Adding rubin_proc - #25

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Rubin_proc, given a visitId and detector number, will in the RSP DP1 environment:

  • retrieves a visit_image using a visit ID and detector
  • converts the Rubin PSF into a Crowdsource-compatible PSF
  • prepares the image, inverse-uncertainty, and mask arrays
  • passes processing options to crowdsource_base.fit_im
  • returns both the Crowdsource results and Rubin exposure

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Some minor comments in line, but this looks pretty good, thanks!

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment on lines +36 to +40
stamp = np.clip(np.array(psf_stamp_visit), 1e-10, np.inf)
stamp = stamp / np.sum(stamp)

psf = psfmod.SimplePSF(stamp)
psf.fitfun = partial(psfmod.wise_psf_fit, psfstamp=stamp)

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We'll want to avoid relying on WISE here, since that will do some weird things, like assuming that the diffraction spikes get spread out near the ecliptic poles.

We probably want to eventually just overhaul the PSF determination, but it's also worth thinking about what the right behavior is wrt negatives in the Rubin PSF; I doubt we 'really' want to clip and renormalize, but it's fine for now.

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py
Comment threadcrowdsource/rubin_proc.py Outdated

print("CROWDSOURCE is done!")

return res, visit_image

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Please add a CLI along the lines of what is in simple_proc, so that you can either use this from python or from the command line. That's the if name == 'main' thing at the end.

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Just out of curiosity, have you tried the CLI? It looks right to me but it would be good to try it once.

bungerbuilderand others added 7 commits July 15, 2026 14:11
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Changed so that process() only gives back res. Also added arguments for a CLI line.
Changed from functions --> more like simple_proc codes.
Now using fit_variable_moffat_psf
psf = psfmod.SimplePSF(stamp)

print("Using fit_variable_moffat_psf")
psf.fitfun = psfmod.fit_variable_moffat_psf

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You mentioned needing an update to psf.py here, but I don't see it. You'll probably need to git add that file.

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}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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Adding rubin_proc - #25

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bungerbuilder wants to merge 10 commits into
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Adding rubin_proc#25
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Rubin_proc, given a visitId and detector number, will in the RSP DP1 environment:

  • retrieves a visit_image using a visit ID and detector
  • converts the Rubin PSF into a Crowdsource-compatible PSF
  • prepares the image, inverse-uncertainty, and mask arrays
  • passes processing options to crowdsource_base.fit_im
  • returns both the Crowdsource results and Rubin exposure

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Some minor comments in line, but this looks pretty good, thanks!

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment on lines +36 to +40
stamp = np.clip(np.array(psf_stamp_visit), 1e-10, np.inf)
stamp = stamp / np.sum(stamp)

psf = psfmod.SimplePSF(stamp)
psf.fitfun = partial(psfmod.wise_psf_fit, psfstamp=stamp)

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We'll want to avoid relying on WISE here, since that will do some weird things, like assuming that the diffraction spikes get spread out near the ecliptic poles.

We probably want to eventually just overhaul the PSF determination, but it's also worth thinking about what the right behavior is wrt negatives in the Rubin PSF; I doubt we 'really' want to clip and renormalize, but it's fine for now.

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py
Comment threadcrowdsource/rubin_proc.py Outdated

print("CROWDSOURCE is done!")

return res, visit_image

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Please add a CLI along the lines of what is in simple_proc, so that you can either use this from python or from the command line. That's the if name == 'main' thing at the end.

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Just out of curiosity, have you tried the CLI? It looks right to me but it would be good to try it once.

bungerbuilderand others added 7 commits July 15, 2026 14:11
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Changed so that process() only gives back res. Also added arguments for a CLI line.
Changed from functions --> more like simple_proc codes.
Now using fit_variable_moffat_psf
psf = psfmod.SimplePSF(stamp)

print("Using fit_variable_moffat_psf")
psf.fitfun = psfmod.fit_variable_moffat_psf

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You mentioned needing an update to psf.py here, but I don't see it. You'll probably need to git add that file.

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Adding rubin_proc - #25

Open
bungerbuilder wants to merge 10 commits into
schlafly:masterfrom
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Open

Adding rubin_proc#25
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Rubin_proc, given a visitId and detector number, will in the RSP DP1 environment:

  • retrieves a visit_image using a visit ID and detector
  • converts the Rubin PSF into a Crowdsource-compatible PSF
  • prepares the image, inverse-uncertainty, and mask arrays
  • passes processing options to crowdsource_base.fit_im
  • returns both the Crowdsource results and Rubin exposure

@schlaflyschlafly left a comment

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Some minor comments in line, but this looks pretty good, thanks!

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment on lines +36 to +40
stamp = np.clip(np.array(psf_stamp_visit), 1e-10, np.inf)
stamp = stamp / np.sum(stamp)

psf = psfmod.SimplePSF(stamp)
psf.fitfun = partial(psfmod.wise_psf_fit, psfstamp=stamp)

Copy link
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Owner

Choose a reason for hiding this comment

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We'll want to avoid relying on WISE here, since that will do some weird things, like assuming that the diffraction spikes get spread out near the ecliptic poles.

We probably want to eventually just overhaul the PSF determination, but it's also worth thinking about what the right behavior is wrt negatives in the Rubin PSF; I doubt we 'really' want to clip and renormalize, but it's fine for now.

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py
Comment threadcrowdsource/rubin_proc.py Outdated

print("CROWDSOURCE is done!")

return res, visit_image

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Please add a CLI along the lines of what is in simple_proc, so that you can either use this from python or from the command line. That's the if name == 'main' thing at the end.

Copy link
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Owner

Choose a reason for hiding this comment

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Just out of curiosity, have you tried the CLI? It looks right to me but it would be good to try it once.

bungerbuilderand others added 7 commits July 15, 2026 14:11
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Changed so that process() only gives back res. Also added arguments for a CLI line.
Changed from functions --> more like simple_proc codes.
Now using fit_variable_moffat_psf
psf = psfmod.SimplePSF(stamp)

print("Using fit_variable_moffat_psf")
psf.fitfun = psfmod.fit_variable_moffat_psf

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You mentioned needing an update to psf.py here, but I don't see it. You'll probably need to git add that file.

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Adding rubin_proc - #25

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bungerbuilder wants to merge 10 commits into
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Adding rubin_proc#25
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Rubin_proc, given a visitId and detector number, will in the RSP DP1 environment:

  • retrieves a visit_image using a visit ID and detector
  • converts the Rubin PSF into a Crowdsource-compatible PSF
  • prepares the image, inverse-uncertainty, and mask arrays
  • passes processing options to crowdsource_base.fit_im
  • returns both the Crowdsource results and Rubin exposure

@schlaflyschlafly left a comment

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Some minor comments in line, but this looks pretty good, thanks!

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment on lines +36 to +40
stamp = np.clip(np.array(psf_stamp_visit), 1e-10, np.inf)
stamp = stamp / np.sum(stamp)

psf = psfmod.SimplePSF(stamp)
psf.fitfun = partial(psfmod.wise_psf_fit, psfstamp=stamp)

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We'll want to avoid relying on WISE here, since that will do some weird things, like assuming that the diffraction spikes get spread out near the ecliptic poles.

We probably want to eventually just overhaul the PSF determination, but it's also worth thinking about what the right behavior is wrt negatives in the Rubin PSF; I doubt we 'really' want to clip and renormalize, but it's fine for now.

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py
Comment threadcrowdsource/rubin_proc.py Outdated

print("CROWDSOURCE is done!")

return res, visit_image

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Please add a CLI along the lines of what is in simple_proc, so that you can either use this from python or from the command line. That's the if name == 'main' thing at the end.

Copy link
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Just out of curiosity, have you tried the CLI? It looks right to me but it would be good to try it once.

bungerbuilderand others added 7 commits July 15, 2026 14:11
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Changed so that process() only gives back res. Also added arguments for a CLI line.
Changed from functions --> more like simple_proc codes.
Now using fit_variable_moffat_psf
psf = psfmod.SimplePSF(stamp)

print("Using fit_variable_moffat_psf")
psf.fitfun = psfmod.fit_variable_moffat_psf

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You mentioned needing an update to psf.py here, but I don't see it. You'll probably need to git add that file.

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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Adding rubin_proc - #25

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bungerbuilder wants to merge 10 commits into
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Adding rubin_proc#25
bungerbuilder wants to merge 10 commits into
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Rubin_proc, given a visitId and detector number, will in the RSP DP1 environment:

  • retrieves a visit_image using a visit ID and detector
  • converts the Rubin PSF into a Crowdsource-compatible PSF
  • prepares the image, inverse-uncertainty, and mask arrays
  • passes processing options to crowdsource_base.fit_im
  • returns both the Crowdsource results and Rubin exposure

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Some minor comments in line, but this looks pretty good, thanks!

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment on lines +36 to +40
stamp = np.clip(np.array(psf_stamp_visit), 1e-10, np.inf)
stamp = stamp / np.sum(stamp)

psf = psfmod.SimplePSF(stamp)
psf.fitfun = partial(psfmod.wise_psf_fit, psfstamp=stamp)

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We'll want to avoid relying on WISE here, since that will do some weird things, like assuming that the diffraction spikes get spread out near the ecliptic poles.

We probably want to eventually just overhaul the PSF determination, but it's also worth thinking about what the right behavior is wrt negatives in the Rubin PSF; I doubt we 'really' want to clip and renormalize, but it's fine for now.

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py
Comment threadcrowdsource/rubin_proc.py Outdated

print("CROWDSOURCE is done!")

return res, visit_image

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Please add a CLI along the lines of what is in simple_proc, so that you can either use this from python or from the command line. That's the if name == 'main' thing at the end.

Copy link
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Just out of curiosity, have you tried the CLI? It looks right to me but it would be good to try it once.

bungerbuilderand others added 7 commits July 15, 2026 14:11
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Changed so that process() only gives back res. Also added arguments for a CLI line.
Changed from functions --> more like simple_proc codes.
Now using fit_variable_moffat_psf
psf = psfmod.SimplePSF(stamp)

print("Using fit_variable_moffat_psf")
psf.fitfun = psfmod.fit_variable_moffat_psf

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You mentioned needing an update to psf.py here, but I don't see it. You'll probably need to git add that file.

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Adding rubin_proc - #25

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Adding rubin_proc#25
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Rubin_proc, given a visitId and detector number, will in the RSP DP1 environment:

  • retrieves a visit_image using a visit ID and detector
  • converts the Rubin PSF into a Crowdsource-compatible PSF
  • prepares the image, inverse-uncertainty, and mask arrays
  • passes processing options to crowdsource_base.fit_im
  • returns both the Crowdsource results and Rubin exposure

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Some minor comments in line, but this looks pretty good, thanks!

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment on lines +36 to +40
stamp = np.clip(np.array(psf_stamp_visit), 1e-10, np.inf)
stamp = stamp / np.sum(stamp)

psf = psfmod.SimplePSF(stamp)
psf.fitfun = partial(psfmod.wise_psf_fit, psfstamp=stamp)

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We'll want to avoid relying on WISE here, since that will do some weird things, like assuming that the diffraction spikes get spread out near the ecliptic poles.

We probably want to eventually just overhaul the PSF determination, but it's also worth thinking about what the right behavior is wrt negatives in the Rubin PSF; I doubt we 'really' want to clip and renormalize, but it's fine for now.

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py
Comment threadcrowdsource/rubin_proc.py Outdated

print("CROWDSOURCE is done!")

return res, visit_image

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Please add a CLI along the lines of what is in simple_proc, so that you can either use this from python or from the command line. That's the if name == 'main' thing at the end.

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Just out of curiosity, have you tried the CLI? It looks right to me but it would be good to try it once.

bungerbuilderand others added 7 commits July 15, 2026 14:11
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Changed so that process() only gives back res. Also added arguments for a CLI line.
Changed from functions --> more like simple_proc codes.
Now using fit_variable_moffat_psf
psf = psfmod.SimplePSF(stamp)

print("Using fit_variable_moffat_psf")
psf.fitfun = psfmod.fit_variable_moffat_psf

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You mentioned needing an update to psf.py here, but I don't see it. You'll probably need to git add that file.

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Adding rubin_proc - #25

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Adding rubin_proc#25
bungerbuilder wants to merge 10 commits into
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Rubin_proc, given a visitId and detector number, will in the RSP DP1 environment:

  • retrieves a visit_image using a visit ID and detector
  • converts the Rubin PSF into a Crowdsource-compatible PSF
  • prepares the image, inverse-uncertainty, and mask arrays
  • passes processing options to crowdsource_base.fit_im
  • returns both the Crowdsource results and Rubin exposure

@schlaflyschlafly left a comment

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Some minor comments in line, but this looks pretty good, thanks!

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment on lines +36 to +40
stamp = np.clip(np.array(psf_stamp_visit), 1e-10, np.inf)
stamp = stamp / np.sum(stamp)

psf = psfmod.SimplePSF(stamp)
psf.fitfun = partial(psfmod.wise_psf_fit, psfstamp=stamp)

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Owner

Choose a reason for hiding this comment

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We'll want to avoid relying on WISE here, since that will do some weird things, like assuming that the diffraction spikes get spread out near the ecliptic poles.

We probably want to eventually just overhaul the PSF determination, but it's also worth thinking about what the right behavior is wrt negatives in the Rubin PSF; I doubt we 'really' want to clip and renormalize, but it's fine for now.

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py
Comment threadcrowdsource/rubin_proc.py Outdated

print("CROWDSOURCE is done!")

return res, visit_image

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Please add a CLI along the lines of what is in simple_proc, so that you can either use this from python or from the command line. That's the if name == 'main' thing at the end.

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Owner

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Just out of curiosity, have you tried the CLI? It looks right to me but it would be good to try it once.

bungerbuilderand others added 7 commits July 15, 2026 14:11
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Changed so that process() only gives back res. Also added arguments for a CLI line.
Changed from functions --> more like simple_proc codes.
Now using fit_variable_moffat_psf
psf = psfmod.SimplePSF(stamp)

print("Using fit_variable_moffat_psf")
psf.fitfun = psfmod.fit_variable_moffat_psf

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You mentioned needing an update to psf.py here, but I don't see it. You'll probably need to git add that file.

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
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Adding rubin_proc - #25

Open
bungerbuilder wants to merge 10 commits into
schlafly:masterfrom
bungerbuilder:master
Open

Adding rubin_proc#25
bungerbuilder wants to merge 10 commits into
schlafly:masterfrom
bungerbuilder:master

Conversation

@bungerbuilder

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Rubin_proc, given a visitId and detector number, will in the RSP DP1 environment:

  • retrieves a visit_image using a visit ID and detector
  • converts the Rubin PSF into a Crowdsource-compatible PSF
  • prepares the image, inverse-uncertainty, and mask arrays
  • passes processing options to crowdsource_base.fit_im
  • returns both the Crowdsource results and Rubin exposure

@schlaflyschlafly left a comment

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Some minor comments in line, but this looks pretty good, thanks!

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment on lines +36 to +40
stamp = np.clip(np.array(psf_stamp_visit), 1e-10, np.inf)
stamp = stamp / np.sum(stamp)

psf = psfmod.SimplePSF(stamp)
psf.fitfun = partial(psfmod.wise_psf_fit, psfstamp=stamp)

Copy link
Copy Markdown
Owner

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

We'll want to avoid relying on WISE here, since that will do some weird things, like assuming that the diffraction spikes get spread out near the ecliptic poles.

We probably want to eventually just overhaul the PSF determination, but it's also worth thinking about what the right behavior is wrt negatives in the Rubin PSF; I doubt we 'really' want to clip and renormalize, but it's fine for now.

Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py Outdated
Comment threadcrowdsource/rubin_proc.py
Comment threadcrowdsource/rubin_proc.py Outdated

print("CROWDSOURCE is done!")

return res, visit_image

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Owner

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Please add a CLI along the lines of what is in simple_proc, so that you can either use this from python or from the command line. That's the if name == 'main' thing at the end.

Copy link
Copy Markdown
Owner

Choose a reason for hiding this comment

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Just out of curiosity, have you tried the CLI? It looks right to me but it would be good to try it once.

bungerbuilderand others added 7 commits July 15, 2026 14:11
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Co-authored-by: Eddie Schlafly <eschlafly@gmail.com>
Changed so that process() only gives back res. Also added arguments for a CLI line.
Changed from functions --> more like simple_proc codes.
Now using fit_variable_moffat_psf
psf = psfmod.SimplePSF(stamp)

print("Using fit_variable_moffat_psf")
psf.fitfun = psfmod.fit_variable_moffat_psf

Copy link
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Owner

Choose a reason for hiding this comment

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You mentioned needing an update to psf.py here, but I don't see it. You'll probably need to git add that file.

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2 participants

@bungerbuilder@schlafly