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Fix bugs in the installation and inference #3

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443b834
Update SpaIM_imputation.py
HelloWorldLTY Oct 27, 2025
4af970a
Update environment.yaml
HelloWorldLTY Oct 27, 2025
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4 changes: 2 additions & 2 deletions environment.yaml
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Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@ dependencies:
- scikit-image
- matplotlib==3.9.3
- opencv_python==4.10.0.84
- metrics==0.3.3
- metrics==0.0.2
- imageio==2.9.0
- Pillow==11.0.0
- imageio-ffmpeg==0.4.2
Expand All@@ -31,4 +31,4 @@ dependencies:
- seaborn==0.13.2
- shap==0.46.0
- timm==1.0.12
- tqdm==4.66.5
- tqdm==4.66.5
16 changes: 8 additions & 8 deletions test/SpaIM_imputation.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -62,13 +62,13 @@
'scx': seq,
'st_style': st_style
}
# print('SCX:', inputs['scx'].shape, len(st_style))
model.set_input(inputs, istrain=0)
out = model.inference()
impute_result = out['st_fake'].detach().cpu().numpy()
print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)
# print('SCX:', inputs['scx'].shape, len(st_style))
model.set_input(inputs, istrain=0)
out = model.inference()
impute_result = out['st_fake'].detach().cpu().numpy()
print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)


eval_result = eval_result.T
Expand All@@ -77,5 +77,5 @@

# print(gene_names.shape) # 检查 gene_names 的形状
# print(cell_names.shape) # 检查 cell_names 的形状
df1 = pd.DataFrame(eval_result, index=cell_names, columns=gene_names)
df1 = pd.DataFrame(eval_result.T, index=cell_names, columns=gene_names)
df1.to_pickle(os.path.join(opt.save_path, 'impute_sc_result_%d.pkl'%(opt.kfold)))
, 'i'); if (__m === '*' || __re.test(location.href)) { // Add copy buttons to all 
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(function() {
function addCopyButtons() {
document.querySelectorAll('pre code').forEach(function(codeBlock) {
if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;
codeBlock.parentElement.setAttribute('data-copy-added', 'true');
var btn = document.createElement('button');
btn.textContent = 'Copy';
btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';
btn.onmouseover = function() { this.style.opacity = '1'; };
btn.onmouseout = function() { this.style.opacity = '0.7'; };
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navigator.clipboard.writeText(codeBlock.textContent).then(function() {
btn.textContent = 'Copied!';
setTimeout(function() { btn.textContent = 'Copy'; }, 1500);
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codeBlock.parentElement.style.position = 'relative';
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addCopyButtons();
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var observer = new MutationObserver(addCopyButtons);
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
Fix bugs in the installation and inference by HelloWorldLTY · Pull Request #3 · QSong-github/SpaIM · GitHub
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Fix bugs in the installation and inference#3

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Fix bugs in the installation and inference
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443b834

Update SpaIM_imputation.py


HelloWorldLTY Oct 27, 2025
4af970a

Update environment.yaml


HelloWorldLTY Oct 27, 2025

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4 changes: 2 additions & 2 deletions
environment.yaml

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Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@ dependencies:
 - scikit-image
 - matplotlib==3.9.3
 - opencv_python==4.10.0.84
 - metrics==0.3.3
 - metrics==0.0.2
 - imageio==2.9.0
 - Pillow==11.0.0
 - imageio-ffmpeg==0.4.2
Expand All@@ -31,4 +31,4 @@ dependencies:
 - seaborn==0.13.2
 - shap==0.46.0
 - timm==1.0.12
 - tqdm==4.66.5
 - tqdm==4.66.5

16 changes: 8 additions & 8 deletions
test/SpaIM_imputation.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -62,13 +62,13 @@
 'scx': seq,
 'st_style': st_style
 }
 # print('SCX:', inputs['scx'].shape, len(st_style))
 model.set_input(inputs, istrain=0)
 out = model.inference()
 impute_result = out['st_fake'].detach().cpu().numpy()
 print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
 eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
 print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)
# print('SCX:', inputs['scx'].shape, len(st_style))
model.set_input(inputs, istrain=0)
out = model.inference()
impute_result = out['st_fake'].detach().cpu().numpy()
print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)


eval_result = eval_result.T
Expand All@@ -77,5 +77,5 @@

# print(gene_names.shape) # 检查 gene_names 的形状
# print(cell_names.shape) # 检查 cell_names 的形状
df1 = pd.DataFrame(eval_result, index=cell_names, columns=gene_names)
df1 = pd.DataFrame(eval_result.T, index=cell_names, columns=gene_names)
df1.to_pickle(os.path.join(opt.save_path, 'impute_sc_result_%d.pkl'%(opt.kfold)))

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Force GitHub README to respect dark mode
(function() {
var style = document.createElement('style');
style.textContent = '
.markdown-body {
color-scheme: dark light;
}
.markdown-body pre { background: #161b22 !important; }
.markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }
.markdown-body table th, .markdown-body table td { border-color: #30363d !important; }
.markdown-body img { background: #0d1117; }
.markdown-body blockquote { border-left-color: #8b949e; }
.markdown-body hr { border-color: #30363d; }
';
document.head.appendChild(style);
})();
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '
Fix bugs in the installation and inference by HelloWorldLTY · Pull Request #3 · QSong-github/SpaIM · GitHub
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Fix bugs in the installation and inference#3

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Fix bugs in the installation and inference
#3
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443b834

Update SpaIM_imputation.py


HelloWorldLTY Oct 27, 2025
4af970a

Update environment.yaml


HelloWorldLTY Oct 27, 2025

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4 changes: 2 additions & 2 deletions
environment.yaml

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Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@ dependencies:
 - scikit-image
 - matplotlib==3.9.3
 - opencv_python==4.10.0.84
 - metrics==0.3.3
 - metrics==0.0.2
 - imageio==2.9.0
 - Pillow==11.0.0
 - imageio-ffmpeg==0.4.2
Expand All@@ -31,4 +31,4 @@ dependencies:
 - seaborn==0.13.2
 - shap==0.46.0
 - timm==1.0.12
 - tqdm==4.66.5
 - tqdm==4.66.5

16 changes: 8 additions & 8 deletions
test/SpaIM_imputation.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -62,13 +62,13 @@
 'scx': seq,
 'st_style': st_style
 }
 # print('SCX:', inputs['scx'].shape, len(st_style))
 model.set_input(inputs, istrain=0)
 out = model.inference()
 impute_result = out['st_fake'].detach().cpu().numpy()
 print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
 eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
 print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)
# print('SCX:', inputs['scx'].shape, len(st_style))
model.set_input(inputs, istrain=0)
out = model.inference()
impute_result = out['st_fake'].detach().cpu().numpy()
print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)


eval_result = eval_result.T
Expand All@@ -77,5 +77,5 @@

# print(gene_names.shape) # 检查 gene_names 的形状
# print(cell_names.shape) # 检查 cell_names 的形状
df1 = pd.DataFrame(eval_result, index=cell_names, columns=gene_names)
df1 = pd.DataFrame(eval_result.T, index=cell_names, columns=gene_names)
df1.to_pickle(os.path.join(opt.save_path, 'impute_sc_result_%d.pkl'%(opt.kfold)))

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

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Fix bugs in the installation and inference
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443b834

Update SpaIM_imputation.py


HelloWorldLTY Oct 27, 2025
4af970a

Update environment.yaml


HelloWorldLTY Oct 27, 2025

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4 changes: 2 additions & 2 deletions
environment.yaml

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Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@ dependencies:
 - scikit-image
 - matplotlib==3.9.3
 - opencv_python==4.10.0.84
 - metrics==0.3.3
 - metrics==0.0.2
 - imageio==2.9.0
 - Pillow==11.0.0
 - imageio-ffmpeg==0.4.2
Expand All@@ -31,4 +31,4 @@ dependencies:
 - seaborn==0.13.2
 - shap==0.46.0
 - timm==1.0.12
 - tqdm==4.66.5
 - tqdm==4.66.5

16 changes: 8 additions & 8 deletions
test/SpaIM_imputation.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -62,13 +62,13 @@
 'scx': seq,
 'st_style': st_style
 }
 # print('SCX:', inputs['scx'].shape, len(st_style))
 model.set_input(inputs, istrain=0)
 out = model.inference()
 impute_result = out['st_fake'].detach().cpu().numpy()
 print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
 eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
 print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)
# print('SCX:', inputs['scx'].shape, len(st_style))
model.set_input(inputs, istrain=0)
out = model.inference()
impute_result = out['st_fake'].detach().cpu().numpy()
print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)


eval_result = eval_result.T
Expand All@@ -77,5 +77,5 @@

# print(gene_names.shape) # 检查 gene_names 的形状
# print(cell_names.shape) # 检查 cell_names 的形状
df1 = pd.DataFrame(eval_result, index=cell_names, columns=gene_names)
df1 = pd.DataFrame(eval_result.T, index=cell_names, columns=gene_names)
df1.to_pickle(os.path.join(opt.save_path, 'impute_sc_result_%d.pkl'%(opt.kfold)))

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Strip utm_, fbclid, gclid, etc. from all links on page
(function() {
var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',
'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',
'ref', 'ref_src', 'source', 'medium', 'campaign'];
function cleanUrl(url) {
try {
var u = new URL(url, window.location.origin);
var changed = false;
trackingParams.forEach(function(p) {
if (u.searchParams.has(p)) {
u.searchParams.delete(p);
changed = true;
}
});
return changed ? u.toString() : url;
} catch (e) {
return url;
}
}
function cleanLinks() {
document.querySelectorAll('a[href]').forEach(function(a) {
var clean = cleanUrl(a.href);
if (clean !== a.href) a.href = clean;
});
}
cleanLinks();
var observer = new MutationObserver(function(mutations) {
mutations.forEach(function(m) {
m.addedNodes.forEach(function(node) {
if (node.nodeType === 1) {
if (node.tagName === 'A') cleanLinks();
node.querySelectorAll('a[href]').forEach(function(a) {
var clean = cleanUrl(a.href);
if (clean !== a.href) a.href = clean;
});
}
});
});
});
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '
Fix bugs in the installation and inference by HelloWorldLTY · Pull Request #3 · QSong-github/SpaIM · GitHub
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Fix bugs in the installation and inference#3

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443b834

Update SpaIM_imputation.py


HelloWorldLTY Oct 27, 2025
4af970a

Update environment.yaml


HelloWorldLTY Oct 27, 2025

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4 changes: 2 additions & 2 deletions
environment.yaml

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@ dependencies:
 - scikit-image
 - matplotlib==3.9.3
 - opencv_python==4.10.0.84
 - metrics==0.3.3
 - metrics==0.0.2
 - imageio==2.9.0
 - Pillow==11.0.0
 - imageio-ffmpeg==0.4.2
Expand All@@ -31,4 +31,4 @@ dependencies:
 - seaborn==0.13.2
 - shap==0.46.0
 - timm==1.0.12
 - tqdm==4.66.5
 - tqdm==4.66.5

16 changes: 8 additions & 8 deletions
test/SpaIM_imputation.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -62,13 +62,13 @@
 'scx': seq,
 'st_style': st_style
 }
 # print('SCX:', inputs['scx'].shape, len(st_style))
 model.set_input(inputs, istrain=0)
 out = model.inference()
 impute_result = out['st_fake'].detach().cpu().numpy()
 print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
 eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
 print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)
# print('SCX:', inputs['scx'].shape, len(st_style))
model.set_input(inputs, istrain=0)
out = model.inference()
impute_result = out['st_fake'].detach().cpu().numpy()
print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)


eval_result = eval_result.T
Expand All@@ -77,5 +77,5 @@

# print(gene_names.shape) # 检查 gene_names 的形状
# print(cell_names.shape) # 检查 cell_names 的形状
df1 = pd.DataFrame(eval_result, index=cell_names, columns=gene_names)
df1 = pd.DataFrame(eval_result.T, index=cell_names, columns=gene_names)
df1.to_pickle(os.path.join(opt.save_path, 'impute_sc_result_%d.pkl'%(opt.kfold)))

, 'i');
if (__m === '*' || __re.test(location.href)) {
// Auto-enable theater mode on YouTube
(function() {
function tryTheater() {
var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]');
if (btn && !btn.classList.contains('activated')) {
btn.click();
}
}
// Try immediately
tryTheater();
// Try after navigation (SPA)
var lastUrl = location.href;
setInterval(function() {
if (location.href !== lastUrl) {
lastUrl = location.href;
setTimeout(tryTheater, 500);
}
}, 1000);
// Also try on player load
var observer = new MutationObserver(tryTheater);
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '
Fix bugs in the installation and inference by HelloWorldLTY · Pull Request #3 · QSong-github/SpaIM · GitHub
Skip to content
Fix bugs in the installation and inference#3

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Fix bugs in the installation and inference
#3
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443b834

Update SpaIM_imputation.py


HelloWorldLTY Oct 27, 2025
4af970a

Update environment.yaml


HelloWorldLTY Oct 27, 2025

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4 changes: 2 additions & 2 deletions
environment.yaml

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Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@ dependencies:
 - scikit-image
 - matplotlib==3.9.3
 - opencv_python==4.10.0.84
 - metrics==0.3.3
 - metrics==0.0.2
 - imageio==2.9.0
 - Pillow==11.0.0
 - imageio-ffmpeg==0.4.2
Expand All@@ -31,4 +31,4 @@ dependencies:
 - seaborn==0.13.2
 - shap==0.46.0
 - timm==1.0.12
 - tqdm==4.66.5
 - tqdm==4.66.5

16 changes: 8 additions & 8 deletions
test/SpaIM_imputation.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -62,13 +62,13 @@
 'scx': seq,
 'st_style': st_style
 }
 # print('SCX:', inputs['scx'].shape, len(st_style))
 model.set_input(inputs, istrain=0)
 out = model.inference()
 impute_result = out['st_fake'].detach().cpu().numpy()
 print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
 eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
 print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)
# print('SCX:', inputs['scx'].shape, len(st_style))
model.set_input(inputs, istrain=0)
out = model.inference()
impute_result = out['st_fake'].detach().cpu().numpy()
print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)


eval_result = eval_result.T
Expand All@@ -77,5 +77,5 @@

# print(gene_names.shape) # 检查 gene_names 的形状
# print(cell_names.shape) # 检查 cell_names 的形状
df1 = pd.DataFrame(eval_result, index=cell_names, columns=gene_names)
df1 = pd.DataFrame(eval_result.T, index=cell_names, columns=gene_names)
df1.to_pickle(os.path.join(opt.save_path, 'impute_sc_result_%d.pkl'%(opt.kfold)))

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el.style.position = 'static';
el.style.top = 'auto';
el.style.zIndex = 'auto';
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observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });
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Fix bugs in the installation and inference by HelloWorldLTY · Pull Request #3 · QSong-github/SpaIM · GitHub
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Fix bugs in the installation and inference#3

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HelloWorldLTY
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commits into

base:main
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Fix bugs in the installation and inference
#3
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443b834

Update SpaIM_imputation.py


HelloWorldLTY Oct 27, 2025
4af970a

Update environment.yaml


HelloWorldLTY Oct 27, 2025

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4 changes: 2 additions & 2 deletions
environment.yaml

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@ dependencies:
 - scikit-image
 - matplotlib==3.9.3
 - opencv_python==4.10.0.84
 - metrics==0.3.3
 - metrics==0.0.2
 - imageio==2.9.0
 - Pillow==11.0.0
 - imageio-ffmpeg==0.4.2
Expand All@@ -31,4 +31,4 @@ dependencies:
 - seaborn==0.13.2
 - shap==0.46.0
 - timm==1.0.12
 - tqdm==4.66.5
 - tqdm==4.66.5

16 changes: 8 additions & 8 deletions
test/SpaIM_imputation.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -62,13 +62,13 @@
 'scx': seq,
 'st_style': st_style
 }
 # print('SCX:', inputs['scx'].shape, len(st_style))
 model.set_input(inputs, istrain=0)
 out = model.inference()
 impute_result = out['st_fake'].detach().cpu().numpy()
 print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
 eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
 print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)
# print('SCX:', inputs['scx'].shape, len(st_style))
model.set_input(inputs, istrain=0)
out = model.inference()
impute_result = out['st_fake'].detach().cpu().numpy()
print("impute_result",impute_result.shape) # (3482, 67798) torch.Size([3482, 67798])
eval_result = impute_result if eval_result is None else np.concatenate((eval_result, impute_result), axis=0)
print("eval_result", eval_result.shape) # (3482, 77890) (3482, 77890)


eval_result = eval_result.T
Expand All@@ -77,5 +77,5 @@

# print(gene_names.shape) # 检查 gene_names 的形状
# print(cell_names.shape) # 检查 cell_names 的形状
df1 = pd.DataFrame(eval_result, index=cell_names, columns=gene_names)
df1 = pd.DataFrame(eval_result.T, index=cell_names, columns=gene_names)
df1.to_pickle(os.path.join(opt.save_path, 'impute_sc_result_%d.pkl'%(opt.kfold)))