Yiorgis Gozadinos
749752820c
Document vacuum memory requirements
2026-07-30 14:32:40 +03:00
Yiorgis Gozadinos
221c90af72
Bound a compute-only call at code_timeout
...
The pool watchdog counts only the time a worker spends running code, so a read
that blocks the worker never trips it. The margin above code_timeout therefore
guarded a race that cannot happen, and only bought a runaway call 90s where 60s
was configured. Pass code_timeout straight through. The two limits are disjoint:
the watchdog bounds a call that computes, and the read deadline bounds a call
that reads.
Drop the ordering test, which was true for any positive margin. The containment
test no longer sets code_timeout to zero, because that value now also disables
the watchdog and kills the worker before the read guard can refuse. It patches
the guard instead.
Monty 0.0.19 runs a plain class and a class with __enter__ and __exit__. Only
inheritance and metaclasses raise. Say that in the instructions.
MemoryFile is no longer constructed, so drop the import, the annotation, and the
stale references in the sandbox docstring and CLAUDE.md. That CLAUDE.md line
also still claimed a ThreadPoolExecutor, _run_async, and a fresh interpreter per
call.
2026-07-28 19:11:19 +03:00
Yiorgis Gozadinos
522959d9b4
Check the code timeout before each document read
...
The VFS bridge suspends the Monty worker for the length of a read. Monty checks
its duration budget between interpreter steps, so it cannot check while a read
is in flight. Code that reads in a loop overran a 60s budget by minutes. A read
takes about 20ms on a 2789-document corpus, so a full scan spends about 55s in
reads alone.
Check the deadline before each read. Raising from inside the callback answers the
worker's suspension, which keeps the session usable.
Monty also spends max_duration_secs across the session rather than per call, and
the sandbox reuses the session so that variables persist. Budget it for
code_timeout * max_executions. At the old per-call value the first slow call
starved every later one.
Do not wrap feed_run in asyncio.wait_for. Cancelling during pure compute is
clean, but cancelling while a read waits for an answer wedges the session with a
protocol RuntimeError that escapes execute(). A call that computes without
reading stays bounded by the session budget alone.
2026-07-28 19:11:19 +03:00
Yiorgis Gozadinos
ae345cc39f
Map thinking onto Pydantic AI's unified setting
2026-07-27 18:26:42 +03:00
Yiorgis Gozadinos
43c17a6777
fix capability execution limits and chat loading
2026-07-24 15:26:17 +03:00
Yiorgis Gozadinos
9deb1f2bd4
replace haiku.skills with native Pydantic AI capabilities
2026-07-24 15:26:17 +03:00
Yiorgis Gozadinos
543aba7547
Multimodal reranking: send picture chunks to vllm rerankers as images
...
reranking.multimodal (vllm provider only) attaches picture bytes to
synthetic picture chunks before rerank; VLLMReranker sends them as
content-parts documents (base64 data URI + description text) in the
same /v1/rerank request as plain text documents.
2026-07-24 12:29:20 +03:00
Yiorgis Gozadinos
c1ec13f081
Lower search.max_context_chars default to 5000
2026-07-14 11:58:42 +03:00
Yiorgis Gozadinos
144900d385
Remove the mxbai reranking provider
2026-07-14 11:09:55 +03:00
Yiorgis Gozadinos
b14152a45b
Keep picture and table hits section-bounded during context expansion
2026-07-09 11:05:40 +03:00
Yiorgis Gozadinos
43a580afb3
Dedupe picture chunks and skip small pictures at chunking
2026-07-09 10:24:32 +03:00
Yiorgis Gozadinos
3c7699f156
Fail docling-serve requests over to another instance with per-instance breaking
...
When a docling-serve instance crashes or returns 5xx, DoclingServeClient now
retries the request on a different instance (up to max_attempts) and trips a
per-instance circuit breaker so subsequent jobs skip a dead instance until its
cooldown elapses. Reuses the shared CircuitBreaker; adds max_attempts and a
nested circuit_breaker to providers.docling_serve.
Co-Authored-By: bryan davis <bryan@monkeytronics.org>
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-08 11:03:44 +03:00
Yiorgis Gozadinos
b707a70d19
Update docs
2026-06-28 10:24:12 +03:00
Yiorgis Gozadinos
044ac62e49
Drop boilerplate handling; make duplicate report readable
2026-06-26 16:52:22 +03:00
Yiorgis Gozadinos
961913dde4
Ignore boilerplate chunks in duplicate-document detection
2026-06-26 16:52:21 +03:00
Yiorgis Gozadinos
43f2130b66
Add near-duplicate document detection to doctor
2026-06-26 16:52:21 +03:00
Yiorgis Gozadinos
b098be790b
Document multimodal embedder flag and Voyage/Cohere providers
2026-06-23 15:23:10 +03:00
Yiorgis Gozadinos
6c04dd5881
docs
2026-06-12 10:17:18 +03:00
Yiorgis Gozadinos
ceae56562f
Expand ${VAR} environment references in YAML config
2026-06-11 09:39:54 +03:00
Yiorgis Gozadinos
cd77bd9889
Bound analysis execute_code calls to avoid request-limit nulls
2026-06-06 14:52:05 +03:00
Yiorgis Gozadinos
e0a892ec97
Update embedding-drift docs for read-only opens
2026-06-05 12:14:14 +03:00
Yiorgis Gozadinos
6eee09743b
Cover PDF attachment ingest through the full create_document_from_source path
2026-05-28 16:07:12 +03:00
Yiorgis Gozadinos
0114653522
Docs update
2026-05-27 13:22:35 +03:00
Yiorgis Gozadinos
2febfe2011
Docs & cl
2026-05-26 11:45:35 +03:00
Yiorgis Gozadinos
6bcc2f6357
PDF split-convert-merge for memory-bound large PDFs
2026-05-26 11:44:45 +03:00
Yiorgis Gozadinos
66d5fee682
Docker & docs updates
2026-05-26 11:44:45 +03:00
Yiorgis Gozadinos
055fd23d5d
round-robin docling-serve across multiple base_urls
2026-05-26 11:44:45 +03:00
Yiorgis Gozadinos
7ea61a7b10
drop the old monitor, rename serve→mcp, add e2e tests
2026-05-26 11:42:41 +03:00
Yiorgis Gozadinos
e55125763f
Document setting thinking on OpenAI compat providers
2026-05-21 10:25:48 +03:00
Yiorgis Gozadinos
0ee00334c7
drop prose emdashes and semicolons; minor fixes
2026-05-20 14:27:16 +03:00
Yiorgis Gozadinos
910d178b00
docs: rebuild Skills section, drop pitch prose
2026-05-20 14:27:16 +03:00
Yiorgis Gozadinos
19e2be003e
docs: add chat page, restructure nav, reorder sections
2026-05-20 14:27:16 +03:00
Yiorgis Gozadinos
8c57a3ca99
Drop the multi-agent research workflow
2026-05-20 12:46:48 +03:00
Yiorgis Gozadinos
6f95e2bc27
Delete the standalone QA and analysis agents
2026-05-19 11:39:20 +03:00
Yiorgis Gozadinos
519afe6709
Add cross-encoder reranking provider
2026-05-14 15:43:35 +03:00
Yiorgis Gozadinos
a98ddc14b8
Replace picture_description.enabled with processing.pictures enum
2026-05-13 16:22:44 +03:00
Yiorgis Gozadinos
072edad62f
Merge pull request #368 from ggozad/feat/relax-compat-check
...
Relax embedding compatibility check to vector_dim only
2026-05-13 15:43:37 +03:00
Yiorgis Gozadinos
701e9d3632
Relax embedding compat check to vector_dim only
2026-05-13 14:44:18 +03:00
Yiorgis Gozadinos
8b135c4d4d
Expose embedding batch size as config
2026-05-13 14:09:47 +03:00
Yiorgis Gozadinos
c6cd847299
Add ModelConfig.extra_body for raw provider pass-through
2026-05-13 13:45:09 +03:00
Yiorgis Gozadinos
a206f8bfcc
Document fetch_remote_images and the docling-serve HTML gap
2026-05-12 15:50:33 +03:00
Yiorgis Gozadinos
6f6ebf27c8
Document s3 storage & monitoring
2026-05-11 11:29:56 +03:00
Yiorgis Gozadinos
ab5cfdd04a
Docs & cl
2026-05-08 11:20:04 +03:00
Yiorgis Gozadinos
ff82d36c2f
add rebuild --descriptions: run VLM over stored picture bytes only
2026-05-05 12:02:46 +03:00
Yiorgis Gozadinos
2038d43435
collapse pictures enum to picture_description.enabled boolean
2026-05-05 11:16:08 +03:00
Yiorgis Gozadinos
65d9c74224
expose image-as-query through MCP and the CLI.
2026-05-04 11:46:45 +03:00
Yiorgis Gozadinos
21f12cd770
add vision: bool flag on ModelConfig (default False). Gate the agent search tool's BinaryContent attachment on qa.model.vision so picture bytes are only sent to vision-capable QA models.
2026-05-04 10:47:21 +03:00
Yiorgis Gozadinos
7831057339
add processing.pictures enum (none|description|image), replacing the implicit pair of generate_picture_images+picture_description.enabled flags
2026-04-30 14:26:14 +03:00
Yiorgis Gozadinos
ce2df2e0bd
Docs
2026-04-24 14:42:52 +03:00
Yiorgis Gozadinos
ff8ad0879c
fix context expansion: respect section boundaries, remove max_context_items
2026-04-20 15:18:16 +03:00
Yiorgis Gozadinos
d2b3ba1b59
rename RLM agent to analysis throughout the codebase
2026-04-17 18:32:01 +03:00
Yiorgis Gozadinos
75c84805b4
Improve judge prompt, QA prompt, and raise max_searches to 5
2026-04-16 12:12:23 +03:00
Yiorgis Gozadinos
b6113bf8ab
replace fixed-radius expansion with section-bounded algorithm
...
Context expansion is now automatic and structure-aware. For structured
documents, expands within the section containing the match. For sections
that exceed the budget or are too small, expands item-by-item outward
skipping noise labels. Unstructured documents use budget-based outward
expansion. Results sorted by relevance score.
2026-04-16 12:11:53 +03:00
Yiorgis Gozadinos
367accb814
Replace MinIO with SeaweedFS for S3 integration tests
2026-04-08 14:19:32 +03:00
Yiorgis Gozadinos
5e7a4ebae5
Update docs
2026-04-08 14:19:32 +03:00
Yiorgis Gozadinos
eb5db78026
clarify domain_preamble purpose
2026-04-01 13:13:52 +03:00
Yiorgis Gozadinos
45e94ec67a
Set search limit to 10
2026-03-11 12:26:41 +02:00
Yiorgis Gozadinos
e2749ad2a6
Cap QA agent search iterations to reduce response time
2026-03-11 12:13:43 +02:00
Yiorgis Gozadinos
5a0430857f
Enable thinking by default for QA agent
2026-03-05 15:48:08 +02:00
Yiorgis Gozadinos
3cc2d5e19e
Set appropriate temperature and max_tokens defaults
2026-03-05 13:23:50 +02:00
Yiorgis Gozadinos
e2bcbd8eea
Update docs, and download-models for title generation
2026-02-26 11:05:48 +02:00
Yiorgis Gozadinos
d3a1031ec4
Update docs
2026-02-26 09:09:42 +02:00
Yiorgis Gozadinos
37f28ea8de
Clean up stale references and dead code
2026-02-20 16:37:15 +02:00
Yiorgis Gozadinos
5fc4ddff69
Docs
2026-02-11 12:55:09 +02:00
Yiorgis Gozadinos
720f697a48
Cleanup
2026-02-06 12:07:21 +01:00
Yiorgis Gozadinos
56cf6ebfb6
Docs
2026-02-06 12:07:18 +01:00
Yiorgis Gozadinos
b22ac33dde
Pass OCR options from conversion_options to docling-serve chunker
2026-02-03 11:34:46 +02:00
Yiorgis Gozadinos
ac76ecee86
Remove dead code from iterative research planning refactor
2026-01-31 10:51:34 +02:00
Yiorgis Gozadinos
57fd08d600
Revert "Synthesis steps now select only relevant citations instead of including all"
2026-01-28 16:00:27 +02:00
Yiorgis Gozadinos
8a587ec554
Synthesis steps now select only relevant citations instead of including all
2026-01-27 15:56:29 +02:00
Yiorgis Gozadinos
b96e5a3be1
Additional prompts needing adapting. Missing cassettes.
2026-01-21 15:17:56 +02:00
Yiorgis Gozadinos
7ff014684a
Support for jina reranker, both local and API
2026-01-21 10:39:21 +02:00
Yiorgis Gozadinos
62d35d2907
Add ocr_engine field to ConversionOptions
2026-01-20 13:41:43 +02:00
Yiorgis Gozadinos
7b6b2e2f38
Update docs
2026-01-14 12:55:02 +02:00
Yiorgis Gozadinos
fc29b0c3f7
Update docs
2026-01-12 12:37:08 +02:00
Yiorgis Gozadinos
4cae2cf26a
Clarify docs about using a VLM with docling-serve
2026-01-08 10:57:52 +02:00
Yiorgis Gozadinos
248eed8d7b
Update docs
2026-01-07 11:09:23 +02:00
Yiorgis Gozadinos
769e0d4746
Update picture description prompt, move its config under prompts
2026-01-07 11:09:23 +02:00
Yiorgis Gozadinos
3c4116397d
Add VLM picture description support for image handling
2026-01-07 11:09:22 +02:00
Yiorgis Gozadinos
08fb99c6f8
Add prompt customization and domain preable
2025-12-26 13:34:51 +02:00
Yiorgis Gozadinos
958fe43f2a
Remove vllm and lmstudio custom configs, they can now use the openai base
2025-12-26 12:02:55 +02:00
Yiorgis Gozadinos
d4861b6408
Docs & changelog
2025-12-26 11:57:27 +02:00
Yiorgis Gozadinos
8206498af8
Documentation updates
2025-12-10 13:02:49 +02:00
Yiorgis Gozadinos
2161727716
Add auto_vacuum config option to control automatic vacuuming
2025-12-10 11:42:14 +02:00
Yiorgis Gozadinos
68457f251e
Do not generate base64 images by default
2025-12-09 18:42:56 +02:00
Yiorgis Gozadinos
52acdcb56a
Update docs, include tuning document
2025-12-09 12:55:28 +02:00
Yiorgis Gozadinos
802f058205
Move search related config under SearchConfig
2025-12-09 12:28:28 +02:00
Yiorgis Gozadinos
4da50873bd
Make search limit configurable
2025-12-09 11:46:43 +02:00
Yiorgis Gozadinos
9a5f8e4368
Add type-aware context expansion for search results
2025-12-08 15:56:21 +02:00
Yiorgis Gozadinos
17c7147a49
Remove pre-processor, no longer needed
2025-12-08 15:56:01 +02:00
Yiorgis Gozadinos
47d8f7ba3f
Update docs
2025-12-02 12:01:10 +02:00
Yiorgis Gozadinos
0303e6a8cd
Support LMStudio
2025-11-26 10:31:40 +02:00
Yiorgis Gozadinos
5612ecaee7
Fix documentation configuration index
2025-11-26 10:24:53 +02:00
