-
Notifications
You must be signed in to change notification settings - Fork 3
/
wikitext_bpe_final_linear_knn.sh
74 lines (68 loc) · 3.68 KB
/
wikitext_bpe_final_linear_knn.sh
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
# store non-tied
python eval_lm.py data-bin/wikitext103-bpe \
--path checkpoints/wikitext103-bpe/checkpoint_best.pt \
--sample-break-mode none --max-tokens 3072 \
--softmax-batch 1024 --gen-subset train \
--context-window 1536 --tokens-per-sample 1536 \
--dstore-mmap checkpoints/wikitext103-bpe/last_linear_inp/dstore --knn-keytype 'last_linear_input' \
--dstore-size 153225485 --model-overrides "{'knn_keytype': 'last_linear_input'}" \
--save-knnlm-dstore --fp16 --dstore-fp16
# build index
python build_dstore.py \
--dstore_mmap checkpoints/wikitext103-bpe/last_linear_inp/dstore \
--dstore_size 153225485 \
--faiss_index checkpoints/wikitext103-bpe/last_linear_inp/knn.index \
--num_keys_to_add_at_a_time 500000 \
--starting_point 0 --dstore-fp16 --dimension 1024
# eval with index
# no recompute
python eval_lm.py data-bin/wikitext103-bpe \
--path checkpoints/wikitext103-bpe/checkpoint_best.pt \
--sample-break-mode complete --max-tokens 3072 \
--context-window 2560 --softmax-batch 1024 \
--gen-subset valid --dstore-filename checkpoints/wikitext103-bpe/last_linear_inp/dstore \
--indexfile checkpoints/wikitext103-bpe/last_linear_inp/knn.index \
--model-overrides "{'knn_keytype': 'last_linear_input'}" \
--k 1024 --lmbda 0.25 --dstore-size 153225485 --knn-keytype last_linear_input \
--knn-sim-func "do_not_recomp_l2" --no-load-keys \
--probe 32 --knnlm --fp16 --dstore-fp16 --bpe subword_nmt --remove-bpe
# recompute
python eval_lm.py data-bin/wikitext103-bpe \
--path checkpoints/wikitext103-bpe/checkpoint_best.pt \
--sample-break-mode complete --max-tokens 3072 \
--context-window 2560 --softmax-batch 1024 \
--gen-subset valid --dstore-filename checkpoints/wikitext103-bpe/last_linear_inp/dstore \
--indexfile checkpoints/wikitext103-bpe/last_linear_inp/knn.index \
--model-overrides "{'knn_keytype': 'last_linear_input'}" \
--k 1024 --lmbda 0.25 --dstore-size 153225485 --knn-keytype last_linear_input \
--probe 32 --knnlm --fp16 --dstore-fp16 --bpe subword_nmt --remove-bpe
## USE IP metric
# build index
python build_dstore.py \
--dstore_mmap checkpoints/wikitext103-bpe/last_linear_inp/dstore \
--dstore_size 153225485 \
--faiss_index checkpoints/wikitext103-bpe/last_linear_inp/knn_ip.index \
--num_keys_to_add_at_a_time 500000 \
--starting_point 0 --dstore-fp16 --dimension 1024 --metric ip
# no recompute
python eval_lm.py data-bin/wikitext103-bpe \
--path checkpoints/wikitext103-bpe/checkpoint_best.pt \
--sample-break-mode complete --max-tokens 3072 \
--context-window 2560 --softmax-batch 1024 \
--gen-subset valid --dstore-filename checkpoints/wikitext103-bpe/last_linear_inp/dstore \
--indexfile checkpoints/wikitext103-bpe/last_linear_inp/knn.index --faiss-metric-type ip \
--model-overrides "{'knn_keytype': 'last_linear_input'}" \
--k 1024 --lmbda 0.25 --dstore-size 153225485 --knn-keytype last_linear_input \
--no-load-keys \
--probe 32 --knnlm --fp16 --dstore-fp16 --bpe subword_nmt --remove-bpe
# recompute
python eval_lm.py data-bin/wikitext103-bpe \
--path checkpoints/wikitext103-bpe/checkpoint_best.pt \
--sample-break-mode complete --max-tokens 3072 \
--context-window 2560 --softmax-batch 1024 \
--gen-subset valid --dstore-filename checkpoints/wikitext103-bpe/last_linear_inp/dstore \
--indexfile checkpoints/wikitext103-bpe/last_linear_inp/knn.index --faiss-metric-type ip \
--model-overrides "{'knn_keytype': 'last_linear_input'}" \
--k 1024 --lmbda 0.25 --dstore-size 153225485 --knn-keytype last_linear_input \
--knn-sim-func "dot" \
--probe 32 --knnlm --fp16 --dstore-fp16 --bpe subword_nmt --remove-bpe