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cosmo3769
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starcoderbase-1b-GPTQ

Text Generation
Transformers
gpt_bigcode
Inference Endpoints
4-bit precision
gptq
Model card Files Community
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+ # starcoderbase-1b-GPTQ
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+
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+ Quantized starcoderbase-1b model to GPTQ format (4-bit precision) using [Auto-GPTQ](https://github.com/AutoGPTQ/AutoGPTQ).
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+ [Quantization script](https://github.com/cosmo3769/Quantized-LLMs/blob/main/notebooks/quantize-starcoderbase-1b-4bit-gptq.ipynb)
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+
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+ ## Benchmark
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+
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+ [Benchmarking script](https://github.com/cosmo3769/Quantized-LLMs/blob/main/notebooks/llmbenchmark-starcoderbase-1b-lm-eval-harness.ipynb)
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+ ### Baseline starcoderbase-1b model (non-quantized)
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+
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+ | Tasks |Version|Filter|n-shot| Metric |Value | |Stderr|
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+ |-----------------------|-------|------|------|---------------|-----:|---|-----:|
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+ |codexglue_code2text |N/A |none |None |smoothed_bleu_4|0.8767|± |0.0592|
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+ | - code2text_go | 1|none |None |smoothed_bleu_4|1.0054|± |0.0983|
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+ | - code2text_java | 1|none |None |smoothed_bleu_4|1.2158|± |0.1657|
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+ | - code2text_javascript| 1|none |None |smoothed_bleu_4|0.8560|± |0.0429|
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+ | - code2text_php | 1|none |None |smoothed_bleu_4|0.9879|± |0.0887|
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+ | - code2text_python | 1|none |None |smoothed_bleu_4|1.1950|± |0.2819|
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+ | - code2text_ruby | 3|none |None |smoothed_bleu_4|0.0000|± |0.0000|
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+
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+ | Groups |Version|Filter|n-shot| Metric |Value | |Stderr|
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+ |-------------------|-------|------|------|---------------|-----:|---|-----:|
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+ |codexglue_code2text|N/A |none |None |smoothed_bleu_4|0.8767|± |0.0592|
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+
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+ | Tasks |Version|Filter|n-shot| Metric |Value| |Stderr|
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+ |---------------------------------------------|------:|------|------|-----------|----:|---|-----:|
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+ |bigbench_code_line_description_generate_until| 1|none |None |exact_match| 0|± | 0|
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+
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+ | Tasks |Version|Filter|n-shot|Metric|Value| |Stderr|
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+ |----------------------------------------------|------:|------|------|------|----:|---|-----:|
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+ |bigbench_code_line_description_multiple_choice| 0|none |None |acc | 0.15|± |0.0465|
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+
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+ ### Quantized starcoderbase-1b model to GPTQ format
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+
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+ | Tasks |Version|Filter|n-shot| Metric |Value | |Stderr|
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+ |-----------------------|-------|------|------|---------------|-----:|---|-----:|
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+ |codexglue_code2text |N/A |none |None |smoothed_bleu_4|0.7959|± |0.2180|
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+ | - code2text_go | 1|none |None |smoothed_bleu_4|0.9280|± |0.0291|
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+ | - code2text_java | 1|none |None |smoothed_bleu_4|1.2112|± |0.1703|
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+ | - code2text_javascript| 1|none |None |smoothed_bleu_4|0.8848|± |0.0391|
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+ | - code2text_php | 1|none |None |smoothed_bleu_4|0.6055|± |0.6055|
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+ | - code2text_python | 1|none |None |smoothed_bleu_4|1.1460|± |1.1460|
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+ | - code2text_ruby | 3|none |None |smoothed_bleu_4|0.0000|± |0.0000|
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+
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+ | Groups |Version|Filter|n-shot| Metric |Value | |Stderr|
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+ |-------------------|-------|------|------|---------------|-----:|---|-----:|
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+ |codexglue_code2text|N/A |none |None |smoothed_bleu_4|0.7959|± | 0.218|
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+
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+ | Tasks |Version|Filter|n-shot| Metric |Value| |Stderr|
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+ |---------------------------------------------|------:|------|------|-----------|----:|---|-----:|
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+ |bigbench_code_line_description_generate_until| 1|none |None |exact_match| 0|± | 0|
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+
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+ | Tasks |Version|Filter|n-shot|Metric|Value | |Stderr|
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+ |----------------------------------------------|------:|------|------|------|-----:|---|-----:|
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+ |bigbench_code_line_description_multiple_choice| 0|none |None |acc |0.1333|± |0.0443|