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- .gitattributes +10 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/README.md +225 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/chat_template.jinja +4 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/config.json +72 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/eval_results.csv +5 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/eval_summary.json +11 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/test_5shot_inference_results.jsonl +0 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/test_inference_results.jsonl +0 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/test_subset_of_train_inference_results.jsonl +0 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/test_subset_of_train_paraphrased_inference_results.jsonl +0 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/generation_config.json +12 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/model.safetensors +3 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/tokenizer.json +3 -0
- checkpoints/knowledge/atomic_full_sft_50ep_t20260305/tokenizer_config.json +239 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/README.md +159 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/chat_template.jinja +4 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/config.json +72 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/atomic/eval_results.csv +3 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/atomic/eval_summary.json +11 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/atomic/test_subset_of_train_inference_results.jsonl +0 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/atomic/test_subset_of_train_paraphrased_inference_results.jsonl +0 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/compositional_2step/eval_results.csv +4 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/compositional_2step/eval_summary.json +11 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/compositional_2step/test_5shot_inference_results.jsonl +0 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/compositional_2step/test_inference_results.jsonl +0 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/compositional_2step/test_subset_of_train_inference_results.jsonl +0 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/generation_config.json +12 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/model.safetensors +3 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/tokenizer.json +3 -0
- checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/tokenizer_config.json +239 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/README.md +237 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/adapter_config.json +46 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/adapter_model.safetensors +3 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/chat_template.jinja +4 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/config.json +86 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/eval_results/eval_results.csv +5 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/eval_results/eval_summary.json +11 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/eval_results/test_5shot_inference_results.jsonl +0 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/eval_results/test_inference_results.jsonl +0 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/eval_results/test_subset_of_train_inference_results.jsonl +0 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/eval_results/test_subset_of_train_paraphrased_inference_results.jsonl +0 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/added_tokens.json +28 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/chat_template.jinja +61 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/config.json +68 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/generation_config.json +13 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/merges.txt +0 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/model-00001-of-00002.safetensors +3 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/model-00002-of-00002.safetensors +3 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/model.safetensors.index.json +406 -0
- checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/special_tokens_map.json +31 -0
.gitattributes
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checkpoints/math_operations/full_sft_50k_lr5e5/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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checkpoints/knowledge/atomic_full_sft_50ep_t20260305/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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checkpoints/math_operations/lora_sft_primitive_atomic_50k_t20260305/merged/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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checkpoints/math_operations/lora_sft_primitive_atomic_50k_t20260305/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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checkpoints/math_operations/primitive_atomic_full_sft_50k_lr1e4_t20260308/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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checkpoints/math_operations/primitive_atomic_full_sft_then_2step_compositional_full_sft_t20260309/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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checkpoints/knowledge/atomic_full_sft_50ep_t20260305/README.md
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| 1 |
+
---
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| 2 |
+
library_name: transformers
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| 3 |
+
tags:
|
| 4 |
+
- generated_from_trainer
|
| 5 |
+
datasets:
|
| 6 |
+
- /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/atomic_sft/train_messages.jsonl
|
| 7 |
+
model-index:
|
| 8 |
+
- name: home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_full_sft_50ep_t20260305
|
| 9 |
+
results: []
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 13 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 14 |
+
|
| 15 |
+
[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
|
| 16 |
+
<details><summary>See axolotl config</summary>
|
| 17 |
+
|
| 18 |
+
axolotl version: `0.15.0.dev0`
|
| 19 |
+
```yaml
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| 20 |
+
base_model: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/models/Qwen/Qwen3-4B-Instruct-2507
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| 21 |
+
load_in_8bit: false
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| 22 |
+
load_in_4bit: false
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| 23 |
+
strict: false
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| 24 |
+
|
| 25 |
+
datasets:
|
| 26 |
+
- path: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/atomic_sft/train_messages.jsonl
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| 27 |
+
type: chat_template
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| 28 |
+
dataset_prepared_path:
|
| 29 |
+
val_set_size: 0
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| 30 |
+
chat_template: chatml
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| 31 |
+
|
| 32 |
+
test_datasets:
|
| 33 |
+
- path: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/atomic_sft/val_paraphrased_messages.jsonl
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| 34 |
+
type: chat_template
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| 35 |
+
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| 36 |
+
output_dir: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_full_sft_50ep_t20260305
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| 37 |
+
|
| 38 |
+
sequence_len: 512
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| 39 |
+
sample_packing: true
|
| 40 |
+
eval_sample_packing: true
|
| 41 |
+
|
| 42 |
+
gradient_accumulation_steps: 8
|
| 43 |
+
micro_batch_size: 1
|
| 44 |
+
num_epochs: 50
|
| 45 |
+
optimizer: adamw_torch_fused
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| 46 |
+
lr_scheduler: constant_with_warmup
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| 47 |
+
learning_rate: 1e-4
|
| 48 |
+
|
| 49 |
+
bf16: auto
|
| 50 |
+
tf32: true
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| 51 |
+
|
| 52 |
+
gradient_checkpointing: true
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| 53 |
+
gradient_checkpointing_kwargs:
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| 54 |
+
use_reentrant: false
|
| 55 |
+
|
| 56 |
+
logging_steps: 10
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| 57 |
+
flash_attention: true
|
| 58 |
+
warmup_ratio: 0.02
|
| 59 |
+
evals_per_epoch: 2
|
| 60 |
+
saves_per_epoch: 1
|
| 61 |
+
save_total_limit: 3
|
| 62 |
+
load_best_model_at_end: true
|
| 63 |
+
weight_decay: 0.01
|
| 64 |
+
|
| 65 |
+
wandb_project: knowledge_sft
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| 66 |
+
wandb_name: full-sft-atomic-t20260305
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| 67 |
+
wandb_log_model: "false"
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| 68 |
+
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| 69 |
+
special_tokens:
|
| 70 |
+
|
| 71 |
+
```
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| 72 |
+
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| 73 |
+
</details><br>
|
| 74 |
+
|
| 75 |
+
# home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_full_sft_50ep_t20260305
|
| 76 |
+
|
| 77 |
+
This model was trained from scratch on the /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/atomic_sft/train_messages.jsonl dataset.
|
| 78 |
+
It achieves the following results on the evaluation set:
|
| 79 |
+
- Loss: 0.0003
|
| 80 |
+
- Ppl: 1.0003
|
| 81 |
+
- Memory/max Active (gib): 23.32
|
| 82 |
+
- Memory/max Allocated (gib): 23.32
|
| 83 |
+
- Memory/device Reserved (gib): 33.31
|
| 84 |
+
|
| 85 |
+
## Model description
|
| 86 |
+
|
| 87 |
+
More information needed
|
| 88 |
+
|
| 89 |
+
## Intended uses & limitations
|
| 90 |
+
|
| 91 |
+
More information needed
|
| 92 |
+
|
| 93 |
+
## Training and evaluation data
|
| 94 |
+
|
| 95 |
+
More information needed
|
| 96 |
+
|
| 97 |
+
## Training procedure
|
| 98 |
+
|
| 99 |
+
### Training hyperparameters
|
| 100 |
+
|
| 101 |
+
The following hyperparameters were used during training:
|
| 102 |
+
- learning_rate: 0.0001
|
| 103 |
+
- train_batch_size: 1
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| 104 |
+
- eval_batch_size: 1
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| 105 |
+
- seed: 42
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| 106 |
+
- gradient_accumulation_steps: 8
|
| 107 |
+
- total_train_batch_size: 8
|
| 108 |
+
- optimizer: Use adamw_torch_fused with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
| 109 |
+
- lr_scheduler_type: constant_with_warmup
|
| 110 |
+
- lr_scheduler_warmup_steps: 26
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| 111 |
+
- training_steps: 1300
|
| 112 |
+
|
| 113 |
+
### Training results
|
| 114 |
+
|
| 115 |
+
| Training Loss | Epoch | Step | Validation Loss | Ppl | Active (gib) | Allocated (gib) | Reserved (gib) |
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| 116 |
+
|:-------------:|:-------:|:----:|:---------------:|:----------:|:------------:|:---------------:|:--------------:|
|
| 117 |
+
| No log | 0 | 0 | 11.0500 | 62945.1072 | 8.23 | 8.23 | 8.94 |
|
| 118 |
+
| 7.0494 | 0.4837 | 13 | 2.1581 | 8.6548 | 32.3 | 32.3 | 33.17 |
|
| 119 |
+
| 2.0677 | 0.9674 | 26 | 1.0282 | 2.7959 | 32.29 | 32.29 | 33.31 |
|
| 120 |
+
| 1.1577 | 1.4465 | 39 | 0.9829 | 2.6721 | 32.3 | 32.3 | 33.1 |
|
| 121 |
+
| 0.9896 | 1.9302 | 52 | 0.8636 | 2.3716 | 32.29 | 32.29 | 33.31 |
|
| 122 |
+
| 0.9107 | 2.4093 | 65 | 0.8443 | 2.3263 | 32.3 | 32.3 | 33.1 |
|
| 123 |
+
| 0.8932 | 2.8930 | 78 | 0.8110 | 2.2501 | 32.29 | 32.29 | 33.31 |
|
| 124 |
+
| 0.8151 | 3.3721 | 91 | 0.7195 | 2.0535 | 32.3 | 32.3 | 33.1 |
|
| 125 |
+
| 0.8194 | 3.8558 | 104 | 0.6576 | 1.9302 | 32.29 | 32.29 | 33.22 |
|
| 126 |
+
| 0.7820 | 4.3349 | 117 | 0.4008 | 1.493 | 32.3 | 32.3 | 33.1 |
|
| 127 |
+
| 0.5420 | 4.8186 | 130 | 0.2968 | 1.3455 | 23.32 | 23.32 | 33.31 |
|
| 128 |
+
| 0.3731 | 5.2977 | 143 | 0.1417 | 1.1522 | 32.3 | 32.3 | 33.1 |
|
| 129 |
+
| 0.2062 | 5.7814 | 156 | 0.1033 | 1.1088 | 32.29 | 32.29 | 33.31 |
|
| 130 |
+
| 0.2244 | 6.2605 | 169 | 0.1132 | 1.1199 | 32.3 | 32.3 | 33.1 |
|
| 131 |
+
| 0.0950 | 6.7442 | 182 | 0.0687 | 1.0712 | 32.29 | 32.29 | 33.31 |
|
| 132 |
+
| 0.1163 | 7.2233 | 195 | 0.0726 | 1.0753 | 32.3 | 32.3 | 33.1 |
|
| 133 |
+
| 0.4996 | 7.7070 | 208 | 0.0478 | 1.0490 | 32.29 | 32.29 | 32.61 |
|
| 134 |
+
| 0.0645 | 8.1860 | 221 | 0.0634 | 1.0654 | 32.3 | 32.3 | 33.1 |
|
| 135 |
+
| 0.0649 | 8.6698 | 234 | 0.0273 | 1.0277 | 32.29 | 32.29 | 33.31 |
|
| 136 |
+
| 0.0527 | 9.1488 | 247 | 0.0318 | 1.0323 | 32.31 | 32.31 | 33.1 |
|
| 137 |
+
| 0.0456 | 9.6326 | 260 | 0.0321 | 1.0326 | 23.32 | 23.32 | 33.31 |
|
| 138 |
+
| 0.0524 | 10.1116 | 273 | 0.0303 | 1.0308 | 32.3 | 32.3 | 33.1 |
|
| 139 |
+
| 0.0315 | 10.5953 | 286 | 0.0437 | 1.0446 | 32.29 | 32.29 | 33.31 |
|
| 140 |
+
| 0.0593 | 11.0744 | 299 | 0.0299 | 1.0303 | 32.3 | 32.3 | 33.1 |
|
| 141 |
+
| 0.0585 | 11.5581 | 312 | 0.0368 | 1.0375 | 32.29 | 32.29 | 33.31 |
|
| 142 |
+
| 0.0626 | 12.0372 | 325 | 0.0168 | 1.0170 | 32.3 | 32.3 | 33.1 |
|
| 143 |
+
| 0.0275 | 12.5209 | 338 | 0.0124 | 1.0125 | 32.29 | 32.29 | 33.31 |
|
| 144 |
+
| 0.0289 | 13.0 | 351 | 0.0166 | 1.0168 | 32.3 | 32.3 | 33.1 |
|
| 145 |
+
| 0.0308 | 13.4837 | 364 | 0.0192 | 1.0194 | 32.29 | 32.29 | 33.31 |
|
| 146 |
+
| 0.0263 | 13.9674 | 377 | 0.0074 | 1.0074 | 32.3 | 32.3 | 33.1 |
|
| 147 |
+
| 0.0142 | 14.4465 | 390 | 0.0347 | 1.0353 | 23.32 | 23.32 | 33.31 |
|
| 148 |
+
| 0.0266 | 14.9302 | 403 | 0.0114 | 1.0115 | 32.3 | 32.3 | 33.1 |
|
| 149 |
+
| 0.0200 | 15.4093 | 416 | 0.0311 | 1.0315 | 32.29 | 32.29 | 33.31 |
|
| 150 |
+
| 0.0198 | 15.8930 | 429 | 0.0414 | 1.0422 | 32.3 | 32.3 | 33.1 |
|
| 151 |
+
| 0.0225 | 16.3721 | 442 | 0.0454 | 1.0465 | 32.29 | 32.29 | 33.31 |
|
| 152 |
+
| 0.0309 | 16.8558 | 455 | 0.0268 | 1.0272 | 32.3 | 32.3 | 33.1 |
|
| 153 |
+
| 0.0411 | 17.3349 | 468 | 0.0395 | 1.0403 | 32.29 | 32.29 | 33.31 |
|
| 154 |
+
| 0.0275 | 17.8186 | 481 | 0.0716 | 1.0742 | 32.3 | 32.3 | 33.1 |
|
| 155 |
+
| 0.0260 | 18.2977 | 494 | 0.0112 | 1.0113 | 32.29 | 32.29 | 33.31 |
|
| 156 |
+
| 0.0177 | 18.7814 | 507 | 0.0131 | 1.0132 | 32.3 | 32.3 | 33.1 |
|
| 157 |
+
| 0.0099 | 19.2605 | 520 | 0.0015 | 1.0015 | 23.32 | 23.32 | 33.31 |
|
| 158 |
+
| 0.0037 | 19.7442 | 533 | 0.0014 | 1.0014 | 32.3 | 32.3 | 33.1 |
|
| 159 |
+
| 0.0011 | 20.2233 | 546 | 0.0017 | 1.0017 | 32.29 | 32.29 | 33.31 |
|
| 160 |
+
| 0.0005 | 20.7070 | 559 | 0.0014 | 1.0014 | 32.31 | 32.31 | 33.1 |
|
| 161 |
+
| 0.0011 | 21.1860 | 572 | 0.0026 | 1.0026 | 32.29 | 32.29 | 33.31 |
|
| 162 |
+
| 0.0021 | 21.6698 | 585 | 0.0016 | 1.0016 | 32.3 | 32.3 | 33.1 |
|
| 163 |
+
| 0.0059 | 22.1488 | 598 | 0.0073 | 1.0073 | 32.29 | 32.29 | 33.31 |
|
| 164 |
+
| 0.0020 | 22.6326 | 611 | 0.0004 | 1.0004 | 32.3 | 32.3 | 33.1 |
|
| 165 |
+
| 0.0002 | 23.1116 | 624 | 0.0004 | 1.0004 | 32.29 | 32.29 | 33.31 |
|
| 166 |
+
| 0.0002 | 23.5953 | 637 | 0.0004 | 1.0004 | 32.31 | 32.31 | 33.1 |
|
| 167 |
+
| 0.0001 | 24.0744 | 650 | 0.0003 | 1.0003 | 23.32 | 23.32 | 33.31 |
|
| 168 |
+
| 0.0001 | 24.5581 | 663 | 0.0003 | 1.0003 | 32.31 | 32.31 | 33.1 |
|
| 169 |
+
| 0.0001 | 25.0372 | 676 | 0.0003 | 1.0003 | 32.29 | 32.29 | 32.61 |
|
| 170 |
+
| 0.0001 | 25.5209 | 689 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 171 |
+
| 0.0001 | 26.0 | 702 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 172 |
+
| 0.0001 | 26.4837 | 715 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 173 |
+
| 0.0001 | 26.9674 | 728 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 174 |
+
| 0.0001 | 27.4465 | 741 | 0.0003 | 1.0003 | 32.31 | 32.31 | 33.1 |
|
| 175 |
+
| 0.0001 | 27.9302 | 754 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 176 |
+
| 0.0001 | 28.4093 | 767 | 0.0003 | 1.0003 | 32.31 | 32.31 | 33.1 |
|
| 177 |
+
| 0.0001 | 28.8930 | 780 | 0.0003 | 1.0003 | 23.32 | 23.32 | 33.31 |
|
| 178 |
+
| 0.0001 | 29.3721 | 793 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 179 |
+
| 0.0001 | 29.8558 | 806 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 180 |
+
| 0.0001 | 30.3349 | 819 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 181 |
+
| 0.0001 | 30.8186 | 832 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 182 |
+
| 0.0001 | 31.2977 | 845 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 183 |
+
| 0.0001 | 31.7814 | 858 | 0.0003 | 1.0003 | 32.29 | 32.29 | 32.61 |
|
| 184 |
+
| 0.0001 | 32.2605 | 871 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 185 |
+
| 0.0001 | 32.7442 | 884 | 0.0003 | 1.0003 | 32.29 | 32.29 | 32.61 |
|
| 186 |
+
| 0.0001 | 33.2233 | 897 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 187 |
+
| 0.0001 | 33.7070 | 910 | 0.0003 | 1.0003 | 23.32 | 23.32 | 33.31 |
|
| 188 |
+
| 0.0001 | 34.1860 | 923 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 189 |
+
| 0.0001 | 34.6698 | 936 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 190 |
+
| 0.0001 | 35.1488 | 949 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 191 |
+
| 0.0001 | 35.6326 | 962 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 192 |
+
| 0.0001 | 36.1116 | 975 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 193 |
+
| 0.0001 | 36.5953 | 988 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 194 |
+
| 0.0001 | 37.0744 | 1001 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 195 |
+
| 0.0001 | 37.5581 | 1014 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 196 |
+
| 0.0001 | 38.0372 | 1027 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 197 |
+
| 0.0001 | 38.5209 | 1040 | 0.0003 | 1.0003 | 23.32 | 23.32 | 33.31 |
|
| 198 |
+
| 0.0001 | 39.0 | 1053 | 0.0003 | 1.0003 | 32.31 | 32.31 | 33.1 |
|
| 199 |
+
| 0.0001 | 39.4837 | 1066 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 200 |
+
| 0.0001 | 39.9674 | 1079 | 0.0003 | 1.0003 | 32.31 | 32.31 | 33.1 |
|
| 201 |
+
| 0.0001 | 40.4465 | 1092 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 202 |
+
| 0.0001 | 40.9302 | 1105 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 203 |
+
| 0.0001 | 41.4093 | 1118 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 204 |
+
| 0.0001 | 41.8930 | 1131 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 205 |
+
| 0.0001 | 42.3721 | 1144 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 206 |
+
| 0.0001 | 42.8558 | 1157 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 207 |
+
| 0.0001 | 43.3349 | 1170 | 0.0003 | 1.0003 | 23.32 | 23.32 | 33.31 |
|
| 208 |
+
| 0.0001 | 43.8186 | 1183 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 209 |
+
| 0.0001 | 44.2977 | 1196 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 210 |
+
| 0.0001 | 44.7814 | 1209 | 0.0003 | 1.0003 | 32.31 | 32.31 | 33.1 |
|
| 211 |
+
| 0.0001 | 45.2605 | 1222 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 212 |
+
| 0.0001 | 45.7442 | 1235 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 213 |
+
| 0.0001 | 46.2233 | 1248 | 0.0003 | 1.0003 | 32.29 | 32.29 | 33.31 |
|
| 214 |
+
| 0.0001 | 46.7070 | 1261 | 0.0003 | 1.0003 | 32.3 | 32.3 | 33.1 |
|
| 215 |
+
| 0.0001 | 47.1860 | 1274 | 0.0003 | 1.0003 | 32.29 | 32.29 | 32.61 |
|
| 216 |
+
| 0.0001 | 47.6698 | 1287 | 0.0003 | 1.0003 | 32.31 | 32.31 | 33.1 |
|
| 217 |
+
| 0.0001 | 48.1488 | 1300 | 0.0003 | 1.0003 | 23.32 | 23.32 | 33.31 |
|
| 218 |
+
|
| 219 |
+
|
| 220 |
+
### Framework versions
|
| 221 |
+
|
| 222 |
+
- Transformers 5.0.0
|
| 223 |
+
- Pytorch 2.8.0+cu128
|
| 224 |
+
- Datasets 4.5.0
|
| 225 |
+
- Tokenizers 0.22.2
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/chat_template.jinja
ADDED
|
@@ -0,0 +1,4 @@
|
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|
| 1 |
+
{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '
|
| 2 |
+
' + message['content'] + '<|im_end|>' + '
|
| 3 |
+
'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
|
| 4 |
+
' }}{% endif %}
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/config.json
ADDED
|
@@ -0,0 +1,72 @@
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"Qwen3ForCausalLM"
|
| 4 |
+
],
|
| 5 |
+
"attention_bias": false,
|
| 6 |
+
"attention_dropout": 0.0,
|
| 7 |
+
"bos_token_id": 151643,
|
| 8 |
+
"dtype": "bfloat16",
|
| 9 |
+
"eos_token_id": 151645,
|
| 10 |
+
"head_dim": 128,
|
| 11 |
+
"hidden_act": "silu",
|
| 12 |
+
"hidden_size": 2560,
|
| 13 |
+
"initializer_range": 0.02,
|
| 14 |
+
"intermediate_size": 9728,
|
| 15 |
+
"layer_types": [
|
| 16 |
+
"full_attention",
|
| 17 |
+
"full_attention",
|
| 18 |
+
"full_attention",
|
| 19 |
+
"full_attention",
|
| 20 |
+
"full_attention",
|
| 21 |
+
"full_attention",
|
| 22 |
+
"full_attention",
|
| 23 |
+
"full_attention",
|
| 24 |
+
"full_attention",
|
| 25 |
+
"full_attention",
|
| 26 |
+
"full_attention",
|
| 27 |
+
"full_attention",
|
| 28 |
+
"full_attention",
|
| 29 |
+
"full_attention",
|
| 30 |
+
"full_attention",
|
| 31 |
+
"full_attention",
|
| 32 |
+
"full_attention",
|
| 33 |
+
"full_attention",
|
| 34 |
+
"full_attention",
|
| 35 |
+
"full_attention",
|
| 36 |
+
"full_attention",
|
| 37 |
+
"full_attention",
|
| 38 |
+
"full_attention",
|
| 39 |
+
"full_attention",
|
| 40 |
+
"full_attention",
|
| 41 |
+
"full_attention",
|
| 42 |
+
"full_attention",
|
| 43 |
+
"full_attention",
|
| 44 |
+
"full_attention",
|
| 45 |
+
"full_attention",
|
| 46 |
+
"full_attention",
|
| 47 |
+
"full_attention",
|
| 48 |
+
"full_attention",
|
| 49 |
+
"full_attention",
|
| 50 |
+
"full_attention",
|
| 51 |
+
"full_attention"
|
| 52 |
+
],
|
| 53 |
+
"max_position_embeddings": 262144,
|
| 54 |
+
"max_window_layers": 36,
|
| 55 |
+
"model_type": "qwen3",
|
| 56 |
+
"num_attention_heads": 32,
|
| 57 |
+
"num_hidden_layers": 36,
|
| 58 |
+
"num_key_value_heads": 8,
|
| 59 |
+
"pad_token_id": 151643,
|
| 60 |
+
"rms_norm_eps": 1e-06,
|
| 61 |
+
"rope_parameters": {
|
| 62 |
+
"rope_theta": 5000000,
|
| 63 |
+
"rope_type": "default"
|
| 64 |
+
},
|
| 65 |
+
"sliding_window": null,
|
| 66 |
+
"tie_word_embeddings": true,
|
| 67 |
+
"transformers_version": "5.0.0",
|
| 68 |
+
"use_cache": true,
|
| 69 |
+
"use_sliding_window": false,
|
| 70 |
+
"vocab_size": 151936,
|
| 71 |
+
"rope_theta": 5000000
|
| 72 |
+
}
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/eval_results.csv
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
category,filename,total,correct,accuracy,format_found,format_accuracy,errors_count
|
| 2 |
+
knowledge,test_subset_of_train_inference_results,450,448,99.56,0,0.00,2
|
| 3 |
+
knowledge,test_subset_of_train_paraphrased_inference_results,450,448,99.56,0,0.00,2
|
| 4 |
+
knowledge,test_inference_results,499,10,2.00,0,0.00,489
|
| 5 |
+
knowledge,test_5shot_inference_results,499,12,2.40,0,0.00,487
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/eval_summary.json
ADDED
|
@@ -0,0 +1,11 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"overall": {
|
| 3 |
+
"total": 499,
|
| 4 |
+
"correct": 12,
|
| 5 |
+
"accuracy": 2.4,
|
| 6 |
+
"format_found": 0,
|
| 7 |
+
"format_accuracy": 0.0
|
| 8 |
+
},
|
| 9 |
+
"n_errors": 487,
|
| 10 |
+
"results_file": "/home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/test_5shot_inference_results.jsonl"
|
| 11 |
+
}
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/test_5shot_inference_results.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/test_inference_results.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/test_subset_of_train_inference_results.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/eval_results/test_subset_of_train_paraphrased_inference_results.jsonl
ADDED
|
The diff for this file is too large to render.
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|
|
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/generation_config.json
ADDED
|
@@ -0,0 +1,12 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"do_sample": true,
|
| 3 |
+
"eos_token_id": [
|
| 4 |
+
151645,
|
| 5 |
+
151643
|
| 6 |
+
],
|
| 7 |
+
"pad_token_id": 151643,
|
| 8 |
+
"temperature": 0.7,
|
| 9 |
+
"top_k": 20,
|
| 10 |
+
"top_p": 0.8,
|
| 11 |
+
"transformers_version": "5.0.0"
|
| 12 |
+
}
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:e9f30d6a95726d71bddec43d65c6f7e3bf2c1ec51c4c3a716b1fcfca2aebbeff
|
| 3 |
+
size 8044982080
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506
|
| 3 |
+
size 11422650
|
checkpoints/knowledge/atomic_full_sft_50ep_t20260305/tokenizer_config.json
ADDED
|
@@ -0,0 +1,239 @@
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|
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|
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|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": false,
|
| 3 |
+
"added_tokens_decoder": {
|
| 4 |
+
"151643": {
|
| 5 |
+
"content": "<|endoftext|>",
|
| 6 |
+
"lstrip": false,
|
| 7 |
+
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|
| 8 |
+
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|
| 9 |
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|
| 10 |
+
"special": true
|
| 11 |
+
},
|
| 12 |
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"151644": {
|
| 13 |
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|
| 14 |
+
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|
| 15 |
+
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|
| 16 |
+
"rstrip": false,
|
| 17 |
+
"single_word": false,
|
| 18 |
+
"special": true
|
| 19 |
+
},
|
| 20 |
+
"151645": {
|
| 21 |
+
"content": "<|im_end|>",
|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
+
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|
| 26 |
+
"special": true
|
| 27 |
+
},
|
| 28 |
+
"151646": {
|
| 29 |
+
"content": "<|object_ref_start|>",
|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
+
},
|
| 36 |
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"151647": {
|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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"special": true
|
| 59 |
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|
| 60 |
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"151650": {
|
| 61 |
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|
| 62 |
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"lstrip": false,
|
| 63 |
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"normalized": false,
|
| 64 |
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"rstrip": false,
|
| 65 |
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|
| 66 |
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"special": true
|
| 67 |
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|
| 68 |
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"151651": {
|
| 69 |
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"content": "<|quad_end|>",
|
| 70 |
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"lstrip": false,
|
| 71 |
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|
| 72 |
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"rstrip": false,
|
| 73 |
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|
| 74 |
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|
| 75 |
+
},
|
| 76 |
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"151652": {
|
| 77 |
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|
| 78 |
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"lstrip": false,
|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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|
| 85 |
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"content": "<|vision_end|>",
|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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"single_word": false,
|
| 90 |
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"special": true
|
| 91 |
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},
|
| 92 |
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|
| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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},
|
| 100 |
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|
| 101 |
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|
| 102 |
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|
| 103 |
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|
| 104 |
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"rstrip": false,
|
| 105 |
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|
| 106 |
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|
| 107 |
+
},
|
| 108 |
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"151656": {
|
| 109 |
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|
| 110 |
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"lstrip": false,
|
| 111 |
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|
| 112 |
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"rstrip": false,
|
| 113 |
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"single_word": false,
|
| 114 |
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"special": true
|
| 115 |
+
},
|
| 116 |
+
"151657": {
|
| 117 |
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"content": "<tool_call>",
|
| 118 |
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"lstrip": false,
|
| 119 |
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"normalized": false,
|
| 120 |
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"rstrip": false,
|
| 121 |
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|
| 122 |
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|
| 123 |
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},
|
| 124 |
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|
| 125 |
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"content": "</tool_call>",
|
| 126 |
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"lstrip": false,
|
| 127 |
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"normalized": false,
|
| 128 |
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"rstrip": false,
|
| 129 |
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"single_word": false,
|
| 130 |
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"special": false
|
| 131 |
+
},
|
| 132 |
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"151659": {
|
| 133 |
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"content": "<|fim_prefix|>",
|
| 134 |
+
"lstrip": false,
|
| 135 |
+
"normalized": false,
|
| 136 |
+
"rstrip": false,
|
| 137 |
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"single_word": false,
|
| 138 |
+
"special": false
|
| 139 |
+
},
|
| 140 |
+
"151660": {
|
| 141 |
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"content": "<|fim_middle|>",
|
| 142 |
+
"lstrip": false,
|
| 143 |
+
"normalized": false,
|
| 144 |
+
"rstrip": false,
|
| 145 |
+
"single_word": false,
|
| 146 |
+
"special": false
|
| 147 |
+
},
|
| 148 |
+
"151661": {
|
| 149 |
+
"content": "<|fim_suffix|>",
|
| 150 |
+
"lstrip": false,
|
| 151 |
+
"normalized": false,
|
| 152 |
+
"rstrip": false,
|
| 153 |
+
"single_word": false,
|
| 154 |
+
"special": false
|
| 155 |
+
},
|
| 156 |
+
"151662": {
|
| 157 |
+
"content": "<|fim_pad|>",
|
| 158 |
+
"lstrip": false,
|
| 159 |
+
"normalized": false,
|
| 160 |
+
"rstrip": false,
|
| 161 |
+
"single_word": false,
|
| 162 |
+
"special": false
|
| 163 |
+
},
|
| 164 |
+
"151663": {
|
| 165 |
+
"content": "<|repo_name|>",
|
| 166 |
+
"lstrip": false,
|
| 167 |
+
"normalized": false,
|
| 168 |
+
"rstrip": false,
|
| 169 |
+
"single_word": false,
|
| 170 |
+
"special": false
|
| 171 |
+
},
|
| 172 |
+
"151664": {
|
| 173 |
+
"content": "<|file_sep|>",
|
| 174 |
+
"lstrip": false,
|
| 175 |
+
"normalized": false,
|
| 176 |
+
"rstrip": false,
|
| 177 |
+
"single_word": false,
|
| 178 |
+
"special": false
|
| 179 |
+
},
|
| 180 |
+
"151665": {
|
| 181 |
+
"content": "<tool_response>",
|
| 182 |
+
"lstrip": false,
|
| 183 |
+
"normalized": false,
|
| 184 |
+
"rstrip": false,
|
| 185 |
+
"single_word": false,
|
| 186 |
+
"special": false
|
| 187 |
+
},
|
| 188 |
+
"151666": {
|
| 189 |
+
"content": "</tool_response>",
|
| 190 |
+
"lstrip": false,
|
| 191 |
+
"normalized": false,
|
| 192 |
+
"rstrip": false,
|
| 193 |
+
"single_word": false,
|
| 194 |
+
"special": false
|
| 195 |
+
},
|
| 196 |
+
"151667": {
|
| 197 |
+
"content": "<think>",
|
| 198 |
+
"lstrip": false,
|
| 199 |
+
"normalized": false,
|
| 200 |
+
"rstrip": false,
|
| 201 |
+
"single_word": false,
|
| 202 |
+
"special": false
|
| 203 |
+
},
|
| 204 |
+
"151668": {
|
| 205 |
+
"content": "</think>",
|
| 206 |
+
"lstrip": false,
|
| 207 |
+
"normalized": false,
|
| 208 |
+
"rstrip": false,
|
| 209 |
+
"single_word": false,
|
| 210 |
+
"special": false
|
| 211 |
+
}
|
| 212 |
+
},
|
| 213 |
+
"additional_special_tokens": [
|
| 214 |
+
"<|im_start|>",
|
| 215 |
+
"<|im_end|>",
|
| 216 |
+
"<|object_ref_start|>",
|
| 217 |
+
"<|object_ref_end|>",
|
| 218 |
+
"<|box_start|>",
|
| 219 |
+
"<|box_end|>",
|
| 220 |
+
"<|quad_start|>",
|
| 221 |
+
"<|quad_end|>",
|
| 222 |
+
"<|vision_start|>",
|
| 223 |
+
"<|vision_end|>",
|
| 224 |
+
"<|vision_pad|>",
|
| 225 |
+
"<|image_pad|>",
|
| 226 |
+
"<|video_pad|>"
|
| 227 |
+
],
|
| 228 |
+
"bos_token": null,
|
| 229 |
+
"chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].role == 'system' %}\n {{- messages[0].content + '\\n\\n' }}\n {%- endif %}\n {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if message.content is string %}\n {%- set content = message.content %}\n {%- else %}\n {%- set content = '' %}\n {%- endif %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}",
|
| 230 |
+
"clean_up_tokenization_spaces": false,
|
| 231 |
+
"eos_token": "<|im_end|>",
|
| 232 |
+
"errors": "replace",
|
| 233 |
+
"model_max_length": 1010000,
|
| 234 |
+
"pad_token": "<|endoftext|>",
|
| 235 |
+
"split_special_tokens": false,
|
| 236 |
+
"tokenizer_class": "Qwen2Tokenizer",
|
| 237 |
+
"unk_token": null,
|
| 238 |
+
"add_bos_token": false
|
| 239 |
+
}
|
checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/README.md
ADDED
|
@@ -0,0 +1,159 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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| 1 |
+
---
|
| 2 |
+
library_name: transformers
|
| 3 |
+
tags:
|
| 4 |
+
- generated_from_trainer
|
| 5 |
+
datasets:
|
| 6 |
+
- /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/compositional_2step_sft/train_messages.jsonl
|
| 7 |
+
model-index:
|
| 8 |
+
- name: home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305
|
| 9 |
+
results: []
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 13 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 14 |
+
|
| 15 |
+
[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
|
| 16 |
+
<details><summary>See axolotl config</summary>
|
| 17 |
+
|
| 18 |
+
axolotl version: `0.15.0.dev0`
|
| 19 |
+
```yaml
|
| 20 |
+
# Qwen3-4B full fine-tuning SFT on 2-step compositional CoT data
|
| 21 |
+
# Starts from the atomic full SFT checkpoint (will be overridden by sbatch script)
|
| 22 |
+
|
| 23 |
+
base_model: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_full_sft_50ep_t20260305/checkpoint-1300
|
| 24 |
+
|
| 25 |
+
# Model loading (full precision, no quantization, no adapter)
|
| 26 |
+
load_in_8bit: false
|
| 27 |
+
load_in_4bit: false
|
| 28 |
+
strict: false
|
| 29 |
+
|
| 30 |
+
# Training dataset (5002 2-step compositional QA pairs with CoT)
|
| 31 |
+
datasets:
|
| 32 |
+
- path: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/compositional_2step_sft/train_messages.jsonl
|
| 33 |
+
type: chat_template
|
| 34 |
+
dataset_prepared_path:
|
| 35 |
+
val_set_size: 0
|
| 36 |
+
chat_template: chatml
|
| 37 |
+
|
| 38 |
+
# Validation dataset
|
| 39 |
+
test_datasets:
|
| 40 |
+
- path: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/compositional_2step_sft/val_messages.jsonl
|
| 41 |
+
type: chat_template
|
| 42 |
+
|
| 43 |
+
output_dir: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305
|
| 44 |
+
|
| 45 |
+
# Sequence settings (longer for CoT reasoning)
|
| 46 |
+
sequence_len: 1024
|
| 47 |
+
sample_packing: true
|
| 48 |
+
eval_sample_packing: true
|
| 49 |
+
|
| 50 |
+
# No adapter — full fine-tuning (all parameters trainable)
|
| 51 |
+
|
| 52 |
+
# Training hyperparameters
|
| 53 |
+
gradient_accumulation_steps: 8
|
| 54 |
+
micro_batch_size: 1
|
| 55 |
+
num_epochs: 10
|
| 56 |
+
optimizer: adamw_torch_fused
|
| 57 |
+
lr_scheduler: cosine
|
| 58 |
+
learning_rate: 2e-5
|
| 59 |
+
|
| 60 |
+
# Precision
|
| 61 |
+
bf16: auto
|
| 62 |
+
tf32: true
|
| 63 |
+
|
| 64 |
+
# Memory optimization
|
| 65 |
+
gradient_checkpointing: true
|
| 66 |
+
gradient_checkpointing_kwargs:
|
| 67 |
+
use_reentrant: false
|
| 68 |
+
|
| 69 |
+
# Logging and saving
|
| 70 |
+
logging_steps: 10
|
| 71 |
+
flash_attention: true
|
| 72 |
+
warmup_ratio: 0.1
|
| 73 |
+
evals_per_epoch: 2
|
| 74 |
+
saves_per_epoch: 1
|
| 75 |
+
save_total_limit: 3
|
| 76 |
+
load_best_model_at_end: true
|
| 77 |
+
weight_decay: 0.01
|
| 78 |
+
|
| 79 |
+
# Wandb logging
|
| 80 |
+
wandb_project: knowledge_sft
|
| 81 |
+
wandb_name: full-sft-compositional-on-atomic-t20260305
|
| 82 |
+
wandb_log_model: "false"
|
| 83 |
+
|
| 84 |
+
special_tokens:
|
| 85 |
+
|
| 86 |
+
```
|
| 87 |
+
|
| 88 |
+
</details><br>
|
| 89 |
+
|
| 90 |
+
# home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305
|
| 91 |
+
|
| 92 |
+
This model was trained from scratch on the /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/compositional_2step_sft/train_messages.jsonl dataset.
|
| 93 |
+
It achieves the following results on the evaluation set:
|
| 94 |
+
- Loss: 0.0052
|
| 95 |
+
- Ppl: 1.0052
|
| 96 |
+
- Memory/max Active (gib): 32.31
|
| 97 |
+
- Memory/max Allocated (gib): 32.31
|
| 98 |
+
- Memory/device Reserved (gib): 33.42
|
| 99 |
+
|
| 100 |
+
## Model description
|
| 101 |
+
|
| 102 |
+
More information needed
|
| 103 |
+
|
| 104 |
+
## Intended uses & limitations
|
| 105 |
+
|
| 106 |
+
More information needed
|
| 107 |
+
|
| 108 |
+
## Training and evaluation data
|
| 109 |
+
|
| 110 |
+
More information needed
|
| 111 |
+
|
| 112 |
+
## Training procedure
|
| 113 |
+
|
| 114 |
+
### Training hyperparameters
|
| 115 |
+
|
| 116 |
+
The following hyperparameters were used during training:
|
| 117 |
+
- learning_rate: 2e-05
|
| 118 |
+
- train_batch_size: 1
|
| 119 |
+
- eval_batch_size: 1
|
| 120 |
+
- seed: 42
|
| 121 |
+
- gradient_accumulation_steps: 8
|
| 122 |
+
- total_train_batch_size: 8
|
| 123 |
+
- optimizer: Use adamw_torch_fused with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
| 124 |
+
- lr_scheduler_type: cosine
|
| 125 |
+
- lr_scheduler_warmup_steps: 71
|
| 126 |
+
- training_steps: 710
|
| 127 |
+
|
| 128 |
+
### Training results
|
| 129 |
+
|
| 130 |
+
| Training Loss | Epoch | Step | Validation Loss | Ppl | Active (gib) | Allocated (gib) | Reserved (gib) |
|
| 131 |
+
|:-------------:|:------:|:----:|:---------------:|:--------:|:------------:|:---------------:|:--------------:|
|
| 132 |
+
| No log | 0 | 0 | 6.3406 | 567.1246 | 8.96 | 8.96 | 9.68 |
|
| 133 |
+
| 3.8203 | 0.5070 | 36 | 1.0917 | 2.9793 | 32.32 | 32.32 | 33.61 |
|
| 134 |
+
| 0.0694 | 1.0141 | 72 | 0.0408 | 1.0416 | 32.31 | 32.31 | 33.42 |
|
| 135 |
+
| 0.0145 | 1.5211 | 108 | 0.0113 | 1.0114 | 32.31 | 32.31 | 33.42 |
|
| 136 |
+
| 0.0069 | 2.0282 | 144 | 0.0067 | 1.0068 | 32.31 | 32.31 | 33.38 |
|
| 137 |
+
| 0.0017 | 2.5352 | 180 | 0.0060 | 1.0060 | 24.06 | 24.06 | 33.38 |
|
| 138 |
+
| 0.0011 | 3.0423 | 216 | 0.0054 | 1.0054 | 32.31 | 32.31 | 33.42 |
|
| 139 |
+
| 0.0007 | 3.5493 | 252 | 0.0053 | 1.0053 | 32.31 | 32.31 | 33.38 |
|
| 140 |
+
| 0.0007 | 4.0563 | 288 | 0.0052 | 1.0053 | 32.31 | 32.31 | 33.42 |
|
| 141 |
+
| 0.0005 | 4.5634 | 324 | 0.0053 | 1.0053 | 32.31 | 32.31 | 33.42 |
|
| 142 |
+
| 0.0006 | 5.0704 | 360 | 0.0053 | 1.0053 | 24.06 | 24.06 | 33.42 |
|
| 143 |
+
| 0.0006 | 5.5775 | 396 | 0.0052 | 1.0052 | 32.31 | 32.31 | 33.38 |
|
| 144 |
+
| 0.0005 | 6.0845 | 432 | 0.0052 | 1.0052 | 32.31 | 32.31 | 33.42 |
|
| 145 |
+
| 0.0005 | 6.5915 | 468 | 0.0052 | 1.0052 | 32.31 | 32.31 | 33.38 |
|
| 146 |
+
| 0.0005 | 7.0986 | 504 | 0.0052 | 1.0052 | 32.31 | 32.31 | 33.42 |
|
| 147 |
+
| 0.0005 | 7.6056 | 540 | 0.0052 | 1.0052 | 24.06 | 24.06 | 33.38 |
|
| 148 |
+
| 0.0005 | 8.1127 | 576 | 0.0052 | 1.0053 | 32.31 | 32.31 | 33.42 |
|
| 149 |
+
| 0.0005 | 8.6197 | 612 | 0.0052 | 1.0052 | 32.31 | 32.31 | 33.42 |
|
| 150 |
+
| 0.0005 | 9.1268 | 648 | 0.0052 | 1.0052 | 32.31 | 32.31 | 33.38 |
|
| 151 |
+
| 0.0006 | 9.6338 | 684 | 0.0052 | 1.0052 | 32.31 | 32.31 | 33.42 |
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
### Framework versions
|
| 155 |
+
|
| 156 |
+
- Transformers 5.0.0
|
| 157 |
+
- Pytorch 2.8.0+cu128
|
| 158 |
+
- Datasets 4.5.0
|
| 159 |
+
- Tokenizers 0.22.2
|
checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/chat_template.jinja
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '
|
| 2 |
+
' + message['content'] + '<|im_end|>' + '
|
| 3 |
+
'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
|
| 4 |
+
' }}{% endif %}
|
checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/config.json
ADDED
|
@@ -0,0 +1,72 @@
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|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"Qwen3ForCausalLM"
|
| 4 |
+
],
|
| 5 |
+
"attention_bias": false,
|
| 6 |
+
"attention_dropout": 0.0,
|
| 7 |
+
"bos_token_id": 151643,
|
| 8 |
+
"dtype": "bfloat16",
|
| 9 |
+
"eos_token_id": 151645,
|
| 10 |
+
"head_dim": 128,
|
| 11 |
+
"hidden_act": "silu",
|
| 12 |
+
"hidden_size": 2560,
|
| 13 |
+
"initializer_range": 0.02,
|
| 14 |
+
"intermediate_size": 9728,
|
| 15 |
+
"layer_types": [
|
| 16 |
+
"full_attention",
|
| 17 |
+
"full_attention",
|
| 18 |
+
"full_attention",
|
| 19 |
+
"full_attention",
|
| 20 |
+
"full_attention",
|
| 21 |
+
"full_attention",
|
| 22 |
+
"full_attention",
|
| 23 |
+
"full_attention",
|
| 24 |
+
"full_attention",
|
| 25 |
+
"full_attention",
|
| 26 |
+
"full_attention",
|
| 27 |
+
"full_attention",
|
| 28 |
+
"full_attention",
|
| 29 |
+
"full_attention",
|
| 30 |
+
"full_attention",
|
| 31 |
+
"full_attention",
|
| 32 |
+
"full_attention",
|
| 33 |
+
"full_attention",
|
| 34 |
+
"full_attention",
|
| 35 |
+
"full_attention",
|
| 36 |
+
"full_attention",
|
| 37 |
+
"full_attention",
|
| 38 |
+
"full_attention",
|
| 39 |
+
"full_attention",
|
| 40 |
+
"full_attention",
|
| 41 |
+
"full_attention",
|
| 42 |
+
"full_attention",
|
| 43 |
+
"full_attention",
|
| 44 |
+
"full_attention",
|
| 45 |
+
"full_attention",
|
| 46 |
+
"full_attention",
|
| 47 |
+
"full_attention",
|
| 48 |
+
"full_attention",
|
| 49 |
+
"full_attention",
|
| 50 |
+
"full_attention",
|
| 51 |
+
"full_attention"
|
| 52 |
+
],
|
| 53 |
+
"max_position_embeddings": 262144,
|
| 54 |
+
"max_window_layers": 36,
|
| 55 |
+
"model_type": "qwen3",
|
| 56 |
+
"num_attention_heads": 32,
|
| 57 |
+
"num_hidden_layers": 36,
|
| 58 |
+
"num_key_value_heads": 8,
|
| 59 |
+
"pad_token_id": 151643,
|
| 60 |
+
"rms_norm_eps": 1e-06,
|
| 61 |
+
"rope_parameters": {
|
| 62 |
+
"rope_theta": 5000000,
|
| 63 |
+
"rope_type": "default"
|
| 64 |
+
},
|
| 65 |
+
"sliding_window": null,
|
| 66 |
+
"tie_word_embeddings": true,
|
| 67 |
+
"transformers_version": "5.0.0",
|
| 68 |
+
"use_cache": true,
|
| 69 |
+
"use_sliding_window": false,
|
| 70 |
+
"vocab_size": 151936,
|
| 71 |
+
"rope_theta": 5000000
|
| 72 |
+
}
|
checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/atomic/eval_results.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
category,filename,total,correct,accuracy,format_found,format_accuracy,errors_count
|
| 2 |
+
knowledge,test_subset_of_train_inference_results,450,448,99.56,0,0.00,2
|
| 3 |
+
knowledge,test_subset_of_train_paraphrased_inference_results,450,444,98.67,0,0.00,6
|
checkpoints/knowledge/atomic_full_then_2step_full_sft_t20260305/eval_results/atomic/eval_summary.json
ADDED
|
@@ -0,0 +1,11 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"overall": {
|
| 3 |
+
"total": 450,
|
| 4 |
+
"correct": 444,
|
| 5 |
+
"accuracy": 98.67,
|
| 6 |
+
"format_found": 0,
|
| 7 |
+
"format_accuracy": 0.0
|
| 8 |
+
},
|
| 9 |
+
"n_errors": 6,
|
| 10 |
+
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| 213 |
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"additional_special_tokens": [
|
| 214 |
+
"<|im_start|>",
|
| 215 |
+
"<|im_end|>",
|
| 216 |
+
"<|object_ref_start|>",
|
| 217 |
+
"<|object_ref_end|>",
|
| 218 |
+
"<|box_start|>",
|
| 219 |
+
"<|box_end|>",
|
| 220 |
+
"<|quad_start|>",
|
| 221 |
+
"<|quad_end|>",
|
| 222 |
+
"<|vision_start|>",
|
| 223 |
+
"<|vision_end|>",
|
| 224 |
+
"<|vision_pad|>",
|
| 225 |
+
"<|image_pad|>",
|
| 226 |
+
"<|video_pad|>"
|
| 227 |
+
],
|
| 228 |
+
"bos_token": null,
|
| 229 |
+
"chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].role == 'system' %}\n {{- messages[0].content + '\\n\\n' }}\n {%- endif %}\n {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if message.content is string %}\n {%- set content = message.content %}\n {%- else %}\n {%- set content = '' %}\n {%- endif %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}",
|
| 230 |
+
"clean_up_tokenization_spaces": false,
|
| 231 |
+
"eos_token": "<|im_end|>",
|
| 232 |
+
"errors": "replace",
|
| 233 |
+
"model_max_length": 1010000,
|
| 234 |
+
"pad_token": "<|endoftext|>",
|
| 235 |
+
"split_special_tokens": false,
|
| 236 |
+
"tokenizer_class": "Qwen2Tokenizer",
|
| 237 |
+
"unk_token": null,
|
| 238 |
+
"add_bos_token": false
|
| 239 |
+
}
|
checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/README.md
ADDED
|
@@ -0,0 +1,237 @@
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|
| 1 |
+
---
|
| 2 |
+
library_name: peft
|
| 3 |
+
tags:
|
| 4 |
+
- axolotl
|
| 5 |
+
- base_model:adapter:/home/jiaruil5/math_rl/mix_teachers/r3lit_rl/models/Qwen/Qwen3-4B-Instruct-2507
|
| 6 |
+
- lora
|
| 7 |
+
- transformers
|
| 8 |
+
datasets:
|
| 9 |
+
- /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/atomic_sft/train_messages.jsonl
|
| 10 |
+
base_model: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/models/Qwen/Qwen3-4B-Instruct-2507
|
| 11 |
+
pipeline_tag: text-generation
|
| 12 |
+
model-index:
|
| 13 |
+
- name: home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_sft_lora_50ep_t20260305
|
| 14 |
+
results: []
|
| 15 |
+
---
|
| 16 |
+
|
| 17 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 18 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 19 |
+
|
| 20 |
+
[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
|
| 21 |
+
<details><summary>See axolotl config</summary>
|
| 22 |
+
|
| 23 |
+
axolotl version: `0.15.0.dev0`
|
| 24 |
+
```yaml
|
| 25 |
+
base_model: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/models/Qwen/Qwen3-4B-Instruct-2507
|
| 26 |
+
load_in_8bit: false
|
| 27 |
+
load_in_4bit: true
|
| 28 |
+
strict: false
|
| 29 |
+
|
| 30 |
+
datasets:
|
| 31 |
+
- path: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/atomic_sft/train_messages.jsonl
|
| 32 |
+
type: chat_template
|
| 33 |
+
dataset_prepared_path:
|
| 34 |
+
val_set_size: 0
|
| 35 |
+
chat_template: chatml
|
| 36 |
+
|
| 37 |
+
test_datasets:
|
| 38 |
+
- path: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/atomic_sft/val_paraphrased_messages.jsonl
|
| 39 |
+
type: chat_template
|
| 40 |
+
|
| 41 |
+
output_dir: /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_sft_lora_50ep_t20260305
|
| 42 |
+
|
| 43 |
+
sequence_len: 512
|
| 44 |
+
sample_packing: true
|
| 45 |
+
eval_sample_packing: true
|
| 46 |
+
|
| 47 |
+
adapter: qlora
|
| 48 |
+
lora_r: 64
|
| 49 |
+
lora_alpha: 128
|
| 50 |
+
lora_dropout: 0.0
|
| 51 |
+
lora_target_linear: true
|
| 52 |
+
|
| 53 |
+
gradient_accumulation_steps: 4
|
| 54 |
+
micro_batch_size: 2
|
| 55 |
+
num_epochs: 50
|
| 56 |
+
optimizer: adamw_torch_fused
|
| 57 |
+
lr_scheduler: cosine
|
| 58 |
+
learning_rate: 5e-4
|
| 59 |
+
|
| 60 |
+
bf16: auto
|
| 61 |
+
tf32: true
|
| 62 |
+
|
| 63 |
+
gradient_checkpointing: true
|
| 64 |
+
gradient_checkpointing_kwargs:
|
| 65 |
+
use_reentrant: false
|
| 66 |
+
|
| 67 |
+
logging_steps: 10
|
| 68 |
+
flash_attention: true
|
| 69 |
+
warmup_ratio: 0.02
|
| 70 |
+
evals_per_epoch: 2
|
| 71 |
+
saves_per_epoch: 1
|
| 72 |
+
save_total_limit: 3
|
| 73 |
+
load_best_model_at_end: true
|
| 74 |
+
weight_decay: 0.01
|
| 75 |
+
|
| 76 |
+
wandb_project: knowledge_sft
|
| 77 |
+
wandb_name: lora-atomic-t20260305
|
| 78 |
+
wandb_log_model: "false"
|
| 79 |
+
|
| 80 |
+
special_tokens:
|
| 81 |
+
|
| 82 |
+
```
|
| 83 |
+
|
| 84 |
+
</details><br>
|
| 85 |
+
|
| 86 |
+
# home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/checkpoints/knowledge/atomic_sft_lora_50ep_t20260305
|
| 87 |
+
|
| 88 |
+
This model was trained from scratch on the /home/jiaruil5/math_rl/mix_teachers/r3lit_rl/mix_teachers/data/knowledge/atomic_sft/train_messages.jsonl dataset.
|
| 89 |
+
It achieves the following results on the evaluation set:
|
| 90 |
+
- Loss: 0.0001
|
| 91 |
+
- Ppl: 1.0001
|
| 92 |
+
- Memory/max Active (gib): 5.47
|
| 93 |
+
- Memory/max Allocated (gib): 5.47
|
| 94 |
+
- Memory/device Reserved (gib): 6.7
|
| 95 |
+
|
| 96 |
+
## Model description
|
| 97 |
+
|
| 98 |
+
More information needed
|
| 99 |
+
|
| 100 |
+
## Intended uses & limitations
|
| 101 |
+
|
| 102 |
+
More information needed
|
| 103 |
+
|
| 104 |
+
## Training and evaluation data
|
| 105 |
+
|
| 106 |
+
More information needed
|
| 107 |
+
|
| 108 |
+
## Training procedure
|
| 109 |
+
|
| 110 |
+
### Training hyperparameters
|
| 111 |
+
|
| 112 |
+
The following hyperparameters were used during training:
|
| 113 |
+
- learning_rate: 0.0005
|
| 114 |
+
- train_batch_size: 2
|
| 115 |
+
- eval_batch_size: 2
|
| 116 |
+
- seed: 42
|
| 117 |
+
- gradient_accumulation_steps: 4
|
| 118 |
+
- total_train_batch_size: 8
|
| 119 |
+
- optimizer: Use adamw_torch_fused with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
| 120 |
+
- lr_scheduler_type: cosine
|
| 121 |
+
- lr_scheduler_warmup_steps: 26
|
| 122 |
+
- training_steps: 1300
|
| 123 |
+
|
| 124 |
+
### Training results
|
| 125 |
+
|
| 126 |
+
| Training Loss | Epoch | Step | Validation Loss | Ppl | Active (gib) | Allocated (gib) | Reserved (gib) |
|
| 127 |
+
|:-------------:|:-------:|:----:|:---------------:|:-----------:|:------------:|:---------------:|:--------------:|
|
| 128 |
+
| No log | 0 | 0 | 11.5764 | 106548.9464 | 4.47 | 4.47 | 8.97 |
|
| 129 |
+
| 7.2866 | 0.4860 | 13 | 2.8221 | 16.8118 | 6.45 | 6.45 | 6.7 |
|
| 130 |
+
| 2.6126 | 0.9720 | 26 | 1.1444 | 3.1405 | 6.45 | 6.45 | 6.7 |
|
| 131 |
+
| 1.3757 | 1.4486 | 39 | 0.9320 | 2.5397 | 6.45 | 6.45 | 8.19 |
|
| 132 |
+
| 1.0069 | 1.9346 | 52 | 0.8724 | 2.3927 | 6.45 | 6.45 | 6.7 |
|
| 133 |
+
| 0.9308 | 2.4112 | 65 | 0.8703 | 2.3877 | 6.45 | 6.45 | 8.19 |
|
| 134 |
+
| 0.9039 | 2.8972 | 78 | 0.8341 | 2.3028 | 6.45 | 6.45 | 6.7 |
|
| 135 |
+
| 0.8535 | 3.3738 | 91 | 0.8056 | 2.2381 | 6.45 | 6.45 | 8.19 |
|
| 136 |
+
| 0.8485 | 3.8598 | 104 | 0.7935 | 2.2112 | 6.45 | 6.45 | 6.7 |
|
| 137 |
+
| 0.8518 | 4.3364 | 117 | 0.7475 | 2.1118 | 6.45 | 6.45 | 8.19 |
|
| 138 |
+
| 0.8252 | 4.8224 | 130 | 0.7261 | 2.0670 | 5.47 | 5.47 | 6.7 |
|
| 139 |
+
| 0.7677 | 5.2991 | 143 | 0.5942 | 1.8116 | 6.45 | 6.45 | 8.19 |
|
| 140 |
+
| 0.6715 | 5.7850 | 156 | 0.5665 | 1.7620 | 6.45 | 6.45 | 6.7 |
|
| 141 |
+
| 0.7201 | 6.2617 | 169 | 0.3298 | 1.3907 | 6.45 | 6.45 | 8.19 |
|
| 142 |
+
| 0.4599 | 6.7477 | 182 | 0.3798 | 1.4619 | 6.45 | 6.45 | 6.7 |
|
| 143 |
+
| 0.5207 | 7.2243 | 195 | 0.1645 | 1.1788 | 6.45 | 6.45 | 8.19 |
|
| 144 |
+
| 0.2006 | 7.7103 | 208 | 0.1505 | 1.1624 | 6.45 | 6.45 | 6.7 |
|
| 145 |
+
| 0.1855 | 8.1869 | 221 | 0.0746 | 1.0775 | 6.45 | 6.45 | 8.19 |
|
| 146 |
+
| 0.1124 | 8.6729 | 234 | 0.0545 | 1.0560 | 6.45 | 6.45 | 6.7 |
|
| 147 |
+
| 0.1329 | 9.1495 | 247 | 0.0599 | 1.0617 | 6.45 | 6.45 | 8.19 |
|
| 148 |
+
| 0.0721 | 9.6355 | 260 | 0.0632 | 1.0652 | 5.47 | 5.47 | 6.7 |
|
| 149 |
+
| 0.0891 | 10.1121 | 273 | 0.0525 | 1.0539 | 6.45 | 6.45 | 8.19 |
|
| 150 |
+
| 0.0445 | 10.5981 | 286 | 0.0242 | 1.0245 | 6.45 | 6.45 | 6.7 |
|
| 151 |
+
| 0.0559 | 11.0748 | 299 | 0.0398 | 1.0406 | 6.45 | 6.45 | 8.19 |
|
| 152 |
+
| 0.0388 | 11.5607 | 312 | 0.0243 | 1.0246 | 6.45 | 6.45 | 6.7 |
|
| 153 |
+
| 0.0374 | 12.0374 | 325 | 0.0142 | 1.0143 | 6.45 | 6.45 | 8.19 |
|
| 154 |
+
| 0.0223 | 12.5234 | 338 | 0.0126 | 1.0127 | 6.45 | 6.45 | 6.7 |
|
| 155 |
+
| 0.0198 | 13.0 | 351 | 0.0127 | 1.0128 | 6.45 | 6.45 | 8.19 |
|
| 156 |
+
| 0.0115 | 13.4860 | 364 | 0.0447 | 1.0457 | 6.45 | 6.45 | 6.7 |
|
| 157 |
+
| 0.0101 | 13.9720 | 377 | 0.0032 | 1.0032 | 6.45 | 6.45 | 8.19 |
|
| 158 |
+
| 0.0020 | 14.4486 | 390 | 0.0039 | 1.0039 | 5.47 | 5.47 | 6.7 |
|
| 159 |
+
| 0.0031 | 14.9346 | 403 | 0.0032 | 1.0032 | 6.45 | 6.45 | 8.19 |
|
| 160 |
+
| 0.0026 | 15.4112 | 416 | 0.0007 | 1.0007 | 6.45 | 6.45 | 6.7 |
|
| 161 |
+
| 0.0025 | 15.8972 | 429 | 0.0005 | 1.0005 | 6.45 | 6.45 | 8.19 |
|
| 162 |
+
| 0.0037 | 16.3738 | 442 | 0.0008 | 1.0008 | 6.45 | 6.45 | 6.7 |
|
| 163 |
+
| 0.0023 | 16.8598 | 455 | 0.0007 | 1.0007 | 6.45 | 6.45 | 8.19 |
|
| 164 |
+
| 0.0010 | 17.3364 | 468 | 0.0005 | 1.0005 | 6.45 | 6.45 | 6.7 |
|
| 165 |
+
| 0.0005 | 17.8224 | 481 | 0.0004 | 1.0004 | 6.45 | 6.45 | 8.19 |
|
| 166 |
+
| 0.0006 | 18.2991 | 494 | 0.0003 | 1.0003 | 6.45 | 6.45 | 6.7 |
|
| 167 |
+
| 0.0002 | 18.7850 | 507 | 0.0002 | 1.0002 | 6.45 | 6.45 | 8.19 |
|
| 168 |
+
| 0.0002 | 19.2617 | 520 | 0.0002 | 1.0002 | 5.47 | 5.47 | 6.7 |
|
| 169 |
+
| 0.0001 | 19.7477 | 533 | 0.0002 | 1.0002 | 6.45 | 6.45 | 8.19 |
|
| 170 |
+
| 0.0001 | 20.2243 | 546 | 0.0001 | 1.0002 | 6.45 | 6.45 | 6.7 |
|
| 171 |
+
| 0.0001 | 20.7103 | 559 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 172 |
+
| 0.0001 | 21.1869 | 572 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 173 |
+
| 0.0001 | 21.6729 | 585 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 174 |
+
| 0.0001 | 22.1495 | 598 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 175 |
+
| 0.0001 | 22.6355 | 611 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 176 |
+
| 0.0001 | 23.1121 | 624 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 177 |
+
| 0.0001 | 23.5981 | 637 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 178 |
+
| 0.0001 | 24.0748 | 650 | 0.0001 | 1.0001 | 5.47 | 5.47 | 6.7 |
|
| 179 |
+
| 0.0001 | 24.5607 | 663 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 180 |
+
| 0.0001 | 25.0374 | 676 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 181 |
+
| 0.0001 | 25.5234 | 689 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 182 |
+
| 0.0001 | 26.0 | 702 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 183 |
+
| 0.0001 | 26.4860 | 715 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 184 |
+
| 0.0001 | 26.9720 | 728 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 185 |
+
| 0.0001 | 27.4486 | 741 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 186 |
+
| 0.0001 | 27.9346 | 754 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 187 |
+
| 0.0001 | 28.4112 | 767 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 188 |
+
| 0.0001 | 28.8972 | 780 | 0.0001 | 1.0001 | 5.47 | 5.47 | 6.7 |
|
| 189 |
+
| 0.0001 | 29.3738 | 793 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 190 |
+
| 0.0001 | 29.8598 | 806 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 191 |
+
| 0.0001 | 30.3364 | 819 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 192 |
+
| 0.0001 | 30.8224 | 832 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 193 |
+
| 0.0000 | 31.2991 | 845 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 194 |
+
| 0.0001 | 31.7850 | 858 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 195 |
+
| 0.0001 | 32.2617 | 871 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 196 |
+
| 0.0000 | 32.7477 | 884 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 197 |
+
| 0.0000 | 33.2243 | 897 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 198 |
+
| 0.0000 | 33.7103 | 910 | 0.0001 | 1.0001 | 5.47 | 5.47 | 6.7 |
|
| 199 |
+
| 0.0000 | 34.1869 | 923 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 200 |
+
| 0.0000 | 34.6729 | 936 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 201 |
+
| 0.0000 | 35.1495 | 949 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 202 |
+
| 0.0000 | 35.6355 | 962 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 203 |
+
| 0.0000 | 36.1121 | 975 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 204 |
+
| 0.0000 | 36.5981 | 988 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 205 |
+
| 0.0000 | 37.0748 | 1001 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 206 |
+
| 0.0000 | 37.5607 | 1014 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 207 |
+
| 0.0000 | 38.0374 | 1027 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 208 |
+
| 0.0000 | 38.5234 | 1040 | 0.0001 | 1.0001 | 5.47 | 5.47 | 6.7 |
|
| 209 |
+
| 0.0000 | 39.0 | 1053 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 210 |
+
| 0.0000 | 39.4860 | 1066 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 211 |
+
| 0.0000 | 39.9720 | 1079 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 212 |
+
| 0.0000 | 40.4486 | 1092 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 213 |
+
| 0.0000 | 40.9346 | 1105 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 214 |
+
| 0.0000 | 41.4112 | 1118 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 215 |
+
| 0.0000 | 41.8972 | 1131 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 216 |
+
| 0.0000 | 42.3738 | 1144 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 217 |
+
| 0.0000 | 42.8598 | 1157 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 218 |
+
| 0.0000 | 43.3364 | 1170 | 0.0001 | 1.0001 | 5.47 | 5.47 | 6.7 |
|
| 219 |
+
| 0.0000 | 43.8224 | 1183 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 220 |
+
| 0.0000 | 44.2991 | 1196 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 221 |
+
| 0.0000 | 44.7850 | 1209 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 222 |
+
| 0.0000 | 45.2617 | 1222 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 223 |
+
| 0.0000 | 45.7477 | 1235 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 224 |
+
| 0.0000 | 46.2243 | 1248 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 225 |
+
| 0.0000 | 46.7103 | 1261 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 226 |
+
| 0.0000 | 47.1869 | 1274 | 0.0001 | 1.0001 | 6.45 | 6.45 | 6.7 |
|
| 227 |
+
| 0.0000 | 47.6729 | 1287 | 0.0001 | 1.0001 | 6.45 | 6.45 | 8.19 |
|
| 228 |
+
| 0.0000 | 48.1495 | 1300 | 0.0001 | 1.0001 | 5.47 | 5.47 | 6.7 |
|
| 229 |
+
|
| 230 |
+
|
| 231 |
+
### Framework versions
|
| 232 |
+
|
| 233 |
+
- PEFT 0.18.1
|
| 234 |
+
- Transformers 5.0.0
|
| 235 |
+
- Pytorch 2.8.0+cu128
|
| 236 |
+
- Datasets 4.5.0
|
| 237 |
+
- Tokenizers 0.22.2
|
checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/adapter_config.json
ADDED
|
@@ -0,0 +1,46 @@
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|
| 1 |
+
{
|
| 2 |
+
"alora_invocation_tokens": null,
|
| 3 |
+
"alpha_pattern": {},
|
| 4 |
+
"arrow_config": null,
|
| 5 |
+
"auto_mapping": null,
|
| 6 |
+
"base_model_name_or_path": "/home/jiaruil5/math_rl/mix_teachers/r3lit_rl/models/Qwen/Qwen3-4B-Instruct-2507",
|
| 7 |
+
"bias": "none",
|
| 8 |
+
"corda_config": null,
|
| 9 |
+
"ensure_weight_tying": false,
|
| 10 |
+
"eva_config": null,
|
| 11 |
+
"exclude_modules": null,
|
| 12 |
+
"fan_in_fan_out": null,
|
| 13 |
+
"inference_mode": true,
|
| 14 |
+
"init_lora_weights": true,
|
| 15 |
+
"layer_replication": null,
|
| 16 |
+
"layers_pattern": null,
|
| 17 |
+
"layers_to_transform": null,
|
| 18 |
+
"loftq_config": {},
|
| 19 |
+
"lora_alpha": 128,
|
| 20 |
+
"lora_bias": false,
|
| 21 |
+
"lora_dropout": 0.0,
|
| 22 |
+
"megatron_config": null,
|
| 23 |
+
"megatron_core": "megatron.core",
|
| 24 |
+
"modules_to_save": null,
|
| 25 |
+
"peft_type": "LORA",
|
| 26 |
+
"peft_version": "0.18.1",
|
| 27 |
+
"qalora_group_size": 16,
|
| 28 |
+
"r": 64,
|
| 29 |
+
"rank_pattern": {},
|
| 30 |
+
"revision": null,
|
| 31 |
+
"target_modules": [
|
| 32 |
+
"o_proj",
|
| 33 |
+
"down_proj",
|
| 34 |
+
"k_proj",
|
| 35 |
+
"q_proj",
|
| 36 |
+
"up_proj",
|
| 37 |
+
"v_proj",
|
| 38 |
+
"gate_proj"
|
| 39 |
+
],
|
| 40 |
+
"target_parameters": [],
|
| 41 |
+
"task_type": "CAUSAL_LM",
|
| 42 |
+
"trainable_token_indices": null,
|
| 43 |
+
"use_dora": false,
|
| 44 |
+
"use_qalora": false,
|
| 45 |
+
"use_rslora": false
|
| 46 |
+
}
|
checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/adapter_model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0208a88f86e8650d895396fb28d73ce7b7199934f2758a5f11ea54fa0d9cd195
|
| 3 |
+
size 528550256
|
checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/chat_template.jinja
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '
|
| 2 |
+
' + message['content'] + '<|im_end|>' + '
|
| 3 |
+
'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
|
| 4 |
+
' }}{% endif %}
|
checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/config.json
ADDED
|
@@ -0,0 +1,86 @@
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"Qwen3ForCausalLM"
|
| 4 |
+
],
|
| 5 |
+
"attention_bias": false,
|
| 6 |
+
"attention_dropout": 0.0,
|
| 7 |
+
"bos_token_id": null,
|
| 8 |
+
"dtype": "bfloat16",
|
| 9 |
+
"eos_token_id": 151645,
|
| 10 |
+
"head_dim": 128,
|
| 11 |
+
"hidden_act": "silu",
|
| 12 |
+
"hidden_size": 2560,
|
| 13 |
+
"initializer_range": 0.02,
|
| 14 |
+
"intermediate_size": 9728,
|
| 15 |
+
"layer_types": [
|
| 16 |
+
"full_attention",
|
| 17 |
+
"full_attention",
|
| 18 |
+
"full_attention",
|
| 19 |
+
"full_attention",
|
| 20 |
+
"full_attention",
|
| 21 |
+
"full_attention",
|
| 22 |
+
"full_attention",
|
| 23 |
+
"full_attention",
|
| 24 |
+
"full_attention",
|
| 25 |
+
"full_attention",
|
| 26 |
+
"full_attention",
|
| 27 |
+
"full_attention",
|
| 28 |
+
"full_attention",
|
| 29 |
+
"full_attention",
|
| 30 |
+
"full_attention",
|
| 31 |
+
"full_attention",
|
| 32 |
+
"full_attention",
|
| 33 |
+
"full_attention",
|
| 34 |
+
"full_attention",
|
| 35 |
+
"full_attention",
|
| 36 |
+
"full_attention",
|
| 37 |
+
"full_attention",
|
| 38 |
+
"full_attention",
|
| 39 |
+
"full_attention",
|
| 40 |
+
"full_attention",
|
| 41 |
+
"full_attention",
|
| 42 |
+
"full_attention",
|
| 43 |
+
"full_attention",
|
| 44 |
+
"full_attention",
|
| 45 |
+
"full_attention",
|
| 46 |
+
"full_attention",
|
| 47 |
+
"full_attention",
|
| 48 |
+
"full_attention",
|
| 49 |
+
"full_attention",
|
| 50 |
+
"full_attention",
|
| 51 |
+
"full_attention"
|
| 52 |
+
],
|
| 53 |
+
"max_position_embeddings": 262144,
|
| 54 |
+
"max_window_layers": 36,
|
| 55 |
+
"model_type": "qwen3",
|
| 56 |
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"num_attention_heads": 32,
|
| 57 |
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"num_hidden_layers": 36,
|
| 58 |
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"num_key_value_heads": 8,
|
| 59 |
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"pad_token_id": null,
|
| 60 |
+
"quantization_config": {
|
| 61 |
+
"_load_in_4bit": true,
|
| 62 |
+
"_load_in_8bit": false,
|
| 63 |
+
"bnb_4bit_compute_dtype": "bfloat16",
|
| 64 |
+
"bnb_4bit_quant_storage": "bfloat16",
|
| 65 |
+
"bnb_4bit_quant_type": "nf4",
|
| 66 |
+
"bnb_4bit_use_double_quant": true,
|
| 67 |
+
"llm_int8_enable_fp32_cpu_offload": false,
|
| 68 |
+
"llm_int8_has_fp16_weight": false,
|
| 69 |
+
"llm_int8_skip_modules": null,
|
| 70 |
+
"llm_int8_threshold": 6.0,
|
| 71 |
+
"load_in_4bit": true,
|
| 72 |
+
"load_in_8bit": false,
|
| 73 |
+
"quant_method": "bitsandbytes"
|
| 74 |
+
},
|
| 75 |
+
"rms_norm_eps": 1e-06,
|
| 76 |
+
"rope_parameters": {
|
| 77 |
+
"rope_theta": 5000000,
|
| 78 |
+
"rope_type": "default"
|
| 79 |
+
},
|
| 80 |
+
"sliding_window": null,
|
| 81 |
+
"tie_word_embeddings": true,
|
| 82 |
+
"transformers_version": "5.0.0",
|
| 83 |
+
"use_cache": false,
|
| 84 |
+
"use_sliding_window": false,
|
| 85 |
+
"vocab_size": 151936
|
| 86 |
+
}
|
checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/eval_results/eval_results.csv
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
category,filename,total,correct,accuracy,format_found,format_accuracy,errors_count
|
| 2 |
+
knowledge,test_subset_of_train_inference_results,450,448,99.56,0,0.00,2
|
| 3 |
+
knowledge,test_subset_of_train_paraphrased_inference_results,450,448,99.56,0,0.00,2
|
| 4 |
+
knowledge,test_inference_results,499,12,2.40,0,0.00,487
|
| 5 |
+
knowledge,test_5shot_inference_results,499,17,3.41,0,0.00,482
|
checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/eval_results/eval_summary.json
ADDED
|
@@ -0,0 +1,11 @@
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|
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|
|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"overall": {
|
| 3 |
+
"total": 499,
|
| 4 |
+
"correct": 17,
|
| 5 |
+
"accuracy": 3.41,
|
| 6 |
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| 11 |
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checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/eval_results/test_subset_of_train_inference_results.jsonl
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checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/eval_results/test_subset_of_train_paraphrased_inference_results.jsonl
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checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/added_tokens.json
ADDED
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@@ -0,0 +1,28 @@
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|
| 1 |
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|
checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/chat_template.jinja
ADDED
|
@@ -0,0 +1,61 @@
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| 1 |
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{%- if tools %}
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| 2 |
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{{- '<|im_start|>system\n' }}
|
| 3 |
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| 4 |
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{{- messages[0].content + '\n\n' }}
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{%- endif %}
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| 6 |
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{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
|
| 7 |
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{%- for tool in tools %}
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| 8 |
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{{- "\n" }}
|
| 9 |
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{{- tool | tojson }}
|
| 10 |
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{%- endfor %}
|
| 11 |
+
{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
|
| 12 |
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|
| 13 |
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{%- if messages[0].role == 'system' %}
|
| 14 |
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{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
|
| 15 |
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{%- endif %}
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| 16 |
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{%- endif %}
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{%- for message in messages %}
|
| 18 |
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{%- if message.content is string %}
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| 19 |
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{%- set content = message.content %}
|
| 20 |
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{%- else %}
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| 21 |
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{%- set content = '' %}
|
| 22 |
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{%- endif %}
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| 23 |
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
|
| 24 |
+
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
|
| 25 |
+
{%- elif message.role == "assistant" %}
|
| 26 |
+
{{- '<|im_start|>' + message.role + '\n' + content }}
|
| 27 |
+
{%- if message.tool_calls %}
|
| 28 |
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{%- for tool_call in message.tool_calls %}
|
| 29 |
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{%- if (loop.first and content) or (not loop.first) %}
|
| 30 |
+
{{- '\n' }}
|
| 31 |
+
{%- endif %}
|
| 32 |
+
{%- if tool_call.function %}
|
| 33 |
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{%- set tool_call = tool_call.function %}
|
| 34 |
+
{%- endif %}
|
| 35 |
+
{{- '<tool_call>\n{"name": "' }}
|
| 36 |
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{{- tool_call.name }}
|
| 37 |
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{{- '", "arguments": ' }}
|
| 38 |
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{%- if tool_call.arguments is string %}
|
| 39 |
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{{- tool_call.arguments }}
|
| 40 |
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{%- else %}
|
| 41 |
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{{- tool_call.arguments | tojson }}
|
| 42 |
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{%- endif %}
|
| 43 |
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{{- '}\n</tool_call>' }}
|
| 44 |
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{%- endfor %}
|
| 45 |
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{%- endif %}
|
| 46 |
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{{- '<|im_end|>\n' }}
|
| 47 |
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{%- elif message.role == "tool" %}
|
| 48 |
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{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
|
| 49 |
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{{- '<|im_start|>user' }}
|
| 50 |
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{%- endif %}
|
| 51 |
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{{- '\n<tool_response>\n' }}
|
| 52 |
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{{- content }}
|
| 53 |
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{{- '\n</tool_response>' }}
|
| 54 |
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
|
| 55 |
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{{- '<|im_end|>\n' }}
|
| 56 |
+
{%- endif %}
|
| 57 |
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{%- endif %}
|
| 58 |
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{%- endfor %}
|
| 59 |
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{%- if add_generation_prompt %}
|
| 60 |
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|
| 61 |
+
{%- endif %}
|
checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/config.json
ADDED
|
@@ -0,0 +1,68 @@
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"architectures": [
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|
| 68 |
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}
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checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/generation_config.json
ADDED
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@@ -0,0 +1,13 @@
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"do_sample": true,
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| 4 |
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"eos_token_id": [
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| 5 |
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| 6 |
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|
| 7 |
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],
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"pad_token_id": 151643,
|
| 9 |
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"temperature": 0.7,
|
| 10 |
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"top_k": 20,
|
| 11 |
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"top_p": 0.8,
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| 12 |
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"transformers_version": "4.57.1"
|
| 13 |
+
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checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/merges.txt
ADDED
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|
|
checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/model-00001-of-00002.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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@@ -0,0 +1,3 @@
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checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/model.safetensors.index.json
ADDED
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checkpoints/knowledge/lora_sft_atomic_50ep_t20260305/merged/special_tokens_map.json
ADDED
|
@@ -0,0 +1,31 @@
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{
|
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|
| 3 |
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|
| 4 |
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|
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|
| 30 |
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|
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