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diff --git a/cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint6wo---compile-True.mp4 b/cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint6wo---compile-True.mp4
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new file mode 100644
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+model_id,quantization_type,compute_dtype,compile,time,before_inference_memory,before_inference_max_memory,before_inference_max_memory_reserved,after_inference_memory,after_inference_max_memory,after_inference_max_memory_reserved,branch,filename,exception
+cogvideox,none,bf16,False,109.183,10.824,10.824,10.836,10.827,13.485,15.531,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-none---compile-False.mp4,
+cogvideox,int4wo,bf16,False,666.9,3.678,14.471,32.055,3.677,14.471,32.055,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-int4wo---compile-False.mp4,
+cogvideox,int4dq,bf16,False,157.475,9.516,9.935,35.67,9.517,14.842,35.67,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-int4dq---compile-False.mp4,
+cogvideox,int8wo,bf16,False,120.042,11.51,11.928,34.115,11.509,14.171,34.115,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-int8wo---compile-False.mp4,
+cogvideox,int8dq,bf16,False,338.083,10.88,11.509,33.689,10.881,14.274,33.689,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-int8dq---compile-False.mp4,
+cogvideox,uint1wo,bf16,False,109.582,6.953,10.881,34.791,6.953,10.881,34.791,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint1wo---compile-False.mp4,
+cogvideox,uint2wo,bf16,False,112.541,3.52,6.953,29.977,3.52,6.953,29.977,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint2wo---compile-False.mp4,
+cogvideox,uint3wo,bf16,False,115.799,4.861,5.271,26.996,4.861,7.523,26.996,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint3wo---compile-False.mp4,
+cogvideox,uint4wo,bf16,False,113.59,6.18,6.598,27.877,6.18,8.843,27.877,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint4wo---compile-False.mp4,
+cogvideox,uint5wo,bf16,False,115.742,7.477,7.888,29.207,7.477,10.139,29.207,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint5wo---compile-False.mp4,
+cogvideox,uint6wo,bf16,False,115.488,8.786,9.203,30.504,8.785,11.448,30.504,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint6wo---compile-False.mp4,
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+cogvideox,uint8wo,bf16,False,,,,,,,,torchao-quantizer,,Expected dtype to be one of {_DTYPE_TO_BIT_WIDTH.keys()}
+cogvideox,float8wo_e5m2,bf16,False,110.556,10.939,11.358,11.611,10.94,13.602,16.332,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-float8wo_e5m2---compile-False.mp4,
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+cogvideox,float8dq_e5m2,bf16,False,,,,,,,,torchao-quantizer,,Multiplication of two Float8_e5m2 matrices is not supported
+cogvideox,float8dq_e4m3,bf16,False,116.14,10.828,11.241,11.801,10.828,15.748,19.938,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-float8dq_e4m3---compile-False.mp4,
+cogvideox,float8dq_e5m2_atwt,bf16,False,,,,,,,,torchao-quantizer,,Multiplication of two Float8_e5m2 matrices is not supported
+cogvideox,float8dq_e5m2_atwr,bf16,False,,,,,,,,torchao-quantizer,,"Different granularities for activation and weight are not supported: (PerTensor(), PerRow()), only PerTensor or PerRow are supported."
+cogvideox,float8dq_e5m2_arwt,bf16,False,,,,,,,,torchao-quantizer,,"Different granularities for activation and weight are not supported: (PerRow(), PerTensor()), only PerTensor or PerRow are supported."
+cogvideox,float8dq_e5m2_arwr,bf16,False,,,,,,,,torchao-quantizer,,Multiplication of two Float8_e5m2 matrices is not supported
+cogvideox,float8dq_e4m3_atwt,bf16,False,116.196,10.835,11.249,11.807,10.835,15.756,19.941,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-float8dq_e4m3_atwt---compile-False.mp4,
+cogvideox,float8dq_e4m3_atwr,bf16,False,,,,,,,,torchao-quantizer,,"Different granularities for activation and weight are not supported: (PerTensor(), PerRow()), only PerTensor or PerRow are supported."
+cogvideox,float8dq_e4m3_arwt,bf16,False,,,,,,,,torchao-quantizer,,"Different granularities for activation and weight are not supported: (PerRow(), PerTensor()), only PerTensor or PerRow are supported."
+cogvideox,float8dq_e4m3_arwr,bf16,False,118.433,10.839,11.249,11.805,10.839,15.757,19.941,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-float8dq_e4m3_arwr---compile-False.mp4,
+cogvideox,fp3_e0m2,bf16,False,,,,,,,,torchao-quantizer,,negative shift count
+cogvideox,fp3_e1m1,bf16,False,142.859,7.622,8.037,8.596,7.622,10.342,13.551,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp3_e1m1---compile-False.mp4,
+cogvideox,fp3_e2m0,bf16,False,142.234,4.403,7.622,31.381,4.403,7.622,31.381,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp3_e2m0---compile-False.mp4,
+cogvideox,fp4_e0m3,bf16,False,,,,,,,,torchao-quantizer,,negative shift count
+cogvideox,fp4_e1m2,bf16,False,132.628,5.026,5.441,5.881,5.026,7.689,10.742,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp4_e1m2---compile-False.mp4,
+cogvideox,fp4_e2m1,bf16,False,128.228,5.655,6.067,27.254,5.655,8.372,27.254,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp4_e2m1---compile-False.mp4,
+cogvideox,fp4_e3m0,bf16,False,128.394,5.651,6.066,29.162,5.651,8.371,29.162,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp4_e3m0---compile-False.mp4,
+cogvideox,fp5_e0m4,bf16,False,,,,,,,,torchao-quantizer,,negative shift count
+cogvideox,fp5_e1m3,bf16,False,150.136,6.302,6.713,7.285,6.302,8.962,12.146,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp5_e1m3---compile-False.mp4,
+cogvideox,fp5_e2m2,bf16,False,145.217,6.946,7.361,28.658,6.946,9.609,28.658,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp5_e2m2---compile-False.mp4,
+cogvideox,fp5_e3m1,bf16,False,141.137,6.95,7.361,29.566,6.95,9.668,29.566,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp5_e3m1---compile-False.mp4,
+cogvideox,fp5_e4m0,bf16,False,142.074,6.946,7.361,30.979,6.946,9.666,30.979,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp5_e4m0---compile-False.mp4,
+cogvideox,fp6_e0m5,bf16,False,,,,,,,,torchao-quantizer,,negative shift count
+cogvideox,fp6_e1m4,bf16,False,144.156,7.68,8.091,9.348,7.68,10.342,14.209,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp6_e1m4---compile-False.mp4,
+cogvideox,fp6_e2m3,bf16,False,133.987,8.409,8.823,30.719,8.409,11.071,30.719,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp6_e2m3---compile-False.mp4,
+cogvideox,fp6_e3m2,bf16,False,128.73,8.409,8.821,31.818,8.409,11.071,31.818,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp6_e3m2---compile-False.mp4,
+cogvideox,fp6_e4m1,bf16,False,124.977,8.408,8.82,31.838,8.408,11.127,31.838,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp6_e4m1---compile-False.mp4,
+cogvideox,fp6_e5m0,bf16,False,123.939,8.409,8.822,31.949,8.409,11.129,31.949,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp6_e5m0---compile-False.mp4,
+cogvideox,fp7_e0m6,bf16,False,,,,,,,,torchao-quantizer,,negative shift count
+cogvideox,fp7_e1m5,bf16,False,192.617,9.016,9.429,10.908,9.016,11.678,15.77,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp7_e1m5---compile-False.mp4,
+cogvideox,fp7_e2m4,bf16,False,171.963,9.639,10.052,33.6,9.64,12.303,33.6,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp7_e2m4---compile-False.mp4,
+cogvideox,fp7_e3m3,bf16,False,161.623,9.64,10.069,33.908,9.64,12.303,33.908,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp7_e3m3---compile-False.mp4,
+cogvideox,fp7_e4m2,bf16,False,155.976,9.639,10.068,32.512,9.639,12.301,32.512,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp7_e4m2---compile-False.mp4,
+cogvideox,fp7_e5m1,bf16,False,150.499,9.638,10.067,32.512,9.638,12.358,32.512,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp7_e5m1---compile-False.mp4,
+cogvideox,fp7_e6m0,bf16,False,148.88,9.639,10.067,32.605,9.639,12.359,32.605,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp7_e6m0---compile-False.mp4,
+cogvideox,fp8_e0m7,bf16,False,,,,,,,,torchao-quantizer,,list index out of range
+cogvideox,fp8_e1m6,bf16,False,,,,,,,,torchao-quantizer,,torch.cat(): expected a non-empty list of Tensors
+cogvideox,fp8_e2m5,bf16,False,,,,,,,,torchao-quantizer,,torch.cat(): expected a non-empty list of Tensors
+cogvideox,fp8_e3m4,bf16,False,,,,,,,,torchao-quantizer,,torch.cat(): expected a non-empty list of Tensors
+cogvideox,fp8_e4m3,bf16,False,,,,,,,,torchao-quantizer,,torch.cat(): expected a non-empty list of Tensors
+cogvideox,fp8_e5m2,bf16,False,,,,,,,,torchao-quantizer,,torch.cat(): expected a non-empty list of Tensors
+cogvideox,fp8_e6m1,bf16,False,,,,,,,,torchao-quantizer,,torch.cat(): expected a non-empty list of Tensors
+cogvideox,fp8_e7m0,bf16,False,,,,,,,,torchao-quantizer,,torch.cat(): expected a non-empty list of Tensors
+cogvideox,none,bf16,True,84.041,10.824,10.824,10.836,10.796,13.719,13.928,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-none---compile-True.mp4,
+cogvideox,int4wo,bf16,True,629.471,3.647,14.439,37.809,3.646,14.439,37.809,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-int4wo---compile-True.mp4,
+cogvideox,int4dq,bf16,True,87.653,9.485,9.904,31.266,6.261,10.29,31.266,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-int4dq---compile-True.mp4,
+cogvideox,int8wo,bf16,True,85.003,11.478,11.897,34.809,5.638,12.174,34.809,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-int8wo---compile-True.mp4,
+cogvideox,int8dq,bf16,True,77.878,10.848,11.269,33.518,5.633,11.269,33.518,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-int8dq---compile-True.mp4,
+cogvideox,uint1wo,bf16,True,80.105,6.924,7.34,35.025,1.709,7.34,35.025,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint1wo---compile-True.mp4,
+cogvideox,uint2wo,bf16,True,84.675,3.49,3.908,31.797,2.201,5.217,31.797,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint2wo---compile-True.mp4,
+cogvideox,uint3wo,bf16,True,85.097,4.83,5.239,29.791,3.041,6.056,29.791,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint3wo---compile-True.mp4,
+cogvideox,uint4wo,bf16,True,85.057,6.147,6.565,32.113,3.527,6.565,32.113,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-uint4wo---compile-True.mp4,
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+cogvideox,uint8wo,bf16,True,,,,,,,,torchao-quantizer,,Expected dtype to be one of {_DTYPE_TO_BIT_WIDTH.keys()}
+cogvideox,float8wo_e5m2,bf16,True,85.035,10.902,11.319,14.775,5.608,11.319,14.775,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-float8wo_e5m2---compile-True.mp4,
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+cogvideox,float8dq_e5m2_atwr,bf16,True,,,,,,,,torchao-quantizer,,"Different granularities for activation and weight are not supported: (PerTensor(), PerRow()), only PerTensor or PerRow are supported."
+cogvideox,float8dq_e5m2_arwt,bf16,True,,,,,,,,torchao-quantizer,,"Different granularities for activation and weight are not supported: (PerRow(), PerTensor()), only PerTensor or PerRow are supported."
+cogvideox,float8dq_e5m2_arwr,bf16,True,76.541,10.808,11.223,15.629,5.618,12.048,17.436,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-float8dq_e5m2_arwr---compile-True.mp4,
+cogvideox,float8dq_e4m3_atwt,bf16,True,74.409,10.808,11.223,33.938,5.607,11.223,33.938,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-float8dq_e4m3_atwt---compile-True.mp4,
+cogvideox,float8dq_e4m3_atwr,bf16,True,,,,,,,,torchao-quantizer,,"Different granularities for activation and weight are not supported: (PerTensor(), PerRow()), only PerTensor or PerRow are supported."
+cogvideox,float8dq_e4m3_arwt,bf16,True,,,,,,,,torchao-quantizer,,"Different granularities for activation and weight are not supported: (PerRow(), PerTensor()), only PerTensor or PerRow are supported."
+cogvideox,float8dq_e4m3_arwr,bf16,True,75.586,10.807,11.222,15.623,5.617,12.048,17.43,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-float8dq_e4m3_arwr---compile-True.mp4,
+cogvideox,fp3_e0m2,bf16,True,,,,,,,,torchao-quantizer,,negative shift count
+cogvideox,fp3_e1m1,bf16,True,87.497,7.592,8.008,12.545,2.393,8.008,12.785,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp3_e1m1---compile-True.mp4,
+cogvideox,fp3_e2m0,bf16,True,87.833,4.371,4.784,30.59,2.394,5.504,30.59,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp3_e2m0---compile-True.mp4,
+cogvideox,fp4_e0m3,bf16,True,,,,,,,,torchao-quantizer,,negative shift count
+cogvideox,fp4_e1m2,bf16,True,85.197,4.998,5.412,9.059,3.021,6.168,9.059,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp4_e1m2---compile-True.mp4,
+cogvideox,fp4_e2m1,bf16,True,85.359,5.625,6.04,30.518,3.022,6.081,30.518,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp4_e2m1---compile-True.mp4,
+cogvideox,fp4_e3m0,bf16,True,85.112,5.623,6.039,30.451,3.02,6.08,30.451,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp4_e3m0---compile-True.mp4,
+cogvideox,fp5_e0m4,bf16,True,,,,,,,,torchao-quantizer,,negative shift count
+cogvideox,fp5_e1m3,bf16,True,87.812,6.273,6.687,10.471,3.671,6.868,10.471,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp5_e1m3---compile-True.mp4,
+cogvideox,fp5_e2m2,bf16,True,87.85,6.919,7.335,31.41,3.669,7.335,31.41,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp5_e2m2---compile-True.mp4,
+cogvideox,fp5_e3m1,bf16,True,87.576,6.921,7.334,31.35,3.67,7.334,31.35,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp5_e3m1---compile-True.mp4,
+cogvideox,fp5_e4m0,bf16,True,87.036,6.922,7.337,31.357,3.671,7.337,31.357,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp5_e4m0---compile-True.mp4,
+cogvideox,fp6_e0m5,bf16,True,,,,,,,,torchao-quantizer,,negative shift count
+cogvideox,fp6_e1m4,bf16,True,86.014,7.652,8.067,12.518,4.4,8.067,12.518,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp6_e1m4---compile-True.mp4,
+cogvideox,fp6_e2m3,bf16,True,85.274,8.384,8.799,32.5,4.403,8.799,32.5,torchao-quantizer,cogvideox_benchmark_results/cogvideox---dtype-bf16---qtype-fp6_e2m3---compile-True.mp4,
diff --git a/cogvideox_benchmark_results/negative_prompt_embeds.pt b/cogvideox_benchmark_results/negative_prompt_embeds.pt
new file mode 100644
index 0000000000000000000000000000000000000000..857c6cb7a493bd508cd8f4ee99a91838154bc030
--- /dev/null
+++ b/cogvideox_benchmark_results/negative_prompt_embeds.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:981bf0d44cfec87b495041e8fd487060445a51c7affcfa60c73543d100f0af82
+size 1852711
diff --git a/cogvideox_benchmark_results/prompt_embeds.pt b/cogvideox_benchmark_results/prompt_embeds.pt
new file mode 100644
index 0000000000000000000000000000000000000000..85de949f7974e13a8e18af2a16e71b7db97ef6a8
--- /dev/null
+++ b/cogvideox_benchmark_results/prompt_embeds.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f36c450026f0909c1a25a2d9386a76c25d192a9102c2dc8777c442dd3807dd53
+size 1852602