diff --git a/quanto-exps/benchmark.py b/quanto-exps/benchmark.py index cf39c0b2142407f30a7c5e29c02c8ebd1fe5ae43..c95a2c46836dd75b0a4d43ac8b4e2112333ab5bd 100644 --- a/quanto-exps/benchmark.py +++ b/quanto-exps/benchmark.py @@ -26,8 +26,10 @@ def flush(): torch.cuda.reset_max_memory_allocated() torch.cuda.reset_peak_memory_stats() -def load_pipeline(ckpt_id, torch_dtype, qtype=None, exclude_layers=None, qte=False): +def load_pipeline(ckpt_id, torch_dtype, qtype=None, exclude_layers=None, qte=False, fuse=False): pipe = DiffusionPipeline.from_pretrained(ckpt_id, torch_dtype=torch_dtype).to("cuda") + if fuse: + pipe.transformer.fuse_qkv_projections() if qtype: quantize(pipe.transformer, weights=qtype, exclude=exclude_layers) @@ -76,13 +78,14 @@ if __name__ == "__main__": parser.add_argument("--torch_dtype", type=str, default="fp16", choices=list(TORCH_DTYPES.keys())) parser.add_argument("--qtype", type=str, default="none", choices=list(QTYPES.keys())) parser.add_argument("--qte", type=int, default=0, help="Quantize text encoder") + parser.add_argument("--fuse", type=int, default=0) parser.add_argument("--exclude_layers", metavar="N", type=str, nargs="*", default=None) args = parser.parse_args() flush() print( - f"Running with ckpt_id: {args.ckpt_id}, batch_size: {args.batch_size}, torch_dtype: {args.torch_dtype}, qtype: {args.qtype}, qte: {bool(args.qte)}" + f"Running with ckpt_id: {args.ckpt_id}, batch_size: {args.batch_size}, torch_dtype: {args.torch_dtype}, qtype: {args.qtype}, qte: {bool(args.qte)}, {args.exclude_layers=}, {args.fuse=}" ) pipeline = load_pipeline( ckpt_id=args.ckpt_id, @@ -90,6 +93,7 @@ if __name__ == "__main__": qtype=QTYPES[args.qtype], exclude_layers=args.exclude_layers, qte=args.qte, + fuse=bool(args.fuse), ) for _ in range(WARM_UP_ITERS): @@ -98,12 +102,12 @@ if __name__ == "__main__": time = benchmark_fn(run_inference, pipeline, args.batch_size) memory = bytes_to_giga_bytes(torch.cuda.max_memory_allocated()) # in GBs. print( - f"ckpt: {args.ckpt_id} batch_size: {args.batch_size}, qte: {args.qte}, " + f"ckpt: {args.ckpt_id} batch_size: {args.batch_size}, qte: {args.qte}, {args.exclude_layers=}" f"torch_dtype: {args.torch_dtype}, qtype: {args.qtype} in {time} seconds and {memory} GBs." ) ckpt_id = PREFIXES[args.ckpt_id] - img_name = f"ckpt@{ckpt_id}-bs@{args.batch_size}-dtype@{args.torch_dtype}-qtype@{args.qtype}-qte@{args.qte}" + img_name = f"ckpt@{ckpt_id}-bs@{args.batch_size}-dtype@{args.torch_dtype}-qtype@{args.qtype}-qte@{args.qte}-fuse@{args.fuse}" if args.exclude_layers: exclude_layers = "_".join(args.exclude_layers) img_name += f"-exclude@{exclude_layers}" @@ -122,6 +126,7 @@ if __name__ == "__main__": qtype=args.qtype, qte=args.qte, exclude_layers=args.exclude_layers, + fuse=args.fuse, ) info_file = f"{img_name}_info.json" with open(info_file, "w") as f: diff --git a/quanto-exps/ckpt@auraflow-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1.png b/quanto-exps/ckpt@auraflow-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1.png new file mode 100644 index 0000000000000000000000000000000000000000..d29e976128c3741f6b5ba497aaa3b1c585bf6756 --- /dev/null +++ b/quanto-exps/ckpt@auraflow-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a70be6a9d38baf25f0e8f847b112be5264be158675e7208eb1ec8968a0d020d5 +size 2175183 diff --git a/quanto-exps/ckpt@auraflow-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1_info.json b/quanto-exps/ckpt@auraflow-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1_info.json new file mode 100644 index 0000000000000000000000000000000000000000..11fdaf8a6b4b2a93b88c7a727305d7bf44d88d5d --- /dev/null +++ b/quanto-exps/ckpt@auraflow-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1_info.json @@ -0,0 +1 @@ +{"batch_size": 1, "memory": "17.756", "time": "13.540", "dtype": "bf16", "qtype": "int8", "qte": 0, "exclude_layers": null, "fuse": 1} \ No newline at end of file diff --git a/quanto-exps/ckpt@auraflow-bs@1-dtype@bf16-qtype@int8-qte@1-fuse@1.png 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"fuse": 1} \ No newline at end of file diff --git a/quanto-exps/ckpt@pixart-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1.png b/quanto-exps/ckpt@pixart-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1.png new file mode 100644 index 0000000000000000000000000000000000000000..cc00ad708ff5691834face1d86ec37912522f312 --- /dev/null +++ b/quanto-exps/ckpt@pixart-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:956d14c55cacf5cb6fa9164829a868641ecf149f8ecf27ae88989710d4dd8451 +size 1794138 diff --git a/quanto-exps/ckpt@pixart-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1_info.json b/quanto-exps/ckpt@pixart-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1_info.json new file mode 100644 index 0000000000000000000000000000000000000000..b69f05044a1019445cb162fc01c51c2522375065 --- /dev/null +++ b/quanto-exps/ckpt@pixart-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1_info.json @@ -0,0 +1 @@ +{"batch_size": 4, "memory": "13.573", "time": "4.946", "dtype": "fp16", "qtype": "int8", "qte": 1, "exclude_layers": null, "fuse": 1} \ No newline at end of file diff --git a/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1.png b/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1.png new file mode 100644 index 0000000000000000000000000000000000000000..5d95e78afc2fb3db099cc87adca87f55111e6048 --- /dev/null +++ b/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc136b7ee21c1e6749e154977449f9c5e11cc3e483ce8eec3aa9b888bd1747ba +size 1555965 diff --git a/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1_info.json b/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1_info.json new file mode 100644 index 0000000000000000000000000000000000000000..27e186c895089af3d4916be70e995c89f05bad8c --- /dev/null +++ b/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@0-fuse@1_info.json @@ -0,0 +1 @@ +{"batch_size": 1, "memory": "15.314", "time": "2.522", "dtype": "bf16", "qtype": "int8", "qte": 0, "exclude_layers": null, "fuse": 1} \ No newline at end of file diff --git a/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-fuse@1.png b/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-fuse@1.png new file mode 100644 index 0000000000000000000000000000000000000000..04a1d40038f34317cc1e77a7a34fdc3dbed57db0 --- /dev/null +++ b/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-fuse@1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d125e3156d369a29fed42513c735da4a957deabe923e10259eb2283ccbc9d335 +size 1524095 diff --git a/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-fuse@1_info.json b/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-fuse@1_info.json new file mode 100644 index 0000000000000000000000000000000000000000..77f40d14c513c2b96b61dcfc3d707cf54e2132c8 --- /dev/null +++ b/quanto-exps/ckpt@sd3-bs@1-dtype@bf16-qtype@int8-qte@1-fuse@1_info.json @@ -0,0 +1 @@ +{"batch_size": 1, 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b/quanto-exps/ckpt@sd3-bs@1-dtype@fp16-qtype@int8-qte@1-fuse@1_info.json @@ -0,0 +1 @@ +{"batch_size": 1, "memory": "17.167", "time": "2.580", "dtype": "fp16", "qtype": "int8", "qte": 1, "exclude_layers": null, "fuse": 1} \ No newline at end of file diff --git a/quanto-exps/ckpt@sd3-bs@4-dtype@bf16-qtype@int8-qte@0-fuse@1.png b/quanto-exps/ckpt@sd3-bs@4-dtype@bf16-qtype@int8-qte@0-fuse@1.png new file mode 100644 index 0000000000000000000000000000000000000000..5d95e78afc2fb3db099cc87adca87f55111e6048 --- /dev/null +++ b/quanto-exps/ckpt@sd3-bs@4-dtype@bf16-qtype@int8-qte@0-fuse@1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc136b7ee21c1e6749e154977449f9c5e11cc3e483ce8eec3aa9b888bd1747ba +size 1555965 diff --git a/quanto-exps/ckpt@sd3-bs@4-dtype@bf16-qtype@int8-qte@0-fuse@1_info.json b/quanto-exps/ckpt@sd3-bs@4-dtype@bf16-qtype@int8-qte@0-fuse@1_info.json new file mode 100644 index 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new file mode 100644 index 0000000000000000000000000000000000000000..c4a0640302ac033e87e6d956d0bcb6693fdf471b --- /dev/null +++ b/quanto-exps/ckpt@sd3-bs@4-dtype@bf16-qtype@int8-qte@1-fuse@1_info.json @@ -0,0 +1 @@ +{"batch_size": 4, "memory": "16.009", "time": "8.367", "dtype": "bf16", "qtype": "int8", "qte": 1, "exclude_layers": null, "fuse": 1} \ No newline at end of file diff --git a/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@0-fuse@1.png b/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@0-fuse@1.png new file mode 100644 index 0000000000000000000000000000000000000000..2621a05afe914197fdbfb5d1bc5da5dfb319e98a --- /dev/null +++ b/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@0-fuse@1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aefd60a2050bf5a35c9bb0d24fbb6c2bc29a56ea3b5ea8ea3e447ef8be0e4181 +size 1496484 diff --git a/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@0-fuse@1_info.json b/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@0-fuse@1_info.json new file mode 100644 index 0000000000000000000000000000000000000000..d6ab28132663d1c3131a42f7a65b38e440e15c3e --- /dev/null +++ b/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@0-fuse@1_info.json @@ -0,0 +1 @@ +{"batch_size": 4, "memory": "22.847", "time": "8.375", "dtype": "fp16", "qtype": "int8", "qte": 0, "exclude_layers": null, "fuse": 1} \ No newline at end of file diff --git a/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1.png b/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1.png new file mode 100644 index 0000000000000000000000000000000000000000..8f71a4fd7a680d97ddb16131ae752fcbfa39650b --- /dev/null +++ b/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dba39aa21ae315034a15d8239cd4c882b9fe12b2591e9d040c294ef187738641 +size 1492623 diff --git a/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1_info.json b/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1_info.json new file mode 100644 index 0000000000000000000000000000000000000000..5e98c2807d6c01af484815bc63534af7bef7a5a6 --- /dev/null +++ b/quanto-exps/ckpt@sd3-bs@4-dtype@fp16-qtype@int8-qte@1-fuse@1_info.json @@ -0,0 +1 @@ +{"batch_size": 4, "memory": "17.171", "time": "8.477", "dtype": "fp16", "qtype": "int8", "qte": 1, "exclude_layers": null, "fuse": 1} \ No newline at end of file diff --git a/quanto-exps/launch_exps.sh b/quanto-exps/launch_exps.sh index ea53e88667dac593945092881a1f11557b452b82..5f038a0887b89eb8f571bc35560b90bdefc4d74c 100644 --- a/quanto-exps/launch_exps.sh +++ b/quanto-exps/launch_exps.sh @@ -21,7 +21,7 @@ for ckpt_id in "${ckpt_ids[@]}"; do fi # Run the Python script with the current combination of arguments - python3 benchmark.py --ckpt_id $ckpt_id --batch_size $batch_size --torch_dtype $torch_dtype $q_arg --qte $te + python3 benchmark.py --ckpt_id $ckpt_id --batch_size $batch_size --torch_dtype $torch_dtype $q_arg --qte $te --fuse 1 done done done diff --git a/quanto-exps/launch_exps_5.sh b/quanto-exps/launch_exps_5.sh new file mode 100644 index 0000000000000000000000000000000000000000..312a70c068ef88a47082fb7abcc28e41833910e7 --- /dev/null +++ b/quanto-exps/launch_exps_5.sh @@ -0,0 +1,35 @@ +#!/bin/bash + +# Possible values for each argument +ckpt_ids=("stabilityai/stable-diffusion-3-medium-diffusers") +batch_sizes=(1 4) +torch_dtypes=("fp16" "bf16") +qtypes=("int4") +exclude_layers=("none" "proj_out") +qte=(0 1) + +# Loop over all combinations +for ckpt_id in "${ckpt_ids[@]}"; do + for batch_size in "${batch_sizes[@]}"; do + for torch_dtype in "${torch_dtypes[@]}"; do + for qtype in "${qtypes[@]}"; do + for te in "${qte[@]}"; do + for exclude_layer in "${exclude_layers[@]}"; do + if [ "$qtype" == "none" ]; then + q_arg="" + else + q_arg="--qtype $qtype" + fi + if [ "$exclude_layer" == "none" ]; then + layers_arg="" + else + layers_arg="--exclude_layers $exclude_layer" + fi + # Run the Python script with the current combination of arguments + python3 benchmark.py --ckpt_id $ckpt_id --batch_size $batch_size --torch_dtype $torch_dtype $q_arg --qte $te $layers_arg + done + done + done + done + done +done