Upload folder using huggingface_hub

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: null
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: false
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  memory: true
+  latency: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.252864
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 2b789f27f383435b8db2fee3d10b0a1358c0c234
+  accelerate_version: 0.35.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234
+    subdir: ${hydra.job.override_dirname}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp6_c173rg/commit\=2b789f27f383435b8db2fee3d10b0a1358c0c234
+    - hydra.run.dir=_benchmark/tmp6_c173rg/commit\=2b789f27f383435b8db2fee3d10b0a1358c0c234/${hydra.job.override_dirname}
+    - hydra.mode=MULTIRUN
+    task:
+    - backend.model=google/gemma-2b
+    - backend.cache_implementation=null
+    - backend.torch_compile=False
+  job:
+    name: cli
+    chdir: true
+    override_dirname: backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False
+    id: '0'
+    num: 0
+    config_name: generation
+    env_set:
+      OVERRIDE_BENCHMARKS: '1'
+      LOG_LEVEL: WARN
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /transformers
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: optimum_benchmark
+      schema: pkg
+      provider: main
+    - path: /transformers/benchmark/config
+      schema: file
+      provider: command-line
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /transformers/_benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/overrides.yaml

@@ -0,0 +1,3 @@
+- backend.model=google/gemma-2b
+- backend.cache_implementation=null
+- backend.torch_compile=False

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,473 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.4.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model_type": "gemma",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": null,
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": false,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "memory": true,
+            "latency": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "numactl": false,
+            "numactl_kwargs": {},
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.252864,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.4.0",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.45.0.dev0",
+            "transformers_commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+            "accelerate_version": "0.35.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1319.837696,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 12.1999306640625,
+                "mean": 12.1999306640625,
+                "stdev": 0.0,
+                "p50": 12.1999306640625,
+                "p90": 12.1999306640625,
+                "p95": 12.1999306640625,
+                "p99": 12.1999306640625,
+                "values": [
+                    12.1999306640625
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1728.2048,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6142.558208,
+                "max_allocated": 5028.431872
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04156041526794434,
+                "mean": 0.02078020763397217,
+                "stdev": 0.00011086368560790996,
+                "p50": 0.02078020763397217,
+                "p90": 0.020868898582458495,
+                "p95": 0.02087998495101929,
+                "p99": 0.02088885404586792,
+                "values": [
+                    0.02066934394836426,
+                    0.02089107131958008
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 336.8590017626277
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1782.665216,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5031.801344
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 4.94774609375,
+                "mean": 2.473873046875,
+                "stdev": 0.004000244140625053,
+                "p50": 2.473873046875,
+                "p90": 2.4770732421875,
+                "p95": 2.4774732666015624,
+                "p99": 2.4777932861328127,
+                "values": [
+                    2.477873291015625,
+                    2.469872802734375
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 51.336506600622286
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 4.947404802322392,
+                "mean": 0.019477971662686566,
+                "stdev": 0.0002476058042125825,
+                "p50": 0.01943244743347168,
+                "p90": 0.019930726051330564,
+                "p95": 0.020050277614593506,
+                "p99": 0.020250049667358397,
+                "values": [
+                    0.01922150421142578,
+                    0.019180543899536134,
+                    0.01924095916748047,
+                    0.01926144027709961,
+                    0.019208192825317383,
+                    0.019324928283691405,
+                    0.01927065658569336,
+                    0.019305471420288087,
+                    0.019277824401855468,
+                    0.01925939178466797,
+                    0.019264511108398438,
+                    0.01922969627380371,
+                    0.019284992218017577,
+                    0.019315711975097655,
+                    0.01988915252685547,
+                    0.019408895492553712,
+                    0.01924403190612793,
+                    0.019311616897583008,
+                    0.019374080657958984,
+                    0.019315711975097655,
+                    0.019288063049316406,
+                    0.019310592651367187,
+                    0.019286016464233398,
+                    0.019301376342773437,
+                    0.01927065658569336,
+                    0.019319807052612305,
+                    0.0192993278503418,
+                    0.019300352096557616,
+                    0.019280895233154297,
+                    0.019297279357910157,
+                    0.01948876762390137,
+                    0.019313663482666017,
+                    0.019343360900878907,
+                    0.019335168838500977,
+                    0.0192675838470459,
+                    0.019304447174072266,
+                    0.019579904556274414,
+                    0.019300352096557616,
+                    0.0192542724609375,
+                    0.019311616897583008,
+                    0.019293184280395507,
+                    0.01927168083190918,
+                    0.019373056411743163,
+                    0.019350528717041016,
+                    0.01927577590942383,
+                    0.019269632339477538,
+                    0.01926246452331543,
+                    0.019277824401855468,
+                    0.01924403190612793,
+                    0.019924991607666014,
+                    0.019938304901123048,
+                    0.020142080307006836,
+                    0.020025344848632814,
+                    0.01998028755187988,
+                    0.019904512405395508,
+                    0.020008960723876954,
+                    0.019992576599121094,
+                    0.020065280914306642,
+                    0.02004991912841797,
+                    0.020084735870361328,
+                    0.02004787254333496,
+                    0.02002841567993164,
+                    0.02007859230041504,
+                    0.020115455627441405,
+                    0.02002739143371582,
+                    0.0200898551940918,
+                    0.020200447082519533,
+                    0.020509695053100584,
+                    0.01965670394897461,
+                    0.01948876762390137,
+                    0.019514368057250975,
+                    0.01941606330871582,
+                    0.01946419143676758,
+                    0.019491840362548828,
+                    0.02016972732543945,
+                    0.02060492706298828,
+                    0.01963520050048828,
+                    0.01948876762390137,
+                    0.019495935440063478,
+                    0.01944883155822754,
+                    0.019481599807739256,
+                    0.019561471939086913,
+                    0.019414016723632813,
+                    0.019504127502441407,
+                    0.019482624053955077,
+                    0.019508224487304687,
+                    0.019526655197143555,
+                    0.019516416549682617,
+                    0.01946419143676758,
+                    0.01948467254638672,
+                    0.019486719131469727,
+                    0.019396608352661132,
+                    0.01938739204406738,
+                    0.01944268798828125,
+                    0.019388416290283202,
+                    0.01941606330871582,
+                    0.019514368057250975,
+                    0.01946112060546875,
+                    0.01943142318725586,
+                    0.019810304641723633,
+                    0.019536895751953123,
+                    0.019388416290283202,
+                    0.01927577590942383,
+                    0.01924710464477539,
+                    0.019306495666503908,
+                    0.019326976776123047,
+                    0.01927168083190918,
+                    0.01926144027709961,
+                    0.019305471420288087,
+                    0.01947238349914551,
+                    0.019519487380981446,
+                    0.019466239929199217,
+                    0.01943756866455078,
+                    0.019388416290283202,
+                    0.01944576072692871,
+                    0.019489791870117186,
+                    0.019500032424926757,
+                    0.019520511627197267,
+                    0.019506175994873046,
+                    0.019542015075683594,
+                    0.019486719131469727,
+                    0.01947238349914551,
+                    0.01946931266784668,
+                    0.019497983932495116,
+                    0.019491840362548828,
+                    0.019526655197143555,
+                    0.019507200241088866,
+                    0.0192993278503418,
+                    0.019252223968505858,
+                    0.01927987289428711,
+                    0.019325952529907226,
+                    0.019310592651367187,
+                    0.019556352615356445,
+                    0.01943244743347168,
+                    0.019935232162475586,
+                    0.019668991088867188,
+                    0.01924710464477539,
+                    0.019745792388916016,
+                    0.019933183670043944,
+                    0.019543039321899415,
+                    0.019349504470825195,
+                    0.019322879791259767,
+                    0.019288063049316406,
+                    0.019325952529907226,
+                    0.019360767364501954,
+                    0.01944166374206543,
+                    0.019286016464233398,
+                    0.019280895233154297,
+                    0.019323904037475585,
+                    0.019302400588989257,
+                    0.019311616897583008,
+                    0.01926348876953125,
+                    0.019314687728881837,
+                    0.019341312408447265,
+                    0.01922559928894043,
+                    0.019277824401855468,
+                    0.019361791610717775,
+                    0.0192993278503418,
+                    0.019307519912719725,
+                    0.019306495666503908,
+                    0.01930342483520508,
+                    0.019309568405151366,
+                    0.019373056411743163,
+                    0.019344383239746094,
+                    0.019319807052612305,
+                    0.019346431732177736,
+                    0.019321855545043946,
+                    0.019302400588989257,
+                    0.01927987289428711,
+                    0.019348480224609374,
+                    0.019366912841796875,
+                    0.019327999114990235,
+                    0.019330047607421876,
+                    0.019322879791259767,
+                    0.019358720779418945,
+                    0.01930342483520508,
+                    0.019290111541748048,
+                    0.01923583984375,
+                    0.019142656326293944,
+                    0.019151872634887695,
+                    0.01929113578796387,
+                    0.019305471420288087,
+                    0.019304447174072266,
+                    0.019313663482666017,
+                    0.01945907211303711,
+                    0.01945088005065918,
+                    0.01942835235595703,
+                    0.01945702362060547,
+                    0.019404800415039062,
+                    0.01946419143676758,
+                    0.019495935440063478,
+                    0.01945702362060547,
+                    0.019521535873413084,
+                    0.019961856842041017,
+                    0.0195020809173584,
+                    0.01947238349914551,
+                    0.019491840362548828,
+                    0.01943654441833496,
+                    0.019533824920654298,
+                    0.019458047866821288,
+                    0.019497983932495116,
+                    0.01945907211303711,
+                    0.01945395278930664,
+                    0.01943244743347168,
+                    0.01940787124633789,
+                    0.019405824661254883,
+                    0.01949388885498047,
+                    0.019506175994873046,
+                    0.019471359252929688,
+                    0.019398656845092774,
+                    0.019467264175415038,
+                    0.019487743377685548,
+                    0.02002943992614746,
+                    0.019418111801147463,
+                    0.01942425537109375,
+                    0.019377151489257814,
+                    0.019467264175415038,
+                    0.019478527069091797,
+                    0.019451904296875,
+                    0.019475456237792968,
+                    0.01944780731201172,
+                    0.019418111801147463,
+                    0.01939558410644531,
+                    0.01941196823120117,
+                    0.019720191955566405,
+                    0.019517440795898438,
+                    0.01948057556152344,
+                    0.019474431991577147,
+                    0.01947238349914551,
+                    0.019474431991577147,
+                    0.01948057556152344,
+                    0.01946112060546875,
+                    0.020050943374633787,
+                    0.02030598449707031,
+                    0.02016556739807129,
+                    0.019672063827514647,
+                    0.01942835235595703,
+                    0.019523584365844726,
+                    0.01941913604736328,
+                    0.01944780731201172,
+                    0.019746816635131836,
+                    0.019474431991577147,
+                    0.01943654441833496,
+                    0.019466239929199217,
+                    0.019483648300170898,
+                    0.01943961524963379,
+                    0.019509248733520508,
+                    0.019514368057250975,
+                    0.019490816116333007,
+                    0.019529727935791014,
+                    0.01984819221496582,
+                    0.01945599937438965,
+                    0.01941606330871582,
+                    0.019418111801147463
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 51.340047994610934
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": null,
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": false,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "memory": true,
+        "latency": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.252864,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+        "accelerate_version": "0.35.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,367 @@
+{
+    "load": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1319.837696,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 12.1999306640625,
+            "mean": 12.1999306640625,
+            "stdev": 0.0,
+            "p50": 12.1999306640625,
+            "p90": 12.1999306640625,
+            "p95": 12.1999306640625,
+            "p99": 12.1999306640625,
+            "values": [
+                12.1999306640625
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1728.2048,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6142.558208,
+            "max_allocated": 5028.431872
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04156041526794434,
+            "mean": 0.02078020763397217,
+            "stdev": 0.00011086368560790996,
+            "p50": 0.02078020763397217,
+            "p90": 0.020868898582458495,
+            "p95": 0.02087998495101929,
+            "p99": 0.02088885404586792,
+            "values": [
+                0.02066934394836426,
+                0.02089107131958008
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 336.8590017626277
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1782.665216,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5031.801344
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 4.94774609375,
+            "mean": 2.473873046875,
+            "stdev": 0.004000244140625053,
+            "p50": 2.473873046875,
+            "p90": 2.4770732421875,
+            "p95": 2.4774732666015624,
+            "p99": 2.4777932861328127,
+            "values": [
+                2.477873291015625,
+                2.469872802734375
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 51.336506600622286
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 4.947404802322392,
+            "mean": 0.019477971662686566,
+            "stdev": 0.0002476058042125825,
+            "p50": 0.01943244743347168,
+            "p90": 0.019930726051330564,
+            "p95": 0.020050277614593506,
+            "p99": 0.020250049667358397,
+            "values": [
+                0.01922150421142578,
+                0.019180543899536134,
+                0.01924095916748047,
+                0.01926144027709961,
+                0.019208192825317383,
+                0.019324928283691405,
+                0.01927065658569336,
+                0.019305471420288087,
+                0.019277824401855468,
+                0.01925939178466797,
+                0.019264511108398438,
+                0.01922969627380371,
+                0.019284992218017577,
+                0.019315711975097655,
+                0.01988915252685547,
+                0.019408895492553712,
+                0.01924403190612793,
+                0.019311616897583008,
+                0.019374080657958984,
+                0.019315711975097655,
+                0.019288063049316406,
+                0.019310592651367187,
+                0.019286016464233398,
+                0.019301376342773437,
+                0.01927065658569336,
+                0.019319807052612305,
+                0.0192993278503418,
+                0.019300352096557616,
+                0.019280895233154297,
+                0.019297279357910157,
+                0.01948876762390137,
+                0.019313663482666017,
+                0.019343360900878907,
+                0.019335168838500977,
+                0.0192675838470459,
+                0.019304447174072266,
+                0.019579904556274414,
+                0.019300352096557616,
+                0.0192542724609375,
+                0.019311616897583008,
+                0.019293184280395507,
+                0.01927168083190918,
+                0.019373056411743163,
+                0.019350528717041016,
+                0.01927577590942383,
+                0.019269632339477538,
+                0.01926246452331543,
+                0.019277824401855468,
+                0.01924403190612793,
+                0.019924991607666014,
+                0.019938304901123048,
+                0.020142080307006836,
+                0.020025344848632814,
+                0.01998028755187988,
+                0.019904512405395508,
+                0.020008960723876954,
+                0.019992576599121094,
+                0.020065280914306642,
+                0.02004991912841797,
+                0.020084735870361328,
+                0.02004787254333496,
+                0.02002841567993164,
+                0.02007859230041504,
+                0.020115455627441405,
+                0.02002739143371582,
+                0.0200898551940918,
+                0.020200447082519533,
+                0.020509695053100584,
+                0.01965670394897461,
+                0.01948876762390137,
+                0.019514368057250975,
+                0.01941606330871582,
+                0.01946419143676758,
+                0.019491840362548828,
+                0.02016972732543945,
+                0.02060492706298828,
+                0.01963520050048828,
+                0.01948876762390137,
+                0.019495935440063478,
+                0.01944883155822754,
+                0.019481599807739256,
+                0.019561471939086913,
+                0.019414016723632813,
+                0.019504127502441407,
+                0.019482624053955077,
+                0.019508224487304687,
+                0.019526655197143555,
+                0.019516416549682617,
+                0.01946419143676758,
+                0.01948467254638672,
+                0.019486719131469727,
+                0.019396608352661132,
+                0.01938739204406738,
+                0.01944268798828125,
+                0.019388416290283202,
+                0.01941606330871582,
+                0.019514368057250975,
+                0.01946112060546875,
+                0.01943142318725586,
+                0.019810304641723633,
+                0.019536895751953123,
+                0.019388416290283202,
+                0.01927577590942383,
+                0.01924710464477539,
+                0.019306495666503908,
+                0.019326976776123047,
+                0.01927168083190918,
+                0.01926144027709961,
+                0.019305471420288087,
+                0.01947238349914551,
+                0.019519487380981446,
+                0.019466239929199217,
+                0.01943756866455078,
+                0.019388416290283202,
+                0.01944576072692871,
+                0.019489791870117186,
+                0.019500032424926757,
+                0.019520511627197267,
+                0.019506175994873046,
+                0.019542015075683594,
+                0.019486719131469727,
+                0.01947238349914551,
+                0.01946931266784668,
+                0.019497983932495116,
+                0.019491840362548828,
+                0.019526655197143555,
+                0.019507200241088866,
+                0.0192993278503418,
+                0.019252223968505858,
+                0.01927987289428711,
+                0.019325952529907226,
+                0.019310592651367187,
+                0.019556352615356445,
+                0.01943244743347168,
+                0.019935232162475586,
+                0.019668991088867188,
+                0.01924710464477539,
+                0.019745792388916016,
+                0.019933183670043944,
+                0.019543039321899415,
+                0.019349504470825195,
+                0.019322879791259767,
+                0.019288063049316406,
+                0.019325952529907226,
+                0.019360767364501954,
+                0.01944166374206543,
+                0.019286016464233398,
+                0.019280895233154297,
+                0.019323904037475585,
+                0.019302400588989257,
+                0.019311616897583008,
+                0.01926348876953125,
+                0.019314687728881837,
+                0.019341312408447265,
+                0.01922559928894043,
+                0.019277824401855468,
+                0.019361791610717775,
+                0.0192993278503418,
+                0.019307519912719725,
+                0.019306495666503908,
+                0.01930342483520508,
+                0.019309568405151366,
+                0.019373056411743163,
+                0.019344383239746094,
+                0.019319807052612305,
+                0.019346431732177736,
+                0.019321855545043946,
+                0.019302400588989257,
+                0.01927987289428711,
+                0.019348480224609374,
+                0.019366912841796875,
+                0.019327999114990235,
+                0.019330047607421876,
+                0.019322879791259767,
+                0.019358720779418945,
+                0.01930342483520508,
+                0.019290111541748048,
+                0.01923583984375,
+                0.019142656326293944,
+                0.019151872634887695,
+                0.01929113578796387,
+                0.019305471420288087,
+                0.019304447174072266,
+                0.019313663482666017,
+                0.01945907211303711,
+                0.01945088005065918,
+                0.01942835235595703,
+                0.01945702362060547,
+                0.019404800415039062,
+                0.01946419143676758,
+                0.019495935440063478,
+                0.01945702362060547,
+                0.019521535873413084,
+                0.019961856842041017,
+                0.0195020809173584,
+                0.01947238349914551,
+                0.019491840362548828,
+                0.01943654441833496,
+                0.019533824920654298,
+                0.019458047866821288,
+                0.019497983932495116,
+                0.01945907211303711,
+                0.01945395278930664,
+                0.01943244743347168,
+                0.01940787124633789,
+                0.019405824661254883,
+                0.01949388885498047,
+                0.019506175994873046,
+                0.019471359252929688,
+                0.019398656845092774,
+                0.019467264175415038,
+                0.019487743377685548,
+                0.02002943992614746,
+                0.019418111801147463,
+                0.01942425537109375,
+                0.019377151489257814,
+                0.019467264175415038,
+                0.019478527069091797,
+                0.019451904296875,
+                0.019475456237792968,
+                0.01944780731201172,
+                0.019418111801147463,
+                0.01939558410644531,
+                0.01941196823120117,
+                0.019720191955566405,
+                0.019517440795898438,
+                0.01948057556152344,
+                0.019474431991577147,
+                0.01947238349914551,
+                0.019474431991577147,
+                0.01948057556152344,
+                0.01946112060546875,
+                0.020050943374633787,
+                0.02030598449707031,
+                0.02016556739807129,
+                0.019672063827514647,
+                0.01942835235595703,
+                0.019523584365844726,
+                0.01941913604736328,
+                0.01944780731201172,
+                0.019746816635131836,
+                0.019474431991577147,
+                0.01943654441833496,
+                0.019466239929199217,
+                0.019483648300170898,
+                0.01943961524963379,
+                0.019509248733520508,
+                0.019514368057250975,
+                0.019490816116333007,
+                0.019529727935791014,
+                0.01984819221496582,
+                0.01945599937438965,
+                0.01941606330871582,
+                0.019418111801147463
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 51.340047994610934
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.02078020763397217,
+        "prefill.throughput.value": 336.8590017626277,
+        "decode.latency.mean": 2.473873046875,
+        "decode.throughput.value": 51.336506600622286,
+        "per_token.latency.mean": 0.019477971662686566,
+        "per_token.throughput.value": 51.340047994610934
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: null
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  memory: true
+  latency: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.252864
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 2b789f27f383435b8db2fee3d10b0a1358c0c234
+  accelerate_version: 0.35.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234
+    subdir: ${hydra.job.override_dirname}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp6_c173rg/commit\=2b789f27f383435b8db2fee3d10b0a1358c0c234
+    - hydra.run.dir=_benchmark/tmp6_c173rg/commit\=2b789f27f383435b8db2fee3d10b0a1358c0c234/${hydra.job.override_dirname}
+    - hydra.mode=MULTIRUN
+    task:
+    - backend.model=google/gemma-2b
+    - backend.cache_implementation=null
+    - backend.torch_compile=True
+  job:
+    name: cli
+    chdir: true
+    override_dirname: backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True
+    id: '1'
+    num: 1
+    config_name: generation
+    env_set:
+      OVERRIDE_BENCHMARKS: '1'
+      LOG_LEVEL: WARN
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /transformers
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: optimum_benchmark
+      schema: pkg
+      provider: main
+    - path: /transformers/benchmark/config
+      schema: file
+      provider: command-line
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /transformers/_benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/overrides.yaml

@@ -0,0 +1,3 @@
+- backend.model=google/gemma-2b
+- backend.cache_implementation=null
+- backend.torch_compile=True

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1,2 @@
+[ISOLATED-PROCESS][2024-09-06 09:32:50,652][process][ERROR] - 	+ Sending traceback to main process
+[MAIN-PROCESS][2024-09-06 09:32:53,057][process][ERROR] - 	+ Received traceback from isolated process

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": null,
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": true,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "memory": true,
+        "latency": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.252864,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+        "accelerate_version": "0.35.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: false
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  memory: true
+  latency: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.252864
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 2b789f27f383435b8db2fee3d10b0a1358c0c234
+  accelerate_version: 0.35.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234
+    subdir: ${hydra.job.override_dirname}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp6_c173rg/commit\=2b789f27f383435b8db2fee3d10b0a1358c0c234
+    - hydra.run.dir=_benchmark/tmp6_c173rg/commit\=2b789f27f383435b8db2fee3d10b0a1358c0c234/${hydra.job.override_dirname}
+    - hydra.mode=MULTIRUN
+    task:
+    - backend.model=google/gemma-2b
+    - backend.cache_implementation=static
+    - backend.torch_compile=False
+  job:
+    name: cli
+    chdir: true
+    override_dirname: backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False
+    id: '2'
+    num: 2
+    config_name: generation
+    env_set:
+      OVERRIDE_BENCHMARKS: '1'
+      LOG_LEVEL: WARN
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /transformers
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: optimum_benchmark
+      schema: pkg
+      provider: main
+    - path: /transformers/benchmark/config
+      schema: file
+      provider: command-line
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /transformers/_benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/overrides.yaml

@@ -0,0 +1,3 @@
+- backend.model=google/gemma-2b
+- backend.cache_implementation=static
+- backend.torch_compile=False

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,473 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.4.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model_type": "gemma",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": "static",
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": false,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "memory": true,
+            "latency": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "numactl": false,
+            "numactl_kwargs": {},
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.252864,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.4.0",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.45.0.dev0",
+            "transformers_commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+            "accelerate_version": "0.35.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1320.562688,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 12.5718359375,
+                "mean": 12.5718359375,
+                "stdev": 0.0,
+                "p50": 12.5718359375,
+                "p90": 12.5718359375,
+                "p95": 12.5718359375,
+                "p99": 12.5718359375,
+                "values": [
+                    12.5718359375
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1752.899584,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6142.558208,
+                "max_allocated": 5028.450816
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.044606464385986325,
+                "mean": 0.022303232192993162,
+                "stdev": 0.00045017623901367175,
+                "p50": 0.022303232192993162,
+                "p90": 0.0226633731842041,
+                "p95": 0.02270839080810547,
+                "p99": 0.022744404907226564,
+                "values": [
+                    0.021853055953979492,
+                    0.022753408432006836
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 313.85585458771027
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1777.373184,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5031.820288
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.218642822265625,
+                "mean": 2.6093214111328127,
+                "stdev": 0.019110717773437536,
+                "p50": 2.6093214111328127,
+                "p90": 2.6246099853515625,
+                "p95": 2.6265210571289064,
+                "p99": 2.6280499145507816,
+                "values": [
+                    2.590210693359375,
+                    2.62843212890625
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.671658254957606
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 5.21836647224426,
+                "mean": 0.020544749890725446,
+                "stdev": 0.0005098564011117392,
+                "p50": 0.02022707176208496,
+                "p90": 0.02106265640258789,
+                "p95": 0.02111564779281616,
+                "p99": 0.022334269428253173,
+                "values": [
+                    0.020187135696411132,
+                    0.020205568313598633,
+                    0.019928064346313477,
+                    0.020007936477661133,
+                    0.020164608001708984,
+                    0.020167680740356447,
+                    0.020179967880249023,
+                    0.02021683120727539,
+                    0.020172800064086914,
+                    0.020238336563110353,
+                    0.02024345588684082,
+                    0.020414464950561522,
+                    0.022540288925170897,
+                    0.02202009582519531,
+                    0.02086502456665039,
+                    0.020560895919799805,
+                    0.020178943634033202,
+                    0.020188159942626953,
+                    0.02022707176208496,
+                    0.020160512924194338,
+                    0.02022707176208496,
+                    0.020213760375976563,
+                    0.020257791519165038,
+                    0.02021171188354492,
+                    0.020174848556518556,
+                    0.020154367446899413,
+                    0.020157440185546875,
+                    0.020145151138305666,
+                    0.020594688415527345,
+                    0.02061516761779785,
+                    0.020132863998413086,
+                    0.020165632247924805,
+                    0.020159488677978517,
+                    0.02019430351257324,
+                    0.02021990394592285,
+                    0.02025369644165039,
+                    0.020237312316894532,
+                    0.020165632247924805,
+                    0.020215808868408205,
+                    0.0202106876373291,
+                    0.020150272369384766,
+                    0.020150272369384766,
+                    0.02019430351257324,
+                    0.020099071502685546,
+                    0.020135936737060548,
+                    0.020172800064086914,
+                    0.020125696182250977,
+                    0.020163583755493163,
+                    0.020161535263061522,
+                    0.020117504119873047,
+                    0.02023321533203125,
+                    0.020124671936035156,
+                    0.020173824310302735,
+                    0.020175872802734376,
+                    0.02016972732543945,
+                    0.020164608001708984,
+                    0.020213760375976563,
+                    0.020162559509277343,
+                    0.020204544067382812,
+                    0.0202106876373291,
+                    0.020197376251220703,
+                    0.02020351982116699,
+                    0.020381696701049806,
+                    0.022401023864746093,
+                    0.022140928268432617,
+                    0.02045952033996582,
+                    0.020170751571655272,
+                    0.020214784622192384,
+                    0.020159488677978517,
+                    0.020174848556518556,
+                    0.020189184188842774,
+                    0.02032537651062012,
+                    0.020369407653808593,
+                    0.020205568313598633,
+                    0.020176895141601564,
+                    0.02069196891784668,
+                    0.021767168045043944,
+                    0.020839424133300782,
+                    0.020754432678222655,
+                    0.02109337615966797,
+                    0.022212608337402344,
+                    0.02104422378540039,
+                    0.02027724838256836,
+                    0.020242431640625,
+                    0.020247552871704103,
+                    0.02023219108581543,
+                    0.020229120254516602,
+                    0.020669439315795898,
+                    0.020384767532348632,
+                    0.020196352005004883,
+                    0.020140031814575195,
+                    0.020197376251220703,
+                    0.020178943634033202,
+                    0.02017791938781738,
+                    0.020200447082519533,
+                    0.020158464431762696,
+                    0.020164608001708984,
+                    0.020187135696411132,
+                    0.020188159942626953,
+                    0.020153343200683595,
+                    0.020183040618896485,
+                    0.019951616287231445,
+                    0.019982336044311523,
+                    0.020114431381225584,
+                    0.020162559509277343,
+                    0.020304895401000975,
+                    0.020200447082519533,
+                    0.020182016372680665,
+                    0.020190208435058594,
+                    0.020150272369384766,
+                    0.0202106876373291,
+                    0.020287488937377928,
+                    0.020403200149536133,
+                    0.0206059513092041,
+                    0.022989824295043947,
+                    0.021189632415771483,
+                    0.020749311447143554,
+                    0.02064384078979492,
+                    0.02065920066833496,
+                    0.02064076805114746,
+                    0.020584447860717774,
+                    0.020185087203979494,
+                    0.020143104553222657,
+                    0.020139007568359374,
+                    0.020146175384521483,
+                    0.020766719818115235,
+                    0.02102374458312988,
+                    0.02227507209777832,
+                    0.02131455993652344,
+                    0.021037055969238282,
+                    0.021082111358642578,
+                    0.020810752868652343,
+                    0.021008384704589843,
+                    0.02104832077026367,
+                    0.02103398323059082,
+                    0.02102374458312988,
+                    0.021006336212158205,
+                    0.02100223922729492,
+                    0.020947967529296875,
+                    0.021005311965942384,
+                    0.020970495223999023,
+                    0.020998144149780275,
+                    0.021113855361938477,
+                    0.021019647598266602,
+                    0.020973567962646485,
+                    0.020967424392700194,
+                    0.020966400146484376,
+                    0.020981760025024415,
+                    0.02102783966064453,
+                    0.021028863906860353,
+                    0.02105036735534668,
+                    0.020972543716430665,
+                    0.020998144149780275,
+                    0.02105241584777832,
+                    0.020975616455078124,
+                    0.020973567962646485,
+                    0.021004287719726563,
+                    0.02109235191345215,
+                    0.02102374458312988,
+                    0.02102783966064453,
+                    0.021032960891723632,
+                    0.021004287719726563,
+                    0.021003263473510742,
+                    0.020986879348754883,
+                    0.020967424392700194,
+                    0.021004287719726563,
+                    0.020988927841186524,
+                    0.020970495223999023,
+                    0.020978687286376953,
+                    0.02104729652404785,
+                    0.020940799713134766,
+                    0.021009408950805664,
+                    0.02104832077026367,
+                    0.020933631896972657,
+                    0.020754432678222655,
+                    0.020750335693359375,
+                    0.020777984619140624,
+                    0.02106265640258789,
+                    0.0210882568359375,
+                    0.02103193664550781,
+                    0.021008384704589843,
+                    0.02102374458312988,
+                    0.02106265640258789,
+                    0.021118976593017577,
+                    0.02106470489501953,
+                    0.02107904052734375,
+                    0.02102579116821289,
+                    0.020996095657348633,
+                    0.021007360458374022,
+                    0.021009408950805664,
+                    0.020992000579833983,
+                    0.021012479782104493,
+                    0.021007360458374022,
+                    0.020996095657348633,
+                    0.020986879348754883,
+                    0.020144128799438478,
+                    0.020174848556518556,
+                    0.020144128799438478,
+                    0.020157440185546875,
+                    0.020139007568359374,
+                    0.020180992126464844,
+                    0.020153343200683595,
+                    0.020155391693115234,
+                    0.020197376251220703,
+                    0.020146175384521483,
+                    0.020197376251220703,
+                    0.020183040618896485,
+                    0.02020966339111328,
+                    0.020188159942626953,
+                    0.020163583755493163,
+                    0.020175872802734376,
+                    0.020179967880249023,
+                    0.020167680740356447,
+                    0.020142080307006836,
+                    0.020144128799438478,
+                    0.020156415939331054,
+                    0.020141056060791016,
+                    0.020328447341918944,
+                    0.02197104072570801,
+                    0.02119772720336914,
+                    0.021072895050048827,
+                    0.02110771179199219,
+                    0.02107084846496582,
+                    0.02110771179199219,
+                    0.020970495223999023,
+                    0.02106572723388672,
+                    0.02021683120727539,
+                    0.02020966339111328,
+                    0.020183040618896485,
+                    0.02020966339111328,
+                    0.020279296875,
+                    0.020156415939331054,
+                    0.020183040618896485,
+                    0.02021990394592285,
+                    0.020164608001708984,
+                    0.020154367446899413,
+                    0.020124671936035156,
+                    0.020146175384521483,
+                    0.020123647689819335,
+                    0.020166656494140626,
+                    0.020124671936035156,
+                    0.020113407135009767,
+                    0.020150272369384766,
+                    0.020129791259765627,
+                    0.020114431381225584,
+                    0.020125696182250977,
+                    0.020117504119873047,
+                    0.02067148780822754,
+                    0.020273151397705077,
+                    0.020175872802734376,
+                    0.020157440185546875,
+                    0.020192256927490236,
+                    0.020143104553222657,
+                    0.020148223876953125
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.67423576917974
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": "static",
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": false,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "memory": true,
+        "latency": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.252864,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+        "accelerate_version": "0.35.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,367 @@
+{
+    "load": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1320.562688,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 12.5718359375,
+            "mean": 12.5718359375,
+            "stdev": 0.0,
+            "p50": 12.5718359375,
+            "p90": 12.5718359375,
+            "p95": 12.5718359375,
+            "p99": 12.5718359375,
+            "values": [
+                12.5718359375
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1752.899584,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6142.558208,
+            "max_allocated": 5028.450816
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.044606464385986325,
+            "mean": 0.022303232192993162,
+            "stdev": 0.00045017623901367175,
+            "p50": 0.022303232192993162,
+            "p90": 0.0226633731842041,
+            "p95": 0.02270839080810547,
+            "p99": 0.022744404907226564,
+            "values": [
+                0.021853055953979492,
+                0.022753408432006836
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 313.85585458771027
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1777.373184,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5031.820288
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.218642822265625,
+            "mean": 2.6093214111328127,
+            "stdev": 0.019110717773437536,
+            "p50": 2.6093214111328127,
+            "p90": 2.6246099853515625,
+            "p95": 2.6265210571289064,
+            "p99": 2.6280499145507816,
+            "values": [
+                2.590210693359375,
+                2.62843212890625
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.671658254957606
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 5.21836647224426,
+            "mean": 0.020544749890725446,
+            "stdev": 0.0005098564011117392,
+            "p50": 0.02022707176208496,
+            "p90": 0.02106265640258789,
+            "p95": 0.02111564779281616,
+            "p99": 0.022334269428253173,
+            "values": [
+                0.020187135696411132,
+                0.020205568313598633,
+                0.019928064346313477,
+                0.020007936477661133,
+                0.020164608001708984,
+                0.020167680740356447,
+                0.020179967880249023,
+                0.02021683120727539,
+                0.020172800064086914,
+                0.020238336563110353,
+                0.02024345588684082,
+                0.020414464950561522,
+                0.022540288925170897,
+                0.02202009582519531,
+                0.02086502456665039,
+                0.020560895919799805,
+                0.020178943634033202,
+                0.020188159942626953,
+                0.02022707176208496,
+                0.020160512924194338,
+                0.02022707176208496,
+                0.020213760375976563,
+                0.020257791519165038,
+                0.02021171188354492,
+                0.020174848556518556,
+                0.020154367446899413,
+                0.020157440185546875,
+                0.020145151138305666,
+                0.020594688415527345,
+                0.02061516761779785,
+                0.020132863998413086,
+                0.020165632247924805,
+                0.020159488677978517,
+                0.02019430351257324,
+                0.02021990394592285,
+                0.02025369644165039,
+                0.020237312316894532,
+                0.020165632247924805,
+                0.020215808868408205,
+                0.0202106876373291,
+                0.020150272369384766,
+                0.020150272369384766,
+                0.02019430351257324,
+                0.020099071502685546,
+                0.020135936737060548,
+                0.020172800064086914,
+                0.020125696182250977,
+                0.020163583755493163,
+                0.020161535263061522,
+                0.020117504119873047,
+                0.02023321533203125,
+                0.020124671936035156,
+                0.020173824310302735,
+                0.020175872802734376,
+                0.02016972732543945,
+                0.020164608001708984,
+                0.020213760375976563,
+                0.020162559509277343,
+                0.020204544067382812,
+                0.0202106876373291,
+                0.020197376251220703,
+                0.02020351982116699,
+                0.020381696701049806,
+                0.022401023864746093,
+                0.022140928268432617,
+                0.02045952033996582,
+                0.020170751571655272,
+                0.020214784622192384,
+                0.020159488677978517,
+                0.020174848556518556,
+                0.020189184188842774,
+                0.02032537651062012,
+                0.020369407653808593,
+                0.020205568313598633,
+                0.020176895141601564,
+                0.02069196891784668,
+                0.021767168045043944,
+                0.020839424133300782,
+                0.020754432678222655,
+                0.02109337615966797,
+                0.022212608337402344,
+                0.02104422378540039,
+                0.02027724838256836,
+                0.020242431640625,
+                0.020247552871704103,
+                0.02023219108581543,
+                0.020229120254516602,
+                0.020669439315795898,
+                0.020384767532348632,
+                0.020196352005004883,
+                0.020140031814575195,
+                0.020197376251220703,
+                0.020178943634033202,
+                0.02017791938781738,
+                0.020200447082519533,
+                0.020158464431762696,
+                0.020164608001708984,
+                0.020187135696411132,
+                0.020188159942626953,
+                0.020153343200683595,
+                0.020183040618896485,
+                0.019951616287231445,
+                0.019982336044311523,
+                0.020114431381225584,
+                0.020162559509277343,
+                0.020304895401000975,
+                0.020200447082519533,
+                0.020182016372680665,
+                0.020190208435058594,
+                0.020150272369384766,
+                0.0202106876373291,
+                0.020287488937377928,
+                0.020403200149536133,
+                0.0206059513092041,
+                0.022989824295043947,
+                0.021189632415771483,
+                0.020749311447143554,
+                0.02064384078979492,
+                0.02065920066833496,
+                0.02064076805114746,
+                0.020584447860717774,
+                0.020185087203979494,
+                0.020143104553222657,
+                0.020139007568359374,
+                0.020146175384521483,
+                0.020766719818115235,
+                0.02102374458312988,
+                0.02227507209777832,
+                0.02131455993652344,
+                0.021037055969238282,
+                0.021082111358642578,
+                0.020810752868652343,
+                0.021008384704589843,
+                0.02104832077026367,
+                0.02103398323059082,
+                0.02102374458312988,
+                0.021006336212158205,
+                0.02100223922729492,
+                0.020947967529296875,
+                0.021005311965942384,
+                0.020970495223999023,
+                0.020998144149780275,
+                0.021113855361938477,
+                0.021019647598266602,
+                0.020973567962646485,
+                0.020967424392700194,
+                0.020966400146484376,
+                0.020981760025024415,
+                0.02102783966064453,
+                0.021028863906860353,
+                0.02105036735534668,
+                0.020972543716430665,
+                0.020998144149780275,
+                0.02105241584777832,
+                0.020975616455078124,
+                0.020973567962646485,
+                0.021004287719726563,
+                0.02109235191345215,
+                0.02102374458312988,
+                0.02102783966064453,
+                0.021032960891723632,
+                0.021004287719726563,
+                0.021003263473510742,
+                0.020986879348754883,
+                0.020967424392700194,
+                0.021004287719726563,
+                0.020988927841186524,
+                0.020970495223999023,
+                0.020978687286376953,
+                0.02104729652404785,
+                0.020940799713134766,
+                0.021009408950805664,
+                0.02104832077026367,
+                0.020933631896972657,
+                0.020754432678222655,
+                0.020750335693359375,
+                0.020777984619140624,
+                0.02106265640258789,
+                0.0210882568359375,
+                0.02103193664550781,
+                0.021008384704589843,
+                0.02102374458312988,
+                0.02106265640258789,
+                0.021118976593017577,
+                0.02106470489501953,
+                0.02107904052734375,
+                0.02102579116821289,
+                0.020996095657348633,
+                0.021007360458374022,
+                0.021009408950805664,
+                0.020992000579833983,
+                0.021012479782104493,
+                0.021007360458374022,
+                0.020996095657348633,
+                0.020986879348754883,
+                0.020144128799438478,
+                0.020174848556518556,
+                0.020144128799438478,
+                0.020157440185546875,
+                0.020139007568359374,
+                0.020180992126464844,
+                0.020153343200683595,
+                0.020155391693115234,
+                0.020197376251220703,
+                0.020146175384521483,
+                0.020197376251220703,
+                0.020183040618896485,
+                0.02020966339111328,
+                0.020188159942626953,
+                0.020163583755493163,
+                0.020175872802734376,
+                0.020179967880249023,
+                0.020167680740356447,
+                0.020142080307006836,
+                0.020144128799438478,
+                0.020156415939331054,
+                0.020141056060791016,
+                0.020328447341918944,
+                0.02197104072570801,
+                0.02119772720336914,
+                0.021072895050048827,
+                0.02110771179199219,
+                0.02107084846496582,
+                0.02110771179199219,
+                0.020970495223999023,
+                0.02106572723388672,
+                0.02021683120727539,
+                0.02020966339111328,
+                0.020183040618896485,
+                0.02020966339111328,
+                0.020279296875,
+                0.020156415939331054,
+                0.020183040618896485,
+                0.02021990394592285,
+                0.020164608001708984,
+                0.020154367446899413,
+                0.020124671936035156,
+                0.020146175384521483,
+                0.020123647689819335,
+                0.020166656494140626,
+                0.020124671936035156,
+                0.020113407135009767,
+                0.020150272369384766,
+                0.020129791259765627,
+                0.020114431381225584,
+                0.020125696182250977,
+                0.020117504119873047,
+                0.02067148780822754,
+                0.020273151397705077,
+                0.020175872802734376,
+                0.020157440185546875,
+                0.020192256927490236,
+                0.020143104553222657,
+                0.020148223876953125
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.67423576917974
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.022303232192993162,
+        "prefill.throughput.value": 313.85585458771027,
+        "decode.latency.mean": 2.6093214111328127,
+        "decode.throughput.value": 48.671658254957606,
+        "per_token.latency.mean": 0.020544749890725446,
+        "per_token.throughput.value": 48.67423576917974
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  memory: true
+  latency: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.252864
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 2b789f27f383435b8db2fee3d10b0a1358c0c234
+  accelerate_version: 0.35.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234
+    subdir: ${hydra.job.override_dirname}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp6_c173rg/commit\=2b789f27f383435b8db2fee3d10b0a1358c0c234
+    - hydra.run.dir=_benchmark/tmp6_c173rg/commit\=2b789f27f383435b8db2fee3d10b0a1358c0c234/${hydra.job.override_dirname}
+    - hydra.mode=MULTIRUN
+    task:
+    - backend.model=google/gemma-2b
+    - backend.cache_implementation=static
+    - backend.torch_compile=True
+  job:
+    name: cli
+    chdir: true
+    override_dirname: backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True
+    id: '3'
+    num: 3
+    config_name: generation
+    env_set:
+      OVERRIDE_BENCHMARKS: '1'
+      LOG_LEVEL: WARN
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /transformers
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: optimum_benchmark
+      schema: pkg
+      provider: main
+    - path: /transformers/benchmark/config
+      schema: file
+      provider: command-line
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /transformers/_benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/overrides.yaml

@@ -0,0 +1,3 @@
+- backend.model=google/gemma-2b
+- backend.cache_implementation=static
+- backend.torch_compile=True

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.json

@@ -0,0 +1,473 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.4.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model_type": "gemma",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": "static",
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": true,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "memory": true,
+            "latency": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "numactl": false,
+            "numactl_kwargs": {},
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.252864,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.4.0",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.45.0.dev0",
+            "transformers_commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+            "accelerate_version": "0.35.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1337.597952,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 12.55677734375,
+                "mean": 12.55677734375,
+                "stdev": 0.0,
+                "p50": 12.55677734375,
+                "p90": 12.55677734375,
+                "p95": 12.55677734375,
+                "p99": 12.55677734375,
+                "values": [
+                    12.55677734375
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1855.778816,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 5278.596608
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.028338848114013673,
+                "mean": 0.014169424057006837,
+                "stdev": 0.00011972808837890613,
+                "p50": 0.014169424057006837,
+                "p90": 0.014265206527709962,
+                "p95": 0.014277179336547851,
+                "p99": 0.014286757583618165,
+                "values": [
+                    0.01404969596862793,
+                    0.014289152145385743
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 494.02149105266363
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2025.320448,
+                "max_global_vram": 6071.779328,
+                "max_process_vram": 0.0,
+                "max_reserved": 5381.292032,
+                "max_allocated": 5282.647552
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.1313548583984376,
+                "mean": 1.5656774291992188,
+                "stdev": 0.0004463500976562562,
+                "p50": 1.5656774291992188,
+                "p90": 1.5660345092773438,
+                "p95": 1.5660791442871094,
+                "p99": 1.5661148522949218,
+                "values": [
+                    1.566123779296875,
+                    1.5652310791015625
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.11504811368164
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 3.1310755805969217,
+                "mean": 0.012327069214948519,
+                "stdev": 7.644133586355597e-05,
+                "p50": 0.012311552047729492,
+                "p90": 0.012339200019836426,
+                "p95": 0.01235978226661682,
+                "p99": 0.012790476665496826,
+                "values": [
+                    0.0123504638671875,
+                    0.012306431770324706,
+                    0.012315648078918457,
+                    0.012312576293945313,
+                    0.012306431770324706,
+                    0.012345343589782716,
+                    0.012357631683349609,
+                    0.012308480262756348,
+                    0.012306431770324706,
+                    0.012311552047729492,
+                    0.012321791648864745,
+                    0.012315648078918457,
+                    0.012315648078918457,
+                    0.012307456016540527,
+                    0.012301312446594239,
+                    0.01233407974243164,
+                    0.012301312446594239,
+                    0.012299263954162597,
+                    0.012344320297241211,
+                    0.012316672325134278,
+                    0.012297247886657715,
+                    0.01231049633026123,
+                    0.012317695617675782,
+                    0.012340224266052247,
+                    0.012312576293945313,
+                    0.012851200103759765,
+                    0.01275391960144043,
+                    0.012364800453186036,
+                    0.012327936172485352,
+                    0.012306431770324706,
+                    0.012309503555297852,
+                    0.012326911926269531,
+                    0.012317695617675782,
+                    0.012312576293945313,
+                    0.012309503555297852,
+                    0.012310527801513671,
+                    0.012306431770324706,
+                    0.012306464195251466,
+                    0.012313568115234375,
+                    0.012315648078918457,
+                    0.01233510398864746,
+                    0.012332032203674317,
+                    0.012313599586486817,
+                    0.012309503555297852,
+                    0.01232588768005371,
+                    0.012307456016540527,
+                    0.012301312446594239,
+                    0.012320768356323243,
+                    0.012322815895080566,
+                    0.012307456016540527,
+                    0.012304384231567383,
+                    0.012318719863891601,
+                    0.012317695617675782,
+                    0.012340224266052247,
+                    0.012310527801513671,
+                    0.012315648078918457,
+                    0.012375040054321289,
+                    0.012313599586486817,
+                    0.012316672325134278,
+                    0.012320768356323243,
+                    0.012315648078918457,
+                    0.012315648078918457,
+                    0.012324864387512208,
+                    0.012339200019836426,
+                    0.012324864387512208,
+                    0.012339200019836426,
+                    0.012305407524108887,
+                    0.012317695617675782,
+                    0.012306431770324706,
+                    0.012311552047729492,
+                    0.012300288200378418,
+                    0.012319744110107422,
+                    0.012313599586486817,
+                    0.012304384231567383,
+                    0.012305407524108887,
+                    0.012345343589782716,
+                    0.012317695617675782,
+                    0.012303359985351562,
+                    0.012323840141296387,
+                    0.012306431770324706,
+                    0.012316672325134278,
+                    0.01232588768005371,
+                    0.012313599586486817,
+                    0.01230339241027832,
+                    0.01231766414642334,
+                    0.012318719863891601,
+                    0.012308480262756348,
+                    0.012321791648864745,
+                    0.012312576293945313,
+                    0.012315648078918457,
+                    0.012316672325134278,
+                    0.012319744110107422,
+                    0.012317695617675782,
+                    0.012310527801513671,
+                    0.012317695617675782,
+                    0.012305407524108887,
+                    0.012316736221313476,
+                    0.012308416366577148,
+                    0.012299263954162597,
+                    0.012307456016540527,
+                    0.012328960418701173,
+                    0.012315648078918457,
+                    0.012305407524108887,
+                    0.012331007957458496,
+                    0.012338175773620605,
+                    0.012310527801513671,
+                    0.012294143676757812,
+                    0.01232588768005371,
+                    0.012319744110107422,
+                    0.012560383796691894,
+                    0.012795904159545898,
+                    0.012320768356323243,
+                    0.01233510398864746,
+                    0.012346367835998535,
+                    0.012320768356323243,
+                    0.012328960418701173,
+                    0.012314623832702636,
+                    0.012308480262756348,
+                    0.012314623832702636,
+                    0.012299263954162597,
+                    0.012300288200378418,
+                    0.012304384231567383,
+                    0.012303359985351562,
+                    0.012303359985351562,
+                    0.012324864387512208,
+                    0.012303359985351562,
+                    0.012318719863891601,
+                    0.012333056449890138,
+                    0.012301312446594239,
+                    0.012300288200378418,
+                    0.012299263954162597,
+                    0.012316672325134278,
+                    0.012331007957458496,
+                    0.012304384231567383,
+                    0.012304384231567383,
+                    0.012308480262756348,
+                    0.012315648078918457,
+                    0.012299263954162597,
+                    0.012292096138000488,
+                    0.012302335739135742,
+                    0.012301312446594239,
+                    0.01234329605102539,
+                    0.012416000366210938,
+                    0.012329983711242675,
+                    0.012338175773620605,
+                    0.012310527801513671,
+                    0.012302335739135742,
+                    0.012313599586486817,
+                    0.012374015808105468,
+                    0.012709888458251953,
+                    0.012363776206970215,
+                    0.012322815895080566,
+                    0.012321791648864745,
+                    0.012304384231567383,
+                    0.012306431770324706,
+                    0.012318719863891601,
+                    0.012306431770324706,
+                    0.012298239707946777,
+                    0.012295167922973632,
+                    0.012307456016540527,
+                    0.012307456016540527,
+                    0.012302335739135742,
+                    0.012295167922973632,
+                    0.012310527801513671,
+                    0.012307456016540527,
+                    0.012331007957458496,
+                    0.012347392082214356,
+                    0.012307456016540527,
+                    0.012326911926269531,
+                    0.012300288200378418,
+                    0.012301312446594239,
+                    0.012310591697692871,
+                    0.012307392120361329,
+                    0.012302335739135742,
+                    0.012301312446594239,
+                    0.012299263954162597,
+                    0.012297216415405274,
+                    0.012302335739135742,
+                    0.012294143676757812,
+                    0.012312576293945313,
+                    0.012316672325134278,
+                    0.012348416328430176,
+                    0.012306431770324706,
+                    0.012306431770324706,
+                    0.012312576293945313,
+                    0.012311552047729492,
+                    0.012305407524108887,
+                    0.01229312038421631,
+                    0.012299263954162597,
+                    0.012306431770324706,
+                    0.012315648078918457,
+                    0.012299263954162597,
+                    0.012866559982299805,
+                    0.012785663604736328,
+                    0.012307456016540527,
+                    0.012321791648864745,
+                    0.012307456016540527,
+                    0.012312576293945313,
+                    0.012298239707946777,
+                    0.012299263954162597,
+                    0.012301312446594239,
+                    0.012304384231567383,
+                    0.012306431770324706,
+                    0.012317695617675782,
+                    0.012353535652160644,
+                    0.012313599586486817,
+                    0.012301312446594239,
+                    0.012321791648864745,
+                    0.012305407524108887,
+                    0.012304384231567383,
+                    0.012305407524108887,
+                    0.012306431770324706,
+                    0.012308480262756348,
+                    0.012304384231567383,
+                    0.012300288200378418,
+                    0.012302335739135742,
+                    0.012326911926269531,
+                    0.012397567749023437,
+                    0.012326911926269531,
+                    0.012304384231567383,
+                    0.012315648078918457,
+                    0.012310527801513671,
+                    0.012306431770324706,
+                    0.012312640190124511,
+                    0.012311488151550294,
+                    0.012321791648864745,
+                    0.012306431770324706,
+                    0.012311552047729492,
+                    0.012299263954162597,
+                    0.012329983711242675,
+                    0.012307456016540527,
+                    0.012300288200378418,
+                    0.012298239707946777,
+                    0.012322815895080566,
+                    0.012324864387512208,
+                    0.012303359985351562,
+                    0.012298239707946777,
+                    0.012296192169189453,
+                    0.012311552047729492,
+                    0.012306431770324706,
+                    0.012297216415405274,
+                    0.012306431770324706,
+                    0.012324864387512208,
+                    0.012309503555297852,
+                    0.012294143676757812,
+                    0.012320768356323243,
+                    0.012319744110107422,
+                    0.012303359985351562,
+                    0.012298239707946777,
+                    0.012311552047729492,
+                    0.012305407524108887,
+                    0.012311552047729492,
+                    0.012301312446594239,
+                    0.012299263954162597
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.12228320964905
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": "static",
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": true,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "memory": true,
+        "latency": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.252864,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+        "accelerate_version": "0.35.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_report.json

@@ -0,0 +1,367 @@
+{
+    "load": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1337.597952,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 12.55677734375,
+            "mean": 12.55677734375,
+            "stdev": 0.0,
+            "p50": 12.55677734375,
+            "p90": 12.55677734375,
+            "p95": 12.55677734375,
+            "p99": 12.55677734375,
+            "values": [
+                12.55677734375
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1855.778816,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 5278.596608
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.028338848114013673,
+            "mean": 0.014169424057006837,
+            "stdev": 0.00011972808837890613,
+            "p50": 0.014169424057006837,
+            "p90": 0.014265206527709962,
+            "p95": 0.014277179336547851,
+            "p99": 0.014286757583618165,
+            "values": [
+                0.01404969596862793,
+                0.014289152145385743
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 494.02149105266363
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2025.320448,
+            "max_global_vram": 6071.779328,
+            "max_process_vram": 0.0,
+            "max_reserved": 5381.292032,
+            "max_allocated": 5282.647552
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.1313548583984376,
+            "mean": 1.5656774291992188,
+            "stdev": 0.0004463500976562562,
+            "p50": 1.5656774291992188,
+            "p90": 1.5660345092773438,
+            "p95": 1.5660791442871094,
+            "p99": 1.5661148522949218,
+            "values": [
+                1.566123779296875,
+                1.5652310791015625
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.11504811368164
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 3.1310755805969217,
+            "mean": 0.012327069214948519,
+            "stdev": 7.644133586355597e-05,
+            "p50": 0.012311552047729492,
+            "p90": 0.012339200019836426,
+            "p95": 0.01235978226661682,
+            "p99": 0.012790476665496826,
+            "values": [
+                0.0123504638671875,
+                0.012306431770324706,
+                0.012315648078918457,
+                0.012312576293945313,
+                0.012306431770324706,
+                0.012345343589782716,
+                0.012357631683349609,
+                0.012308480262756348,
+                0.012306431770324706,
+                0.012311552047729492,
+                0.012321791648864745,
+                0.012315648078918457,
+                0.012315648078918457,
+                0.012307456016540527,
+                0.012301312446594239,
+                0.01233407974243164,
+                0.012301312446594239,
+                0.012299263954162597,
+                0.012344320297241211,
+                0.012316672325134278,
+                0.012297247886657715,
+                0.01231049633026123,
+                0.012317695617675782,
+                0.012340224266052247,
+                0.012312576293945313,
+                0.012851200103759765,
+                0.01275391960144043,
+                0.012364800453186036,
+                0.012327936172485352,
+                0.012306431770324706,
+                0.012309503555297852,
+                0.012326911926269531,
+                0.012317695617675782,
+                0.012312576293945313,
+                0.012309503555297852,
+                0.012310527801513671,
+                0.012306431770324706,
+                0.012306464195251466,
+                0.012313568115234375,
+                0.012315648078918457,
+                0.01233510398864746,
+                0.012332032203674317,
+                0.012313599586486817,
+                0.012309503555297852,
+                0.01232588768005371,
+                0.012307456016540527,
+                0.012301312446594239,
+                0.012320768356323243,
+                0.012322815895080566,
+                0.012307456016540527,
+                0.012304384231567383,
+                0.012318719863891601,
+                0.012317695617675782,
+                0.012340224266052247,
+                0.012310527801513671,
+                0.012315648078918457,
+                0.012375040054321289,
+                0.012313599586486817,
+                0.012316672325134278,
+                0.012320768356323243,
+                0.012315648078918457,
+                0.012315648078918457,
+                0.012324864387512208,
+                0.012339200019836426,
+                0.012324864387512208,
+                0.012339200019836426,
+                0.012305407524108887,
+                0.012317695617675782,
+                0.012306431770324706,
+                0.012311552047729492,
+                0.012300288200378418,
+                0.012319744110107422,
+                0.012313599586486817,
+                0.012304384231567383,
+                0.012305407524108887,
+                0.012345343589782716,
+                0.012317695617675782,
+                0.012303359985351562,
+                0.012323840141296387,
+                0.012306431770324706,
+                0.012316672325134278,
+                0.01232588768005371,
+                0.012313599586486817,
+                0.01230339241027832,
+                0.01231766414642334,
+                0.012318719863891601,
+                0.012308480262756348,
+                0.012321791648864745,
+                0.012312576293945313,
+                0.012315648078918457,
+                0.012316672325134278,
+                0.012319744110107422,
+                0.012317695617675782,
+                0.012310527801513671,
+                0.012317695617675782,
+                0.012305407524108887,
+                0.012316736221313476,
+                0.012308416366577148,
+                0.012299263954162597,
+                0.012307456016540527,
+                0.012328960418701173,
+                0.012315648078918457,
+                0.012305407524108887,
+                0.012331007957458496,
+                0.012338175773620605,
+                0.012310527801513671,
+                0.012294143676757812,
+                0.01232588768005371,
+                0.012319744110107422,
+                0.012560383796691894,
+                0.012795904159545898,
+                0.012320768356323243,
+                0.01233510398864746,
+                0.012346367835998535,
+                0.012320768356323243,
+                0.012328960418701173,
+                0.012314623832702636,
+                0.012308480262756348,
+                0.012314623832702636,
+                0.012299263954162597,
+                0.012300288200378418,
+                0.012304384231567383,
+                0.012303359985351562,
+                0.012303359985351562,
+                0.012324864387512208,
+                0.012303359985351562,
+                0.012318719863891601,
+                0.012333056449890138,
+                0.012301312446594239,
+                0.012300288200378418,
+                0.012299263954162597,
+                0.012316672325134278,
+                0.012331007957458496,
+                0.012304384231567383,
+                0.012304384231567383,
+                0.012308480262756348,
+                0.012315648078918457,
+                0.012299263954162597,
+                0.012292096138000488,
+                0.012302335739135742,
+                0.012301312446594239,
+                0.01234329605102539,
+                0.012416000366210938,
+                0.012329983711242675,
+                0.012338175773620605,
+                0.012310527801513671,
+                0.012302335739135742,
+                0.012313599586486817,
+                0.012374015808105468,
+                0.012709888458251953,
+                0.012363776206970215,
+                0.012322815895080566,
+                0.012321791648864745,
+                0.012304384231567383,
+                0.012306431770324706,
+                0.012318719863891601,
+                0.012306431770324706,
+                0.012298239707946777,
+                0.012295167922973632,
+                0.012307456016540527,
+                0.012307456016540527,
+                0.012302335739135742,
+                0.012295167922973632,
+                0.012310527801513671,
+                0.012307456016540527,
+                0.012331007957458496,
+                0.012347392082214356,
+                0.012307456016540527,
+                0.012326911926269531,
+                0.012300288200378418,
+                0.012301312446594239,
+                0.012310591697692871,
+                0.012307392120361329,
+                0.012302335739135742,
+                0.012301312446594239,
+                0.012299263954162597,
+                0.012297216415405274,
+                0.012302335739135742,
+                0.012294143676757812,
+                0.012312576293945313,
+                0.012316672325134278,
+                0.012348416328430176,
+                0.012306431770324706,
+                0.012306431770324706,
+                0.012312576293945313,
+                0.012311552047729492,
+                0.012305407524108887,
+                0.01229312038421631,
+                0.012299263954162597,
+                0.012306431770324706,
+                0.012315648078918457,
+                0.012299263954162597,
+                0.012866559982299805,
+                0.012785663604736328,
+                0.012307456016540527,
+                0.012321791648864745,
+                0.012307456016540527,
+                0.012312576293945313,
+                0.012298239707946777,
+                0.012299263954162597,
+                0.012301312446594239,
+                0.012304384231567383,
+                0.012306431770324706,
+                0.012317695617675782,
+                0.012353535652160644,
+                0.012313599586486817,
+                0.012301312446594239,
+                0.012321791648864745,
+                0.012305407524108887,
+                0.012304384231567383,
+                0.012305407524108887,
+                0.012306431770324706,
+                0.012308480262756348,
+                0.012304384231567383,
+                0.012300288200378418,
+                0.012302335739135742,
+                0.012326911926269531,
+                0.012397567749023437,
+                0.012326911926269531,
+                0.012304384231567383,
+                0.012315648078918457,
+                0.012310527801513671,
+                0.012306431770324706,
+                0.012312640190124511,
+                0.012311488151550294,
+                0.012321791648864745,
+                0.012306431770324706,
+                0.012311552047729492,
+                0.012299263954162597,
+                0.012329983711242675,
+                0.012307456016540527,
+                0.012300288200378418,
+                0.012298239707946777,
+                0.012322815895080566,
+                0.012324864387512208,
+                0.012303359985351562,
+                0.012298239707946777,
+                0.012296192169189453,
+                0.012311552047729492,
+                0.012306431770324706,
+                0.012297216415405274,
+                0.012306431770324706,
+                0.012324864387512208,
+                0.012309503555297852,
+                0.012294143676757812,
+                0.012320768356323243,
+                0.012319744110107422,
+                0.012303359985351562,
+                0.012298239707946777,
+                0.012311552047729492,
+                0.012305407524108887,
+                0.012311552047729492,
+                0.012301312446594239,
+                0.012299263954162597
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.12228320964905
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014169424057006837,
+        "prefill.throughput.value": 494.02149105266363,
+        "decode.latency.mean": 1.5656774291992188,
+        "decode.throughput.value": 81.11504811368164,
+        "per_token.latency.mean": 0.012327069214948519,
+        "per_token.throughput.value": 81.12228320964905
+    }
+}

2024-09-06/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/multirun.yaml

@@ -0,0 +1,234 @@
+hydra:
+  run:
+    dir: _benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp6_c173rg/commit=2b789f27f383435b8db2fee3d10b0a1358c0c234
+    subdir: ${hydra.job.override_dirname}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp6_c173rg/commit\=2b789f27f383435b8db2fee3d10b0a1358c0c234
+    - hydra.run.dir=_benchmark/tmp6_c173rg/commit\=2b789f27f383435b8db2fee3d10b0a1358c0c234/${hydra.job.override_dirname}
+    - hydra.mode=MULTIRUN
+    task:
+    - backend.model=google/gemma-2b
+    - backend.cache_implementation=null,static
+    - backend.torch_compile=false,true
+  job:
+    name: cli
+    chdir: true
+    override_dirname: backend.cache_implementation=null,static,backend.model=google/gemma-2b,backend.torch_compile=false,true
+    id: ???
+    num: ???
+    config_name: generation
+    env_set:
+      OVERRIDE_BENCHMARKS: '1'
+      LOG_LEVEL: WARN
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /transformers
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: optimum_benchmark
+      schema: pkg
+      provider: main
+    - path: /transformers/benchmark/config
+      schema: file
+      provider: command-line
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: ???
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  memory: true
+  latency: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.252864
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 2b789f27f383435b8db2fee3d10b0a1358c0c234
+  accelerate_version: 0.35.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-09-06/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.02078020763397217,
+            "prefill.throughput.value": 336.8590017626277,
+            "decode.latency.mean": 2.473873046875,
+            "decode.throughput.value": 51.336506600622286,
+            "per_token.latency.mean": 0.019477971662686566,
+            "per_token.throughput.value": 51.340047994610934
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.022303232192993162,
+            "prefill.throughput.value": 313.85585458771027,
+            "decode.latency.mean": 2.6093214111328127,
+            "decode.throughput.value": 48.671658254957606,
+            "per_token.latency.mean": 0.020544749890725446,
+            "per_token.throughput.value": 48.67423576917974
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "2b789f27f383435b8db2fee3d10b0a1358c0c234",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014169424057006837,
+            "prefill.throughput.value": 494.02149105266363,
+            "decode.latency.mean": 1.5656774291992188,
+            "decode.throughput.value": 81.11504811368164,
+            "per_token.latency.mean": 0.012327069214948519,
+            "per_token.throughput.value": 81.12228320964905
+        }
+    }
+]

2024-09-06/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "2b789f27f383435b8db2fee3d10b0a1358c0c234": {
+                "metrics": {
+                    "prefill.latency.mean": 0.02078020763397217,
+                    "prefill.throughput.value": 336.8590017626277,
+                    "decode.latency.mean": 2.473873046875,
+                    "decode.throughput.value": 51.336506600622286,
+                    "per_token.latency.mean": 0.019477971662686566,
+                    "per_token.throughput.value": 51.340047994610934
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "2b789f27f383435b8db2fee3d10b0a1358c0c234": {
+                "metrics": {
+                    "prefill.latency.mean": 0.022303232192993162,
+                    "prefill.throughput.value": 313.85585458771027,
+                    "decode.latency.mean": 2.6093214111328127,
+                    "decode.throughput.value": 48.671658254957606,
+                    "per_token.latency.mean": 0.020544749890725446,
+                    "per_token.throughput.value": 48.67423576917974
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "2b789f27f383435b8db2fee3d10b0a1358c0c234": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014169424057006837,
+                    "prefill.throughput.value": 494.02149105266363,
+                    "decode.latency.mean": 1.5656774291992188,
+                    "decode.throughput.value": 81.11504811368164,
+                    "per_token.latency.mean": 0.012327069214948519,
+                    "per_token.throughput.value": 81.12228320964905
+                }
+            }
+        }
+    }
+}