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340+ < a href ="../data_loading/ " class ="md-nav__link ">
341+
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344+ < span class ="md-ellipsis ">
345+ Data Loading (Linear Probing & Segmentation)
346+
347+ </ span >
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350+ </ a >
351+ </ li >
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340363 < a href ="../examples/ " class ="md-nav__link ">
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@@ -749,7 +772,7 @@ <h3 id="thunder.benchmark.benchmark" class="doc doc-heading">
749772 < summary > where options are</ summary >
750773 < ul >
751774< li > dataset: < em > bach</ em > , < em > bracs</ em > , < em > break_his</ em > , < em > ccrcc</ em > , < em > crc</ em > , < em > esca</ em > , < em > mhist</ em > , < em > ocelot</ em > , < em > pannuke</ em > , < em > patch_camelyon</ em > , < em > segpath_epithelial</ em > , < em > segpath_lymphocytes</ em > , < em > tcga_crc_msi</ em > , < em > tcga_tils</ em > , < em > tcga_uniform</ em > , < em > wilds</ em > </ li >
752- < li > model: < em > hiboub</ em > , < em > hiboul</ em > , < em > hoptimus0</ em > , < em > hoptimus1</ em > , < em > midnight</ em > , < em > phikon</ em > , < em > phikon2</ em > , < em > uni</ em > , < em > uni2h</ em > , < em > virchow</ em > , < em > virchow2</ em > , < em > conch</ em > , < em > titan</ em > , < em > keep</ em > , < em > musk</ em > , < em > plip</ em > , < em > quiltnetb32</ em > , < em > dinov2base</ em > , < em > dinov2large</ em > , < em > vitbasepatch16224in21k</ em > , < em > vitlargepatch16224in21k</ em > , < em > clipvitbasepatch32</ em > , < em > clipvitlargepatch14</ em > </ li >
775+ < li > model: < em > hiboub</ em > , < em > hiboul</ em > , < em > hoptimus0</ em > , < em > hoptimus1</ em > , < em > genbio-pathfm </ em > , < em > midnight</ em > , < em > phikon</ em > , < em > phikon2</ em > , < em > uni</ em > , < em > uni2h</ em > , < em > virchow</ em > , < em > virchow2</ em > , < em > conch</ em > , < em > titan</ em > , < em > keep</ em > , < em > musk</ em > , < em > plip</ em > , < em > quiltnetb32</ em > , < em > dinov2base</ em > , < em > dinov2large</ em > , < em > vitbasepatch16224in21k</ em > , < em > vitlargepatch16224in21k</ em > , < em > clipvitbasepatch32</ em > , < em > clipvitlargepatch14</ em > </ li >
753776< li > task: < em > adversarial_attack</ em > , < em > alignment_scoring</ em > , < em > image_retrieval</ em > , < em > knn</ em > , < em > linear_probing</ em > , < em > pre_computing_embeddings</ em > , < em > segmentation</ em > , < em > simple_shot</ em > , < em > transformation_invariance</ em > , < em > zero_shot_vlm</ em > </ li >
754777< li > loading_mode: < em > online_loading</ em > , < em > image_pre_loading</ em > , < em > embedding_pre_loading</ em > </ li >
755778</ ul >
@@ -1033,7 +1056,7 @@ <h3 id="thunder.benchmark.benchmark" class="doc doc-heading">
10331056
10341057< span class ="sd "> where options are:</ span >
10351058< span class ="sd "> - dataset: *bach*, *bracs*, *break_his*, *ccrcc*, *crc*, *esca*, *mhist*, *ocelot*, *pannuke*, *patch_camelyon*, *segpath_epithelial*, *segpath_lymphocytes*, *tcga_crc_msi*, *tcga_tils*, *tcga_uniform*, *wilds*</ span >
1036- < span class ="sd "> - model: *hiboub*, *hiboul*, *hoptimus0*, *hoptimus1*, *midnight*, *phikon*, *phikon2*, *uni*, *uni2h*, *virchow*, *virchow2*, *conch*, *titan*, *keep*, *musk*, *plip*, *quiltnetb32*, *dinov2base*, *dinov2large*, *vitbasepatch16224in21k*, *vitlargepatch16224in21k*, *clipvitbasepatch32*, *clipvitlargepatch14*</ span >
1059+ < span class ="sd "> - model: *hiboub*, *hiboul*, *hoptimus0*, *hoptimus1*, *genbio-pathfm*, * midnight*, *phikon*, *phikon2*, *uni*, *uni2h*, *virchow*, *virchow2*, *conch*, *titan*, *keep*, *musk*, *plip*, *quiltnetb32*, *dinov2base*, *dinov2large*, *vitbasepatch16224in21k*, *vitlargepatch16224in21k*, *clipvitbasepatch32*, *clipvitlargepatch14*</ span >
10371060< span class ="sd "> - task: *adversarial_attack*, *alignment_scoring*, *image_retrieval*, *knn*, *linear_probing*, *pre_computing_embeddings*, *segmentation*, *simple_shot*, *transformation_invariance*, *zero_shot_vlm*</ span >
10381061< span class ="sd "> - loading_mode: *online_loading*, *image_pre_loading*, *embedding_pre_loading*</ span >
10391062
@@ -1437,6 +1460,7 @@ <h3 id="thunder.download_models" class="doc doc-heading">
14371460< li > hoptimus0</ li >
14381461< li > h0mini</ li >
14391462< li > hoptimus1</ li >
1463+ < li > genbio-pathfm</ li >
14401464< li > provgigapath</ li >
14411465< li > conch</ li >
14421466< li > titan</ li >
@@ -1499,11 +1523,7 @@ <h3 id="thunder.download_models" class="doc doc-heading">
14991523
15001524 < details class ="quote ">
15011525 < summary > Source code in < code > src/thunder/models/download.py</ code > </ summary >
1502- < div class ="highlight "> < table class ="highlighttable "> < tr > < td class ="linenos "> < div class ="linenodiv "> < pre > < span > </ span > < span class ="normal "> 148</ span >
1503- < span class ="normal "> 149</ span >
1504- < span class ="normal "> 150</ span >
1505- < span class ="normal "> 151</ span >
1506- < span class ="normal "> 152</ span >
1526+ < div class ="highlight "> < table class ="highlighttable "> < tr > < td class ="linenos "> < div class ="linenodiv "> < pre > < span > </ span > < span class ="normal "> 152</ span >
15071527< span class ="normal "> 153</ span >
15081528< span class ="normal "> 154</ span >
15091529< span class ="normal "> 155</ span >
@@ -1546,7 +1566,12 @@ <h3 id="thunder.download_models" class="doc doc-heading">
15461566< span class ="normal "> 192</ span >
15471567< span class ="normal "> 193</ span >
15481568< span class ="normal "> 194</ span >
1549- < span class ="normal "> 195</ span > </ pre > </ div > </ td > < td class ="code "> < div > < pre > < span > </ span > < code > < span class ="k "> def</ span > < span class ="w "> </ span > < span class ="nf "> download_models</ span > < span class ="p "> (</ span > < span class ="n "> models</ span > < span class ="p "> :</ span > < span class ="n "> Union</ span > < span class ="p "> [</ span > < span class ="n "> List</ span > < span class ="p "> [</ span > < span class ="nb "> str</ span > < span class ="p "> ],</ span > < span class ="nb "> str</ span > < span class ="p "> ])</ span > < span class ="o "> -></ span > < span class ="kc "> None</ span > < span class ="p "> :</ span >
1569+ < span class ="normal "> 195</ span >
1570+ < span class ="normal "> 196</ span >
1571+ < span class ="normal "> 197</ span >
1572+ < span class ="normal "> 198</ span >
1573+ < span class ="normal "> 199</ span >
1574+ < span class ="normal "> 200</ span > </ pre > </ div > </ td > < td class ="code "> < div > < pre > < span > </ span > < code > < span class ="k "> def</ span > < span class ="w "> </ span > < span class ="nf "> download_models</ span > < span class ="p "> (</ span > < span class ="n "> models</ span > < span class ="p "> :</ span > < span class ="n "> Union</ span > < span class ="p "> [</ span > < span class ="n "> List</ span > < span class ="p "> [</ span > < span class ="nb "> str</ span > < span class ="p "> ],</ span > < span class ="nb "> str</ span > < span class ="p "> ])</ span > < span class ="o "> -></ span > < span class ="kc "> None</ span > < span class ="p "> :</ span >
15501575< span class ="w "> </ span > < span class ="sd "> """Download model checkpoints from Hugging Face.</ span >
15511576
15521577< span class ="sd "> The list of all available models:</ span >
@@ -1557,6 +1582,7 @@ <h3 id="thunder.download_models" class="doc doc-heading">
15571582< span class ="sd "> * hoptimus0</ span >
15581583< span class ="sd "> * h0mini</ span >
15591584< span class ="sd "> * hoptimus1</ span >
1585+ < span class ="sd "> * genbio-pathfm</ span >
15601586< span class ="sd "> * provgigapath</ span >
15611587< span class ="sd "> * conch</ span >
15621588< span class ="sd "> * titan</ span >
@@ -2017,6 +2043,7 @@ <h3 id="thunder.models.get_model_from_name" class="doc doc-heading">
20172043< li > hoptimus0</ li >
20182044< li > h0mini</ li >
20192045< li > hoptimus1</ li >
2046+ < li > genbio-pathfm</ li >
20202047< li > provgigapath</ li >
20212048< li > conch</ li >
20222049< li > titan</ li >
@@ -2147,11 +2174,7 @@ <h3 id="thunder.models.get_model_from_name" class="doc doc-heading">
21472174
21482175 < details class ="quote ">
21492176 < summary > Source code in < code > src/thunder/models/pretrained_models.py</ code > </ summary >
2150- < div class ="highlight "> < table class ="highlighttable "> < tr > < td class ="linenos "> < div class ="linenodiv "> < pre > < span > </ span > < span class ="normal "> 386</ span >
2151- < span class ="normal "> 387</ span >
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2154- < span class ="normal "> 390</ span >
2177+ < div class ="highlight "> < table class ="highlighttable "> < tr > < td class ="linenos "> < div class ="linenodiv "> < pre > < span > </ span > < span class ="normal "> 390</ span >
21552178< span class ="normal "> 391</ span >
21562179< span class ="normal "> 392</ span >
21572180< span class ="normal "> 393</ span >
@@ -2217,7 +2240,12 @@ <h3 id="thunder.models.get_model_from_name" class="doc doc-heading">
22172240< span class ="normal "> 453</ span >
22182241< span class ="normal "> 454</ span >
22192242< span class ="normal "> 455</ span >
2220- < span class ="normal "> 456</ span > </ pre > </ div > </ td > < td class ="code "> < div > < pre > < span > </ span > < code > < span class ="k "> def</ span > < span class ="w "> </ span > < span class ="nf "> get_model_from_name</ span > < span class ="p "> (</ span > < span class ="n "> model_name</ span > < span class ="p "> :</ span > < span class ="nb "> str</ span > < span class ="p "> ,</ span > < span class ="n "> device</ span > < span class ="p "> :</ span > < span class ="nb "> str</ span > < span class ="p "> ):</ span >
2243+ < span class ="normal "> 456</ span >
2244+ < span class ="normal "> 457</ span >
2245+ < span class ="normal "> 458</ span >
2246+ < span class ="normal "> 459</ span >
2247+ < span class ="normal "> 460</ span >
2248+ < span class ="normal "> 461</ span > </ pre > </ div > </ td > < td class ="code "> < div > < pre > < span > </ span > < code > < span class ="k "> def</ span > < span class ="w "> </ span > < span class ="nf "> get_model_from_name</ span > < span class ="p "> (</ span > < span class ="n "> model_name</ span > < span class ="p "> :</ span > < span class ="nb "> str</ span > < span class ="p "> ,</ span > < span class ="n "> device</ span > < span class ="p "> :</ span > < span class ="nb "> str</ span > < span class ="p "> ):</ span >
22212249< span class ="w "> </ span > < span class ="sd "> """Loading pretrained model from input name.</ span >
22222250
22232251< span class ="sd "> The list of all available models:</ span >
@@ -2228,6 +2256,7 @@ <h3 id="thunder.models.get_model_from_name" class="doc doc-heading">
22282256< span class ="sd "> * hoptimus0</ span >
22292257< span class ="sd "> * h0mini</ span >
22302258< span class ="sd "> * hoptimus1</ span >
2259+ < span class ="sd "> * genbio-pathfm</ span >
22312260< span class ="sd "> * provgigapath</ span >
22322261< span class ="sd "> * conch</ span >
22332262< span class ="sd "> * titan</ span >
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