starcoderbase-1b-GPTQ

Quantized starcoderbase-1b model to GPTQ format (4-bit precision) using Auto-GPTQ.

Quantization script

Benchmark

Benchmarking script

Baseline starcoderbase-1b model (non-quantized)

Tasks	Version	Filter	n-shot	Metric	Value		Stderr
codexglue_code2text	N/A	none	None	smoothed_bleu_4	0.8767	±	0.0592
- code2text_go	1	none	None	smoothed_bleu_4	1.0054	±	0.0983
- code2text_java	1	none	None	smoothed_bleu_4	1.2158	±	0.1657
- code2text_javascript	1	none	None	smoothed_bleu_4	0.8560	±	0.0429
- code2text_php	1	none	None	smoothed_bleu_4	0.9879	±	0.0887
- code2text_python	1	none	None	smoothed_bleu_4	1.1950	±	0.2819
- code2text_ruby	3	none	None	smoothed_bleu_4	0.0000	±	0.0000

Groups	Version	Filter	n-shot	Metric	Value		Stderr
codexglue_code2text	N/A	none	None	smoothed_bleu_4	0.8767	±	0.0592

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	0.15	±	0.0465

Quantized starcoderbase-1b model to GPTQ format

Tasks	Version	Filter	n-shot	Metric	Value		Stderr
codexglue_code2text	N/A	none	None	smoothed_bleu_4	0.7959	±	0.2180
- code2text_go	1	none	None	smoothed_bleu_4	0.9280	±	0.0291
- code2text_java	1	none	None	smoothed_bleu_4	1.2112	±	0.1703
- code2text_javascript	1	none	None	smoothed_bleu_4	0.8848	±	0.0391
- code2text_php	1	none	None	smoothed_bleu_4	0.6055	±	0.6055
- code2text_python	1	none	None	smoothed_bleu_4	1.1460	±	1.1460
- code2text_ruby	3	none	None	smoothed_bleu_4	0.0000	±	0.0000

Groups	Version	Filter	n-shot	Metric	Value		Stderr
codexglue_code2text	N/A	none	None	smoothed_bleu_4	0.7959	±	0.218

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	0.1333	±	0.0443