Upload folder using huggingface_hub

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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: 66697.261056
+  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: cea9ec086a14da1320940c5e48d7bd5dbcf32734
+  accelerate_version: 0.35.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.23.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpa402z03o/commit\=cea9ec086a14da1320940c5e48d7bd5dbcf32734
+    - hydra.run.dir=_benchmark/tmpa402z03o/commit\=cea9ec086a14da1320940c5e48d7bd5dbcf32734/${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/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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": 66697.261056,
+            "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": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+            "accelerate_version": "0.35.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.23.0.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": 1333.297152,
+                "max_global_vram": 6775.373824,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 11.5092490234375,
+                "mean": 11.5092490234375,
+                "stdev": 0.0,
+                "p50": 11.5092490234375,
+                "p90": 11.5092490234375,
+                "p95": 11.5092490234375,
+                "p99": 11.5092490234375,
+                "values": [
+                    11.5092490234375
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1777.102848,
+                "max_global_vram": 6796.345344,
+                "max_process_vram": 0.0,
+                "max_reserved": 6142.558208,
+                "max_allocated": 5028.431872
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04193267250061035,
+                "mean": 0.020966336250305175,
+                "stdev": 5.606365203857447e-05,
+                "p50": 0.020966336250305175,
+                "p90": 0.021011187171936035,
+                "p95": 0.02101679353713989,
+                "p99": 0.02102127862930298,
+                "values": [
+                    0.0209102725982666,
+                    0.02102239990234375
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 333.8685365163936
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1834.962944,
+                "max_global_vram": 6800.539648,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5031.801344
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.006701904296875,
+                "mean": 2.5033509521484376,
+                "stdev": 0.009765502929687475,
+                "p50": 2.5033509521484376,
+                "p90": 2.5111633544921874,
+                "p95": 2.5121399047851565,
+                "p99": 2.5129211450195315,
+                "values": [
+                    2.513116455078125,
+                    2.49358544921875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 50.731999798512255
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 5.006389253616335,
+                "mean": 0.019710193911875326,
+                "stdev": 0.0003160522800085985,
+                "p50": 0.019616255760192873,
+                "p90": 0.020170342445373534,
+                "p95": 0.020360021114349366,
+                "p99": 0.020726200180053708,
+                "values": [
+                    0.01946009635925293,
+                    0.019398656845092774,
+                    0.019397632598876953,
+                    0.019481599807739256,
+                    0.019489791870117186,
+                    0.01949388885498047,
+                    0.01948467254638672,
+                    0.019885055541992186,
+                    0.019577856063842772,
+                    0.019612672805786133,
+                    0.019800064086914062,
+                    0.02009600067138672,
+                    0.019594240188598632,
+                    0.019526655197143555,
+                    0.019505151748657225,
+                    0.019486719131469727,
+                    0.019507200241088866,
+                    0.019530752182006835,
+                    0.019551231384277345,
+                    0.019539968490600586,
+                    0.019520511627197267,
+                    0.0194969596862793,
+                    0.019497983932495116,
+                    0.019494911193847657,
+                    0.019522560119628905,
+                    0.019506175994873046,
+                    0.019558399200439454,
+                    0.019512319564819337,
+                    0.019577856063842772,
+                    0.019529727935791014,
+                    0.019548160552978516,
+                    0.019520511627197267,
+                    0.019449855804443358,
+                    0.019500032424926757,
+                    0.019501056671142578,
+                    0.019499008178710937,
+                    0.019499008178710937,
+                    0.019523584365844726,
+                    0.01948876762390137,
+                    0.019489791870117186,
+                    0.019515392303466796,
+                    0.01948057556152344,
+                    0.01949286460876465,
+                    0.019489791870117186,
+                    0.019614719390869142,
+                    0.0194652156829834,
+                    0.019479551315307618,
+                    0.019467264175415038,
+                    0.019507200241088866,
+                    0.019577856063842772,
+                    0.019497983932495116,
+                    0.019565568923950196,
+                    0.019471359252929688,
+                    0.019509248733520508,
+                    0.019504127502441407,
+                    0.019902463912963866,
+                    0.020179967880249023,
+                    0.020817920684814452,
+                    0.019780607223510743,
+                    0.020178943634033202,
+                    0.020512767791748047,
+                    0.01964543914794922,
+                    0.01979084777832031,
+                    0.020527103424072265,
+                    0.02049126434326172,
+                    0.01962188720703125,
+                    0.019706880569458008,
+                    0.020015104293823242,
+                    0.020248575210571287,
+                    0.020189184188842774,
+                    0.020161535263061522,
+                    0.020174848556518556,
+                    0.01968230438232422,
+                    0.01965977668762207,
+                    0.019687423706054686,
+                    0.020164608001708984,
+                    0.020213760375976563,
+                    0.020185087203979494,
+                    0.01963827133178711,
+                    0.01965158462524414,
+                    0.02006220817565918,
+                    0.020497407913208008,
+                    0.02002227210998535,
+                    0.01964236831665039,
+                    0.01963007926940918,
+                    0.0196177921295166,
+                    0.01964031982421875,
+                    0.0196628475189209,
+                    0.019568639755249022,
+                    0.01968230438232422,
+                    0.020378623962402344,
+                    0.020093952178955078,
+                    0.01963724708557129,
+                    0.01962598419189453,
+                    0.020068351745605468,
+                    0.020084735870361328,
+                    0.019819520950317384,
+                    0.019958784103393554,
+                    0.020144128799438478,
+                    0.019909631729125975,
+                    0.01958502388000488,
+                    0.019926015853881835,
+                    0.02025881576538086,
+                    0.020198400497436524,
+                    0.020141056060791016,
+                    0.020172800064086914,
+                    0.02059878349304199,
+                    0.021743616104125976,
+                    0.020357120513916017,
+                    0.01998028755187988,
+                    0.01942323112487793,
+                    0.019588096618652344,
+                    0.019610624313354492,
+                    0.01977446365356445,
+                    0.02030284881591797,
+                    0.020393983840942383,
+                    0.020496383666992187,
+                    0.020289535522460937,
+                    0.019741695404052736,
+                    0.0196177921295166,
+                    0.019620864868164063,
+                    0.01967820739746094,
+                    0.019647487640380858,
+                    0.019788799285888673,
+                    0.02004991912841797,
+                    0.01960857582092285,
+                    0.019489791870117186,
+                    0.01944576072692871,
+                    0.01945497512817383,
+                    0.019392511367797852,
+                    0.019598335266113282,
+                    0.019534847259521485,
+                    0.019438592910766602,
+                    0.01944473648071289,
+                    0.019521535873413084,
+                    0.019438592910766602,
+                    0.019422208786010742,
+                    0.019494911193847657,
+                    0.019487743377685548,
+                    0.019544063568115236,
+                    0.019515392303466796,
+                    0.019517440795898438,
+                    0.019496992111206056,
+                    0.019473440170288087,
+                    0.019518400192260744,
+                    0.01945907211303711,
+                    0.019501056671142578,
+                    0.0194467830657959,
+                    0.01946009635925293,
+                    0.0194703369140625,
+                    0.019687423706054686,
+                    0.019533824920654298,
+                    0.01949388885498047,
+                    0.019563520431518554,
+                    0.01944166374206543,
+                    0.01942937660217285,
+                    0.019552255630493166,
+                    0.019490816116333007,
+                    0.0195020809173584,
+                    0.019405824661254883,
+                    0.01947750473022461,
+                    0.01945702362060547,
+                    0.019533824920654298,
+                    0.019475456237792968,
+                    0.019487743377685548,
+                    0.01946316719055176,
+                    0.019522560119628905,
+                    0.01988198471069336,
+                    0.019896320343017578,
+                    0.01962495994567871,
+                    0.01965772819519043,
+                    0.01944780731201172,
+                    0.01946316719055176,
+                    0.019495935440063478,
+                    0.019466239929199217,
+                    0.019466239929199217,
+                    0.019471359252929688,
+                    0.019937280654907227,
+                    0.019663871765136717,
+                    0.01945395278930664,
+                    0.019449855804443358,
+                    0.01968639945983887,
+                    0.019532800674438477,
+                    0.019475456237792968,
+                    0.019577856063842772,
+                    0.019596288681030274,
+                    0.019614719390869142,
+                    0.01970790481567383,
+                    0.01964134407043457,
+                    0.01965260887145996,
+                    0.01963520050048828,
+                    0.01962291145324707,
+                    0.01964339256286621,
+                    0.019596288681030274,
+                    0.01966080093383789,
+                    0.01962700843811035,
+                    0.01965670394897461,
+                    0.01965670394897461,
+                    0.01961881637573242,
+                    0.019567647933959962,
+                    0.01968227195739746,
+                    0.020644863128662108,
+                    0.02104934310913086,
+                    0.020365407943725586,
+                    0.01977231979370117,
+                    0.020093952178955078,
+                    0.019757055282592775,
+                    0.01966694450378418,
+                    0.01963520050048828,
+                    0.019631103515625,
+                    0.019672063827514647,
+                    0.019668991088867188,
+                    0.019629056930541993,
+                    0.019636224746704102,
+                    0.019598335266113282,
+                    0.019595264434814453,
+                    0.019631103515625,
+                    0.019586048126220702,
+                    0.019719167709350584,
+                    0.01965772819519043,
+                    0.020130815505981444,
+                    0.019977216720581056,
+                    0.0198287353515625,
+                    0.019586048126220702,
+                    0.01963827133178711,
+                    0.01964134407043457,
+                    0.019715072631835938,
+                    0.01962700843811035,
+                    0.019628032684326172,
+                    0.01964236831665039,
+                    0.01964339256286621,
+                    0.020149248123168945,
+                    0.019804159164428712,
+                    0.019794944763183595,
+                    0.019714048385620117,
+                    0.019587072372436523,
+                    0.019580928802490235,
+                    0.019688447952270507,
+                    0.01962598419189453,
+                    0.019606527328491212,
+                    0.019606527328491212,
+                    0.019604480743408204,
+                    0.01963520050048828,
+                    0.01963212776184082,
+                    0.019647487640380858,
+                    0.019565568923950196,
+                    0.019614719390869142,
+                    0.01960550308227539,
+                    0.01964851188659668,
+                    0.019603456497192383,
+                    0.01969049644470215,
+                    0.019572736740112305,
+                    0.020060159683227538,
+                    0.019901439666748046
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 50.7351680288393
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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": 66697.261056,
+        "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": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+        "accelerate_version": "0.35.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.23.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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": 1333.297152,
+            "max_global_vram": 6775.373824,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 11.5092490234375,
+            "mean": 11.5092490234375,
+            "stdev": 0.0,
+            "p50": 11.5092490234375,
+            "p90": 11.5092490234375,
+            "p95": 11.5092490234375,
+            "p99": 11.5092490234375,
+            "values": [
+                11.5092490234375
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1777.102848,
+            "max_global_vram": 6796.345344,
+            "max_process_vram": 0.0,
+            "max_reserved": 6142.558208,
+            "max_allocated": 5028.431872
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04193267250061035,
+            "mean": 0.020966336250305175,
+            "stdev": 5.606365203857447e-05,
+            "p50": 0.020966336250305175,
+            "p90": 0.021011187171936035,
+            "p95": 0.02101679353713989,
+            "p99": 0.02102127862930298,
+            "values": [
+                0.0209102725982666,
+                0.02102239990234375
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 333.8685365163936
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1834.962944,
+            "max_global_vram": 6800.539648,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5031.801344
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.006701904296875,
+            "mean": 2.5033509521484376,
+            "stdev": 0.009765502929687475,
+            "p50": 2.5033509521484376,
+            "p90": 2.5111633544921874,
+            "p95": 2.5121399047851565,
+            "p99": 2.5129211450195315,
+            "values": [
+                2.513116455078125,
+                2.49358544921875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 50.731999798512255
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 5.006389253616335,
+            "mean": 0.019710193911875326,
+            "stdev": 0.0003160522800085985,
+            "p50": 0.019616255760192873,
+            "p90": 0.020170342445373534,
+            "p95": 0.020360021114349366,
+            "p99": 0.020726200180053708,
+            "values": [
+                0.01946009635925293,
+                0.019398656845092774,
+                0.019397632598876953,
+                0.019481599807739256,
+                0.019489791870117186,
+                0.01949388885498047,
+                0.01948467254638672,
+                0.019885055541992186,
+                0.019577856063842772,
+                0.019612672805786133,
+                0.019800064086914062,
+                0.02009600067138672,
+                0.019594240188598632,
+                0.019526655197143555,
+                0.019505151748657225,
+                0.019486719131469727,
+                0.019507200241088866,
+                0.019530752182006835,
+                0.019551231384277345,
+                0.019539968490600586,
+                0.019520511627197267,
+                0.0194969596862793,
+                0.019497983932495116,
+                0.019494911193847657,
+                0.019522560119628905,
+                0.019506175994873046,
+                0.019558399200439454,
+                0.019512319564819337,
+                0.019577856063842772,
+                0.019529727935791014,
+                0.019548160552978516,
+                0.019520511627197267,
+                0.019449855804443358,
+                0.019500032424926757,
+                0.019501056671142578,
+                0.019499008178710937,
+                0.019499008178710937,
+                0.019523584365844726,
+                0.01948876762390137,
+                0.019489791870117186,
+                0.019515392303466796,
+                0.01948057556152344,
+                0.01949286460876465,
+                0.019489791870117186,
+                0.019614719390869142,
+                0.0194652156829834,
+                0.019479551315307618,
+                0.019467264175415038,
+                0.019507200241088866,
+                0.019577856063842772,
+                0.019497983932495116,
+                0.019565568923950196,
+                0.019471359252929688,
+                0.019509248733520508,
+                0.019504127502441407,
+                0.019902463912963866,
+                0.020179967880249023,
+                0.020817920684814452,
+                0.019780607223510743,
+                0.020178943634033202,
+                0.020512767791748047,
+                0.01964543914794922,
+                0.01979084777832031,
+                0.020527103424072265,
+                0.02049126434326172,
+                0.01962188720703125,
+                0.019706880569458008,
+                0.020015104293823242,
+                0.020248575210571287,
+                0.020189184188842774,
+                0.020161535263061522,
+                0.020174848556518556,
+                0.01968230438232422,
+                0.01965977668762207,
+                0.019687423706054686,
+                0.020164608001708984,
+                0.020213760375976563,
+                0.020185087203979494,
+                0.01963827133178711,
+                0.01965158462524414,
+                0.02006220817565918,
+                0.020497407913208008,
+                0.02002227210998535,
+                0.01964236831665039,
+                0.01963007926940918,
+                0.0196177921295166,
+                0.01964031982421875,
+                0.0196628475189209,
+                0.019568639755249022,
+                0.01968230438232422,
+                0.020378623962402344,
+                0.020093952178955078,
+                0.01963724708557129,
+                0.01962598419189453,
+                0.020068351745605468,
+                0.020084735870361328,
+                0.019819520950317384,
+                0.019958784103393554,
+                0.020144128799438478,
+                0.019909631729125975,
+                0.01958502388000488,
+                0.019926015853881835,
+                0.02025881576538086,
+                0.020198400497436524,
+                0.020141056060791016,
+                0.020172800064086914,
+                0.02059878349304199,
+                0.021743616104125976,
+                0.020357120513916017,
+                0.01998028755187988,
+                0.01942323112487793,
+                0.019588096618652344,
+                0.019610624313354492,
+                0.01977446365356445,
+                0.02030284881591797,
+                0.020393983840942383,
+                0.020496383666992187,
+                0.020289535522460937,
+                0.019741695404052736,
+                0.0196177921295166,
+                0.019620864868164063,
+                0.01967820739746094,
+                0.019647487640380858,
+                0.019788799285888673,
+                0.02004991912841797,
+                0.01960857582092285,
+                0.019489791870117186,
+                0.01944576072692871,
+                0.01945497512817383,
+                0.019392511367797852,
+                0.019598335266113282,
+                0.019534847259521485,
+                0.019438592910766602,
+                0.01944473648071289,
+                0.019521535873413084,
+                0.019438592910766602,
+                0.019422208786010742,
+                0.019494911193847657,
+                0.019487743377685548,
+                0.019544063568115236,
+                0.019515392303466796,
+                0.019517440795898438,
+                0.019496992111206056,
+                0.019473440170288087,
+                0.019518400192260744,
+                0.01945907211303711,
+                0.019501056671142578,
+                0.0194467830657959,
+                0.01946009635925293,
+                0.0194703369140625,
+                0.019687423706054686,
+                0.019533824920654298,
+                0.01949388885498047,
+                0.019563520431518554,
+                0.01944166374206543,
+                0.01942937660217285,
+                0.019552255630493166,
+                0.019490816116333007,
+                0.0195020809173584,
+                0.019405824661254883,
+                0.01947750473022461,
+                0.01945702362060547,
+                0.019533824920654298,
+                0.019475456237792968,
+                0.019487743377685548,
+                0.01946316719055176,
+                0.019522560119628905,
+                0.01988198471069336,
+                0.019896320343017578,
+                0.01962495994567871,
+                0.01965772819519043,
+                0.01944780731201172,
+                0.01946316719055176,
+                0.019495935440063478,
+                0.019466239929199217,
+                0.019466239929199217,
+                0.019471359252929688,
+                0.019937280654907227,
+                0.019663871765136717,
+                0.01945395278930664,
+                0.019449855804443358,
+                0.01968639945983887,
+                0.019532800674438477,
+                0.019475456237792968,
+                0.019577856063842772,
+                0.019596288681030274,
+                0.019614719390869142,
+                0.01970790481567383,
+                0.01964134407043457,
+                0.01965260887145996,
+                0.01963520050048828,
+                0.01962291145324707,
+                0.01964339256286621,
+                0.019596288681030274,
+                0.01966080093383789,
+                0.01962700843811035,
+                0.01965670394897461,
+                0.01965670394897461,
+                0.01961881637573242,
+                0.019567647933959962,
+                0.01968227195739746,
+                0.020644863128662108,
+                0.02104934310913086,
+                0.020365407943725586,
+                0.01977231979370117,
+                0.020093952178955078,
+                0.019757055282592775,
+                0.01966694450378418,
+                0.01963520050048828,
+                0.019631103515625,
+                0.019672063827514647,
+                0.019668991088867188,
+                0.019629056930541993,
+                0.019636224746704102,
+                0.019598335266113282,
+                0.019595264434814453,
+                0.019631103515625,
+                0.019586048126220702,
+                0.019719167709350584,
+                0.01965772819519043,
+                0.020130815505981444,
+                0.019977216720581056,
+                0.0198287353515625,
+                0.019586048126220702,
+                0.01963827133178711,
+                0.01964134407043457,
+                0.019715072631835938,
+                0.01962700843811035,
+                0.019628032684326172,
+                0.01964236831665039,
+                0.01964339256286621,
+                0.020149248123168945,
+                0.019804159164428712,
+                0.019794944763183595,
+                0.019714048385620117,
+                0.019587072372436523,
+                0.019580928802490235,
+                0.019688447952270507,
+                0.01962598419189453,
+                0.019606527328491212,
+                0.019606527328491212,
+                0.019604480743408204,
+                0.01963520050048828,
+                0.01963212776184082,
+                0.019647487640380858,
+                0.019565568923950196,
+                0.019614719390869142,
+                0.01960550308227539,
+                0.01964851188659668,
+                0.019603456497192383,
+                0.01969049644470215,
+                0.019572736740112305,
+                0.020060159683227538,
+                0.019901439666748046
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 50.7351680288393
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.020966336250305175,
+        "prefill.throughput.value": 333.8685365163936,
+        "decode.latency.mean": 2.5033509521484376,
+        "decode.throughput.value": 50.731999798512255,
+        "per_token.latency.mean": 0.019710193911875326,
+        "per_token.throughput.value": 50.7351680288393
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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: 66697.261056
+  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: cea9ec086a14da1320940c5e48d7bd5dbcf32734
+  accelerate_version: 0.35.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.23.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpa402z03o/commit\=cea9ec086a14da1320940c5e48d7bd5dbcf32734
+    - hydra.run.dir=_benchmark/tmpa402z03o/commit\=cea9ec086a14da1320940c5e48d7bd5dbcf32734/${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/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1,2 @@
+[ISOLATED-PROCESS][2024-09-12 02:41:03,004][process][ERROR] - 	+ Sending traceback to main process
+[MAIN-PROCESS][2024-09-12 02:41:05,469][process][ERROR] - 	+ Received traceback from isolated process

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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": 66697.261056,
+        "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": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+        "accelerate_version": "0.35.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.23.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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: 66697.261056
+  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: cea9ec086a14da1320940c5e48d7bd5dbcf32734
+  accelerate_version: 0.35.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.23.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpa402z03o/commit\=cea9ec086a14da1320940c5e48d7bd5dbcf32734
+    - hydra.run.dir=_benchmark/tmpa402z03o/commit\=cea9ec086a14da1320940c5e48d7bd5dbcf32734/${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/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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": 66697.261056,
+            "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": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+            "accelerate_version": "0.35.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.23.0.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": 1334.45632,
+                "max_global_vram": 6775.373824,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 11.4699326171875,
+                "mean": 11.4699326171875,
+                "stdev": 0.0,
+                "p50": 11.4699326171875,
+                "p90": 11.4699326171875,
+                "p95": 11.4699326171875,
+                "p99": 11.4699326171875,
+                "values": [
+                    11.4699326171875
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1807.03232,
+                "max_global_vram": 6796.345344,
+                "max_process_vram": 0.0,
+                "max_reserved": 6142.558208,
+                "max_allocated": 5028.450816
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04457372856140136,
+                "mean": 0.02228686428070068,
+                "stdev": 4.47835922241218e-05,
+                "p50": 0.02228686428070068,
+                "p90": 0.02232269115447998,
+                "p95": 0.022327169513702394,
+                "p99": 0.02233075220108032,
+                "values": [
+                    0.02224208068847656,
+                    0.022331647872924805
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 314.0863565118783
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1833.96352,
+                "max_global_vram": 6800.539648,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5031.820288
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.25077294921875,
+                "mean": 2.625386474609375,
+                "stdev": 0.0016545410156250107,
+                "p50": 2.625386474609375,
+                "p90": 2.626710107421875,
+                "p95": 2.6268755615234376,
+                "p99": 2.627007924804688,
+                "values": [
+                    2.62373193359375,
+                    2.627041015625
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.37383037820975
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 5.2505200405120815,
+                "mean": 0.02067133874217356,
+                "stdev": 0.00025620689256807927,
+                "p50": 0.020558335304260253,
+                "p90": 0.02118389720916748,
+                "p95": 0.021240001773834227,
+                "p99": 0.021446307601928713,
+                "values": [
+                    0.020557823181152343,
+                    0.02062339210510254,
+                    0.020584415435791016,
+                    0.020612096786499022,
+                    0.020580352783203124,
+                    0.020547584533691408,
+                    0.020525056838989256,
+                    0.020530176162719727,
+                    0.020542463302612304,
+                    0.020521984100341797,
+                    0.020504575729370117,
+                    0.020517887115478514,
+                    0.02050774383544922,
+                    0.020524959564208984,
+                    0.02052403259277344,
+                    0.020802560806274413,
+                    0.020550655364990233,
+                    0.02050764846801758,
+                    0.020521984100341797,
+                    0.020708351135253905,
+                    0.020541439056396483,
+                    0.020570112228393556,
+                    0.020569087982177735,
+                    0.020538368225097657,
+                    0.020536319732666015,
+                    0.020533248901367186,
+                    0.020520959854125977,
+                    0.02066329574584961,
+                    0.020570112228393556,
+                    0.02122137641906738,
+                    0.02166169548034668,
+                    0.021271615982055663,
+                    0.02129913520812988,
+                    0.02060697555541992,
+                    0.020546560287475587,
+                    0.020550655364990233,
+                    0.020567039489746093,
+                    0.02053222465515137,
+                    0.020555776596069338,
+                    0.021156864166259767,
+                    0.020558847427368163,
+                    0.020847616195678712,
+                    0.02148863983154297,
+                    0.02125004768371582,
+                    0.020552703857421875,
+                    0.020529151916503906,
+                    0.020582399368286132,
+                    0.020587520599365236,
+                    0.020577280044555665,
+                    0.02053222465515137,
+                    0.020625408172607423,
+                    0.020587520599365236,
+                    0.02125312042236328,
+                    0.021217279434204102,
+                    0.021207040786743164,
+                    0.02060697555541992,
+                    0.020562944412231447,
+                    0.020560895919799805,
+                    0.02058137512207031,
+                    0.020564992904663085,
+                    0.020516864776611327,
+                    0.020508672714233397,
+                    0.020553728103637696,
+                    0.020517887115478514,
+                    0.02088243293762207,
+                    0.021184511184692383,
+                    0.020576255798339844,
+                    0.020535295486450195,
+                    0.020801536560058592,
+                    0.0206059513092041,
+                    0.020595712661743162,
+                    0.02065715217590332,
+                    0.020546560287475587,
+                    0.020548608779907225,
+                    0.020562944412231447,
+                    0.020517887115478514,
+                    0.020549631118774413,
+                    0.02061311912536621,
+                    0.020571136474609376,
+                    0.020576255798339844,
+                    0.020583423614501953,
+                    0.02051481628417969,
+                    0.020536319732666015,
+                    0.020547584533691408,
+                    0.02062131118774414,
+                    0.020542463302612304,
+                    0.02052403259277344,
+                    0.02051481628417969,
+                    0.020545536041259766,
+                    0.02050662422180176,
+                    0.021408767700195314,
+                    0.02059878349304199,
+                    0.02052403259277344,
+                    0.020508672714233397,
+                    0.020531200408935548,
+                    0.020535295486450195,
+                    0.020555776596069338,
+                    0.020584447860717774,
+                    0.020668415069580077,
+                    0.020563968658447264,
+                    0.02063871955871582,
+                    0.02104012870788574,
+                    0.020666368484497072,
+                    0.020619264602661135,
+                    0.020582399368286132,
+                    0.020533248901367186,
+                    0.020505599975585938,
+                    0.02032640075683594,
+                    0.020436992645263673,
+                    0.020559871673583984,
+                    0.020548608779907225,
+                    0.020568063735961914,
+                    0.020545536041259766,
+                    0.020561920166015626,
+                    0.02059775924682617,
+                    0.020530176162719727,
+                    0.020583423614501953,
+                    0.021153791427612305,
+                    0.021320768356323242,
+                    0.02058131217956543,
+                    0.020546560287475587,
+                    0.020533248901367186,
+                    0.020533248901367186,
+                    0.020791296005249024,
+                    0.020990976333618162,
+                    0.02084147262573242,
+                    0.020548608779907225,
+                    0.02052707290649414,
+                    0.020552703857421875,
+                    0.020520959854125977,
+                    0.020547584533691408,
+                    0.020547584533691408,
+                    0.020642816543579103,
+                    0.020511743545532226,
+                    0.020552703857421875,
+                    0.02048307228088379,
+                    0.020495359420776366,
+                    0.021104639053344726,
+                    0.021209087371826172,
+                    0.021203968048095705,
+                    0.020304895401000975,
+                    0.02040934371948242,
+                    0.020547584533691408,
+                    0.020556800842285155,
+                    0.020567039489746093,
+                    0.020632575988769532,
+                    0.020513792037963868,
+                    0.020596736907958983,
+                    0.020857887268066408,
+                    0.020777952194213866,
+                    0.020617216110229493,
+                    0.020547584533691408,
+                    0.020528127670288086,
+                    0.020525056838989256,
+                    0.020518911361694335,
+                    0.020549631118774413,
+                    0.020542463302612304,
+                    0.020572160720825194,
+                    0.02051584053039551,
+                    0.020502527236938475,
+                    0.020540416717529295,
+                    0.020520959854125977,
+                    0.02050662422180176,
+                    0.020574207305908202,
+                    0.021130239486694336,
+                    0.021178367614746094,
+                    0.020535295486450195,
+                    0.020523008346557618,
+                    0.0204902400970459,
+                    0.020516864776611327,
+                    0.020533248901367186,
+                    0.020932607650756836,
+                    0.02165247917175293,
+                    0.021154815673828126,
+                    0.020596736907958983,
+                    0.02057318305969238,
+                    0.02054256057739258,
+                    0.020515743255615233,
+                    0.020552703857421875,
+                    0.020703231811523438,
+                    0.021221439361572267,
+                    0.02054035186767578,
+                    0.020544511795043945,
+                    0.02049843215942383,
+                    0.020584447860717774,
+                    0.020520959854125977,
+                    0.02123161506652832,
+                    0.020904960632324218,
+                    0.020494335174560546,
+                    0.020553728103637696,
+                    0.020556800842285155,
+                    0.020578304290771485,
+                    0.020602880477905275,
+                    0.020562944412231447,
+                    0.021112831115722656,
+                    0.021188703536987305,
+                    0.02123459243774414,
+                    0.02125312042236328,
+                    0.020519935607910156,
+                    0.020584447860717774,
+                    0.02063564872741699,
+                    0.020592639923095703,
+                    0.020553728103637696,
+                    0.020583423614501953,
+                    0.020516864776611327,
+                    0.020566015243530272,
+                    0.020527103424072265,
+                    0.020550655364990233,
+                    0.02051584053039551,
+                    0.020530176162719727,
+                    0.020559871673583984,
+                    0.020536319732666015,
+                    0.021201919555664063,
+                    0.02102579116821289,
+                    0.021204992294311522,
+                    0.020585472106933594,
+                    0.020545536041259766,
+                    0.020495359420776366,
+                    0.020548608779907225,
+                    0.020508672714233397,
+                    0.020593664169311524,
+                    0.020619264602661135,
+                    0.020545536041259766,
+                    0.020489215850830078,
+                    0.020516864776611327,
+                    0.020541439056396483,
+                    0.020600831985473633,
+                    0.020554752349853517,
+                    0.020799488067626954,
+                    0.02058755111694336,
+                    0.020523008346557618,
+                    0.020538400650024415,
+                    0.020535232543945313,
+                    0.020572160720825194,
+                    0.021317632675170898,
+                    0.020959232330322267,
+                    0.020504575729370117,
+                    0.020554752349853517,
+                    0.020540416717529295,
+                    0.020528127670288086,
+                    0.02052921676635742,
+                    0.020536256790161134,
+                    0.020501504898071288,
+                    0.020495359420776366,
+                    0.021013504028320314,
+                    0.021182464599609374,
+                    0.020569087982177735,
+                    0.020570112228393556,
+                    0.021212160110473634,
+                    0.02079539108276367,
+                    0.021257247924804688,
+                    0.021148639678955077,
+                    0.020989952087402345,
+                    0.021259263992309572
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.37616046414087
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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": 66697.261056,
+        "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": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+        "accelerate_version": "0.35.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.23.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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": 1334.45632,
+            "max_global_vram": 6775.373824,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 11.4699326171875,
+            "mean": 11.4699326171875,
+            "stdev": 0.0,
+            "p50": 11.4699326171875,
+            "p90": 11.4699326171875,
+            "p95": 11.4699326171875,
+            "p99": 11.4699326171875,
+            "values": [
+                11.4699326171875
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1807.03232,
+            "max_global_vram": 6796.345344,
+            "max_process_vram": 0.0,
+            "max_reserved": 6142.558208,
+            "max_allocated": 5028.450816
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04457372856140136,
+            "mean": 0.02228686428070068,
+            "stdev": 4.47835922241218e-05,
+            "p50": 0.02228686428070068,
+            "p90": 0.02232269115447998,
+            "p95": 0.022327169513702394,
+            "p99": 0.02233075220108032,
+            "values": [
+                0.02224208068847656,
+                0.022331647872924805
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 314.0863565118783
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1833.96352,
+            "max_global_vram": 6800.539648,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5031.820288
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.25077294921875,
+            "mean": 2.625386474609375,
+            "stdev": 0.0016545410156250107,
+            "p50": 2.625386474609375,
+            "p90": 2.626710107421875,
+            "p95": 2.6268755615234376,
+            "p99": 2.627007924804688,
+            "values": [
+                2.62373193359375,
+                2.627041015625
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.37383037820975
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 5.2505200405120815,
+            "mean": 0.02067133874217356,
+            "stdev": 0.00025620689256807927,
+            "p50": 0.020558335304260253,
+            "p90": 0.02118389720916748,
+            "p95": 0.021240001773834227,
+            "p99": 0.021446307601928713,
+            "values": [
+                0.020557823181152343,
+                0.02062339210510254,
+                0.020584415435791016,
+                0.020612096786499022,
+                0.020580352783203124,
+                0.020547584533691408,
+                0.020525056838989256,
+                0.020530176162719727,
+                0.020542463302612304,
+                0.020521984100341797,
+                0.020504575729370117,
+                0.020517887115478514,
+                0.02050774383544922,
+                0.020524959564208984,
+                0.02052403259277344,
+                0.020802560806274413,
+                0.020550655364990233,
+                0.02050764846801758,
+                0.020521984100341797,
+                0.020708351135253905,
+                0.020541439056396483,
+                0.020570112228393556,
+                0.020569087982177735,
+                0.020538368225097657,
+                0.020536319732666015,
+                0.020533248901367186,
+                0.020520959854125977,
+                0.02066329574584961,
+                0.020570112228393556,
+                0.02122137641906738,
+                0.02166169548034668,
+                0.021271615982055663,
+                0.02129913520812988,
+                0.02060697555541992,
+                0.020546560287475587,
+                0.020550655364990233,
+                0.020567039489746093,
+                0.02053222465515137,
+                0.020555776596069338,
+                0.021156864166259767,
+                0.020558847427368163,
+                0.020847616195678712,
+                0.02148863983154297,
+                0.02125004768371582,
+                0.020552703857421875,
+                0.020529151916503906,
+                0.020582399368286132,
+                0.020587520599365236,
+                0.020577280044555665,
+                0.02053222465515137,
+                0.020625408172607423,
+                0.020587520599365236,
+                0.02125312042236328,
+                0.021217279434204102,
+                0.021207040786743164,
+                0.02060697555541992,
+                0.020562944412231447,
+                0.020560895919799805,
+                0.02058137512207031,
+                0.020564992904663085,
+                0.020516864776611327,
+                0.020508672714233397,
+                0.020553728103637696,
+                0.020517887115478514,
+                0.02088243293762207,
+                0.021184511184692383,
+                0.020576255798339844,
+                0.020535295486450195,
+                0.020801536560058592,
+                0.0206059513092041,
+                0.020595712661743162,
+                0.02065715217590332,
+                0.020546560287475587,
+                0.020548608779907225,
+                0.020562944412231447,
+                0.020517887115478514,
+                0.020549631118774413,
+                0.02061311912536621,
+                0.020571136474609376,
+                0.020576255798339844,
+                0.020583423614501953,
+                0.02051481628417969,
+                0.020536319732666015,
+                0.020547584533691408,
+                0.02062131118774414,
+                0.020542463302612304,
+                0.02052403259277344,
+                0.02051481628417969,
+                0.020545536041259766,
+                0.02050662422180176,
+                0.021408767700195314,
+                0.02059878349304199,
+                0.02052403259277344,
+                0.020508672714233397,
+                0.020531200408935548,
+                0.020535295486450195,
+                0.020555776596069338,
+                0.020584447860717774,
+                0.020668415069580077,
+                0.020563968658447264,
+                0.02063871955871582,
+                0.02104012870788574,
+                0.020666368484497072,
+                0.020619264602661135,
+                0.020582399368286132,
+                0.020533248901367186,
+                0.020505599975585938,
+                0.02032640075683594,
+                0.020436992645263673,
+                0.020559871673583984,
+                0.020548608779907225,
+                0.020568063735961914,
+                0.020545536041259766,
+                0.020561920166015626,
+                0.02059775924682617,
+                0.020530176162719727,
+                0.020583423614501953,
+                0.021153791427612305,
+                0.021320768356323242,
+                0.02058131217956543,
+                0.020546560287475587,
+                0.020533248901367186,
+                0.020533248901367186,
+                0.020791296005249024,
+                0.020990976333618162,
+                0.02084147262573242,
+                0.020548608779907225,
+                0.02052707290649414,
+                0.020552703857421875,
+                0.020520959854125977,
+                0.020547584533691408,
+                0.020547584533691408,
+                0.020642816543579103,
+                0.020511743545532226,
+                0.020552703857421875,
+                0.02048307228088379,
+                0.020495359420776366,
+                0.021104639053344726,
+                0.021209087371826172,
+                0.021203968048095705,
+                0.020304895401000975,
+                0.02040934371948242,
+                0.020547584533691408,
+                0.020556800842285155,
+                0.020567039489746093,
+                0.020632575988769532,
+                0.020513792037963868,
+                0.020596736907958983,
+                0.020857887268066408,
+                0.020777952194213866,
+                0.020617216110229493,
+                0.020547584533691408,
+                0.020528127670288086,
+                0.020525056838989256,
+                0.020518911361694335,
+                0.020549631118774413,
+                0.020542463302612304,
+                0.020572160720825194,
+                0.02051584053039551,
+                0.020502527236938475,
+                0.020540416717529295,
+                0.020520959854125977,
+                0.02050662422180176,
+                0.020574207305908202,
+                0.021130239486694336,
+                0.021178367614746094,
+                0.020535295486450195,
+                0.020523008346557618,
+                0.0204902400970459,
+                0.020516864776611327,
+                0.020533248901367186,
+                0.020932607650756836,
+                0.02165247917175293,
+                0.021154815673828126,
+                0.020596736907958983,
+                0.02057318305969238,
+                0.02054256057739258,
+                0.020515743255615233,
+                0.020552703857421875,
+                0.020703231811523438,
+                0.021221439361572267,
+                0.02054035186767578,
+                0.020544511795043945,
+                0.02049843215942383,
+                0.020584447860717774,
+                0.020520959854125977,
+                0.02123161506652832,
+                0.020904960632324218,
+                0.020494335174560546,
+                0.020553728103637696,
+                0.020556800842285155,
+                0.020578304290771485,
+                0.020602880477905275,
+                0.020562944412231447,
+                0.021112831115722656,
+                0.021188703536987305,
+                0.02123459243774414,
+                0.02125312042236328,
+                0.020519935607910156,
+                0.020584447860717774,
+                0.02063564872741699,
+                0.020592639923095703,
+                0.020553728103637696,
+                0.020583423614501953,
+                0.020516864776611327,
+                0.020566015243530272,
+                0.020527103424072265,
+                0.020550655364990233,
+                0.02051584053039551,
+                0.020530176162719727,
+                0.020559871673583984,
+                0.020536319732666015,
+                0.021201919555664063,
+                0.02102579116821289,
+                0.021204992294311522,
+                0.020585472106933594,
+                0.020545536041259766,
+                0.020495359420776366,
+                0.020548608779907225,
+                0.020508672714233397,
+                0.020593664169311524,
+                0.020619264602661135,
+                0.020545536041259766,
+                0.020489215850830078,
+                0.020516864776611327,
+                0.020541439056396483,
+                0.020600831985473633,
+                0.020554752349853517,
+                0.020799488067626954,
+                0.02058755111694336,
+                0.020523008346557618,
+                0.020538400650024415,
+                0.020535232543945313,
+                0.020572160720825194,
+                0.021317632675170898,
+                0.020959232330322267,
+                0.020504575729370117,
+                0.020554752349853517,
+                0.020540416717529295,
+                0.020528127670288086,
+                0.02052921676635742,
+                0.020536256790161134,
+                0.020501504898071288,
+                0.020495359420776366,
+                0.021013504028320314,
+                0.021182464599609374,
+                0.020569087982177735,
+                0.020570112228393556,
+                0.021212160110473634,
+                0.02079539108276367,
+                0.021257247924804688,
+                0.021148639678955077,
+                0.020989952087402345,
+                0.021259263992309572
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.37616046414087
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.02228686428070068,
+        "prefill.throughput.value": 314.0863565118783,
+        "decode.latency.mean": 2.625386474609375,
+        "decode.throughput.value": 48.37383037820975,
+        "per_token.latency.mean": 0.02067133874217356,
+        "per_token.throughput.value": 48.37616046414087
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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: 66697.261056
+  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: cea9ec086a14da1320940c5e48d7bd5dbcf32734
+  accelerate_version: 0.35.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.23.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpa402z03o/commit\=cea9ec086a14da1320940c5e48d7bd5dbcf32734
+    - hydra.run.dir=_benchmark/tmpa402z03o/commit\=cea9ec086a14da1320940c5e48d7bd5dbcf32734/${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/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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": 66697.261056,
+            "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": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+            "accelerate_version": "0.35.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.23.0.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": 1352.798208,
+                "max_global_vram": 6775.373824,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 12.4966904296875,
+                "mean": 12.4966904296875,
+                "stdev": 0.0,
+                "p50": 12.4966904296875,
+                "p90": 12.4966904296875,
+                "p95": 12.4966904296875,
+                "p99": 12.4966904296875,
+                "values": [
+                    12.4966904296875
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1936.797696,
+                "max_global_vram": 6796.345344,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 5278.596608
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.02842630386352539,
+                "mean": 0.014213151931762695,
+                "stdev": 8.979225158691449e-05,
+                "p50": 0.014213151931762695,
+                "p90": 0.014284985733032227,
+                "p95": 0.014293964958190918,
+                "p99": 0.014301148338317872,
+                "values": [
+                    0.01412335968017578,
+                    0.01430294418334961
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 492.501595255365
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2109.91104,
+                "max_global_vram": 6060.244992,
+                "max_process_vram": 0.0,
+                "max_reserved": 5381.292032,
+                "max_allocated": 5282.647552
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.1280758056640625,
+                "mean": 1.5640379028320313,
+                "stdev": 0.0007692260742186985,
+                "p50": 1.5640379028320313,
+                "p90": 1.5646532836914062,
+                "p95": 1.564730206298828,
+                "p99": 1.5647917443847656,
+                "values": [
+                    1.5632686767578126,
+                    1.56480712890625
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.20007818866719
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 3.1277578115463283,
+                "mean": 0.01231400713207215,
+                "stdev": 9.151940546208009e-05,
+                "p50": 0.01229312038421631,
+                "p90": 0.012329369449615478,
+                "p95": 0.012386355113983154,
+                "p99": 0.012869232559204103,
+                "values": [
+                    0.012382207870483398,
+                    0.012309503555297852,
+                    0.012296192169189453,
+                    0.012285951614379884,
+                    0.012317695617675782,
+                    0.012305407524108887,
+                    0.012321791648864745,
+                    0.012305407524108887,
+                    0.012292096138000488,
+                    0.012292096138000488,
+                    0.012315648078918457,
+                    0.012283904075622559,
+                    0.012288000106811523,
+                    0.012282879829406738,
+                    0.01228492832183838,
+                    0.012281855583190919,
+                    0.01234227180480957,
+                    0.012327936172485352,
+                    0.012300288200378418,
+                    0.01229315185546875,
+                    0.012314592361450195,
+                    0.012283904075622559,
+                    0.012283904075622559,
+                    0.012385279655456542,
+                    0.012304384231567383,
+                    0.01229312038421631,
+                    0.012299263954162597,
+                    0.012296192169189453,
+                    0.012289024353027344,
+                    0.012292096138000488,
+                    0.012304384231567383,
+                    0.012281855583190919,
+                    0.012281855583190919,
+                    0.012511232376098632,
+                    0.012320768356323243,
+                    0.012312576293945313,
+                    0.012285951614379884,
+                    0.012298239707946777,
+                    0.012283904075622559,
+                    0.012294143676757812,
+                    0.012280832290649414,
+                    0.01229312038421631,
+                    0.012285951614379884,
+                    0.012283904075622559,
+                    0.012292096138000488,
+                    0.012281855583190919,
+                    0.012297216415405274,
+                    0.012299263954162597,
+                    0.012281855583190919,
+                    0.012292096138000488,
+                    0.012299263954162597,
+                    0.012298239707946777,
+                    0.012290047645568849,
+                    0.012292096138000488,
+                    0.012279808044433594,
+                    0.012278783798217773,
+                    0.01228495979309082,
+                    0.012296159744262696,
+                    0.012279808044433594,
+                    0.012310527801513671,
+                    0.012309503555297852,
+                    0.012281855583190919,
+                    0.012285951614379884,
+                    0.012294143676757812,
+                    0.012299263954162597,
+                    0.012282879829406738,
+                    0.012291071891784668,
+                    0.012281855583190919,
+                    0.012280832290649414,
+                    0.012286975860595703,
+                    0.012283904075622559,
+                    0.012289024353027344,
+                    0.012292096138000488,
+                    0.012299263954162597,
+                    0.012297216415405274,
+                    0.012274687767028808,
+                    0.012281855583190919,
+                    0.012299263954162597,
+                    0.012296192169189453,
+                    0.012983296394348144,
+                    0.012389375686645507,
+                    0.012306431770324706,
+                    0.012297216415405274,
+                    0.012289024353027344,
+                    0.012307456016540527,
+                    0.012295167922973632,
+                    0.012302335739135742,
+                    0.012295167922973632,
+                    0.012291071891784668,
+                    0.012278783798217773,
+                    0.012296192169189453,
+                    0.012285951614379884,
+                    0.012317695617675782,
+                    0.012297216415405274,
+                    0.012408831596374511,
+                    0.012297216415405274,
+                    0.012305407524108887,
+                    0.012312576293945313,
+                    0.012374015808105468,
+                    0.012286975860595703,
+                    0.01229312038421631,
+                    0.012292096138000488,
+                    0.012285951614379884,
+                    0.012295167922973632,
+                    0.012571647644042968,
+                    0.012310527801513671,
+                    0.012307456016540527,
+                    0.012291135787963868,
+                    0.01228486442565918,
+                    0.012306431770324706,
+                    0.012299263954162597,
+                    0.012292096138000488,
+                    0.012291071891784668,
+                    0.012331007957458496,
+                    0.012280832290649414,
+                    0.012283904075622559,
+                    0.012281855583190919,
+                    0.012301312446594239,
+                    0.012285951614379884,
+                    0.012294143676757812,
+                    0.012288000106811523,
+                    0.012282879829406738,
+                    0.012327936172485352,
+                    0.01233510398864746,
+                    0.01229312038421631,
+                    0.012282879829406738,
+                    0.012291071891784668,
+                    0.012348416328430176,
+                    0.01232588768005371,
+                    0.012337151527404786,
+                    0.012278783798217773,
+                    0.012304384231567383,
+                    0.012296192169189453,
+                    0.012297216415405274,
+                    0.012282879829406738,
+                    0.012278783798217773,
+                    0.012349439620971679,
+                    0.01228492832183838,
+                    0.012286975860595703,
+                    0.012294143676757812,
+                    0.012295167922973632,
+                    0.012305407524108887,
+                    0.012310527801513671,
+                    0.012273664474487305,
+                    0.012272640228271485,
+                    0.012300288200378418,
+                    0.012294143676757812,
+                    0.012281855583190919,
+                    0.01228492832183838,
+                    0.012285951614379884,
+                    0.012278783798217773,
+                    0.012297216415405274,
+                    0.012297216415405274,
+                    0.012280832290649414,
+                    0.012281855583190919,
+                    0.012304384231567383,
+                    0.012416000366210938,
+                    0.012309503555297852,
+                    0.012290047645568849,
+                    0.012294143676757812,
+                    0.012288000106811523,
+                    0.012305407524108887,
+                    0.012963839530944824,
+                    0.012357631683349609,
+                    0.012303359985351562,
+                    0.012297216415405274,
+                    0.012344320297241211,
+                    0.012283904075622559,
+                    0.012292096138000488,
+                    0.012285951614379884,
+                    0.012300288200378418,
+                    0.012286975860595703,
+                    0.012290047645568849,
+                    0.01228492832183838,
+                    0.012278783798217773,
+                    0.012290047645568849,
+                    0.012283904075622559,
+                    0.012290047645568849,
+                    0.012388352394104005,
+                    0.012315648078918457,
+                    0.012313599586486817,
+                    0.012290047645568849,
+                    0.012299263954162597,
+                    0.01229312038421631,
+                    0.012288096427917481,
+                    0.012330911636352538,
+                    0.012300288200378418,
+                    0.012285951614379884,
+                    0.012282879829406738,
+                    0.012285951614379884,
+                    0.012291071891784668,
+                    0.012278783798217773,
+                    0.012319744110107422,
+                    0.012308480262756348,
+                    0.012278783798217773,
+                    0.01262284755706787,
+                    0.012309503555297852,
+                    0.01229312038421631,
+                    0.012286975860595703,
+                    0.01228492832183838,
+                    0.012274687767028808,
+                    0.012283904075622559,
+                    0.012290047645568849,
+                    0.012289024353027344,
+                    0.012305407524108887,
+                    0.012308480262756348,
+                    0.012301312446594239,
+                    0.012285951614379884,
+                    0.012305407524108887,
+                    0.012296192169189453,
+                    0.012286975860595703,
+                    0.012283904075622559,
+                    0.012289024353027344,
+                    0.012275712013244629,
+                    0.012282879829406738,
+                    0.012303359985351562,
+                    0.012290047645568849,
+                    0.012302335739135742,
+                    0.012283904075622559,
+                    0.012300288200378418,
+                    0.012292096138000488,
+                    0.012290047645568849,
+                    0.012291071891784668,
+                    0.012289024353027344,
+                    0.012283904075622559,
+                    0.012297216415405274,
+                    0.012282879829406738,
+                    0.012286975860595703,
+                    0.012317695617675782,
+                    0.012308480262756348,
+                    0.012292096138000488,
+                    0.012271615982055664,
+                    0.012317695617675782,
+                    0.012301312446594239,
+                    0.012286975860595703,
+                    0.012288000106811523,
+                    0.012300288200378418,
+                    0.012294143676757812,
+                    0.012296192169189453,
+                    0.012283904075622559,
+                    0.012285951614379884,
+                    0.012305407524108887,
+                    0.012285951614379884,
+                    0.012291071891784668,
+                    0.012299263954162597,
+                    0.012279808044433594,
+                    0.012957695960998536,
+                    0.012741632461547851,
+                    0.01232588768005371,
+                    0.012285951614379884,
+                    0.012294143676757812,
+                    0.012329983711242675,
+                    0.012790783882141114,
+                    0.01254911994934082
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.20833367031875
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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": 66697.261056,
+        "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": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+        "accelerate_version": "0.35.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.23.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/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": 1352.798208,
+            "max_global_vram": 6775.373824,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 12.4966904296875,
+            "mean": 12.4966904296875,
+            "stdev": 0.0,
+            "p50": 12.4966904296875,
+            "p90": 12.4966904296875,
+            "p95": 12.4966904296875,
+            "p99": 12.4966904296875,
+            "values": [
+                12.4966904296875
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1936.797696,
+            "max_global_vram": 6796.345344,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 5278.596608
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.02842630386352539,
+            "mean": 0.014213151931762695,
+            "stdev": 8.979225158691449e-05,
+            "p50": 0.014213151931762695,
+            "p90": 0.014284985733032227,
+            "p95": 0.014293964958190918,
+            "p99": 0.014301148338317872,
+            "values": [
+                0.01412335968017578,
+                0.01430294418334961
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 492.501595255365
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2109.91104,
+            "max_global_vram": 6060.244992,
+            "max_process_vram": 0.0,
+            "max_reserved": 5381.292032,
+            "max_allocated": 5282.647552
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.1280758056640625,
+            "mean": 1.5640379028320313,
+            "stdev": 0.0007692260742186985,
+            "p50": 1.5640379028320313,
+            "p90": 1.5646532836914062,
+            "p95": 1.564730206298828,
+            "p99": 1.5647917443847656,
+            "values": [
+                1.5632686767578126,
+                1.56480712890625
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.20007818866719
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 3.1277578115463283,
+            "mean": 0.01231400713207215,
+            "stdev": 9.151940546208009e-05,
+            "p50": 0.01229312038421631,
+            "p90": 0.012329369449615478,
+            "p95": 0.012386355113983154,
+            "p99": 0.012869232559204103,
+            "values": [
+                0.012382207870483398,
+                0.012309503555297852,
+                0.012296192169189453,
+                0.012285951614379884,
+                0.012317695617675782,
+                0.012305407524108887,
+                0.012321791648864745,
+                0.012305407524108887,
+                0.012292096138000488,
+                0.012292096138000488,
+                0.012315648078918457,
+                0.012283904075622559,
+                0.012288000106811523,
+                0.012282879829406738,
+                0.01228492832183838,
+                0.012281855583190919,
+                0.01234227180480957,
+                0.012327936172485352,
+                0.012300288200378418,
+                0.01229315185546875,
+                0.012314592361450195,
+                0.012283904075622559,
+                0.012283904075622559,
+                0.012385279655456542,
+                0.012304384231567383,
+                0.01229312038421631,
+                0.012299263954162597,
+                0.012296192169189453,
+                0.012289024353027344,
+                0.012292096138000488,
+                0.012304384231567383,
+                0.012281855583190919,
+                0.012281855583190919,
+                0.012511232376098632,
+                0.012320768356323243,
+                0.012312576293945313,
+                0.012285951614379884,
+                0.012298239707946777,
+                0.012283904075622559,
+                0.012294143676757812,
+                0.012280832290649414,
+                0.01229312038421631,
+                0.012285951614379884,
+                0.012283904075622559,
+                0.012292096138000488,
+                0.012281855583190919,
+                0.012297216415405274,
+                0.012299263954162597,
+                0.012281855583190919,
+                0.012292096138000488,
+                0.012299263954162597,
+                0.012298239707946777,
+                0.012290047645568849,
+                0.012292096138000488,
+                0.012279808044433594,
+                0.012278783798217773,
+                0.01228495979309082,
+                0.012296159744262696,
+                0.012279808044433594,
+                0.012310527801513671,
+                0.012309503555297852,
+                0.012281855583190919,
+                0.012285951614379884,
+                0.012294143676757812,
+                0.012299263954162597,
+                0.012282879829406738,
+                0.012291071891784668,
+                0.012281855583190919,
+                0.012280832290649414,
+                0.012286975860595703,
+                0.012283904075622559,
+                0.012289024353027344,
+                0.012292096138000488,
+                0.012299263954162597,
+                0.012297216415405274,
+                0.012274687767028808,
+                0.012281855583190919,
+                0.012299263954162597,
+                0.012296192169189453,
+                0.012983296394348144,
+                0.012389375686645507,
+                0.012306431770324706,
+                0.012297216415405274,
+                0.012289024353027344,
+                0.012307456016540527,
+                0.012295167922973632,
+                0.012302335739135742,
+                0.012295167922973632,
+                0.012291071891784668,
+                0.012278783798217773,
+                0.012296192169189453,
+                0.012285951614379884,
+                0.012317695617675782,
+                0.012297216415405274,
+                0.012408831596374511,
+                0.012297216415405274,
+                0.012305407524108887,
+                0.012312576293945313,
+                0.012374015808105468,
+                0.012286975860595703,
+                0.01229312038421631,
+                0.012292096138000488,
+                0.012285951614379884,
+                0.012295167922973632,
+                0.012571647644042968,
+                0.012310527801513671,
+                0.012307456016540527,
+                0.012291135787963868,
+                0.01228486442565918,
+                0.012306431770324706,
+                0.012299263954162597,
+                0.012292096138000488,
+                0.012291071891784668,
+                0.012331007957458496,
+                0.012280832290649414,
+                0.012283904075622559,
+                0.012281855583190919,
+                0.012301312446594239,
+                0.012285951614379884,
+                0.012294143676757812,
+                0.012288000106811523,
+                0.012282879829406738,
+                0.012327936172485352,
+                0.01233510398864746,
+                0.01229312038421631,
+                0.012282879829406738,
+                0.012291071891784668,
+                0.012348416328430176,
+                0.01232588768005371,
+                0.012337151527404786,
+                0.012278783798217773,
+                0.012304384231567383,
+                0.012296192169189453,
+                0.012297216415405274,
+                0.012282879829406738,
+                0.012278783798217773,
+                0.012349439620971679,
+                0.01228492832183838,
+                0.012286975860595703,
+                0.012294143676757812,
+                0.012295167922973632,
+                0.012305407524108887,
+                0.012310527801513671,
+                0.012273664474487305,
+                0.012272640228271485,
+                0.012300288200378418,
+                0.012294143676757812,
+                0.012281855583190919,
+                0.01228492832183838,
+                0.012285951614379884,
+                0.012278783798217773,
+                0.012297216415405274,
+                0.012297216415405274,
+                0.012280832290649414,
+                0.012281855583190919,
+                0.012304384231567383,
+                0.012416000366210938,
+                0.012309503555297852,
+                0.012290047645568849,
+                0.012294143676757812,
+                0.012288000106811523,
+                0.012305407524108887,
+                0.012963839530944824,
+                0.012357631683349609,
+                0.012303359985351562,
+                0.012297216415405274,
+                0.012344320297241211,
+                0.012283904075622559,
+                0.012292096138000488,
+                0.012285951614379884,
+                0.012300288200378418,
+                0.012286975860595703,
+                0.012290047645568849,
+                0.01228492832183838,
+                0.012278783798217773,
+                0.012290047645568849,
+                0.012283904075622559,
+                0.012290047645568849,
+                0.012388352394104005,
+                0.012315648078918457,
+                0.012313599586486817,
+                0.012290047645568849,
+                0.012299263954162597,
+                0.01229312038421631,
+                0.012288096427917481,
+                0.012330911636352538,
+                0.012300288200378418,
+                0.012285951614379884,
+                0.012282879829406738,
+                0.012285951614379884,
+                0.012291071891784668,
+                0.012278783798217773,
+                0.012319744110107422,
+                0.012308480262756348,
+                0.012278783798217773,
+                0.01262284755706787,
+                0.012309503555297852,
+                0.01229312038421631,
+                0.012286975860595703,
+                0.01228492832183838,
+                0.012274687767028808,
+                0.012283904075622559,
+                0.012290047645568849,
+                0.012289024353027344,
+                0.012305407524108887,
+                0.012308480262756348,
+                0.012301312446594239,
+                0.012285951614379884,
+                0.012305407524108887,
+                0.012296192169189453,
+                0.012286975860595703,
+                0.012283904075622559,
+                0.012289024353027344,
+                0.012275712013244629,
+                0.012282879829406738,
+                0.012303359985351562,
+                0.012290047645568849,
+                0.012302335739135742,
+                0.012283904075622559,
+                0.012300288200378418,
+                0.012292096138000488,
+                0.012290047645568849,
+                0.012291071891784668,
+                0.012289024353027344,
+                0.012283904075622559,
+                0.012297216415405274,
+                0.012282879829406738,
+                0.012286975860595703,
+                0.012317695617675782,
+                0.012308480262756348,
+                0.012292096138000488,
+                0.012271615982055664,
+                0.012317695617675782,
+                0.012301312446594239,
+                0.012286975860595703,
+                0.012288000106811523,
+                0.012300288200378418,
+                0.012294143676757812,
+                0.012296192169189453,
+                0.012283904075622559,
+                0.012285951614379884,
+                0.012305407524108887,
+                0.012285951614379884,
+                0.012291071891784668,
+                0.012299263954162597,
+                0.012279808044433594,
+                0.012957695960998536,
+                0.012741632461547851,
+                0.01232588768005371,
+                0.012285951614379884,
+                0.012294143676757812,
+                0.012329983711242675,
+                0.012790783882141114,
+                0.01254911994934082
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.20833367031875
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014213151931762695,
+        "prefill.throughput.value": 492.501595255365,
+        "decode.latency.mean": 1.5640379028320313,
+        "decode.throughput.value": 81.20007818866719,
+        "per_token.latency.mean": 0.01231400713207215,
+        "per_token.throughput.value": 81.20833367031875
+    }
+}

2024-09-12/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/multirun.yaml

@@ -0,0 +1,234 @@
+hydra:
+  run:
+    dir: _benchmark/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpa402z03o/commit=cea9ec086a14da1320940c5e48d7bd5dbcf32734
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpa402z03o/commit\=cea9ec086a14da1320940c5e48d7bd5dbcf32734
+    - hydra.run.dir=_benchmark/tmpa402z03o/commit\=cea9ec086a14da1320940c5e48d7bd5dbcf32734/${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: 66697.261056
+  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: cea9ec086a14da1320940c5e48d7bd5dbcf32734
+  accelerate_version: 0.35.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.23.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-09-12/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.020966336250305175,
+            "prefill.throughput.value": 333.8685365163936,
+            "decode.latency.mean": 2.5033509521484376,
+            "decode.throughput.value": 50.731999798512255,
+            "per_token.latency.mean": 0.019710193911875326,
+            "per_token.throughput.value": 50.7351680288393
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.02228686428070068,
+            "prefill.throughput.value": 314.0863565118783,
+            "decode.latency.mean": 2.625386474609375,
+            "decode.throughput.value": 48.37383037820975,
+            "per_token.latency.mean": 0.02067133874217356,
+            "per_token.throughput.value": 48.37616046414087
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "cea9ec086a14da1320940c5e48d7bd5dbcf32734",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014213151931762695,
+            "prefill.throughput.value": 492.501595255365,
+            "decode.latency.mean": 1.5640379028320313,
+            "decode.throughput.value": 81.20007818866719,
+            "per_token.latency.mean": 0.01231400713207215,
+            "per_token.throughput.value": 81.20833367031875
+        }
+    }
+]

2024-09-12/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "cea9ec086a14da1320940c5e48d7bd5dbcf32734": {
+                "metrics": {
+                    "prefill.latency.mean": 0.020966336250305175,
+                    "prefill.throughput.value": 333.8685365163936,
+                    "decode.latency.mean": 2.5033509521484376,
+                    "decode.throughput.value": 50.731999798512255,
+                    "per_token.latency.mean": 0.019710193911875326,
+                    "per_token.throughput.value": 50.7351680288393
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "cea9ec086a14da1320940c5e48d7bd5dbcf32734": {
+                "metrics": {
+                    "prefill.latency.mean": 0.02228686428070068,
+                    "prefill.throughput.value": 314.0863565118783,
+                    "decode.latency.mean": 2.625386474609375,
+                    "decode.throughput.value": 48.37383037820975,
+                    "per_token.latency.mean": 0.02067133874217356,
+                    "per_token.throughput.value": 48.37616046414087
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "cea9ec086a14da1320940c5e48d7bd5dbcf32734": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014213151931762695,
+                    "prefill.throughput.value": 492.501595255365,
+                    "decode.latency.mean": 1.5640379028320313,
+                    "decode.throughput.value": 81.20007818866719,
+                    "per_token.latency.mean": 0.01231400713207215,
+                    "per_token.throughput.value": 81.20833367031875
+                }
+            }
+        }
+    }
+}