diff --git a/quanto-exps-2/benchmark_2.py b/quanto-exps-2/benchmark_2.py
index f4e8ee2155b94aac6b751d0780a7b405f18eb084..bd25f2898fd9c4273492374c1228b9aeed1053d3 100644
--- a/quanto-exps-2/benchmark_2.py
+++ b/quanto-exps-2/benchmark_2.py
@@ -105,7 +105,8 @@ if __name__ == "__main__":
         run_inference(pipeline, args.batch_size)
 
     time = benchmark_fn(run_inference, pipeline, args.batch_size)
-    memory = bytes_to_giga_bytes(torch.cuda.max_memory_allocated())  # in GBs.
+    torch.cuda.empty_cache()
+    memory = bytes_to_giga_bytes(torch.cuda.memory_allocated())  # in GBs.
     print(
         f"ckpt: {args.ckpt_id} batch_size: {args.batch_size}, qte: {args.qte}, "
         f"torch_dtype: {args.torch_dtype}, qtype: {args.qtype}  in {time} seconds and {memory} GBs."
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1-third@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1-third@1.png
new file mode 100644
index 0000000000000000000000000000000000000000..9ff972cce88648d9015c16ee1c8e77d95888ed45
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1-third@1.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:79238174f0b3e2441720c46339b8cce2c8be2c19a1507831e726b51b8bbe3b82
+size 3129
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1-third@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1-third@1_info.json
new file mode 100644
index 0000000000000000000000000000000000000000..627798e62dedfe0fec8f53b72063294edead3df4
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1-third@1_info.json
@@ -0,0 +1 @@
+{"batch_size": 1, "memory": "8.201", "time": "2.843", "dtype": "bf16", "qtype": "fp8", "qte": 1, "exclude_layers": null, "first": 1, "second": 1, "third": 1}
\ No newline at end of file
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1.png
new file mode 100644
index 0000000000000000000000000000000000000000..9ff972cce88648d9015c16ee1c8e77d95888ed45
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1.png
@@ -0,0 +1,3 @@
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+oid sha256:79238174f0b3e2441720c46339b8cce2c8be2c19a1507831e726b51b8bbe3b82
+size 3129
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1_info.json
new file mode 100644
index 0000000000000000000000000000000000000000..015bc350e9c82a0dd67ee656ede89ec2b10a7578
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-second@1_info.json
@@ -0,0 +1 @@
+{"batch_size": 1, "memory": "12.509", "time": "2.775", "dtype": "bf16", "qtype": "fp8", "qte": 1, "exclude_layers": null, "first": 1, "second": 1, "third": 0}
\ No newline at end of file
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-third@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-third@1.png
new file mode 100644
index 0000000000000000000000000000000000000000..9b1d745365e5e5406cbabc3337372cd34e49421d
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-third@1.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae8ea62300a17070846d167ecea8ec10e8dbfb1e887496863b34abb4f60e94c4
+size 1662708
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-third@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-third@1_info.json
new file mode 100644
index 0000000000000000000000000000000000000000..0312879bd72bd2738eb94b9af2e293edd689ed90
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1-third@1_info.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1.png
new file mode 100644
index 0000000000000000000000000000000000000000..a8129a08790e4adf998adf4342fed7c1f09129bd
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 1620650
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1_info.json
new file mode 100644
index 0000000000000000000000000000000000000000..8314088d9a2c9bcf1d06d8b3bb045ab8f70b758b
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-first@1_info.json
@@ -0,0 +1 @@
+{"batch_size": 1, "memory": "12.509", "time": "2.723", "dtype": "bf16", "qtype": "fp8", "qte": 1, "exclude_layers": null, "first": 1, "second": 0, "third": 0}
\ No newline at end of file
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-fuse@0_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-fuse@0_info.json
index 13c2c52bfd4f6a8e57c12c17426c25843dd15d7c..255ce2217d4e618c1008741e3c32460ca7a01158 100644
--- a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-fuse@0_info.json
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-fuse@0_info.json
@@ -1 +1 @@
-{"batch_size": 1, "memory": "7.630", "time": "2.767", "dtype": "bf16", "qtype": "fp8", "qte": 1, "exclude_layers": null}
\ No newline at end of file
+{"batch_size": 1, "memory": "7.637", "time": "2.757", "dtype": "bf16", "qtype": "fp8", "qte": 1, "exclude_layers": null}
\ No newline at end of file
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1-third@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1-third@1.png
new file mode 100644
index 0000000000000000000000000000000000000000..9ff972cce88648d9015c16ee1c8e77d95888ed45
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1-third@1.png
@@ -0,0 +1,3 @@
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+size 3129
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1-third@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1-third@1_info.json
new file mode 100644
index 0000000000000000000000000000000000000000..ae1a1331de639508d4dd40c3ee41333ea4aaeda1
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1-third@1_info.json
@@ -0,0 +1 @@
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1.png
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+size 3129
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1_info.json
new file mode 100644
index 0000000000000000000000000000000000000000..4072f9b87f82c52bc606215ee685ce6277c6fcd0
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-second@1_info.json
@@ -0,0 +1 @@
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-third@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-third@1.png
new file mode 100644
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@@ -0,0 +1,3 @@
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+size 1584040
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-third@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-third@1_info.json
new file mode 100644
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+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@fp8-qte@1-third@1_info.json
@@ -0,0 +1 @@
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-second@1-third@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-second@1-third@1.png
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-second@1-third@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-second@1-third@1_info.json
new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-second@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-second@1.png
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-second@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-second@1_info.json
new file mode 100644
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+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-second@1_info.json
@@ -0,0 +1 @@
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-third@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-third@1.png
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-third@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1-third@1_info.json
new file mode 100644
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@@ -0,0 +1 @@
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1.png
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-first@1_info.json
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@@ -0,0 +1 @@
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-fuse@0_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-fuse@0_info.json
index 74fe73d4188af466bae4c7c07dc4f4af14ec9da1..da1f75a8869169d4598c92a919faf26c542fd092 100644
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+++ b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-fuse@0_info.json
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-second@1-third@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-second@1-third@1.png
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-second@1-third@1_info.json b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-second@1-third@1_info.json
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diff --git a/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-second@1.png b/quanto-exps-2/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-second@1.png
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\ No newline at end of file
diff --git a/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@0_info.json b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@0_info.json
index d4c0cb1a4c5a62ddafc15497712be150071e701b..5663b9e49032f346fd0a099acddd474e0b33d940 100644
--- a/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@0_info.json
+++ b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@0_info.json
@@ -1 +1 @@
-{"batch_size": 4, "memory": "7.631", "time": "8.653", "dtype": "fp16", "qtype": "int8", "qte": 1, "exclude_layers": null}
\ No newline at end of file
+{"batch_size": 4, "memory": "7.627", "time": "8.547", "dtype": "fp16", "qtype": "int8", "qte": 1, "exclude_layers": null}
\ No newline at end of file
diff --git a/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1-third@1.png b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1-third@1.png
new file mode 100644
index 0000000000000000000000000000000000000000..28495763232cf0e0c9d2bc4e918c03bf347e2bfd
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1-third@1.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f78a83ee2ab56adc9a84a16d19cbe9b0a262b1f242055227e79f7543e646290c
+size 1507505
diff --git a/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1-third@1_info.json b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1-third@1_info.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c8956adef61fa526998767b17c1bebb9d1806bb
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1-third@1_info.json
@@ -0,0 +1 @@
+{"batch_size": 4, "memory": "8.289", "time": "8.614", "dtype": "fp16", "qtype": "int8", "qte": 1, "exclude_layers": null, "first": 0, "second": 1, "third": 1}
\ No newline at end of file
diff --git a/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1.png b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1.png
new file mode 100644
index 0000000000000000000000000000000000000000..7ced9824f9eb770c0f399749a625b39167d93f5b
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84dd9557f01251d6602761ee4e205998a8881ebf16a83d3b34495eeb9121400c
+size 1497575
diff --git a/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1_info.json b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1_info.json
new file mode 100644
index 0000000000000000000000000000000000000000..caa0e9e97bca49d7f87b8c9df3bd67443e02ce79
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-second@1_info.json
@@ -0,0 +1 @@
+{"batch_size": 4, "memory": "14.473", "time": "8.581", "dtype": "fp16", "qtype": "int8", "qte": 1, "exclude_layers": null, "first": 0, "second": 1, "third": 0}
\ No newline at end of file
diff --git a/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-third@1.png b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-third@1.png
new file mode 100644
index 0000000000000000000000000000000000000000..c11296afd4d6207ff0d439552877fe5b7074913a
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-third@1.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fd71621ff51f8bca4386343067f023dbddd0853a0b61ea8705ff51f451df3a55
+size 1518512
diff --git a/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-third@1_info.json b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-third@1_info.json
new file mode 100644
index 0000000000000000000000000000000000000000..a68e9bd2e24e2c65e4be5b166c3587019c2ae267
--- /dev/null
+++ b/quanto-exps-2/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-third@1_info.json
@@ -0,0 +1 @@
+{"batch_size": 4, "memory": "8.288", "time": "8.504", "dtype": "fp16", "qtype": "int8", "qte": 1, "exclude_layers": null, "first": 0, "second": 0, "third": 1}
\ No newline at end of file
diff --git a/quanto-exps-2/launch_exps_3.sh b/quanto-exps-2/launch_exps_3.sh
index 31997ba93b5e040c626587252ea09cb223199909..7110e79f057c4133e7580005384b09b802d2161f 100644
--- a/quanto-exps-2/launch_exps_3.sh
+++ b/quanto-exps-2/launch_exps_3.sh
@@ -26,6 +26,8 @@ for ckpt_id in "${ckpt_ids[@]}"; do
           python3 benchmark_2.py --ckpt_id $ckpt_id --batch_size $batch_size --torch_dtype $torch_dtype $q_arg --qte $te --second 1
           python3 benchmark_2.py --ckpt_id $ckpt_id --batch_size $batch_size --torch_dtype $torch_dtype $q_arg --qte $te --third 1
           python3 benchmark_2.py --ckpt_id $ckpt_id --batch_size $batch_size --torch_dtype $torch_dtype $q_arg --qte $te --first 1 --second 1
+          python3 benchmark_2.py --ckpt_id $ckpt_id --batch_size $batch_size --torch_dtype $torch_dtype $q_arg --qte $te --first 1 --third 1
+          python3 benchmark_2.py --ckpt_id $ckpt_id --batch_size $batch_size --torch_dtype $torch_dtype $q_arg --qte $te --second 1 --third 1
           python3 benchmark_2.py --ckpt_id $ckpt_id --batch_size $batch_size --torch_dtype $torch_dtype $q_arg --qte $te --first 1 --second 1 --third 1
         done
       done