Commit graph

531 commits

Author SHA1 Message Date
a5455dc22a
fix import 2022-09-27 17:41:24 +01:00
d6ff3fb2ce
pretrain_predict fix write mode 2022-09-27 17:38:12 +01:00
f95fd8f9e4
pretrain-predict: add .tfrecord output function 2022-09-27 16:59:31 +01:00
30b8dd063e
fixup 2022-09-27 15:54:37 +01:00
3cf99587e4
Contraster: add gamma layer to load_model 2022-09-27 15:53:52 +01:00
9e9852d066
UMAP: 100k random
no labels.
2022-09-27 15:52:45 +01:00
58c65bdc86
slurm: allow predictions on gpu 2022-09-23 19:21:57 +01:00
d59de41ebb
embeddings: change title rendering; make even moar widererer
We need to see that parallel coordinates  plot in detail
2022-09-23 18:56:39 +01:00
b4ddb24589
slurm plot: compute → highmem 2022-09-22 18:27:58 +01:00
df12470e78
flip conda and time
hopefully we can capture the exit code this way
2022-09-21 14:40:28 +01:00
5252a81238
vis: don't call add_subplot 2022-09-20 19:06:21 +01:00
32bb55652b
slurm predict: autoqueue UMAP plot 2022-09-16 19:36:57 +01:00
24c5263bf0
slurm predict-plot: fixup 2022-09-16 19:27:26 +01:00
7e9c119b04
slurm: fix job name 2022-09-16 19:20:59 +01:00
1574529704
slurm pretrain-predict: move to compute; make exclusive just in case
also shortent o 3 days
2022-09-16 19:17:42 +01:00
d7f5958af0
slurm: write new job files 2022-09-16 19:00:43 +01:00
a552cc4dad
ai vis: make parallel coordinates wider 2022-09-16 18:51:49 +01:00
a70794e661
umap: no min_dist 2022-09-16 17:09:09 +01:00
5778fc51f7
embeddings: fix title; remove colourmap 2022-09-16 17:08:04 +01:00
4fd852d782
fixup 2022-09-16 16:44:35 +01:00
fcab227f6a
cheese: set label for everything to 1 2022-09-16 16:42:05 +01:00
b31645bd5d
pretrain-plot: fix crash; remove water code
the model doesn't save the water encoder at this time
2022-09-16 16:24:07 +01:00
a5f03390ef
pretrain-plot: handle open w -> r 2022-09-16 16:14:30 +01:00
1103ae5561
ai: tweak progress bar 2022-09-16 16:07:16 +01:00
1e35802d2b
ai: fix embed i/o 2022-09-16 16:02:27 +01:00
ed94da7492
fixup 2022-09-16 15:51:26 +01:00
366db658a8
ds predict: fix filenames in 2022-09-16 15:45:22 +01:00
e333dcba9c
tweak projection head 2022-09-16 15:36:01 +01:00
6defd24000
bugfix: too many values to unpack 2022-09-15 19:56:17 +01:00
e3c8277255
ai: tweak the segmentation model structure 2022-09-15 19:54:50 +01:00
1bc8a5bf13
ai: fix crash 2022-09-15 19:37:06 +01:00
bd64986332
ai: implement batched_iterator to replace .batch()
...apparently .batch() means you get a BatchedDataset or whatever when you iterate it like a tf.function instead of the actual tensor :-/
2022-09-15 19:16:38 +01:00
ccd256c00a
embed rainfall radar, not both 2022-09-15 17:37:04 +01:00
2c74676902
predict → predict_on_batch 2022-09-15 17:31:50 +01:00
f036e79098
fixup 2022-09-15 17:09:26 +01:00
d5f1a26ba3
disable prefetching when predicting a thing 2022-09-15 17:09:09 +01:00
8770638022
ai: call .predict(), not the model itself 2022-09-14 17:41:01 +01:00
a96cefde62
ai: predict oops 2022-09-14 17:37:48 +01:00
fa3165a5b2
dataset: simplify dataset_predict 2022-09-14 17:33:17 +01:00
279e27c898
fixup 2022-09-14 17:16:49 +01:00
fad3313ede
fixup 2022-09-14 17:14:04 +01:00
1e682661db
ai: kwargs in from_checkpoint 2022-09-14 17:11:06 +01:00
6bda24d4da
ai: how did I miss that?!
bugfix ah/c
2022-09-14 16:53:43 +01:00
decdd434d8
ai from_checkpoint: bugfix 2022-09-14 16:49:01 +01:00
c9e00ea485
pretrain_predict: fix import 2022-09-14 16:02:36 +01:00
f568d8d19f
io.open → handle_open
this was we get transparent .gz support
2022-09-14 16:01:22 +01:00
9b25186541
fix --only-gpu 2022-09-14 15:55:21 +01:00
a9c9c70d13
typo 2022-09-14 15:17:59 +01:00
fb8f884487
add umap dependencies 2022-09-14 15:16:45 +01:00
1876a8883c
ai pretrain-predict: fix - → _ in cli parsing 2022-09-14 15:12:07 +01:00
f97b771922
make --help display help 2022-09-14 15:03:07 +01:00
3c1aef5913
update help 2022-09-13 19:36:56 +01:00
206257f9f5
ai pretrain_predict: no need to plot here anymore 2022-09-13 19:35:44 +01:00
7685ec3e8b
implement ability to embed & plot pretrained embeddings 2022-09-13 19:18:59 +01:00
7130c4fdf8
start implementing core image segmentation model 2022-09-07 17:45:38 +01:00
22620a1854
ai: implement saving only the rainfall encoder 2022-09-06 19:48:46 +01:00
4c4358c3e5
whitespace 2022-09-06 16:24:11 +01:00
4202821d98
typo 2022-09-06 15:37:36 +01:00
3e13ad12c8
ai Bugfix LayerContrastiveEncoder: channels → input_channels
for consistency
2022-09-05 23:53:16 +01:00
ead8009425
pretrain: add CLI arg for size of watch prediction width/height 2022-09-05 15:36:40 +01:00
9d39215dd5
dataset: drop incomplete batches 2022-09-05 15:36:10 +01:00
c94f5d042e
ai: slurm fixup again 2022-09-02 19:13:56 +01:00
7917820e59
ai: slurm fixup 2022-09-02 19:11:54 +01:00
cd104190e8
slurm: no need to be exclusive anymore 2022-09-02 19:09:45 +01:00
a9dede7bfe
ai: n=10 slurm 2022-09-02 19:09:07 +01:00
42de502f99
slurm-pretrain: set name 2022-09-02 19:08:16 +01:00
457c2eef0d
ai: fixup 2022-09-02 19:06:54 +01:00
a3f03b6d8d
slurm-pretrain: prepare 2022-09-02 19:05:18 +01:00
1d1533d160
ai: how did things get this confusing 2022-09-02 18:51:46 +01:00
1c5defdcd6
ai: cats 2022-09-02 18:45:23 +01:00
6135bcd0cd
fixup 2022-09-02 18:41:31 +01:00
c33c0a0899
ai: these shapes are so annoying 2022-09-02 18:39:24 +01:00
88acd54a97
ai: off-by-one 2022-09-02 18:13:48 +01:00
23bcd294c4
AI: 0.75 → 0.5? 2022-09-02 18:12:51 +01:00
b0e1aeac35
ai: knew it 2022-09-02 18:10:29 +01:00
ef0f15960d
send correct water shape to 2022-09-02 18:09:36 +01:00
ad156a9a00
ai dataset: centre crop the water data to 75% original size
this should both help the model and reduce memory usage
2022-09-02 18:05:32 +01:00
efe41b96ec
fixup 2022-09-02 17:58:02 +01:00
f8ee0afca1
ai: fix arch_name plumbing 2022-09-02 17:57:07 +01:00
3d44831080
Add NO_PREFETCH env var 2022-09-02 17:55:04 +01:00
3e0ca6a315
ai: fix summary file writing; make water encoder smaller 2022-09-02 17:51:45 +01:00
389216b391
reordering 2022-09-02 17:31:19 +01:00
b9d01ddadc
summary logger → summarywriter 2022-09-02 17:28:00 +01:00
9f7f4af784
dataset: properly resize 2022-09-02 17:09:38 +01:00
c78b6562ef
debug adjustment 2022-09-02 17:00:21 +01:00
c89677abd7
dataset: explicit reshape 2022-09-02 16:57:59 +01:00
c066ea331b
dataset: namespace → dict
Python is so annoying
2022-09-02 16:07:44 +01:00
dbff15d4a9
add bug comment 2022-09-01 19:05:50 +01:00
3e4128c0a8
resize rainfall to be 1/2 size of current 2022-09-01 18:47:07 +01:00
8a86728b54
ai: how did I miss that 2022-09-01 18:07:53 +01:00
b2f1ba29bb
debug a 2022-09-01 18:05:33 +01:00
e2f621e212
even moar debug logging 2022-09-01 17:49:51 +01:00
2663123407
moar logging 2022-09-01 17:40:23 +01:00
c2fcb3b954
ai: channels_first → channels_last 2022-09-01 17:06:18 +01:00
f1d7973f22
ai: add dummy label 2022-09-01 17:01:00 +01:00
17d42fe899
ai: json.dumps 2022-09-01 16:21:52 +01:00
940f7aa1b5
ai: set self.model 2022-09-01 16:20:23 +01:00
f1be5fe2bd
ai: add missing arguments to LossContrastive 2022-09-01 16:14:00 +01:00
ddb375e906
ai: another typo 2022-09-01 16:12:05 +01:00
cb3e1d3a23
ai: fixup 2022-09-01 16:10:50 +01:00
e4c95bc7e3
typo 2022-09-01 16:09:24 +01:00
cfbbe8e8cf
ai: global? really? 2022-09-01 16:06:24 +01:00
4952ead094
ai: try the nonlocal keyword? I'm unsure what's going on here
....clearly I need to read up on scoping in python.
2022-09-01 16:02:37 +01:00
1d9d0fbb73
requirements.txt:a dd tensorflow_addons 2022-09-01 15:56:02 +01:00
8bdded23eb
ai: fix 'nother crash' name ConvNeXt submodels 2022-08-31 18:57:27 +01:00
b2a320134e
ai: typo 2022-08-31 18:54:03 +01:00
e4edc68df5
ai: add missing gamma layer 2022-08-31 18:52:35 +01:00
51cf08a386
ResNetRSV2 → ConvNeXt
ironically this makes the model simpler o/
2022-08-31 18:51:01 +01:00
3d614d105b
channels first 2022-08-31 18:06:59 +01:00
654eefd9ca
properly handle water dimensions; add log files to .gitignore
TODO: add heightmap
2022-08-31 18:03:39 +01:00
5846828f9e
debug logging 2022-08-31 17:48:09 +01:00
12c77e128d
handle feature_dim properly 2022-08-31 17:41:51 +01:00
c52a9f961c
and another 2022-08-31 17:37:28 +01:00
58dbabd561
fix another crash 2022-08-31 17:33:07 +01:00
5fc0725917
slurm: chmod +x 2022-08-31 16:33:07 +01:00
dbf929325a
typo; add pretrain slurm job file 2022-08-31 16:32:17 +01:00
e0162bc70b
requirements.txt: add missing dependencies 2022-08-31 16:25:47 +01:00
f2312c1184
fix crash 2022-08-31 16:25:27 +01:00
15a3519107
ai: the best thing about implementing a model is that you don't have to test it on the same day :P 2022-08-11 18:26:28 +01:00
c0a9cb12d8
ai: start creating initial model implementation.
it's not hooked up to the CLI yet though.
Focus is still on ensuring the dataset is in the right format though
2022-08-10 19:03:25 +01:00
b52c7f89a7
Move dataset parsing function to the right place 2022-08-10 17:24:55 +01:00
222a6146ec
write glue for .jsonl.gz → .tfrecord.gz converter 2022-08-08 15:33:59 +01:00
28a3f578d5
update .gitignore 2022-08-04 16:49:53 +01:00
323d708692
dataset: add todo
just why, Tensorflow?!
tf.data.TextLineDataset looks almost too good to be true..... and it is, as despite supporting decompressing via gzip(!) it doesn't look like we can convince it to parse JSON :-/
2022-07-26 19:53:18 +01:00
b53c77a2cb
index.py: call static function name run 2022-07-26 19:51:28 +01:00
a7ed58fc03
ai: move requirements.txt to the right place 2022-07-26 19:25:11 +01:00
e93a95f1b3
ai dataset: add if main == main 2022-07-26 19:24:40 +01:00
de4c3dab17
typo 2022-07-26 19:14:55 +01:00
18a7d3674b
ai: create (untested) dataset 2022-07-26 19:14:10 +01:00
dac6919fcd
ai: start creating initial scaffolding 2022-07-25 19:01:10 +01:00
8a9cd6c1c0
Lay out some basic scaffolding
I *really* hope this works. This is the 3rd major revision of this
model. I've learnt a ton of stuff between now and my last attempt, so
here's hoping that all goes well :D

The basic idea behind this attempt is *Contrastive Learning*. If we
don't get anything useful with this approach, then we can assume that
it's not really possible / feasible.

Something we need to watch out for is the variance (or rather lack
thereof) in the dataset. We have 1.5M timesteps, but not a whole lot
will be happening in most of those....

We may need to analyse the variance of the water depth data and extract
a subsample that's more balanced.
2022-05-13 19:06:15 +01:00