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<|im_start|>system
You are Dolphin, a helpful AI assistant.<|im_end|>
<|im_start|>user
{prompt}<|im_end|>
<|im_start|>assistant

0.4.01base_model: mistralai/Mistral-7B-v0.3
2model_type: AutoModelForCausalLM
3tokenizer_type: AutoTokenizer
4
5load_in_8bit: false
6# load_in_4bit: true
7strict: false
8
9datasets:
10 - path: /workspace/datasets/dolphin-2.9.3/dolphin201-sharegpt2.jsonl
11 type: sharegpt
12 conversation: chatml
13 - path: /workspace/datasets/dolphin-2.9.3/SystemChat_filtered_sharegpt.jsonl
14 type: sharegpt
15 conversation: chatml
16 - path: /workspace/datasets/dolphin-2.9.3/SystemChat_multilingual_sharegpt.jsonl
17 type: sharegpt
18 conversation: chatml
19 - path: /workspace/datasets/dolphin-2.9.3/dolphin-coder-translate-sharegpt2.jsonl
20 type: sharegpt
21 conversation: chatml
22 - path: /workspace/datasets/dolphin-2.9.3/dolphin-coder-codegen-sharegpt2.jsonl
23 type: sharegpt
24 conversation: chatml
25 - path: /workspace/datasets/dolphin-2.9.3/m-a-p_Code-Feedback-sharegpt-unfiltered.jsonl
26 type: sharegpt
27 conversation: chatml
28 - path: /workspace/datasets/dolphin-2.9.3/m-a-p_CodeFeedback-Filtered-Instruction-sharegpt-unfiltered.jsonl
29 type: sharegpt
30 conversation: chatml
31 - path: /workspace/datasets/dolphin-2.9.3/not_samantha_norefusals.jsonl
32 type: sharegpt
33 conversation: chatml
34 - path: /workspace/datasets/dolphin-2.9.3/Orca-Math-resort-unfiltered.jsonl
35 type: sharegpt
36 conversation: chatml
37 - path: /workspace/datasets/dolphin-2.9.3/agent_instruct_react_unfiltered.jsonl
38 type: sharegpt
39 conversation: chatml
40 - path: /workspace/datasets/dolphin-2.9.3/toolbench_instruct_j1s1_3k_unfiltered.jsonl
41 type: sharegpt
42 conversation: chatml
43 - path: /workspace/datasets/dolphin-2.9.3/toolbench_negative_unfiltered.jsonl
44 type: sharegpt
45 conversation: chatml
46 - path: /workspace/datasets/dolphin-2.9.3/toolbench_react_10p_unfiltered.jsonl
47 type: sharegpt
48 conversation: chatml
49 - path: /workspace/datasets/dolphin-2.9.3/toolbench_tflan_cot_30p_unfiltered.jsonl
50 type: sharegpt
51 conversation: chatml
52 - path: /workspace/datasets/dolphin-2.9.3/openhermes200k_unfiltered.jsonl
53 type: sharegpt
54 conversation: chatml
55
56chat_template: chatml
57# adapter: qlora
58# lora_r: 128
59# lora_alpha: 16
60# lora_modules_to_save: [embed_tokens, lm_head]
61# lora_dropout: 0.05
62# lora_target_linear: true
63
64
65dataset_prepared_path: /workspace/axolotl/dolph-2.9.3-prepared
66val_set_size: 0.01
67output_dir: /workspace/axolotl/dolphin-2.9.3-mistral-7B
68
69sequence_len: 8192
70sample_packing: true
71pad_to_sequence_len: true
72
73wandb_project: dolphin-2.9.3-Mistral-7B
74wandb_watch:
75wandb_run_id:
76wandb_log_model:
77
78gradient_accumulation_steps: 16
79micro_batch_size: 1
80num_epochs: 3
81optimizer: adamw_8bit
82lr_scheduler: cosine
83learning_rate: 5e-6
84train_on_inputs: false
85group_by_length: false
86bf16: auto
87fp16:
88tf32:
89
90gradient_checkpointing: true
91gradient_checkpointing_kwargs:
92 use_reentrant: false
93early_stopping_patience:
94resume_from_checkpoint:
95logging_steps: 1
96xformers_attention:
97flash_attention: true
98
99warmup_steps: 100
100# evals_per_epoch: 4
101eval_table_size:
102saves_per_epoch: 1
103save_total_limit: 2
104save_steps:
105debug:
106deepspeed: /workspace/axolotl/deepspeed_configs/zero3_bf16.json
107weight_decay: 0.1
108fsdp:
109fsdp_config:
110special_tokens:
111 eos_token: "<|im_end|>"
112tokens:
113 - "<|im_start|>"
114| Metric | Value |
|---|---|
| Avg. | 19.31 |
| IFEval (0-Shot) | 41.26 |
| BBH (3-Shot) | 26.91 |
| MATH Lvl 5 (4-Shot) | 4.83 |
| GPQA (0-shot) | 4.70 |
| MuSR (0-shot) | 17.93 |
| MMLU-PRO (5-shot) | 20.23 |