From 080ac341dd5ebbff7607415c80876078f1b6ad8d Mon Sep 17 00:00:00 2001 From: Ian Czekala Date: Mon, 25 May 2026 10:10:02 +1000 Subject: [PATCH 1/3] Added instructions to copy over data products. --- 02-sgd/.gitignore | 2 ++ 02-sgd/README.md | 24 +++++++++++++++++++++++- 02-sgd/requirements.txt | 1 + 3 files changed, 26 insertions(+), 1 deletion(-) create mode 100644 02-sgd/.gitignore diff --git a/02-sgd/.gitignore b/02-sgd/.gitignore new file mode 100644 index 0000000..19d8c2e --- /dev/null +++ b/02-sgd/.gitignore @@ -0,0 +1,2 @@ +data +.snakemake \ No newline at end of file diff --git a/02-sgd/README.md b/02-sgd/README.md index d7bc9cf..2092b5a 100644 --- a/02-sgd/README.md +++ b/02-sgd/README.md @@ -2,7 +2,29 @@ This is a complete example demonstrating how MPoL works using simulated data. -Before starting, you should have already run the scripts in the `generate-mock-baselines` folder to produce a mock sky image and interferometer baselines in a file called `mock_data.npz`. Then, you should copy that file to this repository under `data/mock_data.npz`. +# Prerequisites + +Before starting, you should have already run the scripts `00` and `01` folders to produce mock baselines. Then, you will need to copy the `mock_data.npz` into this directory in a new `data` folder. For example, from within this 02 folder, run + +```shell +$ mkdir data +$ cp ../01-generate-mock-baselines/data/mock_data.npz data/ +``` + +# Installation + +You can install necessary Python packages into your environment by +```shell +$ pip install -r requirements.txt +``` + +and then you can run the code by + +```shell +snakemake -c1 all +``` + +# Description of Contents This repository assumes that you will run all scripts from this `sgd` directory (the one containing `sgd/README.md`). Some aspects of the workflow are automated with Snakemake ([`Snakefile`](Snakefile)). diff --git a/02-sgd/requirements.txt b/02-sgd/requirements.txt index e9c6109..fe9ca9f 100644 --- a/02-sgd/requirements.txt +++ b/02-sgd/requirements.txt @@ -1,3 +1,4 @@ mpol +tensorboard visread matplotlib \ No newline at end of file From 8779b51dec7d0042d128f4ab9866510aeb8c573a Mon Sep 17 00:00:00 2001 From: Ian Czekala Date: Mon, 25 May 2026 16:34:17 +1000 Subject: [PATCH 2/3] Added baseline and beam plots to README. --- 02-sgd/README.md | 14 +++++++++++++- 02-sgd/analysis/baselines.png | Bin 0 -> 46509 bytes 02-sgd/analysis/dirty_image.png | Bin 0 -> 262059 bytes 02-sgd/requirements.txt | 3 ++- 4 files changed, 15 insertions(+), 2 deletions(-) create mode 100644 02-sgd/analysis/baselines.png create mode 100644 02-sgd/analysis/dirty_image.png diff --git a/02-sgd/README.md b/02-sgd/README.md index 2092b5a..c9f063a 100644 --- a/02-sgd/README.md +++ b/02-sgd/README.md @@ -26,12 +26,24 @@ snakemake -c1 all # Description of Contents -This repository assumes that you will run all scripts from this `sgd` directory (the one containing `sgd/README.md`). Some aspects of the workflow are automated with Snakemake ([`Snakefile`](Snakefile)). +This repository assumes that you will run all scripts from this `02` directory (the one containing `02-sgd/README.md`). Some aspects of the workflow are automated with Snakemake ([`Snakefile`](Snakefile)). First, we recommend looking at [`src/load_data.py`](src/load_data.py) to see how mock visibilities $\mathcal{V}(u,v)$ are generated from the mock image and baselines. Then, we recommend looking at [`src/plot_baselines.py`](src/plot_baselines.py) and [`src/dirty_image.py`](src/dirty_image.py) to make diagnostic plots of the baseline and a dirty image of the data, to check that everything appears as you might expect. +You can run these simple scripts using + +``` +$ snakemake -c1 all +``` + +![baselines](analysis/baselines.png) + +![Dirty Beam and Image](analysis/dirty_image.png) + +# RML imaging workflow + The RML imaging workflow is demonstrated in [`src/sgd.py`](src/sgd.py). We recommend looking through that file before reading the rest of this document. 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a/02-sgd/requirements.txt +++ b/02-sgd/requirements.txt @@ -1,4 +1,5 @@ mpol tensorboard visread -matplotlib \ No newline at end of file +matplotlib +snakemake \ No newline at end of file From 46bda34b54fe82081126a622a505283bf5355df0 Mon Sep 17 00:00:00 2001 From: Ian Czekala Date: Mon, 25 May 2026 16:51:32 +1000 Subject: [PATCH 3/3] Added notes about tensorboard. --- 02-sgd/.gitignore | 3 ++- 02-sgd/README.md | 15 ++++++++++++++- 02-sgd/src/sgd.py | 1 + 3 files changed, 17 insertions(+), 2 deletions(-) diff --git a/02-sgd/.gitignore b/02-sgd/.gitignore index 19d8c2e..3bff708 100644 --- a/02-sgd/.gitignore +++ b/02-sgd/.gitignore @@ -1,2 +1,3 @@ data -.snakemake \ No newline at end of file +runs +.snakemake diff --git a/02-sgd/README.md b/02-sgd/README.md index c9f063a..fe4d253 100644 --- a/02-sgd/README.md +++ b/02-sgd/README.md @@ -46,6 +46,20 @@ $ snakemake -c1 all The RML imaging workflow is demonstrated in [`src/sgd.py`](src/sgd.py). We recommend looking through that file before reading the rest of this document. If you are new to PyTorch idioms, we recommend familiarizing yourself with the [PyTorch basics](https://mpol-dev.github.io/MPoL/background.html#pytorch) first. +The RML imaging workflow is not part of the Snakemake workflow, instead, one runs the script like + +``` +$ python src/sgd.py --epochs=5 +``` + +Note this will just result in a short test. Run `python src/sgd.py --help` to see all available command line arguments, and see below for configurations that will result in better images. + +One can visualize the results using Tensorboard via + +```shell +$ tensorboard --logdir runs +``` + # Validation Since this example uses mock data, we have the advantage of knowing the true sky image. This allows us to calculate a 'validation loss' between the synthesized image and the true sky. @@ -95,5 +109,4 @@ Adding entropy regularization, and reducing learning rate slightly. python src/sgd.py --tensorboard-log-dir=runs/ent0 --load-checkpoint=checkpoints/2.pt --save-checkpoint=checkpoints/ent0.pt --lr 1e-1 --FWHM 0.05 --epochs=50 --lam-ent=1e-5 ``` - Note that we could have started directly with the entropy regularization if we wished. The previous just demonstrates an exploratory workflow. \ No newline at end of file diff --git a/02-sgd/src/sgd.py b/02-sgd/src/sgd.py index 4c34e89..51c4173 100644 --- a/02-sgd/src/sgd.py +++ b/02-sgd/src/sgd.py @@ -257,6 +257,7 @@ def main(): vis_data.uu, vis_data.vv, vis_data.weight, vis_data.data ) + print("running on ", device) print("total vis", len(train_dataset)) # set the batch sizes for the loaders