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You are an intelligent programming assistant.
### Instruction:
Implement a linked list in C++
### Response:| Metric | Value |
|---|---|
| humaneval-python | 51.21951219512195 |
| Humaneval | Java | Javascript | CPP | Php | Rust | Swift | R | Lua | D | Racket | Julia | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| pass@1 | 0.4260 | 0.3165 | 0.4241 | 0.3467 | 0.3548 | 0.2454 | 0.0000 | 0.1735 | 0.2942 | 0.1087 | 0.0000 | 0.3081 |
| pass@10 | 0.5784 | 0.4506 | 0.5891 | 0.4845 | 0.4997 | 0.3858 | 0.0000 | 0.2516 | 0.4126 | 0.2018 | 0.0000 | 0.4427 |
1{'ARC (acc_norm)': 0.6109215017064846,
2'HellaSwag (acc_norm)': 0.8358892650866361,
3'MMLU (acc)': 0.6325456394049195,
4'TruthfulQA (mc2)': 0.4746745250371087,
5'Winoground (acc)': 0.7829518547750592,
6'GSM8K (acc)': 0.467778620166793,
7'DROP (f1)': 0.49585675335570545,
8'Open LLM Score': 0.61437428571428571}| Metric | Value |
|---|---|
| ARC | 60.58 |
| HellaSwag | 83.47 |
| MMLU | 62.98 |
| TruthfulQA | 47.9 |
| Winoground | 78.69 |
| GSM8K | 19.18 |
| Average | 58.85 |
| lr | 2e-4 |
| lr_scheduler_type | cosine |
| weight_decay | 0.0 |
| optim | paged_adamw_8bit |
| flash_attention | True |
| rerope | False |
| max_new_tokens | 4096 |
| num_train_epochs | 2 |
| bits | 4 |
| lora_r | 64 |
| lora_alpha | 16 |
| lora_dropout | 0.05 |
| double_quant | True |
| quant_type | nf4 |
| dataset_format | airoboros |
| mini_batch_size | 2 |
| grandient_accumulation_steps | 32 |
| bf16 | True |
| epoch | 2.0 |
| etrain_loss | 0.5 |
| etrain_runtime | 1 day, 10:25:26.77 |
| etrain_samples_per_second | 3.194 |
| etrain_steps_per_second | 0.025 |
| eeval_loss | 0.5146 |
| eeval_runtime | 0:00:25.04 |
| eeval_samples_per_second | 7.985 |
| eeval_steps_per_second |
| Metric | Value |
|---|---|
| Avg. | 53.47 |
| ARC (25-shot) | 60.58 |
| HellaSwag (10-shot) | 83.75 |
| MMLU (5-shot) | 62.98 |
| TruthfulQA (0-shot) | 47.9 |
| Winogrande (5-shot) | 78.69 |
| GSM8K (5-shot) | 19.18 |
| DROP (3-shot) | 21.19 |