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Add inference api eval wrapper #494

Merged
merged 75 commits into from
Sep 18, 2023
Merged

Add inference api eval wrapper #494

merged 75 commits into from
Sep 18, 2023

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bmosaicml
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@bmosaicml bmosaicml commented Jul 31, 2023

This PR creates an inference API wrapper interface for eval. It also provides two concrete instantiations of the interface for both OpenAI chat models and regular OpenAI models. The current version works only for LM tasks. In the future we can support QA tasks and CodeGen. We CANNOT support multiple choice tasks, because the models don't return the full logits.

This interface is also the basis for Nikhil's Mosaic faster transformer inference eval PR #558

Test OpenAI APIs: openai-eval-leLuzi openai-eval-qUWZVI
Test HF models not broken: all-eval-WxT9fe

| model_name               |   average |   world_knowledge |   commonsense_reasoning |   language_understanding |   symbolic_problem_solving |   reading_comprehension |   world_knowledge_lm_task_subscore |   language_understanding_lm_task_subscore |   symbolic_problem_solving_lm_task_subscore |   reading_comprehension_lm_task_subscore |   world_knowledge_lite |   commonsense_reasoning_lite |   language_understanding_lite |   symbolic_problem_solving_lite |   reading_comprehension_lite |
|:-------------------------|----------:|------------------:|------------------------:|-------------------------:|---------------------------:|------------------------:|-----------------------------------:|------------------------------------------:|--------------------------------------------:|-----------------------------------------:|-----------------------:|-----------------------------:|------------------------------:|--------------------------------:|-----------------------------:|
| mosaicml/mpt-7b-instruct |  0.434033 |          0.398764 |                0.415097 |                 0.371509 |                   0.171216 |                0.414691 |                           0.576308 |                                  0.378966 |                                    0.273182 |                                 0.588472 |               0.376383 |                     0.636311 |                      0.692063 |                        0.195028 |                     0.588472 |
| model_name           |   average | world_knowledge   | commonsense_reasoning   | language_understanding   | symbolic_problem_solving   | reading_comprehension   |   world_knowledge_lm_task_subscore |   language_understanding_lm_task_subscore |   symbolic_problem_solving_lm_task_subscore |   reading_comprehension_lm_task_subscore | world_knowledge_lite   | commonsense_reasoning_lite   | language_understanding_lite   | symbolic_problem_solving_lite   |   reading_comprehension_lite |
|:---------------------|----------:|:------------------|:------------------------|:-------------------------|:---------------------------|:------------------------|-----------------------------------:|------------------------------------------:|--------------------------------------------:|-----------------------------------------:|:-----------------------|:-----------------------------|:------------------------------|:--------------------------------|-----------------------------:|
| openai/gpt-4         |  0.683983 |                   |                         |                          |                            |                         |                           0.656461 |                                  0.577393 |                                    0.843193 |                                 0.671434 |                        |                              |                               |                                 |                     0.671434 |
| openai/gpt-3.5-turbo |  0.529258 |                   |                         |                          |                            |                         |                           0.630127 |                                  0.456013 |                                    0.701307 |                                 0.429421 |                        |                              |                               |                                 |                     0.429421 |
| openai/davinci       |  0.475937 |                   |                         |                          |                            |                         |                           0.625064 |                                  0.439049 |                                    0.276832 |                                 0.519369 |                        |                              |                               |                                 |                     0.519369 |
| openai/ada           |  0.281576 |                   |                         |                          |                            |                         |                           0.283446 |                                  0.272376 |                                    0.156899 |                                 0.347579 |                        |                              |                               |                                 |                     0.347579 |

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@bmosaicml bmosaicml merged commit c369a68 into main Sep 18, 2023
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@dakinggg dakinggg deleted the add_openai_wrapper branch October 11, 2023 21:30
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