transformers gpt_bigcode text-generation autotrain_compatible endpoints_compatible text-generation-inference 4-bit gptq region:us
# starcoderbase-3b-GPTQ

Quantized starcoderbase-3b model to GPTQ format (4-bit precision) using [Auto-GPTQ](https://github.com/AutoGPTQ/AutoGPTQ).

[Quantization script](https://github.com/cosmo3769/Quantized-LLMs/blob/main/notebooks/quantize-starcodebase-3b-gptq.ipynb)

## Benchmark 

[Benchmarking script](https://github.com/cosmo3769/Quantized-LLMs/blob/main/notebooks/llmbenchmark-starcodebase-3b-lm-eval-harness.ipynb)

### Baseline starcoderbase-3b model (non-quantized)

|         Tasks         |Version|Filter|n-shot|    Metric     |Value |   |Stderr|
|-----------------------|-------|------|------|---------------|-----:|---|-----:|
|codexglue_code2text    |N/A    |none  |None  |smoothed_bleu_4|1.3519|±  |0.3067|
| - code2text_go        |      1|none  |None  |smoothed_bleu_4|1.5781|±  |0.3734|
| - code2text_java      |      1|none  |None  |smoothed_bleu_4|1.2778|±  |0.1991|
| - code2text_javascript|      1|none  |None  |smoothed_bleu_4|1.1443|±  |0.1181|
| - code2text_php       |      1|none  |None  |smoothed_bleu_4|0.5171|±  |0.5171|
| - code2text_python    |      1|none  |None  |smoothed_bleu_4|2.8338|±  |1.5323|
| - code2text_ruby      |      3|none  |None  |smoothed_bleu_4|0.7601|±  |0.7601|

|      Groups       |Version|Filter|n-shot|    Metric     |Value |   |Stderr|
|-------------------|-------|------|------|---------------|-----:|---|-----:|
|codexglue_code2text|N/A    |none  |None  |smoothed_bleu_4|1.3519|±  |0.3067|

|                    Tasks                    |Version|Filter|n-shot|  Metric   |Value|   |Stderr|
|---------------------------------------------|------:|------|------|-----------|----:|---|-----:|
|bigbench_code_line_description_generate_until|      1|none  |None  |exact_match|    0|±  |     0|

|                    Tasks                     |Version|Filter|n-shot|Metric|Value|   |Stderr|
|----------------------------------------------|------:|------|------|------|----:|---|-----:|
|bigbench_code_line_description_multiple_choice|      0|none  |None  |acc   | 0.25|±  |0.0564|

### Quantized starcoderbase-3b model to GPTQ format

|         Tasks         |Version|Filter|n-shot|    Metric     |Value |   |Stderr|
|-----------------------|-------|------|------|---------------|-----:|---|-----:|
|codexglue_code2text    |N/A    |none  |None  |smoothed_bleu_4|0.9254|±  |0.2109|
| - code2text_go        |      1|none  |None  |smoothed_bleu_4|1.4702|±  |0.4813|
| - code2text_java      |      1|none  |None  |smoothed_bleu_4|0.6907|±  |0.6907|
| - code2text_javascript|      1|none  |None  |smoothed_bleu_4|0.9469|±  |0.0339|
| - code2text_php       |      1|none  |None  |smoothed_bleu_4|0.5171|±  |0.5171|
| - code2text_python    |      1|none  |None  |smoothed_bleu_4|1.1676|±  |0.2156|
| - code2text_ruby      |      3|none  |None  |smoothed_bleu_4|0.7601|±  |0.7601|

|      Groups       |Version|Filter|n-shot|    Metric     |Value |   |Stderr|
|-------------------|-------|------|------|---------------|-----:|---|-----:|
|codexglue_code2text|N/A    |none  |None  |smoothed_bleu_4|0.9254|±  |0.2109|

|                    Tasks                    |Version|Filter|n-shot|  Metric   |Value|   |Stderr|
|---------------------------------------------|------:|------|------|-----------|----:|---|-----:|
|bigbench_code_line_description_generate_until|      1|none  |None  |exact_match|    0|±  |     0|

|                    Tasks                     |Version|Filter|n-shot|Metric|Value|   |Stderr|
|----------------------------------------------|------:|------|------|------|----:|---|-----:|
|bigbench_code_line_description_multiple_choice|      0|none  |None  |acc   |  0.1|±  |   0.1|