompatibilities or malformed responses.
Recent Dify versions also added new configuration options for multimodal embedding, such as image file batch limits and attachment size limits, which may affect processing if your documents include images or other non-text content source.
In summary: update your plugin daemon and plugins, test with smaller document batches, and check detailed logs for hidden errors. This should help resolve or further diagnose the issue with Vertex AI multimodalembedding@001.
To reply, just mention @dosu.
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@unmo commented on GitHub (Dec 24, 2025):
The Vertex AI plugin is updated to the latest version (v0.0.34) and is being used accordingly.
@quicksandznzn commented on GitHub (Dec 24, 2025):
Can you check the logs for
dify-worker?@unmo commented on GitHub (Dec 25, 2025):
This issue was caused by concurrent embedding jobs running at the same time.
At the time of the problem, other Knowledge Base embedding processes were already running, and starting an additional indexing job with
multimodalembedding@001caused it to remain inQueued/Indexingstate and eventually fail.After ensuring that no other embedding jobs were running and retrying, the indexing completed successfully.
Conclusion
This was not a bug in the Vertex AI plugin or
multimodalembedding@001itself, but a result of simultaneous embedding jobs competing for resources / execution slots.Closing the issue.