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Add multi api inference engine #1343

Merged
merged 33 commits into from
Nov 19, 2024
Merged

Add multi api inference engine #1343

merged 33 commits into from
Nov 19, 2024

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elronbandel
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@elronbandel elronbandel commented Nov 12, 2024

With multi api inference engine you can feed into your application:

     MyClass(
           model=CrossProviderInferenceEngine("llama-3.1-405b", api="aws")
      )

Then change it by editing the model.api argument or by general settings:
You can set unitxt.settings.default_provider="watsonx"
or export UNITXT_DEFAULT_PROVIDER="watsonx"

Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
@@ -0,0 +1,12 @@
{
"__type__": "multi_api_inference_engine",
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Not sure if adding to the catalog is needed. The API mapping can be done in a single place, and not repeated per model.

Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
@elronbandel elronbandel requested a review from yoavkatz November 18, 2024 13:45
elronbandel and others added 6 commits November 18, 2024 15:54
Signed-off-by: elronbandel <elronbandel@gmail.com>
Added BAM and improved error messages.

Signed-off-by: Yoav Katz <katz@il.ibm.com>
Signed-off-by: Yoav Katz <katz@il.ibm.com>
Signed-off-by: Yoav Katz <katz@il.ibm.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
elronbandel and others added 7 commits November 19, 2024 11:00
Signed-off-by: elronbandel <elronbandel@gmail.com>
Add example to evaluate same datasets  and models with multiple providers and formats

Signed-off-by: Yoav Katz <katz@il.ibm.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: elronbandel <elronbandel@gmail.com>
elronbandel and others added 2 commits November 19, 2024 17:18
Signed-off-by: elronbandel <elronbandel@gmail.com>
Co-authored-by: Yoav Katz <68273864+yoavkatz@users.noreply.github.com>
@elronbandel elronbandel merged commit ccc5338 into main Nov 19, 2024
18 checks passed
@elronbandel elronbandel deleted the multi-api-engine branch November 19, 2024 15:37
ShirApp pushed a commit that referenced this pull request Nov 28, 2024
* Add multi api inference engine

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Fix

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Set to greedy decoding

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Some fixes

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Fix consistency and preparation

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Update

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Fix test

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Make all args None

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Try

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Fix grammar

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Fix

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Change api to provider

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Added support for param renaming.

Added BAM and improved error messages.

Signed-off-by: Yoav Katz <katz@il.ibm.com>

* Fix merge issues

Signed-off-by: Yoav Katz <katz@il.ibm.com>

* Updated to CrossProviderModel

Signed-off-by: Yoav Katz <katz@il.ibm.com>

* Update name back to InferenceEngine terminology

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Align all examples with chat api and cross provider engines

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Add vllm inference engine

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Fix blue bench to use cross provider engine

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Added watsonx-sdk to MultiProviderInferenceEngine

Add example to evaluate same datasets  and models with multiple providers and formats

Signed-off-by: Yoav Katz <katz@il.ibm.com>

* Make hf tests deterministic

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Fix llmaj with chat api

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Add inference documentation

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Fix examples

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Fix examples

Signed-off-by: elronbandel <elronbandel@gmail.com>

* Update docs/docs/inference.rst

Co-authored-by: Yoav Katz <68273864+yoavkatz@users.noreply.github.com>

---------

Signed-off-by: elronbandel <elronbandel@gmail.com>
Signed-off-by: Yoav Katz <katz@il.ibm.com>
Co-authored-by: Yoav Katz <katz@il.ibm.com>
Co-authored-by: Yoav Katz <68273864+yoavkatz@users.noreply.github.com>
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2 participants