v0.0.19

What's Changed

• mypy fixes, using singledispatch to route model generation behavior by @parkervg in #24
• Feature/infer options arg by @parkervg in #25
• TransformersVisionModel, ImageCaption Ingredient, default_model behavior by @parkervg and @zvs08 in #26

Example demonstrating new features:

ingredients = {ImageCaption.from_args(model=vision_model), LLMMap}
res = blend(
    query="""
    SELECT "Name",
    {{ImageCaption('parks::Image')}} as "Image Description", 
    {{
        LLMMap(
            question='Size in km2?',
            context='parks::Area'
        )
    }} as "Size in km" FROM parks
    WHERE "Location" = 'Alaska'
    ORDER BY "Size in km" DESC LIMIT 1
        """,
    db=db,
    default_model=text_model,
    ingredients=ingredients,
)

Full Changelog: v0.0.18...v0.0.19

v0.0.18

What's Changed

• Improve Logging by @parkervg in #17
• Joiner heuristic integration by @zvs08 in #18
• Adding LazyTables, Only Materializing CTEs if we use them by @parkervg in #19
• Adding benchmark/ directory by @parkervg in #20
• Adding DuckDB + Pandas Integrations by @parkervg in #23

New Contributors

• @zvs08 made their first contribution in #18

Full Changelog: v0.0.17...v0.0.18

v0.0.17

What's Changed

• Swapped from Guidance to Outlines for constrained decoding functionality (#15)
• Support for Ollama models! 🎉 (16d0c68)
  • Since these aren't directly supported by Outlines, we treat them as a RemoteModel (8b16767) and use a helper function return_ollama_response() to account for the different inference pattern (40df255)
• Improved documentation (#15)
  • Simplified the introductory example in the README (1ead608)
• Fixed a weird pattern in Program where model was being referenced via a class attribute; made this an explicit argument (ccf0ecf)

Full Changelog: v0.0.15...v0.0.17

v0.0.15

What's Changed

• Support for PostgreSQL! 🎉 (c027388)
  • Enabled via CREATE TEMP TABLE abstraction and Database class built off sqlalchemy (85418e2)
• LlamaCppLLM class (2283526)
• Renamed blendsql.py to `blend.py' (670d00e)
• More test cases (9d19579)

Full Changelog: v0.0.141...v0.0.15

v0.0.14

Bugfix: enforcing sqlglot==18.13.0

v0.0.13

What's Changed

This release only updates the model caching capability.

• Close #8, solving some diskcache model caching bugs
• Add caching boolean argument to Model class (d7deeea)
  • Allows user to toggle caching behavior on/off
• Test cases for caching (9d15c57)

Full Changelog: v0.0.12...v0.0.13

v0.0.12

What's Changed

• Rename LLM to Model (259a32e)
  • Now, import is from blendsql.models import Model
• Adding disckache cache for Model predictions (3c757a7)
  • If the model class and the arguments passed to predict() are identical to something in cache, just return, don't process it again
• Better documentation, examples showing new ingredient integration (7a65153)

Full Changelog: v0.0.11...v0.0.12

v0.0.11

Quickstart fix, `env` argument optional