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--- /dev/null
+++ b/profiling_bs1_pl1024/decode_comparison.csv
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+name,decode_1_H100,decode_1_MI300x,abs_diff
+Attention,8.752717489220126,7.27695149430903,-1.4757659949110966
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.9357176888315397,5.175429327375672,2.239711638544132
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,0.04621376037593292,0.07626616238825962,0.030052402012326694
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--- /dev/null
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+name,prefill_H100,prefill_MI300x,abs_diff
+Attention,5.315293851953808,16.011133629401503,10.695839777447695
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.841601131933758,3.3789828271301117,0.5373816951963537
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diff --git a/profiling_bs1_pl1024/prefill_comparison.pkl b/profiling_bs1_pl1024/prefill_comparison.pkl
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diff --git a/profiling_bs1_pl128/decode_comparison.csv b/profiling_bs1_pl128/decode_comparison.csv
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index 0000000000000000000000000000000000000000..a74b699f91f9a0486a80cfc91284e3d51535c9ea
--- /dev/null
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+name,decode_1_H100,decode_1_MI300x,abs_diff
+Attention,6.854378547570919,7.623201194795887,0.768822647224968
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,3.0304211602626046,5.20425249178647,2.173831331523865
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,0.0468820505350108,0.07704894566333666,0.030166895128325856
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diff --git a/profiling_bs1_pl128/decode_comparison.pkl b/profiling_bs1_pl128/decode_comparison.pkl
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--- /dev/null
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+name,prefill_H100,prefill_MI300x,abs_diff
+Attention,5.848365577953972,17.819456162737453,11.97109058478348
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.9142125957824905,2.927573395252407,0.013360799469916529
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,,0.044807943956731024,
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diff --git a/profiling_bs1_pl1536/decode_comparison.csv b/profiling_bs1_pl1536/decode_comparison.csv
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+name,decode_1_H100,decode_1_MI300x,abs_diff
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,3.078096889526124,5.296593831003937,2.2184969414778135
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,0.048401384462242354,0.07861138187206942,0.03020999740982707
+"RowParallelLinear(weight=bfloat16[4096, 14336])",19.757810430954965,18.882085706206716,-0.8757247247482489
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+others,0.040638898274901594,0.07513761334038274,0.03449871506548115
diff --git a/profiling_bs1_pl1536/decode_comparison.pkl b/profiling_bs1_pl1536/decode_comparison.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..fe980642ac3779a9eb4797ce8c3f6249c9172fe4
--- /dev/null
+++ b/profiling_bs1_pl1536/decode_comparison.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl1536/prefill_comparison.csv b/profiling_bs1_pl1536/prefill_comparison.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3fb5514e498c45e89616cfc5b6cead9486a69f64
--- /dev/null
+++ b/profiling_bs1_pl1536/prefill_comparison.csv
@@ -0,0 +1,13 @@
+name,prefill_H100,prefill_MI300x,abs_diff
+Attention,5.725389884282574,21.13655746796299,15.411167583680417
+Llama3RotaryEmbedding,1.7857420562193158,3.1890826435170294,1.4033405872977136
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+"QKVParallelLinear(weight=bfloat16[6144, 4096])",9.751519197825727,8.501444341490565,-1.2500748563351625
+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.87586431034889,2.772191898445982,-0.10367241190290821
+"RowParallelLinear(weight=bfloat16[4096, 14336])",21.449999372013618,19.56647746212289,-1.883521909890728
+"RowParallelLinear(weight=bfloat16[4096, 4096])",7.4886429722468115,5.775504701351854,-1.7131382708949578
+Sampler,0.36281806980696546,0.3658306067798142,0.003012536972848756
+SiluAndMul,6.082842551397157,3.1813915450811434,-2.9014510063160133
+others,0.042990959395247705,0.04396077893029697,0.0009698195350492655
+vocab_embed_ops,0.12355384969054385,0.07848996158435963,-0.045063888106184224
diff --git a/profiling_bs1_pl1536/prefill_comparison.pkl b/profiling_bs1_pl1536/prefill_comparison.pkl
new file mode 100644
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--- /dev/null
+++ b/profiling_bs1_pl1536/prefill_comparison.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl2048/H100decode.pkl b/profiling_bs1_pl2048/H100decode.pkl
new file mode 100644
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--- /dev/null
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diff --git a/profiling_bs1_pl2048/H100decode_steps.png b/profiling_bs1_pl2048/H100decode_steps.png
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diff --git a/profiling_bs1_pl2048/H100prefill.pkl b/profiling_bs1_pl2048/H100prefill.pkl
new file mode 100644
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new file mode 100644
index 0000000000000000000000000000000000000000..a9019880e338e4c658260204a113761f004120df
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+++ b/profiling_bs1_pl2048/H100prefill.png
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diff --git a/profiling_bs1_pl2048/MI300xdecode.pkl b/profiling_bs1_pl2048/MI300xdecode.pkl
new file mode 100644
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diff --git a/profiling_bs1_pl2048/MI300xdecode_steps.png b/profiling_bs1_pl2048/MI300xdecode_steps.png
new file mode 100644
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--- /dev/null
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diff --git a/profiling_bs1_pl2048/MI300xprefill.pkl b/profiling_bs1_pl2048/MI300xprefill.pkl
new file mode 100644
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diff --git a/profiling_bs1_pl2048/MI300xprefill.png b/profiling_bs1_pl2048/MI300xprefill.png
new file mode 100644
index 0000000000000000000000000000000000000000..4db5cbf14b13f503242a72c1485fb3e384bc3b9e
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+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl2048/decode_comparison.csv b/profiling_bs1_pl2048/decode_comparison.csv
new file mode 100644
index 0000000000000000000000000000000000000000..73fc592593928a94e722181ae03dfaed8734573b
--- /dev/null
+++ b/profiling_bs1_pl2048/decode_comparison.csv
@@ -0,0 +1,13 @@
+name,decode_1_H100,decode_1_MI300x,abs_diff
+Attention,10.431836463519645,7.674151678857323,-2.757684784662321
+Llama3RotaryEmbedding,1.7333178765562836,2.1757345407444877,0.44241666418820413
+LogitsProcessor,4.931779492636019,4.584755769052253,-0.34702372358376543
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+"QKVParallelLinear(weight=bfloat16[6144, 4096])",9.450435047807359,9.746143482157347,0.2957084343499883
+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.9514035528290163,5.235026143898585,2.2836225910695687
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,0.04489645754478734,0.07783741765778085,0.03294096011299351
+"RowParallelLinear(weight=bfloat16[4096, 14336])",19.83281171434743,19.1229496321115,-0.7098620822359294
+"RowParallelLinear(weight=bfloat16[4096, 4096])",8.319421289197242,7.666690669139791,-0.6527306200574516
+Sampler,1.7282585219655353,3.2277195597310224,1.4994610377654871
+SiluAndMul,3.9984915470514317,4.719852098495739,0.7213605514443073
+others,0.04217546011783053,0.06879745006979515,0.026621989951964624
diff --git a/profiling_bs1_pl2048/decode_comparison.pkl b/profiling_bs1_pl2048/decode_comparison.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..bbf4ce95ff08a786a9615cf354dfdbc794e03196
--- /dev/null
+++ b/profiling_bs1_pl2048/decode_comparison.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl2048/prefill_comparison.csv b/profiling_bs1_pl2048/prefill_comparison.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7dcd18429e4c98e3c2dd645a5f35675751153279
--- /dev/null
+++ b/profiling_bs1_pl2048/prefill_comparison.csv
@@ -0,0 +1,13 @@
+name,prefill_H100,prefill_MI300x,abs_diff
+Attention,6.595171438841731,26.09203557691796,19.49686413807623
+Llama3RotaryEmbedding,1.8016537430807844,2.766166385861084,0.9645126427802997
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,2.877083603112283,2.3348517675593596,-0.5422318355529234
+"RowParallelLinear(weight=bfloat16[4096, 14336])",20.398294463679235,19.44528567543132,-0.9530087882479137
+"RowParallelLinear(weight=bfloat16[4096, 4096])",7.653270666665546,5.753078995573151,-1.9001916710923945
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+others,0.045881045744944365,0.03594206521152666,-0.009938980533417706
+vocab_embed_ops,0.12582738599630072,0.06394994794203644,-0.06187743805426428
diff --git a/profiling_bs1_pl2048/prefill_comparison.pkl b/profiling_bs1_pl2048/prefill_comparison.pkl
new file mode 100644
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--- /dev/null
+++ b/profiling_bs1_pl2048/prefill_comparison.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl256/H100decode.pkl b/profiling_bs1_pl256/H100decode.pkl
new file mode 100644
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--- /dev/null
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diff --git a/profiling_bs1_pl256/H100decode_steps.png b/profiling_bs1_pl256/H100decode_steps.png
new file mode 100644
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diff --git a/profiling_bs1_pl256/H100prefill.pkl b/profiling_bs1_pl256/H100prefill.pkl
new file mode 100644
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--- /dev/null
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diff --git a/profiling_bs1_pl256/H100prefill.png b/profiling_bs1_pl256/H100prefill.png
new file mode 100644
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diff --git a/profiling_bs1_pl256/MI300xdecode.pkl b/profiling_bs1_pl256/MI300xdecode.pkl
new file mode 100644
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+++ b/profiling_bs1_pl256/MI300xdecode.pkl
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diff --git a/profiling_bs1_pl256/MI300xdecode_steps.png b/profiling_bs1_pl256/MI300xdecode_steps.png
new file mode 100644
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diff --git a/profiling_bs1_pl256/MI300xprefill.pkl b/profiling_bs1_pl256/MI300xprefill.pkl
new file mode 100644
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diff --git a/profiling_bs1_pl256/decode_comparison.csv b/profiling_bs1_pl256/decode_comparison.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ecaf1f5cb1b514d80b0e507131147c7929c08d3d
--- /dev/null
+++ b/profiling_bs1_pl256/decode_comparison.csv
@@ -0,0 +1,13 @@
+name,decode_1_H100,decode_1_MI300x,abs_diff
+Attention,7.66453436872326,7.376082311989508,-0.2884520567337514
+Llama3RotaryEmbedding,1.7494507609966288,2.1897836926723557,0.44033293167572696
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+"QKVParallelLinear(weight=bfloat16[6144, 4096])",9.760101441762473,9.836106419316247,0.07600497755377411
+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,3.0871978635252053,5.302130874418529,2.2149330108933234
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,0.04648338109080121,0.07537459921307942,0.028891218122278205
+"RowParallelLinear(weight=bfloat16[4096, 14336])",20.27652623002319,19.101571715463848,-1.1749545145593423
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diff --git a/profiling_bs1_pl256/decode_comparison.pkl b/profiling_bs1_pl256/decode_comparison.pkl
new file mode 100644
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--- /dev/null
+++ b/profiling_bs1_pl256/decode_comparison.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl256/prefill_comparison.csv b/profiling_bs1_pl256/prefill_comparison.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c94f37c54dd4e4d8cc9397bed943981d5910d252
--- /dev/null
+++ b/profiling_bs1_pl256/prefill_comparison.csv
@@ -0,0 +1,14 @@
+name,prefill_H100,prefill_MI300x,abs_diff
+Attention,5.598502664353409,16.129699584087327,10.531196919733919
+Llama3RotaryEmbedding,1.6660966986441785,4.597028827697571,2.9309321290533923
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+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,3.166628119696359,3.3362354235618112,0.16960730386545242
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,,0.05345419748630216,
+"RowParallelLinear(weight=bfloat16[4096, 14336])",25.70113205093823,20.57625382758369,-5.124878223354539
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+others,0.050253827955756426,0.03864094283900527,-0.011612885116751154
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diff --git a/profiling_bs1_pl256/prefill_comparison.pkl b/profiling_bs1_pl256/prefill_comparison.pkl
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diff --git a/profiling_bs1_pl512/H100decode_steps.png b/profiling_bs1_pl512/H100decode_steps.png
new file mode 100644
index 0000000000000000000000000000000000000000..44834a4b2424825cfcff5a628b621a0bb8390904
--- /dev/null
+++ b/profiling_bs1_pl512/H100decode_steps.png
@@ -0,0 +1,3 @@
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diff --git a/profiling_bs1_pl512/H100prefill.pkl b/profiling_bs1_pl512/H100prefill.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f87b90a3971bd8e34f64073ab4c5d4c2ba3668d3
--- /dev/null
+++ b/profiling_bs1_pl512/H100prefill.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl512/H100prefill.png b/profiling_bs1_pl512/H100prefill.png
new file mode 100644
index 0000000000000000000000000000000000000000..a737fb69b8a96a1bebca4abb6c186d9ff9553406
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+++ b/profiling_bs1_pl512/H100prefill.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3d7ca084f3d67a4e4117137e80480df9d08dab54e721fee6141c6cd05040e81
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diff --git a/profiling_bs1_pl512/MI300xdecode.pkl b/profiling_bs1_pl512/MI300xdecode.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1f05f77d625a3ea4c69fa1c8cba87167fa78db46
--- /dev/null
+++ b/profiling_bs1_pl512/MI300xdecode.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl512/MI300xdecode_steps.png b/profiling_bs1_pl512/MI300xdecode_steps.png
new file mode 100644
index 0000000000000000000000000000000000000000..be36c762c184c88d12f80e1276f6572240d2153d
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+++ b/profiling_bs1_pl512/MI300xdecode_steps.png
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+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl512/MI300xprefill.pkl b/profiling_bs1_pl512/MI300xprefill.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ca5d14f960263503609cfe635ed70bd107b515b3
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+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl512/MI300xprefill.png b/profiling_bs1_pl512/MI300xprefill.png
new file mode 100644
index 0000000000000000000000000000000000000000..03db8f911dba258256cb4b2fdbd23635d417079e
--- /dev/null
+++ b/profiling_bs1_pl512/MI300xprefill.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/profiling_bs1_pl512/decode_comparison.csv b/profiling_bs1_pl512/decode_comparison.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2fe5191c5025e5ab69709dfb859da65b3e04a669
--- /dev/null
+++ b/profiling_bs1_pl512/decode_comparison.csv
@@ -0,0 +1,13 @@
+name,decode_1_H100,decode_1_MI300x,abs_diff
+Attention,8.041442577810386,7.51965041513902,-0.5217921626713657
+Llama3RotaryEmbedding,1.7114829769898674,2.1461022733057886,0.4346192963159212
+LogitsProcessor,5.075120442966566,4.613895956236813,-0.461224486729753
+"MergedColumnParallelLinear(weight=bfloat16[28672, 4096])",37.49091482307884,35.72644823677663,-1.7644665863022055
+"QKVParallelLinear(weight=bfloat16[6144, 4096])",9.759952642396774,9.718551506926916,-0.04140113546985802
+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,3.1546948322856263,5.2684228601039464,2.11372802781832
+RMSNorm(weight=bfloat16[4096]) <- LlamaForCausalLM,0.048152350765331656,0.0777636673800397,0.029611316614708047
+"RowParallelLinear(weight=bfloat16[4096, 14336])",20.333820262292992,19.236247071178862,-1.0975731911141295
+"RowParallelLinear(weight=bfloat16[4096, 4096])",8.567875165030642,7.745698637010221,-0.822176528020421
+Sampler,1.768999908107316,3.2032332890777298,1.4342333809704138
+SiluAndMul,4.006886253657995,4.679518344615333,0.6726320909573378
+others,0.04065776461769357,0.06446774224869432,0.023809977631000755
diff --git a/profiling_bs1_pl512/decode_comparison.pkl b/profiling_bs1_pl512/decode_comparison.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..a07bc5df947ad65069d223ab8af03413a79bb3d9
--- /dev/null
+++ b/profiling_bs1_pl512/decode_comparison.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 1520
diff --git a/profiling_bs1_pl512/prefill_comparison.csv b/profiling_bs1_pl512/prefill_comparison.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cfb84bc97e9d6da1ceaeac5457e0578c519dc19f
--- /dev/null
+++ b/profiling_bs1_pl512/prefill_comparison.csv
@@ -0,0 +1,13 @@
+name,prefill_H100,prefill_MI300x,abs_diff
+Attention,4.6992201900505775,17.07305885222289,12.37383866217231
+Llama3RotaryEmbedding,1.654183418481141,4.420474259917995,2.766290841436854
+LogitsProcessor,2.6814815672764203,0.8820516596336058,-1.7994299076428146
+"MergedColumnParallelLinear(weight=bfloat16[28672, 4096])",41.146126621848175,33.892629321650936,-7.253497300197239
+"QKVParallelLinear(weight=bfloat16[6144, 4096])",10.96928445819218,9.449344935966167,-1.5199395222260126
+RMSNorm(weight=bfloat16[4096]) <- LlamaDecoderLayer,3.354452265386841,3.4253512312074617,0.0708989658206205
+"RowParallelLinear(weight=bfloat16[4096, 14336])",20.778851360320235,20.81044052883708,0.031589168516845234
+"RowParallelLinear(weight=bfloat16[4096, 4096])",8.061780077104702,5.851459916155487,-2.210320160949215
+Sampler,0.8995345280289777,0.8986769869355334,-0.0008575410934442695
+SiluAndMul,5.5758567828256185,3.0850363771070417,-2.4908204057185768
+others,0.05437592877606764,0.05176087286649762,-0.0026150559095700146
+vocab_embed_ops,0.12485280170906228,0.1597150574992982,0.03486225579023593
diff --git a/profiling_bs1_pl512/prefill_comparison.pkl b/profiling_bs1_pl512/prefill_comparison.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ee4b1bbfc60daa7d6c4f615f76822555c9531594
--- /dev/null
+++ b/profiling_bs1_pl512/prefill_comparison.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c179554ee4421afe4aedcf6795810b3dd1e9385532ab75ae8fb67afdf8e1286
+size 1483