377 commits

Author	SHA1	Message	Date
Starbeamrainbowlabs	1b489518d0	segmenter: add LayerStack2Image to custom_objects	2022-10-26 17:05:50 +01:00
Starbeamrainbowlabs	48ae8a5c20	LossContrastive: normalise features as per the paper	2022-10-26 16:52:56 +01:00
Starbeamrainbowlabs	843cc8dc7b	contrastive: rewrite the loss function. ... The CLIP paper *does* kinda make sense I think	2022-10-26 16:45:45 +01:00
Starbeamrainbowlabs	fad1399c2d	convnext: whitespace	2022-10-26 16:45:20 +01:00
Starbeamrainbowlabs	1d872cb962	contrastive: fix initial temperature value ... It should be 1/0.07, but we had it set to 0.07......	2022-10-26 16:45:01 +01:00
Starbeamrainbowlabs	f994d449f1	Layer2Image: fix	2022-10-25 21:32:17 +01:00
Starbeamrainbowlabs	6a29105f56	model_segmentation: stack not reshape	2022-10-25 21:25:15 +01:00
Starbeamrainbowlabs	98417a3e06	prepare for NCE loss ... .....but Tensorflow's implementation looks to be for supervised models :-(	2022-10-25 21:15:05 +01:00
Starbeamrainbowlabs	bb0679a509	model_segmentation: don't softmax twice	2022-10-25 21:11:48 +01:00
Starbeamrainbowlabs	f2e2ca1484	model_contrastive: make water encoder significantly shallower	2022-10-24 20:52:31 +01:00
Starbeamrainbowlabs	a6b07a49cb	count water/nowater pixels in Jupyter Notebook	2022-10-24 18:05:34 +01:00
Starbeamrainbowlabs	a8b101bdae	dataset_predict: add shape_water_desired	2022-10-24 18:05:13 +01:00
Starbeamrainbowlabs	587c1dfafa	train_predict: revamp jsonl handling	2022-10-21 16:53:08 +01:00
Starbeamrainbowlabs	8195318a42	SparseCategoricalAccuracy: losses → metrics	2022-10-21 16:51:20 +01:00
Starbeamrainbowlabs	612735aaae	rename shuffle arg	2022-10-21 16:35:45 +01:00
Starbeamrainbowlabs	c98d8d05dd	segmentation: use the right accuracy	2022-10-21 16:17:05 +01:00
Starbeamrainbowlabs	bb0258f5cd	flip squeeze operator ordering	2022-10-21 15:38:57 +01:00
Starbeamrainbowlabs	af26964c6a	batched_iterator: reset i_item after every time	2022-10-21 15:35:43 +01:00
Starbeamrainbowlabs	c5b1501dba	train-predict fixup	2022-10-21 15:27:39 +01:00
Starbeamrainbowlabs	42aea7a0cc	plt.close() fixup	2022-10-21 15:23:54 +01:00
Starbeamrainbowlabs	12dad3bc87	vis/segmentation: fix titles	2022-10-21 15:22:35 +01:00
Starbeamrainbowlabs	0cb2de5d06	train-preedict: close matplotlib after we've finished ... they act like file handles	2022-10-21 15:19:31 +01:00
Starbeamrainbowlabs	81e53efd9c	PNG: create output dir if doesn't exist	2022-10-21 15:17:39 +01:00
Starbeamrainbowlabs	3f7db6fa78	fix embedding confusion	2022-10-21 15:15:59 +01:00
Starbeamrainbowlabs	847cd97ec4	fixup	2022-10-21 14:26:58 +01:00
Starbeamrainbowlabs	0e814b7e98	Contraster → Segmenter	2022-10-21 14:25:43 +01:00
Starbeamrainbowlabs	1b658a1b7c	train-predict: can't destructure array when iterating generator ... ....it seems to lead to undefined behaviour or something	2022-10-20 19:34:04 +01:00
Starbeamrainbowlabs	aed2348a95	train_predict: fixup	2022-10-20 15:42:33 +01:00
Starbeamrainbowlabs	cc6679c609	batch data; use generator	2022-10-20 15:22:29 +01:00
Starbeamrainbowlabs	d306853c42	use right daataset	2022-10-20 15:16:24 +01:00
Starbeamrainbowlabs	59cfa4a89a	basename paths	2022-10-20 15:11:14 +01:00
Starbeamrainbowlabs	4d8ae21a45	update cli help text	2022-10-19 17:31:42 +01:00
Starbeamrainbowlabs	200076596b	finish train_predict	2022-10-19 17:26:40 +01:00
Starbeamrainbowlabs	488f78fca5	pretrain_predict: default to parallel_reads=0	2022-10-19 16:59:45 +01:00
Starbeamrainbowlabs	63e909d9fc	datasets: add shuffle=True/False to get_filepaths. ... This is important because otherwise it SCAMBLES the filenames, which is a disaster for making predictions in the right order....!	2022-10-19 16:52:07 +01:00
Starbeamrainbowlabs	fe43ddfbf9	start implementing driver for train_predict, but not finished yet	2022-10-18 19:37:55 +01:00
Starbeamrainbowlabs	b3ea189d37	segmentation: softmax the output	2022-10-13 21:02:57 +01:00
Starbeamrainbowlabs	f121bfb981	fixup summaryfile	2022-10-13 17:54:42 +01:00
Starbeamrainbowlabs	5c35c0cee4	model_segmentation: document; remove unused args	2022-10-13 17:50:16 +01:00
Starbeamrainbowlabs	f12e6ab905	No need for a CLI arg for feature_dim_in - metadata should contain this	2022-10-13 17:37:16 +01:00
Starbeamrainbowlabs	e201372252	write quick Jupyter notebook to test data ... ....I'm paranoid	2022-10-13 17:27:17 +01:00
Starbeamrainbowlabs	ae53130e66	layout	2022-10-13 14:54:20 +01:00
Starbeamrainbowlabs	7933564c66	typo	2022-10-12 17:33:54 +01:00
Starbeamrainbowlabs	dbe4fb0eab	train: add slurm job file	2022-10-12 17:27:10 +01:00
Starbeamrainbowlabs	6423bf6702	LayerConvNeXtGamma: avoid adding an EagerTensor to config ... Very weird how this is a problem when it wasn't before..	2022-10-12 17:12:07 +01:00
Starbeamrainbowlabs	32f5200d3b	pass model_arch properly	2022-10-12 16:50:06 +01:00
Starbeamrainbowlabs	5933fb1061	fixup	2022-10-11 19:23:41 +01:00
Starbeamrainbowlabs	c45b90764e	segmentation: adds xxtiny, but unsure if it's small enough	2022-10-11 19:22:37 +01:00
Starbeamrainbowlabs	f4a2c742d9	typo	2022-10-11 19:19:23 +01:00
Starbeamrainbowlabs	11f91a7cf4	train: add --arch; default to convnext_i_xtiny	2022-10-11 19:18:01 +01:00
Starbeamrainbowlabs	5666c5a0d9	typo	2022-10-10 18:12:51 +01:00
Starbeamrainbowlabs	131c0a0a5b	pretrain-predict: create dir if not exists	2022-10-10 18:00:55 +01:00
Starbeamrainbowlabs	deede32241	slurm-pretrain: limit memory usage	2022-10-10 17:45:29 +01:00
Starbeamrainbowlabs	13a8f3f511	pretrain-predict: only queue pretrain-plot if I we output jsonl	2022-10-10 17:11:10 +01:00
Starbeamrainbowlabs	ffcb2e3735	pretrain-predict: queue for the actual input	2022-10-10 16:53:28 +01:00
Starbeamrainbowlabs	f883986eaa	Bugfix: modeset to enable TFRecordWriter instead of bare handle	2022-10-06 20:07:59 +01:00
Starbeamrainbowlabs	e9a8e2eb57	fixup	2022-10-06 19:23:31 +01:00
Starbeamrainbowlabs	9f3ae96894	finish wiring for --water-size	2022-10-06 19:21:50 +01:00
Starbeamrainbowlabs	5dac70aa08	typo	2022-10-06 19:17:03 +01:00
Starbeamrainbowlabs	2960d3b645	exception → warning	2022-10-06 18:26:40 +01:00
Starbeamrainbowlabs	0ee6703c1e	Add todo and comment	2022-10-03 19:06:56 +01:00
Starbeamrainbowlabs	2b182214ea	typo	2022-10-03 17:53:10 +01:00
Starbeamrainbowlabs	92c380bff5	fiddle with Conv2DTranspose ... you need to set the `stride` argument to actually get it to upscale..... :P	2022-10-03 17:51:41 +01:00
Starbeamrainbowlabs	d544553800	fixup	2022-10-03 17:33:06 +01:00
Starbeamrainbowlabs	058e3b6248	model_segmentation: cast float → int	2022-10-03 17:31:36 +01:00
Starbeamrainbowlabs	04e5ae0c45	model_segmentation: redo reshape ... much cheese was applied :P	2022-10-03 17:27:52 +01:00
Starbeamrainbowlabs	deffe69202	typo	2022-10-03 16:59:36 +01:00
Starbeamrainbowlabs	fc6d2dabc9	Upscale first, THEN convnext...	2022-10-03 16:38:43 +01:00
Starbeamrainbowlabs	6a0790ff50	convnext_inverse: add returns; change ordering	2022-10-03 16:32:09 +01:00
Starbeamrainbowlabs	fe813cb46d	slurm predict: fix plotting subcall	2022-10-03 16:03:26 +01:00
Starbeamrainbowlabs	e51087d0a9	add reshape layer	2022-09-28 18:22:48 +01:00
Starbeamrainbowlabs	a336cdee90	and continues	2022-09-28 18:18:10 +01:00
Starbeamrainbowlabs	de47a883d9	missing units	2022-09-28 18:17:22 +01:00
Starbeamrainbowlabs	b5e08f92fe	the long night continues	2022-09-28 18:14:09 +01:00
Starbeamrainbowlabs	dc159ecfdb	and again	2022-09-28 18:11:46 +01:00
Starbeamrainbowlabs	4cf0485e32	fixup... again	2022-09-28 18:10:11 +01:00
Starbeamrainbowlabs	030d8710b6	fixup	2022-09-28 18:08:31 +01:00
Starbeamrainbowlabs	4ee7f2a0d6	add water thresholding	2022-09-28 18:07:26 +01:00
Starbeamrainbowlabs	404dc30f08	and again	2022-09-28 17:39:09 +01:00
Starbeamrainbowlabs	4cd8fc6ded	segmentation: param name fix	2022-09-28 17:37:42 +01:00
Starbeamrainbowlabs	41ba980d69	segmentationP implement dataset parser	2022-09-28 17:19:21 +01:00
Starbeamrainbowlabs	d618e6f8d7	pretrain-predict: params.json → metadata.jsonl	2022-09-28 16:35:22 +01:00
Starbeamrainbowlabs	e9e6139c7a	typo	2022-09-28 16:28:18 +01:00
Starbeamrainbowlabs	3dee3d8908	update cli help	2022-09-28 16:23:47 +01:00
Starbeamrainbowlabs	b836f7f70c	again	2022-09-27 19:06:41 +01:00
Starbeamrainbowlabs	52dff130dd	slurm pretraian predict: moar logging	2022-09-27 19:05:54 +01:00
Starbeamrainbowlabs	2d24174e0a	slurm pretrain predict: add $OUTPUT	2022-09-27 18:58:02 +01:00
Starbeamrainbowlabs	7d0e3913ae	fix logging	2022-09-27 18:51:58 +01:00
Starbeamrainbowlabs	d765b3b14e	fix crash	2022-09-27 18:43:43 +01:00
Starbeamrainbowlabs	2cd59a01a5	slurm-pretrain-plot: add ARGS	2022-09-27 18:41:35 +01:00
Starbeamrainbowlabs	f4d1d1d77e	just wh	2022-09-27 18:25:45 +01:00
Starbeamrainbowlabs	4c24d69ae6	$d → +d	2022-09-27 18:17:07 +01:00
Starbeamrainbowlabs	cdb19b4d9f	fixup	2022-09-27 18:13:21 +01:00
Starbeamrainbowlabs	c4d3c16873	add some logging	2022-09-27 18:10:58 +01:00
Starbeamrainbowlabs	3772c3227e	fixup	2022-09-27 17:57:21 +01:00
Starbeamrainbowlabs	dbfa45a016	write params.json properly	2022-09-27 17:49:54 +01:00
Starbeamrainbowlabs	a5455dc22a	fix import	2022-09-27 17:41:24 +01:00
Starbeamrainbowlabs	d6ff3fb2ce	pretrain_predict fix write mode	2022-09-27 17:38:12 +01:00
Starbeamrainbowlabs	f95fd8f9e4	pretrain-predict: add .tfrecord output function	2022-09-27 16:59:31 +01:00
Starbeamrainbowlabs	30b8dd063e	fixup	2022-09-27 15:54:37 +01:00
Starbeamrainbowlabs	3cf99587e4	Contraster: add gamma layer to load_model	2022-09-27 15:53:52 +01:00
Starbeamrainbowlabs	9e9852d066	UMAP: 100k random ... no labels.	2022-09-27 15:52:45 +01:00
Starbeamrainbowlabs	58c65bdc86	slurm: allow predictions on gpu	2022-09-23 19:21:57 +01:00
Starbeamrainbowlabs	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
Starbeamrainbowlabs	b4ddb24589	slurm plot: compute → highmem	2022-09-22 18:27:58 +01:00
Starbeamrainbowlabs	df12470e78	flip conda and time ... hopefully we can capture the exit code this way	2022-09-21 14:40:28 +01:00
Starbeamrainbowlabs	5252a81238	vis: don't call add_subplot	2022-09-20 19:06:21 +01:00
Starbeamrainbowlabs	32bb55652b	slurm predict: autoqueue UMAP plot	2022-09-16 19:36:57 +01:00
Starbeamrainbowlabs	24c5263bf0	slurm predict-plot: fixup	2022-09-16 19:27:26 +01:00
Starbeamrainbowlabs	7e9c119b04	slurm: fix job name	2022-09-16 19:20:59 +01:00
Starbeamrainbowlabs	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
Starbeamrainbowlabs	d7f5958af0	slurm: write new job files	2022-09-16 19:00:43 +01:00
Starbeamrainbowlabs	a552cc4dad	ai vis: make parallel coordinates wider	2022-09-16 18:51:49 +01:00
Starbeamrainbowlabs	a70794e661	umap: no min_dist	2022-09-16 17:09:09 +01:00
Starbeamrainbowlabs	5778fc51f7	embeddings: fix title; remove colourmap	2022-09-16 17:08:04 +01:00
Starbeamrainbowlabs	4fd852d782	fixup	2022-09-16 16:44:35 +01:00
Starbeamrainbowlabs	fcab227f6a	cheese: set label for everything to 1	2022-09-16 16:42:05 +01:00
Starbeamrainbowlabs	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
Starbeamrainbowlabs	a5f03390ef	pretrain-plot: handle open w -> r	2022-09-16 16:14:30 +01:00
Starbeamrainbowlabs	1103ae5561	ai: tweak progress bar	2022-09-16 16:07:16 +01:00
Starbeamrainbowlabs	1e35802d2b	ai: fix embed i/o	2022-09-16 16:02:27 +01:00
Starbeamrainbowlabs	ed94da7492	fixup	2022-09-16 15:51:26 +01:00
Starbeamrainbowlabs	366db658a8	ds predict: fix filenames in	2022-09-16 15:45:22 +01:00
Starbeamrainbowlabs	e333dcba9c	tweak projection head	2022-09-16 15:36:01 +01:00
Starbeamrainbowlabs	6defd24000	bugfix: too many values to unpack	2022-09-15 19:56:17 +01:00
Starbeamrainbowlabs	e3c8277255	ai: tweak the segmentation model structure	2022-09-15 19:54:50 +01:00
Starbeamrainbowlabs	1bc8a5bf13	ai: fix crash	2022-09-15 19:37:06 +01:00
Starbeamrainbowlabs	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
Starbeamrainbowlabs	ccd256c00a	embed rainfall radar, not both	2022-09-15 17:37:04 +01:00
Starbeamrainbowlabs	2c74676902	predict → predict_on_batch	2022-09-15 17:31:50 +01:00
Starbeamrainbowlabs	f036e79098	fixup	2022-09-15 17:09:26 +01:00
Starbeamrainbowlabs	d5f1a26ba3	disable prefetching when predicting a thing	2022-09-15 17:09:09 +01:00
Starbeamrainbowlabs	8770638022	ai: call .predict(), not the model itself	2022-09-14 17:41:01 +01:00
Starbeamrainbowlabs	a96cefde62	ai: predict oops	2022-09-14 17:37:48 +01:00
Starbeamrainbowlabs	fa3165a5b2	dataset: simplify dataset_predict	2022-09-14 17:33:17 +01:00
Starbeamrainbowlabs	279e27c898	fixup	2022-09-14 17:16:49 +01:00
Starbeamrainbowlabs	fad3313ede	fixup	2022-09-14 17:14:04 +01:00
Starbeamrainbowlabs	1e682661db	ai: kwargs in from_checkpoint	2022-09-14 17:11:06 +01:00
Starbeamrainbowlabs	6bda24d4da	ai: how did I miss that?! ... bugfix ah/c	2022-09-14 16:53:43 +01:00
Starbeamrainbowlabs	decdd434d8	ai from_checkpoint: bugfix	2022-09-14 16:49:01 +01:00
Starbeamrainbowlabs	c9e00ea485	pretrain_predict: fix import	2022-09-14 16:02:36 +01:00
Starbeamrainbowlabs	f568d8d19f	io.open → handle_open ... this was we get transparent .gz support	2022-09-14 16:01:22 +01:00
Starbeamrainbowlabs	9b25186541	fix --only-gpu	2022-09-14 15:55:21 +01:00
Starbeamrainbowlabs	a9c9c70d13	typo	2022-09-14 15:17:59 +01:00
Starbeamrainbowlabs	fb8f884487	add umap dependencies	2022-09-14 15:16:45 +01:00
Starbeamrainbowlabs	1876a8883c	ai pretrain-predict: fix - → _ in cli parsing	2022-09-14 15:12:07 +01:00
Starbeamrainbowlabs	f97b771922	make --help display help	2022-09-14 15:03:07 +01:00
Starbeamrainbowlabs	3c1aef5913	update help	2022-09-13 19:36:56 +01:00
Starbeamrainbowlabs	206257f9f5	ai pretrain_predict: no need to plot here anymore	2022-09-13 19:35:44 +01:00
Starbeamrainbowlabs	7685ec3e8b	implement ability to embed & plot pretrained embeddings	2022-09-13 19:18:59 +01:00
Starbeamrainbowlabs	7130c4fdf8	start implementing core image segmentation model	2022-09-07 17:45:38 +01:00
Starbeamrainbowlabs	22620a1854	ai: implement saving only the rainfall encoder	2022-09-06 19:48:46 +01:00
Starbeamrainbowlabs	4c4358c3e5	whitespace	2022-09-06 16:24:11 +01:00
Starbeamrainbowlabs	4202821d98	typo	2022-09-06 15:37:36 +01:00
Starbeamrainbowlabs	3e13ad12c8	ai Bugfix LayerContrastiveEncoder: channels → input_channels ... for consistency	2022-09-05 23:53:16 +01:00
Starbeamrainbowlabs	ead8009425	pretrain: add CLI arg for size of watch prediction width/height	2022-09-05 15:36:40 +01:00
Starbeamrainbowlabs	9d39215dd5	dataset: drop incomplete batches	2022-09-05 15:36:10 +01:00
Starbeamrainbowlabs	c94f5d042e	ai: slurm fixup again	2022-09-02 19:13:56 +01:00
Starbeamrainbowlabs	7917820e59	ai: slurm fixup	2022-09-02 19:11:54 +01:00
Starbeamrainbowlabs	cd104190e8	slurm: no need to be exclusive anymore	2022-09-02 19:09:45 +01:00
Starbeamrainbowlabs	a9dede7bfe	ai: n=10 slurm	2022-09-02 19:09:07 +01:00
Starbeamrainbowlabs	42de502f99	slurm-pretrain: set name	2022-09-02 19:08:16 +01:00
Starbeamrainbowlabs	457c2eef0d	ai: fixup	2022-09-02 19:06:54 +01:00
Starbeamrainbowlabs	a3f03b6d8d	slurm-pretrain: prepare	2022-09-02 19:05:18 +01:00
Starbeamrainbowlabs	1d1533d160	ai: how did things get this confusing	2022-09-02 18:51:46 +01:00
Starbeamrainbowlabs	1c5defdcd6	ai: cats	2022-09-02 18:45:23 +01:00
Starbeamrainbowlabs	6135bcd0cd	fixup	2022-09-02 18:41:31 +01:00
Starbeamrainbowlabs	c33c0a0899	ai: these shapes are so annoying	2022-09-02 18:39:24 +01:00
Starbeamrainbowlabs	88acd54a97	ai: off-by-one	2022-09-02 18:13:48 +01:00
Starbeamrainbowlabs	23bcd294c4	AI: 0.75 → 0.5?	2022-09-02 18:12:51 +01:00
Starbeamrainbowlabs	b0e1aeac35	ai: knew it	2022-09-02 18:10:29 +01:00
Starbeamrainbowlabs	ef0f15960d	send correct water shape to	2022-09-02 18:09:36 +01:00
Starbeamrainbowlabs	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
Starbeamrainbowlabs	efe41b96ec	fixup	2022-09-02 17:58:02 +01:00
Starbeamrainbowlabs	f8ee0afca1	ai: fix arch_name plumbing	2022-09-02 17:57:07 +01:00
Starbeamrainbowlabs	3d44831080	Add NO_PREFETCH env var	2022-09-02 17:55:04 +01:00
Starbeamrainbowlabs	3e0ca6a315	ai: fix summary file writing; make water encoder smaller	2022-09-02 17:51:45 +01:00
Starbeamrainbowlabs	389216b391	reordering	2022-09-02 17:31:19 +01:00
Starbeamrainbowlabs	b9d01ddadc	summary logger → summarywriter	2022-09-02 17:28:00 +01:00
Starbeamrainbowlabs	9f7f4af784	dataset: properly resize	2022-09-02 17:09:38 +01:00
Starbeamrainbowlabs	c78b6562ef	debug adjustment	2022-09-02 17:00:21 +01:00
Starbeamrainbowlabs	c89677abd7	dataset: explicit reshape	2022-09-02 16:57:59 +01:00
Starbeamrainbowlabs	c066ea331b	dataset: namespace → dict ... Python is so annoying	2022-09-02 16:07:44 +01:00
Starbeamrainbowlabs	dbff15d4a9	add bug comment	2022-09-01 19:05:50 +01:00
Starbeamrainbowlabs	3e4128c0a8	resize rainfall to be 1/2 size of current	2022-09-01 18:47:07 +01:00
Starbeamrainbowlabs	8a86728b54	ai: how did I miss that	2022-09-01 18:07:53 +01:00
Starbeamrainbowlabs	b2f1ba29bb	debug a	2022-09-01 18:05:33 +01:00
Starbeamrainbowlabs	e2f621e212	even moar debug logging	2022-09-01 17:49:51 +01:00
Starbeamrainbowlabs	2663123407	moar logging	2022-09-01 17:40:23 +01:00
Starbeamrainbowlabs	c2fcb3b954	ai: channels_first → channels_last	2022-09-01 17:06:18 +01:00
Starbeamrainbowlabs	f1d7973f22	ai: add dummy label	2022-09-01 17:01:00 +01:00
Starbeamrainbowlabs	17d42fe899	ai: json.dumps	2022-09-01 16:21:52 +01:00
Starbeamrainbowlabs	940f7aa1b5	ai: set self.model	2022-09-01 16:20:23 +01:00
Starbeamrainbowlabs	f1be5fe2bd	ai: add missing arguments to LossContrastive	2022-09-01 16:14:00 +01:00
Starbeamrainbowlabs	ddb375e906	ai: another typo	2022-09-01 16:12:05 +01:00
Starbeamrainbowlabs	cb3e1d3a23	ai: fixup	2022-09-01 16:10:50 +01:00
Starbeamrainbowlabs	e4c95bc7e3	typo	2022-09-01 16:09:24 +01:00
Starbeamrainbowlabs	cfbbe8e8cf	ai: global? really?	2022-09-01 16:06:24 +01:00
Starbeamrainbowlabs	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
Starbeamrainbowlabs	1d9d0fbb73	requirements.txt:a dd tensorflow_addons	2022-09-01 15:56:02 +01:00