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new models docs
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fjdurlop committed Dec 8, 2024
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Expand Up @@ -33,10 +33,8 @@ The repository is structured as follows:
| Notebooks and scripts to process profilers datasets
- manuals
| Self-contained manuals related to the serving infrastructure
- models
| This folder contains pretrained models
- results
| Generated datasets, PDFs, graphics and figures to be used in reporting
- model_selection
| This folder contains model selection scripts and dataset
- scripts
| Environment scripts and bash scripts for automated experiments
- testing
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Files in `experiments/`

- `visualize_{profiler}` - Visualization of raw data obtained from profilers.
- `01_get_info_{profiler}` - Preprocessing of raw data obtained from profilers.
- `02_get_time_marks` - Get time marks of inferences done during experiment.
- `03_analysis_{execution_provider}` - Data analysis.
- `04_test` - Obtaining statistical results of used statistical tests
- `05_test` - Merge test results, organized by dependent variable
- `06_analysis` - Notebook to analyze results
- `07_result_tables` - Creation of paper table
- `01_get_info_{profiler}` - Preprocessing of raw data obtained from profilers (script).
- `02_get_time_marks` - Get time marks of inferences done during experiment (script).
- `03_analysis_{execution_provider}` - Data analysis (notebook).
- `03_02_aggregation` - Aggregated data (notebook).
- `03_03_aggregated_plots` - Box plots (notebook).
- `04_test` - Obtaining statistical results of used statistical tests (script).
- `05_test` - Merge test results, organized by dependent variable (notebook).
- `06_analysis` - Notebook to analyze results (notebook).
- `07_result_tables` - Creation of paper table (notebook).


## Models

- [codeparrot-small](https://huggingface.co/codeparrot/codeparrot-small)
- [phi2](https://huggingface.co/codeparrot/)
- [pythia-410m](https://huggingface.co/codeparrot/)
- [pythia1-4b](https://huggingface.co/codeparrot/)
- [tinyllama](https://huggingface.co/codeparrot/)
- [tiny_starcoder](https://huggingface.co/bigcode/tiny_starcoder_py)
- [pythia-410m](https://huggingface.co/EleutherAI/pythia-410m)
- [bloomz-560m](https://huggingface.co/bigscience/bloom-560m)
- [starcoderbase-1b](https://huggingface.co/bigcode/starcoderbase-1b)
- [bloomz-1b1](https://huggingface.co/bigscience/bloomz-1b1)
- [tinyllama](https://huggingface.co/TinyLlama/TinyLlama-1.1B-Chat-v1.0)
- [pythia-1.4b](https://huggingface.co/EleutherAI/pythia-1.4b)
- [codegemma-2b](https://huggingface.co/google/codegemma-2b)
- [phi2](https://huggingface.co/microsoft/phi-2)
- [stablecode-3b](https://huggingface.co/stabilityai/stablecode-instruct-alpha-3b)
- [stablecode-3b-completion](https://huggingface.co/stabilityai/stablecode-completion-alpha-3b-4k)

## Energy tracking metrics
- [EnergiBridge](https://github.com/tdurieux/EnergiBridge)
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