Yiorgis Gozadinos
276e86a033
Fix citation selection when we call visualize
2026-01-26 16:43:10 +02:00
Yiorgis Gozadinos
7f63a7c4ab
Use recall tool in chat agent
2026-01-26 16:43:10 +02:00
Yiorgis Gozadinos
77647b08bc
Recall tool in chat agent
2026-01-26 16:42:41 +02:00
Yiorgis Gozadinos
8f35033a42
Update search(), ask() to use get_or_assign_index()
2026-01-26 16:42:41 +02:00
Yiorgis Gozadinos
af786596b1
Document filter in the TUI, use command palette instead of shortcuts
2026-01-26 16:42:40 +02:00
Yiorgis Gozadinos
30e9ff3038
Use session document filter in agent, combine with document name filter if necessary
2026-01-26 16:42:40 +02:00
Yiorgis Gozadinos
5b14038dc5
Add document_filter to ChatSessionState for session-level filtering
2026-01-26 16:42:40 +02:00
Yiorgis Gozadinos
0f0c3a076f
minor fixes
2026-01-26 16:42:39 +02:00
Yiorgis Gozadinos
729a3910d8
Fix visual grounding citation selection in TUI
2026-01-26 16:42:39 +02:00
Yiorgis Gozadinos
ff92ee8271
Skip gather_context when session context exists
2026-01-26 16:42:39 +02:00
Yiorgis Gozadinos
5aabae4d06
Remove background_context & simplify
2026-01-26 16:42:39 +02:00
Yiorgis Gozadinos
9d71ccb213
Move session context to agent, make AGUI work
2026-01-26 16:42:39 +02:00
Yiorgis Gozadinos
93737852a8
Use previous context in summarization
2026-01-26 16:42:38 +02:00
Yiorgis Gozadinos
9ed8773672
Unify Citation class and context formatting between chat and research agents
2026-01-26 16:42:38 +02:00
Yiorgis Gozadinos
74eac57ffa
Remove qa_history ranking in favor of SessionContext, planner can skip searching if context adequate
2026-01-26 16:42:38 +02:00
Yiorgis Gozadinos
3b7b7c1bbc
Cancel any running summarization tasks
2026-01-26 16:42:38 +02:00
Yiorgis Gozadinos
8441516a73
Tests, widget to show context in tui
2026-01-26 16:41:13 +02:00
Yiorgis Gozadinos
aaddf4a5a9
Dynamic session context to be used in the conversational agent
2026-01-26 16:41:12 +02:00
Yiorgis Gozadinos
47d355ed0a
Update dependencies
2026-01-23 11:57:02 +02:00
Yiorgis Gozadinos
35ebdd67e2
vb
2026-01-22 17:48:39 +02:00
Yiorgis Gozadinos
b4c158ffcf
Fix potential 0.25.0 migration crash
2026-01-22 17:29:26 +02:00
Yiorgis Gozadinos
32c64d3d11
vb
2026-01-22 12:59:32 +02:00
Yiorgis Gozadinos
ea7a4a9a8f
apply dotenv usecwd fix to remaining files
...
Apply the same find_dotenv(usecwd=True) fix from cli.py to:
- evaluations/evaluations/benchmark.py
- app/backend/main.py
Co-Authored-By: Tianyi Cui <contact@tianyicui.com>
2026-01-22 12:41:35 +02:00
Tianyi Cui
910ebbab22
fix: load .env from current working directory, not source file directory
...
The previous load_dotenv() searched for .env starting from the calling
file's directory (haiku/rag/cli.py), which fails when users run haiku-rag
from a different directory containing their .env file.
Changes:
- Move load_dotenv() before config imports (config reads env vars at import time)
- Use find_dotenv(usecwd=True) to search from current working directory
2026-01-22 12:36:55 +02:00
Tres Seaver
e9746a1785
fix: mark 'hashlib.md5' as 'usedforsecurity=False'
...
Closes #255 .
2026-01-21 12:14:56 -05:00
Yiorgis Gozadinos
b96e5a3be1
Additional prompts needing adapting. Missing cassettes.
2026-01-21 15:17:56 +02:00
Yiorgis Gozadinos
7f51c63ad7
Search results now show rank position instead of raw scores. Consolidate cassettes
2026-01-21 14:54:15 +02:00
Yiorgis Gozadinos
a1abfd9666
Jina uses AutoModel not AutoModelForSequenceClassification
2026-01-21 11:26:23 +02:00
Yiorgis Gozadinos
ce95dc47a5
Do not run coverage on download-models & code that requires integration tests
2026-01-21 11:09:35 +02:00
Yiorgis Gozadinos
36a675e1bb
Add jina, mxbai and sentence-transformers to download-models when used
2026-01-21 10:53:45 +02:00
Yiorgis Gozadinos
7ff014684a
Support for jina reranker, both local and API
2026-01-21 10:39:21 +02:00
Yiorgis Gozadinos
b8cf8f5198
Remove reranker cache
2026-01-20 17:26:24 +02:00
Yiorgis Gozadinos
e7ce9694b5
vb
2026-01-20 15:47:37 +02:00
Yiorgis Gozadinos
be82473624
Merge pull request #249 from ggozad/feat/ocr-engine
...
Add `ocr_engine` field to `ConversionOptions`
2026-01-20 13:56:23 +02:00
Yiorgis Gozadinos
7bbac66640
Fix crash when logfire is installed but user is not authenticated. Closes #247
2026-01-20 13:43:44 +02:00
Yiorgis Gozadinos
62d35d2907
Add ocr_engine field to ConversionOptions
2026-01-20 13:41:43 +02:00
Yiorgis Gozadinos
1022d5dafd
Update dependencies
2026-01-19 16:23:26 +02:00
Yiorgis Gozadinos
f05159859c
Additional fixes to remove type ignores
2026-01-19 16:00:18 +02:00
Yiorgis Gozadinos
5e55c0df54
replace pyright with ty type checker
2026-01-19 15:50:14 +02:00
Yiorgis Gozadinos
2c264f4afc
vb
2026-01-19 14:54:18 +02:00
Yiorgis Gozadinos
5464d24483
require explicit migrate command for database migrations
2026-01-19 13:22:09 +02:00
Yiorgis Gozadinos
5f2f180960
vb
2026-01-16 15:27:55 +02:00
Yiorgis Gozadinos
bdfc6b87e7
Rename initial_context to background_context
2026-01-16 15:03:42 +02:00
Yiorgis Gozadinos
2054450142
ChatDeps implements StateHandler protocol for proper AG-UI state management
2026-01-16 15:03:41 +02:00
Yiorgis Gozadinos
18362f01c2
Pass context for CLI/app
2026-01-16 15:03:06 +02:00
Yiorgis Gozadinos
d82e1f95c1
Optimize context prompts
2026-01-16 15:03:05 +02:00
Yiorgis Gozadinos
dff489f75f
Add initial_context support to chat agent
2026-01-16 15:03:05 +02:00
Yiorgis Gozadinos
e73486b7a8
Set retries to 3 for agents that did not have it.
2026-01-16 15:03:05 +02:00
Yiorgis Gozadinos
12e5e9ebfb
vb
2026-01-15 16:24:03 +02:00
Yiorgis Gozadinos
7639c2915e
Add AGUI_STATE_KEY for namespaced AG-UI state emission
2026-01-15 15:46:37 +02:00
Yiorgis Gozadinos
157773ef15
vb
2026-01-15 11:47:49 +02:00
Yiorgis Gozadinos
bb60ad127a
Add pragma nocover to optional dependency imports
2026-01-15 10:32:35 +02:00
Yiorgis Gozadinos
fae274a04d
Remove defensive checks in info()
2026-01-15 10:30:45 +02:00
Yiorgis Gozadinos
345807e699
Remove defensive app() try/except, let errors propagate if they occur
2026-01-15 10:17:26 +02:00
Yiorgis Gozadinos
affffc1013
Extract get_package_versions() for info & modals
2026-01-14 18:24:41 +02:00
Yiorgis Gozadinos
fe73267e66
Remove unecessary try/except from info()
2026-01-14 18:17:43 +02:00
Yiorgis Gozadinos
fc1ea82cb1
Display on info pydantic-ai and docling-document schema version
2026-01-14 18:14:53 +02:00
Yiorgis Gozadinos
8bdfbe526c
Fix embed-only rebuild with changed vector dimensions
...
When a database was created with one embedding model and rebuild
--embed-only was run with a different model, it failed with a
vector dimension validation error.
- Store reads stored vector_dim when opening existing databases
- _rebuild_embed_only recreates chunks table to handle dimension changes
- Add test for rebuild with changed vector dimensions
2026-01-14 17:42:28 +02:00
Yiorgis Gozadinos
11f7f02262
Add option to namespace state key as a "feature" for ag-ui apps that maintain their own state
2026-01-14 14:21:08 +02:00
Yiorgis Gozadinos
929c29250e
Additional tests for page & picture images for local and docling-serve
2026-01-14 12:48:13 +02:00
Yiorgis Gozadinos
447e94c5db
Config options for generating page images
2026-01-14 11:55:08 +02:00
Yiorgis Gozadinos
2930679dc1
vb
2026-01-13 19:47:27 +02:00
Yiorgis Gozadinos
98b3d114b3
Update to docling-document 1.9.0
2026-01-13 19:20:27 +02:00
Yiorgis Gozadinos
275b09c8c5
vb
2026-01-13 18:34:45 +02:00
Yiorgis Gozadinos
c9cbf04cc8
Reverted docling from 2.67.0 to 2.65.0 to use docling-document 1.8.0
2026-01-13 18:22:58 +02:00
Yiorgis Gozadinos
eb5d0b0622
Use tui as an optional group. vb
2026-01-13 12:30:19 +02:00
Yiorgis Gozadinos
6b3ff5ef1e
CLI app
2026-01-13 11:31:21 +02:00
Yiorgis Gozadinos
3e66d6b21d
Make qa list a FIFO with 50 max, keep a cache of embeddings
2026-01-12 17:02:23 +02:00
Yiorgis Gozadinos
51836a1c55
Add tests for chat agent & friends
2026-01-12 16:00:07 +02:00
Yiorgis Gozadinos
f4ddb0f5c6
Allow chat agent to specify the search limit
2026-01-12 15:52:40 +02:00
Yiorgis Gozadinos
2da2c6d13a
Search tool in chat agent needs no search context
2026-01-12 15:13:43 +02:00
Yiorgis Gozadinos
5adab04e50
Update prompts
2026-01-12 15:10:04 +02:00
Yiorgis Gozadinos
d43821659c
Filter low-confidence answers
2026-01-12 15:01:32 +02:00
Yiorgis Gozadinos
e4a7d86348
Rank q/a history with respect to cosine similarity to new queries. Adapt the chat agent to only pass relevant q/as
2026-01-12 14:15:36 +02:00
Yiorgis Gozadinos
7cc561d1db
Refactor to make agents a top-level module. Bring in the conversational agent from the app
2026-01-12 12:37:08 +02:00
Yiorgis Gozadinos
bb61e8fab6
Remove custom AG-UI infrastructure in favor of pydantic-ai native support
2026-01-12 12:37:07 +02:00
Yiorgis Gozadinos
26bc02ef14
Build a "conversational" research graph
2026-01-12 12:36:31 +02:00
Yiorgis Gozadinos
061095e855
Remove obsolete migrations
2026-01-12 12:07:49 +02:00
Yiorgis Gozadinos
29c682d8eb
Add migration
2026-01-11 11:40:57 +02:00
Yiorgis Gozadinos
9c4fd08c47
Update client serialization for compressed docling documents
2026-01-11 09:23:56 +02:00
Yiorgis Gozadinos
be715dd456
Revert docling core back to 1.8.0 for compatibility with docling-serve
2026-01-11 09:23:19 +02:00
Yiorgis Gozadinos
afc5b02285
Update schema to store docling_document as compressed bytes
...
- Change DocumentRecord.docling_document_json (str) to docling_document (bytes)
- Use large_binary Arrow type (64-bit offsets) to avoid 2GB column limit
- Decompress in Document.get_docling_document() using gzip
- Update DocumentRepository field mappings
2026-01-10 15:17:27 +02:00
Yiorgis Gozadinos
face6f95bc
compression utils
2026-01-10 15:11:58 +02:00
Yiorgis Gozadinos
09acc845c0
Update docling, docling-core, lancedb deps
2026-01-10 15:06:56 +02:00
Yiorgis Gozadinos
ff1f19bb08
vb
2026-01-08 18:50:39 +02:00
Yiorgis Gozadinos
3603b00513
Fix base64 images leaking into expanded search results
...
PictureItem.export_to_markdown() defaults to ImageRefMode.EMBEDDED,
which embeds base64 image data. When _extract_item_text() called this
method during context expansion, base64 data would leak into results.
Now explicitly handles PictureItem with ImageRefMode.PLACEHOLDER to
prevent base64 while still including VLM descriptions and captions.
2026-01-08 18:42:58 +02:00
Yiorgis Gozadinos
92f0fd956f
vb
2026-01-08 10:25:25 +02:00
Yiorgis Gozadinos
1616891c40
Fix non-reasoning OpenAI models that do not support reasoning config
2026-01-07 18:47:31 +02:00
Yiorgis Gozadinos
ef187767ed
vb
2026-01-07 11:20:48 +02:00
Yiorgis Gozadinos
2f413e937b
Add VLM model to download_models()
2026-01-07 11:09:24 +02:00
Yiorgis Gozadinos
f861664656
Extract shared DoclingServeClient for async workflow & use it for VLM support, chunking, converting
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
af340ac410
vb
2026-01-05 12:15:41 +02:00
Yiorgis Gozadinos
271af6cb3c
Update core dependencies
2026-01-05 11:52:38 +02:00
Yiorgis Gozadinos
5b34b9ed0e
Track potentially more than one running step in agui emitter
2026-01-05 10:41:35 +02:00
Yiorgis Gozadinos
679d0bfafd
Merge pull request #212 from ggozad/feat/contextualize-fts
...
Add additional context (headers/sections etc) to the FTS index
2025-12-29 18:42:19 +02:00
Yiorgis Gozadinos
a4d33c9e71
Delete test_agui_server.py, it was accidentally commited
2025-12-29 14:58:04 +02:00
Yiorgis Gozadinos
c9cb005d07
Use FTS on contextualized text
2025-12-29 14:50:07 +02:00
Yiorgis Gozadinos
1e9a10a235
Record cassettes for embedder, ignore huggingface while recording
2025-12-29 13:23:53 +02:00
Yiorgis Gozadinos
1f654917b8
vb
2025-12-26 13:56:29 +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
86e31b8d29
VoyageAI embeddings, should end up as a PR for pydantic-ai
2025-12-26 11:50:47 +02:00
Yiorgis Gozadinos
3852e961b9
Update tests and client for explicit embed_query/embed_documents API
2025-12-26 11:26:56 +02:00
Yiorgis Gozadinos
132b8a36bc
Differentiate between embedding a query and a document
2025-12-24 12:43:11 +02:00
Yiorgis Gozadinos
5a30c197af
Delete obsolete embedders, rewrite get_embedder
2025-12-24 12:37:17 +02:00
Yiorgis Gozadinos
3141c91023
Add base_url to ModelConfig and EmbeddingModelConfig. Deprecate vllm and lm_studio configs, now through open ai
2025-12-24 12:33:44 +02:00
Yiorgis Gozadinos
271c50e225
pydantic-ai update
2025-12-24 12:25:22 +02:00
Yiorgis Gozadinos
5c7f033d2c
vb
2025-12-19 12:35:35 +02:00
Yiorgis Gozadinos
4164895514
Update critical dependencies
2025-12-19 12:21:57 +02:00
Yiorgis Gozadinos
2678c1aaad
history command, shows available lancedb versions per table
2025-12-19 12:03:18 +02:00
Yiorgis Gozadinos
77f9a2a1b9
before parameter in client, app, inspector, cli
2025-12-19 12:03:18 +02:00
Yiorgis Gozadinos
1e5eebfbf0
Checkout version logic and datetime utils
2025-12-19 12:03:16 +02:00
Yiorgis Gozadinos
8c0adb47e1
Merge branch 'main' into feat/read-only-db
2025-12-19 12:01:36 +02:00
Yiorgis Gozadinos
30f6bac388
Merge pull request #205 from ggozad/fix/docker-paths
...
Clarify how folder mounts work in docker docs
2025-12-19 11:59:00 +02:00
Yiorgis Gozadinos
090be293d2
Clarify folder mounts in docker docs, check monitor paths exist in FileWatcher
2025-12-19 11:58:08 +02:00
Yiorgis Gozadinos
1ff8fc1b56
Merge pull request #201 from ggozad/fix/allow-custom-config
...
Fix get_model() uses where default Config is forced
2025-12-19 11:57:30 +02:00
Yiorgis Gozadinos
fb1d3c97b3
Add additional programming language specifiers
2025-12-19 11:09:57 +02:00
Yiorgis Gozadinos
98727ad080
Add global --read-only mode in CLI
2025-12-18 16:43:49 +02:00
Yiorgis Gozadinos
1a8f72f99a
Add is_read_only property to Store. Guard all write operations in repositories
2025-12-18 15:55:24 +02:00
Yiorgis Gozadinos
e8e67d336c
Fix get_model() uses where default Config is forced
2025-12-18 15:10:31 +02:00
Yiorgis Gozadinos
1dbbaf6dd8
vb
2025-12-18 12:21:16 +02:00
Yiorgis Gozadinos
a1f5d944ba
Replace custom event classes with ag_ui.core types
2025-12-18 12:07:37 +02:00
Yiorgis Gozadinos
bf5711f7ab
Give hints in interactive cli
2025-12-18 11:48:35 +02:00
Yiorgis Gozadinos
08349e5c0e
QOL fixes for interactive cli research
2025-12-18 11:48:35 +02:00
Yiorgis Gozadinos
34092e4cdc
Wrap client side tool call in a message
2025-12-18 11:48:34 +02:00
Yiorgis Gozadinos
9818cac4eb
Fix agui tool call args being a json string
2025-12-18 11:48:34 +02:00
Yiorgis Gozadinos
218126de8d
Interactive research agent through AGUI client-side tool calls in CLI
2025-12-18 11:48:34 +02:00
Yiorgis Gozadinos
921893cff5
Remove deep ask from ag-ui server
2025-12-18 11:41:57 +02:00
Yiorgis Gozadinos
45de9bf0d5
Flatten graph structure, simplify
2025-12-18 11:41:57 +02:00
Yiorgis Gozadinos
557a296341
Update ag-ui example
2025-12-18 11:41:53 +02:00
Yiorgis Gozadinos
6e621ea34d
Provide full report on deep ask, modify prompt to not just summarize
2025-12-18 11:41:11 +02:00
Yiorgis Gozadinos
f0a7abd953
Remove deep qa graph, everything now uses the simplified research graph
2025-12-18 11:41:10 +02:00
Yiorgis Gozadinos
bdcf81774d
Remove analyze insights node, simplify research context, state, prompts & models
2025-12-18 11:41:10 +02:00
Yiorgis Gozadinos
50b7fb4461
Chunkers now set chunk.order directly
2025-12-18 11:35:48 +02:00
Yiorgis Gozadinos
3149552a61
Add 'plain' format and fallback for text conversion
2025-12-12 18:11:25 +02:00
Yiorgis Gozadinos
5c4799164c
Escape when getting by URI
2025-12-12 10:56:37 +02:00
Yiorgis Gozadinos
f6073a0db9
vb
2025-12-12 10:48:21 +02:00
Yiorgis Gozadinos
011f527579
Use rich rendering for citations in cli
2025-12-12 10:02:30 +02:00
Yiorgis Gozadinos
6f36085ac3
Fix synthesis prompt
2025-12-12 07:44:15 +02:00
Yiorgis Gozadinos
9ee8dfdc0c
Adapt prompts to clarify all lists must contain strings. Hopefully fixes LLM producing wrong output
2025-12-12 07:40:25 +02:00
Yiorgis Gozadinos
00d621e211
vb
2025-12-11 16:31:21 +02:00
Yiorgis Gozadinos
c0cbc22137
Info modal
2025-12-11 15:38:45 +02:00
Yiorgis Gozadinos
09be31f021
Lazy load chunks in inspector
2025-12-11 15:38:19 +02:00
Yiorgis Gozadinos
448d00f9b2
Add pagination to chunk repo's get_by_document_id
2025-12-11 15:38:19 +02:00
Yiorgis Gozadinos
c43c8fab22
Switch modals, do not stack them
2025-12-11 15:38:19 +02:00
Yiorgis Gozadinos
d7c755f454
Add filter to simple qa agent
2025-12-11 15:28:41 +02:00
Yiorgis Gozadinos
ecba8cfd38
Docs and cli support for filter in deep QA, Research
2025-12-11 15:23:50 +02:00
Yiorgis Gozadinos
5f4f5f70f0
Search filter in qa & research graphs
2025-12-11 14:37:43 +02:00
Yiorgis Gozadinos
7ccabf4fb9
Log to console with logfire only in development
2025-12-11 10:47:18 +02:00
Yiorgis Gozadinos
5edae13cc0
Run logfire regardless of environment
2025-12-11 10:43:25 +02:00
Yiorgis Gozadinos
2161727716
Add auto_vacuum config option to control automatic vacuuming
2025-12-10 11:42:14 +02:00
Yiorgis Gozadinos
ed809759d5
Fix mxbai rerank default model
2025-12-10 11:39:33 +02:00
Yiorgis Gozadinos
68457f251e
Do not generate base64 images by default
2025-12-09 18:42:56 +02:00
Yiorgis Gozadinos
156bba3359
Infinite scroll lazy load document list in inspector
2025-12-09 17:48:27 +02:00
Yiorgis Gozadinos
5a593e928e
Set max_context_items to 10
2025-12-09 12:47:42 +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
a56e1ba67c
Simplify import_document, update_document
2025-12-08 18:19:12 +02:00
Yiorgis Gozadinos
67684c799b
Rebuild in batches to avoid creating multiple lancedb versions
2025-12-08 15:56:41 +02:00
Yiorgis Gozadinos
1b96937ec6
Update dependencies
2025-12-08 15:56:22 +02:00
Yiorgis Gozadinos
06b4f6a224
Add format parameter for text-to-DoclingDocument conversion
2025-12-08 15:56:21 +02:00
Yiorgis Gozadinos
1b14a4643d
Remove unused bounding box calculations
2025-12-08 15:56:21 +02:00
Yiorgis Gozadinos
9a5f8e4368
Add type-aware context expansion for search results
2025-12-08 15:56:21 +02:00
Yiorgis Gozadinos
dab04668bd
Dependency updates
2025-12-08 15:56:02 +02:00
Yiorgis Gozadinos
4f0f214f26
Remove unecessary tests, add no coverage pragmas where appropriate
2025-12-08 15:56:02 +02:00
Yiorgis Gozadinos
2572125804
Move embedding logic from ChunkRepository to client._ensure_chunks_embedded()
2025-12-08 15:56:02 +02:00
Yiorgis Gozadinos
e97d235c98
Unify update_document, update_document_fields
2025-12-08 15:56:02 +02:00
Yiorgis Gozadinos
16ba3a9962
Remove create_chunks_for_document from repositories
2025-12-08 15:56:01 +02:00
Yiorgis Gozadinos
17c7147a49
Remove pre-processor, no longer needed
2025-12-08 15:56:01 +02:00
Yiorgis Gozadinos
69b1afa534
Remove _create_and_chunk & _update_and_rechunk, keep storage independent of chunking
2025-12-08 15:55:31 +02:00
Yiorgis Gozadinos
0ab43d62cd
Refactor create_document(), create_document_from_source() to use primitives
2025-12-08 15:55:30 +02:00
Yiorgis Gozadinos
e299aed788
contextualize() and embed_chunks() utilities in embeddings
2025-12-08 15:55:30 +02:00
Yiorgis Gozadinos
4fbb4609b6
HaikuRag.chunk() utility method
2025-12-08 15:55:30 +02:00
Yiorgis Gozadinos
ace915473c
HaikuRag.convert() utility method
2025-12-08 15:55:30 +02:00
Yiorgis Gozadinos
ab57c55eaa
Drop ChunkWithMetadata, use good old Chunk
2025-12-08 15:55:30 +02:00
Yiorgis Gozadinos
33e6a36290
Make document import/update handling consistent for DoclingDocument
2025-12-08 15:55:29 +02:00
Yiorgis Gozadinos
60ab864fc1
Add docling_document_json to update_document_fields() and
2025-12-08 15:55:29 +02:00
Yiorgis Gozadinos
8e30f67266
Introduce import_document(), remove chunks from create_document()
2025-12-08 15:55:29 +02:00
Yiorgis Gozadinos
de14bb9f90
Avoid citation meta inside LLM context
2025-12-08 15:55:28 +02:00
Yiorgis Gozadinos
a57203065a
Fix test
2025-12-08 15:55:28 +02:00
Yiorgis Gozadinos
84f25f0627
Visual grounding in ag-ui-example
2025-12-08 15:55:28 +02:00
Yiorgis Gozadinos
6e31ea38a8
Remove bounding boxes from citations, pass sources meta info from ResearchContext
2025-12-08 15:55:28 +02:00
Yiorgis Gozadinos
75a086bae0
Visualize chunk command, format citations to show chunk id
2025-12-08 15:55:28 +02:00
Yiorgis Gozadinos
910d382748
Introduce visualize_chunk(), refactor inspector to use it
2025-12-08 15:55:27 +02:00
Yiorgis Gozadinos
bfdaa4652a
Configure logging regardsless of the env
2025-12-08 15:55:27 +02:00
Yiorgis Gozadinos
9382a6b132
expose citations in ag-ui-example
2025-12-08 15:55:27 +02:00
Yiorgis Gozadinos
d808c6c425
Simplify citations in qa & graph agents
2025-12-08 15:55:27 +02:00
Yiorgis Gozadinos
16a97cc140
Properly expand context in the case of docling documents and merge chunks and meta
2025-12-08 15:55:26 +02:00
Yiorgis Gozadinos
ac439b6c69
Store raw text (do not contextualize) in chunk.text. Embed with contextualized text.
2025-12-08 15:55:26 +02:00
Yiorgis Gozadinos
0d8691342a
Show bounding boxes for chunks in inspector
2025-12-08 15:55:26 +02:00
Yiorgis Gozadinos
6ab990b2ed
Always generate page images, default in docling-serve
2025-12-08 15:54:57 +02:00
Yiorgis Gozadinos
c69b934eac
Incorporate additional docling meta in search(), expand_context() and relevant qa/research agents
2025-12-08 15:54:56 +02:00
Yiorgis Gozadinos
fe4ac530be
DB migration
2025-12-08 15:54:56 +02:00
Yiorgis Gozadinos
d267b2c433
LRU cache for DoclingDocument
2025-12-08 15:54:31 +02:00
Yiorgis Gozadinos
a5d8af07e9
Resolve DoclingDocument
2025-12-08 15:54:31 +02:00
Yiorgis Gozadinos
84aa46a10b
Update rebuild to handle DoclingDocument json
2025-12-08 15:54:31 +02:00
Yiorgis Gozadinos
ad4e79ab5d
Store DoclingDocument json
2025-12-08 15:54:31 +02:00
Yiorgis Gozadinos
343272d6fb
Chunkers return chunks with metadata, i.e. (refs, labels, headings, page_numbers)
2025-12-08 15:54:31 +02:00
Yiorgis Gozadinos
44e8d7b340
Update Document & Chunk schemas to include DoclingDocument references.
2025-12-08 15:54:30 +02:00
Yiorgis Gozadinos
80447c9024
Make download_models() a HaikuRAG client method. Update app to show progress of what happens.
2025-12-04 16:30:26 +02:00
Yiorgis Gozadinos
78f1d0cef5
No warnings, just info on db upgrade
2025-12-03 08:51:25 +02:00
Yiorgis Gozadinos
33b254ae3d
Always upgrade database on access. Explicitly create db by running init or HaikuRAG(path, create=True)
2025-12-02 16:49:55 +02:00
Yiorgis Gozadinos
3525fae625
Use EmbeddingModelConfig similar to ModelConfig for embeddings
2025-12-02 11:55:31 +02:00
Yiorgis Gozadinos
f07590bd5b
vb
2025-12-01 17:58:47 +02:00
Yiorgis Gozadinos
e548a51ff7
Optimized rebuild --embed-only to use batch updates via LanceDB merge_insert instead of individual chunk updates
2025-12-01 17:53:27 +02:00
Yiorgis Gozadinos
3e18a5f2ff
Update project description
2025-11-29 11:18:53 +02:00
Yiorgis Gozadinos
10aa2a7cf2
vb
2025-11-28 10:15:59 +02:00
Yiorgis Gozadinos
88a4edb537
--embed-only, --rechunk options in rebuild command
2025-11-28 10:11:52 +02:00
Yiorgis Gozadinos
8a0cc04181
Add opencv-python-headless to docling optional dependency, required for TableStructureModel which uses TableFormer for table detection.
2025-11-27 16:22:37 +02:00
Yiorgis Gozadinos
eee29578ba
vb
2025-11-27 15:24:39 +02:00
Yiorgis Gozadinos
b4602b0cab
use OcrAutoOptions for automatic OCR engine selection.
2025-11-27 15:23:17 +02:00
Yiorgis Gozadinos
51104ddb5a
Use httpx for docling-serve
2025-11-27 15:06:13 +02:00
Yiorgis Gozadinos
3959ce39f7
vb
2025-11-27 13:06:04 +02:00
Yiorgis Gozadinos
ed53ec461a
Convert prefetch_models() to async
2025-11-26 18:08:48 +02:00
Yiorgis Gozadinos
e40c352026
Switch from requests to httpx.AsyncClient for docling-serve
2025-11-26 18:00:29 +02:00
Yiorgis Gozadinos
14bdb7cb27
async versions for convert_file() convert_text()
2025-11-26 17:46:25 +02:00
Yiorgis Gozadinos
ca2445d869
vb
2025-11-26 10:33:46 +02:00
Yiorgis Gozadinos
0303e6a8cd
Support LMStudio
2025-11-26 10:31:40 +02:00
Yiorgis Gozadinos
283c44867d
Generate the config from the AppConfig model directly, add tests
2025-11-26 10:17:22 +02:00
Yiorgis Gozadinos
c22a5bb0ce
vb
2025-11-25 13:44:48 +02:00
Yiorgis Gozadinos
e83978f88b
Revert embeddings to use flat config
2025-11-25 12:51:58 +02:00
Yiorgis Gozadinos
ba4dddeeaf
Make thinking false by default
2025-11-25 12:35:38 +02:00
Yiorgis Gozadinos
a9701616c8
Rename model to name under model
2025-11-25 12:28:43 +02:00
Yiorgis Gozadinos
1bb7b6d5bd
Add support for per-model configuration settings including thinking, temperature and max_tokens
2025-11-25 12:14:24 +02:00
Yiorgis Gozadinos
13d3a366e8
Enhanced ActivitySnapshot events with richer structured data
2025-11-24 16:18:27 +02:00
Yiorgis Gozadinos
03c1f356b2
Update qa agent search limit to 5
2025-11-24 15:01:31 +02:00
Yiorgis Gozadinos
0b92eae75f
Docs
2025-11-22 17:46:21 +02:00
Yiorgis Gozadinos
2c6efc55c6
Make search a screen
2025-11-21 17:06:30 +02:00
Yiorgis Gozadinos
0d126d894e
Keep documents when moving from main view to search and back
2025-11-21 16:48:35 +02:00
Yiorgis Gozadinos
59eba31267
Handle missing textual dependencies
2025-11-21 16:48:35 +02:00
Yiorgis Gozadinos
8450c07085
Fix markdown
2025-11-21 16:48:35 +02:00
Yiorgis Gozadinos
82831c8941
Search in inspector
2025-11-21 16:48:34 +02:00
Yiorgis Gozadinos
2c1c530f3a
Fix tabbing
2025-11-21 16:48:34 +02:00
Yiorgis Gozadinos
89a2668c25
inspector command that runs a textual app to browse documents and chunks in the database
2025-11-21 16:48:34 +02:00
Yiorgis Gozadinos
ada2b66d5b
vb
2025-11-21 16:38:52 +02:00
Yiorgis Gozadinos
8c02e865c7
Change default embedding model to qwen3-embedding:4b
2025-11-21 16:30:41 +02:00
Yiorgis Gozadinos
6d8ab2575d
Clarify refine_factor, set default to 30
2025-11-21 15:53:24 +02:00
Yiorgis Gozadinos
2f54ee7d59
Replace allow_create with cleaner read_only. Elaborate on the test_info tests
2025-11-21 14:37:33 +02:00
Yiorgis Gozadinos
fdcf9a1a12
Show index stats in cli info command
2025-11-21 13:54:04 +02:00
Yiorgis Gozadinos
6a2f33b464
Create vector index from CLI, use configurable refine_factor
2025-11-21 13:54:01 +02:00
Yiorgis Gozadinos
c45d507213
Allow custom config when building research/deep ask graphs. Closes #149
2025-11-21 12:37:41 +02:00
Yiorgis Gozadinos
5c4a32f1c8
Fix ACTIVITY_SNAPSHOT payloads. Closes #150
2025-11-21 12:27:54 +02:00
Yiorgis Gozadinos
09900f8e8b
vb
2025-11-19 13:08:37 +02:00
Yiorgis Gozadinos
30a0bbcff2
Accept both single chunks and lists for batch insertion in ChunkRepository.create()
2025-11-19 12:35:02 +02:00
Yiorgis Gozadinos
5089ea4203
New update_document_fields() method for partial document updates
2025-11-19 11:37:36 +02:00
Yiorgis Gozadinos
0ea5f1e10e
Update dependencies
2025-11-19 10:24:37 +02:00
Yiorgis Gozadinos
826986708d
vb
2025-11-18 15:52:52 +02:00
Yiorgis Gozadinos
0bb3f4301c
Additional options for document conversion with docling
2025-11-18 15:44:04 +02:00
Yiorgis Gozadinos
2dca72d670
Revert "Handle client-side tool calls in graph ag-ui emitter"
...
This reverts commit b1d19651d5
2025-11-18 15:19:28 +02:00
Yiorgis Gozadinos
cc09ce87c2
Increase reranking candidate retrieval multiplier from 3x to 10x for improved result quality
2025-11-18 14:35:57 +02:00
Yiorgis Gozadinos
b1d19651d5
Handle client-side tool calls in graph ag-ui emitter
2025-11-18 14:10:21 +02:00
Yiorgis Gozadinos
efbd5b92f7
vb
2025-11-17 16:30:39 +02:00
Yiorgis Gozadinos
91de82ec14
docling-serve chunker implementation. Lacks tests
2025-11-17 13:05:06 +02:00
Yiorgis Gozadinos
75cbdb47a8
Add chunker configuration options
...
- Add `chunker_type` config field to choose between "hybrid" (default) and "hierarchical" chunking strategies
- Add `chunking_merge_peers` config field for HybridChunker (default: true)
- Add `chunking_use_markdown_tables` config field to control table serialization format (default: false, matching docling's default)
2025-11-17 13:05:06 +02:00
Yiorgis Gozadinos
de5bb117fe
Chunker abstraction
2025-11-17 13:05:06 +02:00
Yiorgis Gozadinos
541552215e
Switch to using HuggingFace tokenizers
2025-11-17 13:05:05 +02:00
Yiorgis Gozadinos
fe7d0c5c24
Implement docling-serve converter
2025-11-17 13:05:05 +02:00
Yiorgis Gozadinos
92def1c6a5
Rebase after haiku.rag-slim migration
2025-11-17 13:05:05 +02:00
Yiorgis Gozadinos
eb2b65135a
Lazy load docling & friends
2025-11-17 13:05:05 +02:00
Yiorgis Gozadinos
7ba1c2376e
Introduce converters for supporting more than local docling document conversion. Transform existing FileReader and utils to "docling-local" converter
2025-11-17 13:05:05 +02:00
Yiorgis Gozadinos
636d5261e6
vb
2025-11-14 22:29:37 +02:00
Yiorgis Gozadinos
c8999a89b8
Update and lock pydantic-ai-slim
2025-11-14 11:26:09 +02:00
Yiorgis Gozadinos
6eb0d59a28
vb
2025-11-13 15:00:57 +02:00
Yiorgis Gozadinos
4599dd1481
Drop disable_auto_create flag, simply create only on write operations
2025-11-13 13:53:11 +02:00
Yiorgis Gozadinos
8e802d4a91
Default vacuum_retention_seconds increased from 60 seconds to 86400 seconds (1 day) for better version retention in typical workflows
2025-11-13 13:31:53 +02:00
Yiorgis Gozadinos
2c43f034de
Refactor ag-ui-research. Drop human-in-the-loop, use MemoryObjectSendStream to merge the graph and agent streams together
2025-11-13 13:22:53 +02:00
Yiorgis Gozadinos
4a623934b2
Log additional ag-ui events in the cli renderer
2025-11-13 13:22:52 +02:00
Yiorgis Gozadinos
0c8d2838b2
Better typing
2025-11-13 13:22:52 +02:00
Yiorgis Gozadinos
68d1127e46
Compute and emit state deltas instead of full state snapshots by default
2025-11-13 13:22:52 +02:00
Yiorgis Gozadinos
657245f686
Simplify InsightRecord, GapRecord
2025-11-13 13:22:52 +02:00
Yiorgis Gozadinos
2060898018
Use a node factor for common nodes
2025-11-13 13:22:52 +02:00
Yiorgis Gozadinos
032625b0bb
Refactor everything graph-related under the graph module
2025-11-13 13:22:03 +02:00
Yiorgis Gozadinos
8f0597e89e
Update deep ask graph
2025-11-13 13:22:03 +02:00
Yiorgis Gozadinos
d5b6ad544d
Bring back verbose
2025-11-13 13:22:02 +02:00
Yiorgis Gozadinos
60ef8fe04c
AGUI starlette server
2025-11-13 13:22:02 +02:00
Yiorgis Gozadinos
2c1f79614a
Use StateSnapshot updates
2025-11-13 13:22:02 +02:00
Yiorgis Gozadinos
663a7fac9a
Replace console/stream with AG-UI event protocol
2025-11-13 13:22:01 +02:00
Yiorgis Gozadinos
da77e0f2f9
Convert ResearchState from dataclass to Pydantic model
2025-11-13 13:22:01 +02:00
Yiorgis Gozadinos
765ebb698f
AG-UI Event-emitter for graphs. Compute state-deltas from from BaseModel pydantic state models
2025-11-13 13:22:01 +02:00
Yiorgis Gozadinos
908296e155
Do not create unecessary DoclingDocument when chunks are provided. Rename private _create_with_docling & _update_with_docling to _create_and_chunk & _update_and_rechunk
2025-11-13 13:16:15 +02:00
Yiorgis Gozadinos
942ad2818f
Filereader error messages now include both original exception details and file path for easier debugging
2025-11-10 18:26:25 +02:00
Yiorgis Gozadinos
34f50f37a0
vb
2025-11-07 14:44:58 +02:00
Yiorgis Gozadinos
b6650d0486
Introduce delete_orphans in monitor (default=false) to delete db entries that do not resolve in the filesystem
2025-11-07 14:40:13 +02:00
Yiorgis Gozadinos
31713e5fb6
Properly skip (and log as such) documents without changing updated_at when the md5 hash is unchanged
2025-11-07 14:00:05 +02:00
Yiorgis Gozadinos
9ee64a33e0
Remove A2A from haiku.rag, turn it into an example
2025-11-07 13:31:51 +02:00
Yiorgis Gozadinos
0b696d9629
Remove deprecated use of env variables for configuration
2025-11-07 10:54:32 +02:00
Yiorgis Gozadinos
b51283c647
Use haiku.rag.yaml as the default config filename everywhere
2025-11-07 10:42:57 +02:00
Yiorgis Gozadinos
3c557d5bfe
Make --config a global CLI parameter, add it as a param to HaikuRAGApp
2025-11-07 10:31:55 +02:00
Yiorgis Gozadinos
0e3f2ebd67
vb
2025-11-06 16:13:53 +02:00
Yiorgis Gozadinos
ce6dcb8b64
Pin critical packages
2025-11-06 16:09:31 +02:00
Yiorgis Gozadinos
782fbafb3d
Make graph settings part of config for both deep ask and research graphs
2025-11-06 14:31:22 +02:00
Yiorgis Gozadinos
17d6a1dfee
Bring back max_concurrency by means of asyncio.Semaphore
2025-11-06 11:02:32 +02:00
Yiorgis Gozadinos
6858760bca
Remove max_concurrency, not supported (yet) when we .map() in the beta Graph API
2025-11-06 11:02:32 +02:00
Yiorgis Gozadinos
38861da549
Go back and separate common patters in graph_common
2025-11-06 11:02:32 +02:00
Yiorgis Gozadinos
9075dac23a
Remove graph common and move its content to deep QA, research.
2025-11-06 11:02:32 +02:00
Yiorgis Gozadinos
bc71ad6fb0
Refactor research, deep ask to work with new beta pyndtic AI graph
2025-11-06 11:02:32 +02:00
Yiorgis Gozadinos
b8bc6d9b68
Let ruff know about our package structure
2025-11-05 17:47:27 +02:00
Yiorgis Gozadinos
21bb7b5aab
Version bump & Changelog
2025-11-05 13:16:03 +02:00
Yiorgis Gozadinos
74d9c60ba0
Update docling
2025-11-05 13:11:30 +02:00
Yiorgis Gozadinos
ba8e503cb1
Depend on pydantic-ai-slim with extras
2025-11-05 11:37:06 +02:00
Yiorgis Gozadinos
f06dac7102
Update READMEs
2025-11-05 10:47:00 +02:00
Yiorgis Gozadinos
be2d8ea8f4
Catch import errors seperately to raise errors about missing dependencies.
2025-11-05 10:31:07 +02:00
Yiorgis Gozadinos
5cd951a5f3
When checking for updates, use haiku.rag-slim as the package, since it is always installed
2025-11-05 10:30:59 +02:00
Yiorgis Gozadinos
b02514dc82
Make docling optional, depend on docling-core
2025-11-04 18:15:04 +02:00
Yiorgis Gozadinos
2f9c907031
Restructure into uv workspace to support minimal and full installations
2025-11-04 17:59:12 +02:00
