Atlas
commited on
Commit
•
0eadfc8
1
Parent(s):
bcaa923
Create mixtral_22.yml (#1514) [skip ci]
Browse filesCode sourced from here:
https://twitter.com/mattshumer_/status/1778135774887567712
examples/mistral/mixtral_22.yml
ADDED
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
base_model: mistral-community/Mixtral-8x22B-v0.1
|
2 |
+
model_type: AutoModelForCausalLM
|
3 |
+
tokenizer_type: LlamaTokenizer
|
4 |
+
trust_remote_code: true
|
5 |
+
|
6 |
+
load_in_8bit: false
|
7 |
+
load_in_4bit: false
|
8 |
+
strict: false
|
9 |
+
|
10 |
+
unfrozen_parameters:
|
11 |
+
- ^lm_head.weight$
|
12 |
+
- ^model.embed_tokens.weight$
|
13 |
+
- model.layers.4[4-9]+.block_sparse_moe.gate
|
14 |
+
- model.layers.4[4-9]+.block_sparse_moe.experts
|
15 |
+
- model.layers.5[0-5]+.block_sparse_moe.gate
|
16 |
+
- model.layers.5[0-5]+.block_sparse_moe.experts
|
17 |
+
|
18 |
+
model_config:
|
19 |
+
output_router_logits: true
|
20 |
+
|
21 |
+
DATA_STUFF_HERE
|
22 |
+
output_dir: ./out
|
23 |
+
|
24 |
+
sequence_len: 8000
|
25 |
+
sample_packing: true
|
26 |
+
pad_to_sequence_len: true
|
27 |
+
|
28 |
+
gradient_accumulation_steps: 1
|
29 |
+
micro_batch_size: 1
|
30 |
+
num_epochs: 3
|
31 |
+
optimizer: adamw_bnb_8bit
|
32 |
+
lr_scheduler: cosine
|
33 |
+
learning_rate: 0.0001
|
34 |
+
|
35 |
+
train_on_inputs: false
|
36 |
+
group_by_length: false
|
37 |
+
bf16: auto
|
38 |
+
fp16:
|
39 |
+
tf32: false
|
40 |
+
|
41 |
+
gradient_checkpointing: true
|
42 |
+
early_stopping_patience:
|
43 |
+
resume_from_checkpoint:
|
44 |
+
local_rank:
|
45 |
+
logging_steps: 1
|
46 |
+
xformers_attention:
|
47 |
+
flash_attention: true
|
48 |
+
|
49 |
+
save_total_limit: 1
|
50 |
+
save_steps:
|
51 |
+
debug:
|
52 |
+
deepspeed: deepspeed_configs/zero3_bf16_cpuoffload_all.json
|
53 |
+
weight_decay: 0.0
|
54 |
+
fsdp:
|
55 |
+
fsdp_config:
|
56 |
+
special_tokens:
|
57 |
+
eos_token: "<|im_end|>"
|
58 |
+
tokens:
|
59 |
+
- "<|im_start|>"
|