Upload folder using huggingface_hub

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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: c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmphb_ugmdi/commit\=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+    - hydra.run.dir=_benchmark/tmphb_ugmdi/commit\=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/${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/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+            "accelerate_version": "0.34.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1319.727104,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 11.6452119140625,
+                "mean": 11.6452119140625,
+                "stdev": 0.0,
+                "p50": 11.6452119140625,
+                "p90": 11.6452119140625,
+                "p95": 11.6452119140625,
+                "p99": 11.6452119140625,
+                "values": [
+                    11.6452119140625
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1727.623168,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6142.558208,
+                "max_allocated": 5028.431872
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.0410248966217041,
+                "mean": 0.02051244831085205,
+                "stdev": 0.0001601285934448235,
+                "p50": 0.02051244831085205,
+                "p90": 0.02064055118560791,
+                "p95": 0.02065656404495239,
+                "p99": 0.02066937433242798,
+                "values": [
+                    0.020672576904296875,
+                    0.020352319717407228
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 341.25619204103833
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1781.73952,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5031.801344
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 4.854074951171874,
+                "mean": 2.427037475585937,
+                "stdev": 0.007338500976562523,
+                "p50": 2.427037475585937,
+                "p90": 2.4329082763671876,
+                "p95": 2.433642126464844,
+                "p99": 2.4342292065429687,
+                "values": [
+                    2.4343759765625,
+                    2.419698974609375
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 52.32716893641684
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 4.853752838134768,
+                "mean": 0.019109263142262856,
+                "stdev": 0.0003849158317246044,
+                "p50": 0.018977280616760253,
+                "p90": 0.01969879093170166,
+                "p95": 0.01979632558822632,
+                "p99": 0.02024316967010498,
+                "values": [
+                    0.018807807922363282,
+                    0.018766847610473633,
+                    0.019744768142700195,
+                    0.019538944244384765,
+                    0.019607551574707033,
+                    0.019668991088867188,
+                    0.01959321594238281,
+                    0.019597312927246095,
+                    0.019183616638183593,
+                    0.01962188720703125,
+                    0.018908159255981445,
+                    0.01883033561706543,
+                    0.018778112411499022,
+                    0.01884364891052246,
+                    0.018874368667602538,
+                    0.01887027168273926,
+                    0.019115007400512696,
+                    0.018903039932250978,
+                    0.018889728546142577,
+                    0.018860031127929687,
+                    0.01884876823425293,
+                    0.018863168716430664,
+                    0.022043584823608398,
+                    0.01967616081237793,
+                    0.018881536483764647,
+                    0.01885491180419922,
+                    0.01883750343322754,
+                    0.018967552185058592,
+                    0.018890752792358398,
+                    0.018903039932250978,
+                    0.018902015686035157,
+                    0.01928704071044922,
+                    0.01925324821472168,
+                    0.01962393569946289,
+                    0.019795967102050782,
+                    0.019529727935791014,
+                    0.019583999633789064,
+                    0.019566591262817384,
+                    0.018908159255981445,
+                    0.018967552185058592,
+                    0.018882560729980468,
+                    0.018811904907226562,
+                    0.01883852767944336,
+                    0.01883340835571289,
+                    0.01882521629333496,
+                    0.018817024230957033,
+                    0.018817024230957033,
+                    0.01882931137084961,
+                    0.018807807922363282,
+                    0.0188272647857666,
+                    0.01882521629333496,
+                    0.018883583068847656,
+                    0.01905561637878418,
+                    0.019174400329589843,
+                    0.019369983673095705,
+                    0.019611648559570313,
+                    0.019612672805786133,
+                    0.01972428894042969,
+                    0.019696640014648437,
+                    0.019749887466430666,
+                    0.019680255889892577,
+                    0.01902592086791992,
+                    0.01901875114440918,
+                    0.018971647262573242,
+                    0.018950143814086915,
+                    0.018960384368896483,
+                    0.01900032043457031,
+                    0.019021823883056642,
+                    0.020109312057495117,
+                    0.020158464431762696,
+                    0.02028441619873047,
+                    0.01987379264831543,
+                    0.019770368576049805,
+                    0.020084735870361328,
+                    0.01904640007019043,
+                    0.01903104019165039,
+                    0.01906073570251465,
+                    0.019076095581054688,
+                    0.019002368927001953,
+                    0.01900851249694824,
+                    0.0190248966217041,
+                    0.020409408569335936,
+                    0.019858367919921877,
+                    0.01899519920349121,
+                    0.018988031387329102,
+                    0.01900032043457031,
+                    0.018960384368896483,
+                    0.019005439758300782,
+                    0.018944000244140623,
+                    0.018938880920410156,
+                    0.01909350395202637,
+                    0.018988031387329102,
+                    0.018932735443115235,
+                    0.018970624923706055,
+                    0.018951168060302736,
+                    0.018927616119384767,
+                    0.019105791091918945,
+                    0.01901260757446289,
+                    0.018985984802246093,
+                    0.019264511108398438,
+                    0.018963520050048827,
+                    0.019079103469848632,
+                    0.018977792739868164,
+                    0.01898700714111328,
+                    0.018998271942138673,
+                    0.018969600677490234,
+                    0.019384319305419923,
+                    0.01922867202758789,
+                    0.01903104019165039,
+                    0.01900851249694824,
+                    0.019009536743164062,
+                    0.01900441551208496,
+                    0.018968576431274413,
+                    0.019079168319702147,
+                    0.018975744247436522,
+                    0.018929664611816405,
+                    0.018941951751708985,
+                    0.018940927505493164,
+                    0.019128320693969726,
+                    0.019014656066894533,
+                    0.018989055633544923,
+                    0.019013631820678712,
+                    0.019002368927001953,
+                    0.01897881507873535,
+                    0.018988031387329102,
+                    0.018963455200195312,
+                    0.01897881507873535,
+                    0.018808832168579103,
+                    0.018791423797607423,
+                    0.01878326416015625,
+                    0.018835424423217773,
+                    0.018817024230957033,
+                    0.01883647918701172,
+                    0.01880473518371582,
+                    0.01882931137084961,
+                    0.018970624923706055,
+                    0.018932735443115235,
+                    0.01878937530517578,
+                    0.018778112411499022,
+                    0.01884364891052246,
+                    0.019796991348266603,
+                    0.02010316848754883,
+                    0.019796991348266603,
+                    0.019603456497192383,
+                    0.019575807571411134,
+                    0.018881536483764647,
+                    0.018988031387329102,
+                    0.01879347229003906,
+                    0.018869247436523438,
+                    0.018889728546142577,
+                    0.018924543380737305,
+                    0.01901875114440918,
+                    0.01886617660522461,
+                    0.018922496795654296,
+                    0.018782207489013672,
+                    0.01882316780090332,
+                    0.018950143814086915,
+                    0.01906380844116211,
+                    0.018908159255981445,
+                    0.018955263137817382,
+                    0.019284992218017577,
+                    0.018852863311767578,
+                    0.019005439758300782,
+                    0.018808832168579103,
+                    0.018800640106201173,
+                    0.018799615859985352,
+                    0.01884979248046875,
+                    0.01884774398803711,
+                    0.01882624053955078,
+                    0.018919424057006837,
+                    0.018881536483764647,
+                    0.01883135986328125,
+                    0.01884876823425293,
+                    0.01881804847717285,
+                    0.01880268859863281,
+                    0.018844671249389648,
+                    0.01880166435241699,
+                    0.01882624053955078,
+                    0.01885491180419922,
+                    0.018811904907226562,
+                    0.01880678367614746,
+                    0.01884160041809082,
+                    0.01883750343322754,
+                    0.01880268859863281,
+                    0.018963455200195312,
+                    0.018923519134521484,
+                    0.018894847869873048,
+                    0.018935808181762694,
+                    0.018938880920410156,
+                    0.018950143814086915,
+                    0.018950143814086915,
+                    0.01943449592590332,
+                    0.019722240447998047,
+                    0.019710975646972655,
+                    0.019058687210083008,
+                    0.01903206443786621,
+                    0.019019775390625,
+                    0.018993152618408202,
+                    0.018993152618408202,
+                    0.018922496795654296,
+                    0.018965503692626954,
+                    0.018958335876464845,
+                    0.019009536743164062,
+                    0.018997247695922852,
+                    0.018903039932250978,
+                    0.018934783935546876,
+                    0.018949119567871094,
+                    0.0190515193939209,
+                    0.01899622344970703,
+                    0.018977792739868164,
+                    0.019133440017700197,
+                    0.01900032043457031,
+                    0.018974720001220705,
+                    0.018926591873168946,
+                    0.020206592559814454,
+                    0.019904512405395508,
+                    0.019042303085327148,
+                    0.018974720001220705,
+                    0.018961408615112304,
+                    0.01905254364013672,
+                    0.018993152618408202,
+                    0.018973695755004884,
+                    0.018956287384033203,
+                    0.019054592132568358,
+                    0.018967552185058592,
+                    0.018956287384033203,
+                    0.018981887817382814,
+                    0.018968576431274413,
+                    0.018960384368896483,
+                    0.01900032043457031,
+                    0.018972671508789063,
+                    0.01903001594543457,
+                    0.018962432861328125,
+                    0.019017728805541992,
+                    0.019136512756347656,
+                    0.018979839324951172,
+                    0.019203071594238282,
+                    0.019783679962158202,
+                    0.019739648818969727,
+                    0.019722240447998047,
+                    0.019768320083618163,
+                    0.019757055282592775,
+                    0.01962495994567871,
+                    0.0196997127532959,
+                    0.01899622344970703,
+                    0.018998271942138673,
+                    0.019115007400512696,
+                    0.018976768493652343,
+                    0.018969600677490234,
+                    0.018967552185058592,
+                    0.01899622344970703,
+                    0.01905971145629883,
+                    0.019273727416992188,
+                    0.01967411231994629
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 52.33064156138798
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,367 @@
+{
+    "load": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1319.727104,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 11.6452119140625,
+            "mean": 11.6452119140625,
+            "stdev": 0.0,
+            "p50": 11.6452119140625,
+            "p90": 11.6452119140625,
+            "p95": 11.6452119140625,
+            "p99": 11.6452119140625,
+            "values": [
+                11.6452119140625
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1727.623168,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6142.558208,
+            "max_allocated": 5028.431872
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.0410248966217041,
+            "mean": 0.02051244831085205,
+            "stdev": 0.0001601285934448235,
+            "p50": 0.02051244831085205,
+            "p90": 0.02064055118560791,
+            "p95": 0.02065656404495239,
+            "p99": 0.02066937433242798,
+            "values": [
+                0.020672576904296875,
+                0.020352319717407228
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 341.25619204103833
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1781.73952,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5031.801344
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 4.854074951171874,
+            "mean": 2.427037475585937,
+            "stdev": 0.007338500976562523,
+            "p50": 2.427037475585937,
+            "p90": 2.4329082763671876,
+            "p95": 2.433642126464844,
+            "p99": 2.4342292065429687,
+            "values": [
+                2.4343759765625,
+                2.419698974609375
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 52.32716893641684
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 4.853752838134768,
+            "mean": 0.019109263142262856,
+            "stdev": 0.0003849158317246044,
+            "p50": 0.018977280616760253,
+            "p90": 0.01969879093170166,
+            "p95": 0.01979632558822632,
+            "p99": 0.02024316967010498,
+            "values": [
+                0.018807807922363282,
+                0.018766847610473633,
+                0.019744768142700195,
+                0.019538944244384765,
+                0.019607551574707033,
+                0.019668991088867188,
+                0.01959321594238281,
+                0.019597312927246095,
+                0.019183616638183593,
+                0.01962188720703125,
+                0.018908159255981445,
+                0.01883033561706543,
+                0.018778112411499022,
+                0.01884364891052246,
+                0.018874368667602538,
+                0.01887027168273926,
+                0.019115007400512696,
+                0.018903039932250978,
+                0.018889728546142577,
+                0.018860031127929687,
+                0.01884876823425293,
+                0.018863168716430664,
+                0.022043584823608398,
+                0.01967616081237793,
+                0.018881536483764647,
+                0.01885491180419922,
+                0.01883750343322754,
+                0.018967552185058592,
+                0.018890752792358398,
+                0.018903039932250978,
+                0.018902015686035157,
+                0.01928704071044922,
+                0.01925324821472168,
+                0.01962393569946289,
+                0.019795967102050782,
+                0.019529727935791014,
+                0.019583999633789064,
+                0.019566591262817384,
+                0.018908159255981445,
+                0.018967552185058592,
+                0.018882560729980468,
+                0.018811904907226562,
+                0.01883852767944336,
+                0.01883340835571289,
+                0.01882521629333496,
+                0.018817024230957033,
+                0.018817024230957033,
+                0.01882931137084961,
+                0.018807807922363282,
+                0.0188272647857666,
+                0.01882521629333496,
+                0.018883583068847656,
+                0.01905561637878418,
+                0.019174400329589843,
+                0.019369983673095705,
+                0.019611648559570313,
+                0.019612672805786133,
+                0.01972428894042969,
+                0.019696640014648437,
+                0.019749887466430666,
+                0.019680255889892577,
+                0.01902592086791992,
+                0.01901875114440918,
+                0.018971647262573242,
+                0.018950143814086915,
+                0.018960384368896483,
+                0.01900032043457031,
+                0.019021823883056642,
+                0.020109312057495117,
+                0.020158464431762696,
+                0.02028441619873047,
+                0.01987379264831543,
+                0.019770368576049805,
+                0.020084735870361328,
+                0.01904640007019043,
+                0.01903104019165039,
+                0.01906073570251465,
+                0.019076095581054688,
+                0.019002368927001953,
+                0.01900851249694824,
+                0.0190248966217041,
+                0.020409408569335936,
+                0.019858367919921877,
+                0.01899519920349121,
+                0.018988031387329102,
+                0.01900032043457031,
+                0.018960384368896483,
+                0.019005439758300782,
+                0.018944000244140623,
+                0.018938880920410156,
+                0.01909350395202637,
+                0.018988031387329102,
+                0.018932735443115235,
+                0.018970624923706055,
+                0.018951168060302736,
+                0.018927616119384767,
+                0.019105791091918945,
+                0.01901260757446289,
+                0.018985984802246093,
+                0.019264511108398438,
+                0.018963520050048827,
+                0.019079103469848632,
+                0.018977792739868164,
+                0.01898700714111328,
+                0.018998271942138673,
+                0.018969600677490234,
+                0.019384319305419923,
+                0.01922867202758789,
+                0.01903104019165039,
+                0.01900851249694824,
+                0.019009536743164062,
+                0.01900441551208496,
+                0.018968576431274413,
+                0.019079168319702147,
+                0.018975744247436522,
+                0.018929664611816405,
+                0.018941951751708985,
+                0.018940927505493164,
+                0.019128320693969726,
+                0.019014656066894533,
+                0.018989055633544923,
+                0.019013631820678712,
+                0.019002368927001953,
+                0.01897881507873535,
+                0.018988031387329102,
+                0.018963455200195312,
+                0.01897881507873535,
+                0.018808832168579103,
+                0.018791423797607423,
+                0.01878326416015625,
+                0.018835424423217773,
+                0.018817024230957033,
+                0.01883647918701172,
+                0.01880473518371582,
+                0.01882931137084961,
+                0.018970624923706055,
+                0.018932735443115235,
+                0.01878937530517578,
+                0.018778112411499022,
+                0.01884364891052246,
+                0.019796991348266603,
+                0.02010316848754883,
+                0.019796991348266603,
+                0.019603456497192383,
+                0.019575807571411134,
+                0.018881536483764647,
+                0.018988031387329102,
+                0.01879347229003906,
+                0.018869247436523438,
+                0.018889728546142577,
+                0.018924543380737305,
+                0.01901875114440918,
+                0.01886617660522461,
+                0.018922496795654296,
+                0.018782207489013672,
+                0.01882316780090332,
+                0.018950143814086915,
+                0.01906380844116211,
+                0.018908159255981445,
+                0.018955263137817382,
+                0.019284992218017577,
+                0.018852863311767578,
+                0.019005439758300782,
+                0.018808832168579103,
+                0.018800640106201173,
+                0.018799615859985352,
+                0.01884979248046875,
+                0.01884774398803711,
+                0.01882624053955078,
+                0.018919424057006837,
+                0.018881536483764647,
+                0.01883135986328125,
+                0.01884876823425293,
+                0.01881804847717285,
+                0.01880268859863281,
+                0.018844671249389648,
+                0.01880166435241699,
+                0.01882624053955078,
+                0.01885491180419922,
+                0.018811904907226562,
+                0.01880678367614746,
+                0.01884160041809082,
+                0.01883750343322754,
+                0.01880268859863281,
+                0.018963455200195312,
+                0.018923519134521484,
+                0.018894847869873048,
+                0.018935808181762694,
+                0.018938880920410156,
+                0.018950143814086915,
+                0.018950143814086915,
+                0.01943449592590332,
+                0.019722240447998047,
+                0.019710975646972655,
+                0.019058687210083008,
+                0.01903206443786621,
+                0.019019775390625,
+                0.018993152618408202,
+                0.018993152618408202,
+                0.018922496795654296,
+                0.018965503692626954,
+                0.018958335876464845,
+                0.019009536743164062,
+                0.018997247695922852,
+                0.018903039932250978,
+                0.018934783935546876,
+                0.018949119567871094,
+                0.0190515193939209,
+                0.01899622344970703,
+                0.018977792739868164,
+                0.019133440017700197,
+                0.01900032043457031,
+                0.018974720001220705,
+                0.018926591873168946,
+                0.020206592559814454,
+                0.019904512405395508,
+                0.019042303085327148,
+                0.018974720001220705,
+                0.018961408615112304,
+                0.01905254364013672,
+                0.018993152618408202,
+                0.018973695755004884,
+                0.018956287384033203,
+                0.019054592132568358,
+                0.018967552185058592,
+                0.018956287384033203,
+                0.018981887817382814,
+                0.018968576431274413,
+                0.018960384368896483,
+                0.01900032043457031,
+                0.018972671508789063,
+                0.01903001594543457,
+                0.018962432861328125,
+                0.019017728805541992,
+                0.019136512756347656,
+                0.018979839324951172,
+                0.019203071594238282,
+                0.019783679962158202,
+                0.019739648818969727,
+                0.019722240447998047,
+                0.019768320083618163,
+                0.019757055282592775,
+                0.01962495994567871,
+                0.0196997127532959,
+                0.01899622344970703,
+                0.018998271942138673,
+                0.019115007400512696,
+                0.018976768493652343,
+                0.018969600677490234,
+                0.018967552185058592,
+                0.01899622344970703,
+                0.01905971145629883,
+                0.019273727416992188,
+                0.01967411231994629
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 52.33064156138798
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.02051244831085205,
+        "prefill.throughput.value": 341.25619204103833,
+        "decode.latency.mean": 2.427037475585937,
+        "decode.throughput.value": 52.32716893641684,
+        "per_token.latency.mean": 0.019109263142262856,
+        "per_token.throughput.value": 52.33064156138798
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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: c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmphb_ugmdi/commit\=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+    - hydra.run.dir=_benchmark/tmphb_ugmdi/commit\=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/${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/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1,2 @@
+[ISOLATED-PROCESS][2024-08-28 02:41:22,419][process][ERROR] - 	+ Sending traceback to main process
+[MAIN-PROCESS][2024-08-28 02:41:24,792][process][ERROR] - 	+ Received traceback from isolated process

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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: c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmphb_ugmdi/commit\=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+    - hydra.run.dir=_benchmark/tmphb_ugmdi/commit\=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/${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/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+            "accelerate_version": "0.34.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1318.567936,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 12.442005859375,
+                "mean": 12.442005859375,
+                "stdev": 0.0,
+                "p50": 12.442005859375,
+                "p90": 12.442005859375,
+                "p95": 12.442005859375,
+                "p99": 12.442005859375,
+                "values": [
+                    12.442005859375
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1745.707008,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6142.558208,
+                "max_allocated": 5028.450816
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.043309535980224606,
+                "mean": 0.021654767990112303,
+                "stdev": 4.782485961913989e-05,
+                "p50": 0.021654767990112303,
+                "p90": 0.02169302787780762,
+                "p95": 0.02169781036376953,
+                "p99": 0.02170163635253906,
+                "values": [
+                    0.021606943130493165,
+                    0.021702592849731445
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 323.25444461913617
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1770.733568,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5031.820288
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.141742431640625,
+                "mean": 2.5708712158203126,
+                "stdev": 0.014269409179687553,
+                "p50": 2.5708712158203126,
+                "p90": 2.5822867431640626,
+                "p95": 2.5837136840820314,
+                "p99": 2.5848552368164066,
+                "values": [
+                    2.556601806640625,
+                    2.585140625
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 49.399596221888885
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 5.1414824924469,
+                "mean": 0.02024205705687756,
+                "stdev": 0.0004423089829375129,
+                "p50": 0.019986943244934084,
+                "p90": 0.0208225284576416,
+                "p95": 0.020916325855255127,
+                "p99": 0.021199257431030273,
+                "values": [
+                    0.019908607482910155,
+                    0.019923967361450197,
+                    0.020068351745605468,
+                    0.019891199111938478,
+                    0.01987583923339844,
+                    0.019909631729125975,
+                    0.020248575210571287,
+                    0.019904512405395508,
+                    0.019869695663452147,
+                    0.01986457633972168,
+                    0.019939327239990236,
+                    0.019886079788208007,
+                    0.019977216720581056,
+                    0.019861503601074217,
+                    0.019987455368041994,
+                    0.019948543548583983,
+                    0.019887104034423828,
+                    0.019966976165771484,
+                    0.019954687118530275,
+                    0.01989836883544922,
+                    0.0200447998046875,
+                    0.020936704635620116,
+                    0.020818944931030273,
+                    0.019907583236694337,
+                    0.019943424224853516,
+                    0.02006118392944336,
+                    0.019965951919555663,
+                    0.01988096046447754,
+                    0.02006118392944336,
+                    0.01987481689453125,
+                    0.01992192077636719,
+                    0.019922943115234376,
+                    0.019966976165771484,
+                    0.019985408782958985,
+                    0.019961856842041017,
+                    0.019907583236694337,
+                    0.01990553665161133,
+                    0.01990553665161133,
+                    0.019907583236694337,
+                    0.019937280654907227,
+                    0.019965951919555663,
+                    0.019914751052856446,
+                    0.019931135177612306,
+                    0.0198973445892334,
+                    0.019945472717285157,
+                    0.019956735610961913,
+                    0.020087871551513672,
+                    0.01994438362121582,
+                    0.019989503860473632,
+                    0.019935232162475586,
+                    0.019955711364746095,
+                    0.02004582405090332,
+                    0.019909631729125975,
+                    0.01989017677307129,
+                    0.019907583236694337,
+                    0.020319232940673827,
+                    0.020039680480957032,
+                    0.01988812828063965,
+                    0.019908607482910155,
+                    0.019914751052856446,
+                    0.019993600845336915,
+                    0.020109312057495117,
+                    0.02000383949279785,
+                    0.01997209548950195,
+                    0.019938304901123048,
+                    0.019928064346313477,
+                    0.019908607482910155,
+                    0.019945472717285157,
+                    0.019970048904418947,
+                    0.019870719909667968,
+                    0.019964927673339843,
+                    0.019908607482910155,
+                    0.019960832595825196,
+                    0.02002227210998535,
+                    0.021752832412719726,
+                    0.02110361671447754,
+                    0.02105446434020996,
+                    0.020907007217407226,
+                    0.019920896530151368,
+                    0.019883007049560548,
+                    0.019935232162475586,
+                    0.02006630325317383,
+                    0.019968000411987305,
+                    0.019927040100097656,
+                    0.019931135177612306,
+                    0.019926015853881835,
+                    0.019939327239990236,
+                    0.019957759857177734,
+                    0.019966976165771484,
+                    0.020000768661499024,
+                    0.019970048904418947,
+                    0.019955711364746095,
+                    0.02004991912841797,
+                    0.019942399978637695,
+                    0.019934207916259765,
+                    0.02031718444824219,
+                    0.020783103942871094,
+                    0.01998028755187988,
+                    0.019955711364746095,
+                    0.020129791259765627,
+                    0.019952640533447266,
+                    0.019986431121826173,
+                    0.019974143981933593,
+                    0.019955711364746095,
+                    0.0200898551940918,
+                    0.02032537651062012,
+                    0.019924991607666014,
+                    0.019902463912963866,
+                    0.020039680480957032,
+                    0.02063974380493164,
+                    0.020899839401245117,
+                    0.020701183319091796,
+                    0.020767744064331056,
+                    0.020818944931030273,
+                    0.02083635139465332,
+                    0.020754432678222655,
+                    0.020790271759033203,
+                    0.020731903076171874,
+                    0.020785152435302736,
+                    0.02083020782470703,
+                    0.02109337615966797,
+                    0.02086911964416504,
+                    0.020677631378173827,
+                    0.020756479263305663,
+                    0.020726783752441406,
+                    0.020039680480957032,
+                    0.019910655975341796,
+                    0.019869695663452147,
+                    0.019931135177612306,
+                    0.019998720169067383,
+                    0.019987455368041994,
+                    0.019917823791503905,
+                    0.019976192474365235,
+                    0.01984511947631836,
+                    0.019914751052856446,
+                    0.019869695663452147,
+                    0.01989017677307129,
+                    0.019916799545288084,
+                    0.02004275131225586,
+                    0.01984000015258789,
+                    0.019986431121826173,
+                    0.01987174415588379,
+                    0.019891199111938478,
+                    0.01989836883544922,
+                    0.01986867141723633,
+                    0.02008064079284668,
+                    0.01990656089782715,
+                    0.0198973445892334,
+                    0.019985408782958985,
+                    0.01990656089782715,
+                    0.019947519302368166,
+                    0.01985843276977539,
+                    0.01985945510864258,
+                    0.01980620765686035,
+                    0.02025369644165039,
+                    0.01984716796875,
+                    0.01989017677307129,
+                    0.02008064079284668,
+                    0.020060159683227538,
+                    0.02010419273376465,
+                    0.02004684829711914,
+                    0.020109312057495117,
+                    0.02064588737487793,
+                    0.020782079696655274,
+                    0.02072985649108887,
+                    0.02069811248779297,
+                    0.020677631378173827,
+                    0.020658176422119142,
+                    0.020824064254760744,
+                    0.020888576507568358,
+                    0.020737024307250978,
+                    0.02066022491455078,
+                    0.02068889617919922,
+                    0.020736000061035157,
+                    0.021141504287719725,
+                    0.02106265640258789,
+                    0.020752384185791017,
+                    0.019924991607666014,
+                    0.020739072799682616,
+                    0.019876863479614256,
+                    0.01991372871398926,
+                    0.019851264953613282,
+                    0.019904512405395508,
+                    0.020742143630981445,
+                    0.020684799194335936,
+                    0.02064793586730957,
+                    0.020486143112182616,
+                    0.02083839988708496,
+                    0.020719615936279297,
+                    0.020726783752441406,
+                    0.02082815933227539,
+                    0.020806655883789063,
+                    0.020748287200927733,
+                    0.01998028755187988,
+                    0.021109760284423826,
+                    0.0200447998046875,
+                    0.019989503860473632,
+                    0.02005299186706543,
+                    0.020011007308959963,
+                    0.02065203285217285,
+                    0.02083328056335449,
+                    0.020682752609252928,
+                    0.020800512313842775,
+                    0.02126438331604004,
+                    0.020684799194335936,
+                    0.020715520858764647,
+                    0.02087116813659668,
+                    0.020703231811523438,
+                    0.020098047256469728,
+                    0.020050943374633787,
+                    0.019934207916259765,
+                    0.019975168228149414,
+                    0.01998028755187988,
+                    0.019957759857177734,
+                    0.019960832595825196,
+                    0.01998028755187988,
+                    0.02003660774230957,
+                    0.01991372871398926,
+                    0.021019647598266602,
+                    0.02072166442871094,
+                    0.020805631637573242,
+                    0.020933631896972657,
+                    0.02064384078979492,
+                    0.020785152435302736,
+                    0.020694015502929687,
+                    0.02086604881286621,
+                    0.020737024307250978,
+                    0.020817920684814452,
+                    0.020717567443847656,
+                    0.019963903427124022,
+                    0.02005504035949707,
+                    0.020002815246582033,
+                    0.019950592041015625,
+                    0.019964927673339843,
+                    0.019918848037719726,
+                    0.01991372871398926,
+                    0.02005606460571289,
+                    0.019942399978637695,
+                    0.019959808349609375,
+                    0.020426752090454102,
+                    0.02083839988708496,
+                    0.020702207565307617,
+                    0.020769792556762694,
+                    0.020799488067626954,
+                    0.019918848037719726,
+                    0.020135936737060548,
+                    0.019940351486206053,
+                    0.020516864776611327,
+                    0.020586496353149415,
+                    0.0208035831451416,
+                    0.020777984619140624,
+                    0.022945791244506835,
+                    0.021032960891723632,
+                    0.020779008865356444
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 49.402093729413444
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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": 1318.567936,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 12.442005859375,
+            "mean": 12.442005859375,
+            "stdev": 0.0,
+            "p50": 12.442005859375,
+            "p90": 12.442005859375,
+            "p95": 12.442005859375,
+            "p99": 12.442005859375,
+            "values": [
+                12.442005859375
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1745.707008,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6142.558208,
+            "max_allocated": 5028.450816
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.043309535980224606,
+            "mean": 0.021654767990112303,
+            "stdev": 4.782485961913989e-05,
+            "p50": 0.021654767990112303,
+            "p90": 0.02169302787780762,
+            "p95": 0.02169781036376953,
+            "p99": 0.02170163635253906,
+            "values": [
+                0.021606943130493165,
+                0.021702592849731445
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 323.25444461913617
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1770.733568,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5031.820288
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.141742431640625,
+            "mean": 2.5708712158203126,
+            "stdev": 0.014269409179687553,
+            "p50": 2.5708712158203126,
+            "p90": 2.5822867431640626,
+            "p95": 2.5837136840820314,
+            "p99": 2.5848552368164066,
+            "values": [
+                2.556601806640625,
+                2.585140625
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 49.399596221888885
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 5.1414824924469,
+            "mean": 0.02024205705687756,
+            "stdev": 0.0004423089829375129,
+            "p50": 0.019986943244934084,
+            "p90": 0.0208225284576416,
+            "p95": 0.020916325855255127,
+            "p99": 0.021199257431030273,
+            "values": [
+                0.019908607482910155,
+                0.019923967361450197,
+                0.020068351745605468,
+                0.019891199111938478,
+                0.01987583923339844,
+                0.019909631729125975,
+                0.020248575210571287,
+                0.019904512405395508,
+                0.019869695663452147,
+                0.01986457633972168,
+                0.019939327239990236,
+                0.019886079788208007,
+                0.019977216720581056,
+                0.019861503601074217,
+                0.019987455368041994,
+                0.019948543548583983,
+                0.019887104034423828,
+                0.019966976165771484,
+                0.019954687118530275,
+                0.01989836883544922,
+                0.0200447998046875,
+                0.020936704635620116,
+                0.020818944931030273,
+                0.019907583236694337,
+                0.019943424224853516,
+                0.02006118392944336,
+                0.019965951919555663,
+                0.01988096046447754,
+                0.02006118392944336,
+                0.01987481689453125,
+                0.01992192077636719,
+                0.019922943115234376,
+                0.019966976165771484,
+                0.019985408782958985,
+                0.019961856842041017,
+                0.019907583236694337,
+                0.01990553665161133,
+                0.01990553665161133,
+                0.019907583236694337,
+                0.019937280654907227,
+                0.019965951919555663,
+                0.019914751052856446,
+                0.019931135177612306,
+                0.0198973445892334,
+                0.019945472717285157,
+                0.019956735610961913,
+                0.020087871551513672,
+                0.01994438362121582,
+                0.019989503860473632,
+                0.019935232162475586,
+                0.019955711364746095,
+                0.02004582405090332,
+                0.019909631729125975,
+                0.01989017677307129,
+                0.019907583236694337,
+                0.020319232940673827,
+                0.020039680480957032,
+                0.01988812828063965,
+                0.019908607482910155,
+                0.019914751052856446,
+                0.019993600845336915,
+                0.020109312057495117,
+                0.02000383949279785,
+                0.01997209548950195,
+                0.019938304901123048,
+                0.019928064346313477,
+                0.019908607482910155,
+                0.019945472717285157,
+                0.019970048904418947,
+                0.019870719909667968,
+                0.019964927673339843,
+                0.019908607482910155,
+                0.019960832595825196,
+                0.02002227210998535,
+                0.021752832412719726,
+                0.02110361671447754,
+                0.02105446434020996,
+                0.020907007217407226,
+                0.019920896530151368,
+                0.019883007049560548,
+                0.019935232162475586,
+                0.02006630325317383,
+                0.019968000411987305,
+                0.019927040100097656,
+                0.019931135177612306,
+                0.019926015853881835,
+                0.019939327239990236,
+                0.019957759857177734,
+                0.019966976165771484,
+                0.020000768661499024,
+                0.019970048904418947,
+                0.019955711364746095,
+                0.02004991912841797,
+                0.019942399978637695,
+                0.019934207916259765,
+                0.02031718444824219,
+                0.020783103942871094,
+                0.01998028755187988,
+                0.019955711364746095,
+                0.020129791259765627,
+                0.019952640533447266,
+                0.019986431121826173,
+                0.019974143981933593,
+                0.019955711364746095,
+                0.0200898551940918,
+                0.02032537651062012,
+                0.019924991607666014,
+                0.019902463912963866,
+                0.020039680480957032,
+                0.02063974380493164,
+                0.020899839401245117,
+                0.020701183319091796,
+                0.020767744064331056,
+                0.020818944931030273,
+                0.02083635139465332,
+                0.020754432678222655,
+                0.020790271759033203,
+                0.020731903076171874,
+                0.020785152435302736,
+                0.02083020782470703,
+                0.02109337615966797,
+                0.02086911964416504,
+                0.020677631378173827,
+                0.020756479263305663,
+                0.020726783752441406,
+                0.020039680480957032,
+                0.019910655975341796,
+                0.019869695663452147,
+                0.019931135177612306,
+                0.019998720169067383,
+                0.019987455368041994,
+                0.019917823791503905,
+                0.019976192474365235,
+                0.01984511947631836,
+                0.019914751052856446,
+                0.019869695663452147,
+                0.01989017677307129,
+                0.019916799545288084,
+                0.02004275131225586,
+                0.01984000015258789,
+                0.019986431121826173,
+                0.01987174415588379,
+                0.019891199111938478,
+                0.01989836883544922,
+                0.01986867141723633,
+                0.02008064079284668,
+                0.01990656089782715,
+                0.0198973445892334,
+                0.019985408782958985,
+                0.01990656089782715,
+                0.019947519302368166,
+                0.01985843276977539,
+                0.01985945510864258,
+                0.01980620765686035,
+                0.02025369644165039,
+                0.01984716796875,
+                0.01989017677307129,
+                0.02008064079284668,
+                0.020060159683227538,
+                0.02010419273376465,
+                0.02004684829711914,
+                0.020109312057495117,
+                0.02064588737487793,
+                0.020782079696655274,
+                0.02072985649108887,
+                0.02069811248779297,
+                0.020677631378173827,
+                0.020658176422119142,
+                0.020824064254760744,
+                0.020888576507568358,
+                0.020737024307250978,
+                0.02066022491455078,
+                0.02068889617919922,
+                0.020736000061035157,
+                0.021141504287719725,
+                0.02106265640258789,
+                0.020752384185791017,
+                0.019924991607666014,
+                0.020739072799682616,
+                0.019876863479614256,
+                0.01991372871398926,
+                0.019851264953613282,
+                0.019904512405395508,
+                0.020742143630981445,
+                0.020684799194335936,
+                0.02064793586730957,
+                0.020486143112182616,
+                0.02083839988708496,
+                0.020719615936279297,
+                0.020726783752441406,
+                0.02082815933227539,
+                0.020806655883789063,
+                0.020748287200927733,
+                0.01998028755187988,
+                0.021109760284423826,
+                0.0200447998046875,
+                0.019989503860473632,
+                0.02005299186706543,
+                0.020011007308959963,
+                0.02065203285217285,
+                0.02083328056335449,
+                0.020682752609252928,
+                0.020800512313842775,
+                0.02126438331604004,
+                0.020684799194335936,
+                0.020715520858764647,
+                0.02087116813659668,
+                0.020703231811523438,
+                0.020098047256469728,
+                0.020050943374633787,
+                0.019934207916259765,
+                0.019975168228149414,
+                0.01998028755187988,
+                0.019957759857177734,
+                0.019960832595825196,
+                0.01998028755187988,
+                0.02003660774230957,
+                0.01991372871398926,
+                0.021019647598266602,
+                0.02072166442871094,
+                0.020805631637573242,
+                0.020933631896972657,
+                0.02064384078979492,
+                0.020785152435302736,
+                0.020694015502929687,
+                0.02086604881286621,
+                0.020737024307250978,
+                0.020817920684814452,
+                0.020717567443847656,
+                0.019963903427124022,
+                0.02005504035949707,
+                0.020002815246582033,
+                0.019950592041015625,
+                0.019964927673339843,
+                0.019918848037719726,
+                0.01991372871398926,
+                0.02005606460571289,
+                0.019942399978637695,
+                0.019959808349609375,
+                0.020426752090454102,
+                0.02083839988708496,
+                0.020702207565307617,
+                0.020769792556762694,
+                0.020799488067626954,
+                0.019918848037719726,
+                0.020135936737060548,
+                0.019940351486206053,
+                0.020516864776611327,
+                0.020586496353149415,
+                0.0208035831451416,
+                0.020777984619140624,
+                0.022945791244506835,
+                0.021032960891723632,
+                0.020779008865356444
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 49.402093729413444
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.021654767990112303,
+        "prefill.throughput.value": 323.25444461913617,
+        "decode.latency.mean": 2.5708712158203126,
+        "decode.throughput.value": 49.399596221888885,
+        "per_token.latency.mean": 0.02024205705687756,
+        "per_token.throughput.value": 49.402093729413444
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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: c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmphb_ugmdi/commit\=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+    - hydra.run.dir=_benchmark/tmphb_ugmdi/commit\=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/${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/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+            "accelerate_version": "0.34.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1338.068992,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 12.3825625,
+                "mean": 12.3825625,
+                "stdev": 0.0,
+                "p50": 12.3825625,
+                "p90": 12.3825625,
+                "p95": 12.3825625,
+                "p99": 12.3825625,
+                "values": [
+                    12.3825625
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1856.22528,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 5278.596608
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.028297151565551758,
+                "mean": 0.014148575782775879,
+                "stdev": 0.0001519041061401362,
+                "p50": 0.014148575782775879,
+                "p90": 0.014270099067687989,
+                "p95": 0.014285289478302002,
+                "p99": 0.014297441806793213,
+                "values": [
+                    0.013996671676635743,
+                    0.014300479888916015
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 494.749443864281
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2026.012672,
+                "max_global_vram": 6071.779328,
+                "max_process_vram": 0.0,
+                "max_reserved": 5381.292032,
+                "max_allocated": 5282.647552
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.135092407226563,
+                "mean": 1.5675462036132815,
+                "stdev": 0.0012463989257812669,
+                "p50": 1.5675462036132815,
+                "p90": 1.5685433227539063,
+                "p95": 1.5686679626464846,
+                "p99": 1.568767674560547,
+                "values": [
+                    1.5687926025390626,
+                    1.5662998046875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.0183455564231
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 3.1348080654144317,
+                "mean": 0.012341764037064678,
+                "stdev": 9.346761100570707e-05,
+                "p50": 0.012319744110107422,
+                "p90": 0.012359065628051757,
+                "p95": 0.012462796640396118,
+                "p99": 0.012848302049636842,
+                "values": [
+                    0.012355584144592285,
+                    0.012345343589782716,
+                    0.01233510398864746,
+                    0.012316672325134278,
+                    0.012319744110107422,
+                    0.012336128234863282,
+                    0.012302335739135742,
+                    0.012331007957458496,
+                    0.012316672325134278,
+                    0.01233407974243164,
+                    0.012326911926269531,
+                    0.01231980800628662,
+                    0.012323776245117187,
+                    0.012322815895080566,
+                    0.012337151527404786,
+                    0.012481535911560059,
+                    0.012843008041381837,
+                    0.012320768356323243,
+                    0.012326911926269531,
+                    0.012340224266052247,
+                    0.01232588768005371,
+                    0.012336128234863282,
+                    0.012306431770324706,
+                    0.012321791648864745,
+                    0.012308480262756348,
+                    0.012315648078918457,
+                    0.012310527801513671,
+                    0.012314623832702636,
+                    0.012310527801513671,
+                    0.012318719863891601,
+                    0.012324864387512208,
+                    0.012357631683349609,
+                    0.01232588768005371,
+                    0.012320768356323243,
+                    0.012323840141296387,
+                    0.012311552047729492,
+                    0.012386303901672363,
+                    0.012305407524108887,
+                    0.012306431770324706,
+                    0.01232588768005371,
+                    0.012333056449890138,
+                    0.012309503555297852,
+                    0.012308480262756348,
+                    0.012310527801513671,
+                    0.012324864387512208,
+                    0.012336128234863282,
+                    0.012329983711242675,
+                    0.012315648078918457,
+                    0.012296192169189453,
+                    0.012380160331726075,
+                    0.012311552047729492,
+                    0.012312576293945313,
+                    0.012640255928039551,
+                    0.012328960418701173,
+                    0.012311552047729492,
+                    0.012355584144592285,
+                    0.012302335739135742,
+                    0.012349439620971679,
+                    0.012324864387512208,
+                    0.012307456016540527,
+                    0.012305407524108887,
+                    0.012322815895080566,
+                    0.012309503555297852,
+                    0.012338175773620605,
+                    0.012315648078918457,
+                    0.012310527801513671,
+                    0.012307456016540527,
+                    0.012332032203674317,
+                    0.012324864387512208,
+                    0.012314623832702636,
+                    0.012326911926269531,
+                    0.012316672325134278,
+                    0.012324864387512208,
+                    0.012312576293945313,
+                    0.012306431770324706,
+                    0.012307456016540527,
+                    0.012316672325134278,
+                    0.012304384231567383,
+                    0.012309503555297852,
+                    0.012309503555297852,
+                    0.01234329605102539,
+                    0.012329983711242675,
+                    0.012337151527404786,
+                    0.012328960418701173,
+                    0.012327936172485352,
+                    0.012332032203674317,
+                    0.012331007957458496,
+                    0.012502016067504883,
+                    0.01249075222015381,
+                    0.012713983535766601,
+                    0.012414976119995117,
+                    0.012332032203674317,
+                    0.012322815895080566,
+                    0.012329983711242675,
+                    0.012315648078918457,
+                    0.012326911926269531,
+                    0.012357631683349609,
+                    0.012393471717834472,
+                    0.012378111839294433,
+                    0.013136896133422851,
+                    0.012919808387756348,
+                    0.01238425636291504,
+                    0.012332032203674317,
+                    0.012314623832702636,
+                    0.012323840141296387,
+                    0.012318719863891601,
+                    0.012307456016540527,
+                    0.012305407524108887,
+                    0.012307456016540527,
+                    0.012319744110107422,
+                    0.012339200019836426,
+                    0.012340224266052247,
+                    0.012339200019836426,
+                    0.012313599586486817,
+                    0.012305407524108887,
+                    0.012324864387512208,
+                    0.012462080001831055,
+                    0.01235148811340332,
+                    0.012307456016540527,
+                    0.012306431770324706,
+                    0.012324864387512208,
+                    0.01235968017578125,
+                    0.012331007957458496,
+                    0.012332032203674317,
+                    0.012319744110107422,
+                    0.012308480262756348,
+                    0.012307456016540527,
+                    0.012381183624267577,
+                    0.012323840141296387,
+                    0.012318719863891601,
+                    0.012314623832702636,
+                    0.012323840141296387,
+                    0.012313599586486817,
+                    0.012314623832702636,
+                    0.012303359985351562,
+                    0.012322815895080566,
+                    0.012299263954162597,
+                    0.012313599586486817,
+                    0.012302335739135742,
+                    0.012327936172485352,
+                    0.012308480262756348,
+                    0.012321791648864745,
+                    0.012307456016540527,
+                    0.012320768356323243,
+                    0.012324864387512208,
+                    0.012310527801513671,
+                    0.012307456016540527,
+                    0.012316672325134278,
+                    0.012312576293945313,
+                    0.012306431770324706,
+                    0.012303359985351562,
+                    0.012332032203674317,
+                    0.012324864387512208,
+                    0.012320768356323243,
+                    0.012317695617675782,
+                    0.012307456016540527,
+                    0.012313599586486817,
+                    0.012298239707946777,
+                    0.012305407524108887,
+                    0.012326911926269531,
+                    0.012320768356323243,
+                    0.012308480262756348,
+                    0.012406784057617188,
+                    0.012302335739135742,
+                    0.012319744110107422,
+                    0.012337151527404786,
+                    0.012338272094726562,
+                    0.01230838394165039,
+                    0.012319744110107422,
+                    0.012307456016540527,
+                    0.012310527801513671,
+                    0.012301312446594239,
+                    0.012298239707946777,
+                    0.012327936172485352,
+                    0.012320768356323243,
+                    0.012307456016540527,
+                    0.012338175773620605,
+                    0.012328960418701173,
+                    0.012306431770324706,
+                    0.012319744110107422,
+                    0.012312576293945313,
+                    0.012340224266052247,
+                    0.01285427188873291,
+                    0.012777471542358398,
+                    0.01233407974243164,
+                    0.012317695617675782,
+                    0.012346367835998535,
+                    0.012464127540588378,
+                    0.012313599586486817,
+                    0.012312576293945313,
+                    0.012304384231567383,
+                    0.012304384231567383,
+                    0.012315648078918457,
+                    0.012309503555297852,
+                    0.012486656188964844,
+                    0.012336128234863282,
+                    0.012307456016540527,
+                    0.012340224266052247,
+                    0.012339200019836426,
+                    0.012322815895080566,
+                    0.012326911926269531,
+                    0.012328960418701173,
+                    0.012310527801513671,
+                    0.012317695617675782,
+                    0.012297216415405274,
+                    0.012426239967346191,
+                    0.012308480262756348,
+                    0.012336128234863282,
+                    0.012319744110107422,
+                    0.012322815895080566,
+                    0.012360704421997071,
+                    0.012314623832702636,
+                    0.012328960418701173,
+                    0.012506112098693848,
+                    0.012314623832702636,
+                    0.012324864387512208,
+                    0.012317695617675782,
+                    0.012312576293945313,
+                    0.012311552047729492,
+                    0.012303359985351562,
+                    0.012299263954162597,
+                    0.012332032203674317,
+                    0.012316672325134278,
+                    0.012316672325134278,
+                    0.012312576293945313,
+                    0.012314623832702636,
+                    0.012313599586486817,
+                    0.012316672325134278,
+                    0.012368895530700684,
+                    0.012310527801513671,
+                    0.012301312446594239,
+                    0.012316672325134278,
+                    0.012315648078918457,
+                    0.012320768356323243,
+                    0.012328960418701173,
+                    0.012306431770324706,
+                    0.012315648078918457,
+                    0.012310527801513671,
+                    0.012303359985351562,
+                    0.012315648078918457,
+                    0.012312576293945313,
+                    0.012315648078918457,
+                    0.012313599586486817,
+                    0.012336128234863282,
+                    0.012315648078918457,
+                    0.012318719863891601,
+                    0.012345343589782716,
+                    0.012346367835998535,
+                    0.012316672325134278,
+                    0.012338239669799805,
+                    0.012300224304199218,
+                    0.012311552047729492,
+                    0.012319744110107422,
+                    0.01232588768005371
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.0256943008154
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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-5.10.223-211.872.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": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/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": 1338.068992,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 12.3825625,
+            "mean": 12.3825625,
+            "stdev": 0.0,
+            "p50": 12.3825625,
+            "p90": 12.3825625,
+            "p95": 12.3825625,
+            "p99": 12.3825625,
+            "values": [
+                12.3825625
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1856.22528,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 5278.596608
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.028297151565551758,
+            "mean": 0.014148575782775879,
+            "stdev": 0.0001519041061401362,
+            "p50": 0.014148575782775879,
+            "p90": 0.014270099067687989,
+            "p95": 0.014285289478302002,
+            "p99": 0.014297441806793213,
+            "values": [
+                0.013996671676635743,
+                0.014300479888916015
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 494.749443864281
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2026.012672,
+            "max_global_vram": 6071.779328,
+            "max_process_vram": 0.0,
+            "max_reserved": 5381.292032,
+            "max_allocated": 5282.647552
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.135092407226563,
+            "mean": 1.5675462036132815,
+            "stdev": 0.0012463989257812669,
+            "p50": 1.5675462036132815,
+            "p90": 1.5685433227539063,
+            "p95": 1.5686679626464846,
+            "p99": 1.568767674560547,
+            "values": [
+                1.5687926025390626,
+                1.5662998046875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.0183455564231
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 3.1348080654144317,
+            "mean": 0.012341764037064678,
+            "stdev": 9.346761100570707e-05,
+            "p50": 0.012319744110107422,
+            "p90": 0.012359065628051757,
+            "p95": 0.012462796640396118,
+            "p99": 0.012848302049636842,
+            "values": [
+                0.012355584144592285,
+                0.012345343589782716,
+                0.01233510398864746,
+                0.012316672325134278,
+                0.012319744110107422,
+                0.012336128234863282,
+                0.012302335739135742,
+                0.012331007957458496,
+                0.012316672325134278,
+                0.01233407974243164,
+                0.012326911926269531,
+                0.01231980800628662,
+                0.012323776245117187,
+                0.012322815895080566,
+                0.012337151527404786,
+                0.012481535911560059,
+                0.012843008041381837,
+                0.012320768356323243,
+                0.012326911926269531,
+                0.012340224266052247,
+                0.01232588768005371,
+                0.012336128234863282,
+                0.012306431770324706,
+                0.012321791648864745,
+                0.012308480262756348,
+                0.012315648078918457,
+                0.012310527801513671,
+                0.012314623832702636,
+                0.012310527801513671,
+                0.012318719863891601,
+                0.012324864387512208,
+                0.012357631683349609,
+                0.01232588768005371,
+                0.012320768356323243,
+                0.012323840141296387,
+                0.012311552047729492,
+                0.012386303901672363,
+                0.012305407524108887,
+                0.012306431770324706,
+                0.01232588768005371,
+                0.012333056449890138,
+                0.012309503555297852,
+                0.012308480262756348,
+                0.012310527801513671,
+                0.012324864387512208,
+                0.012336128234863282,
+                0.012329983711242675,
+                0.012315648078918457,
+                0.012296192169189453,
+                0.012380160331726075,
+                0.012311552047729492,
+                0.012312576293945313,
+                0.012640255928039551,
+                0.012328960418701173,
+                0.012311552047729492,
+                0.012355584144592285,
+                0.012302335739135742,
+                0.012349439620971679,
+                0.012324864387512208,
+                0.012307456016540527,
+                0.012305407524108887,
+                0.012322815895080566,
+                0.012309503555297852,
+                0.012338175773620605,
+                0.012315648078918457,
+                0.012310527801513671,
+                0.012307456016540527,
+                0.012332032203674317,
+                0.012324864387512208,
+                0.012314623832702636,
+                0.012326911926269531,
+                0.012316672325134278,
+                0.012324864387512208,
+                0.012312576293945313,
+                0.012306431770324706,
+                0.012307456016540527,
+                0.012316672325134278,
+                0.012304384231567383,
+                0.012309503555297852,
+                0.012309503555297852,
+                0.01234329605102539,
+                0.012329983711242675,
+                0.012337151527404786,
+                0.012328960418701173,
+                0.012327936172485352,
+                0.012332032203674317,
+                0.012331007957458496,
+                0.012502016067504883,
+                0.01249075222015381,
+                0.012713983535766601,
+                0.012414976119995117,
+                0.012332032203674317,
+                0.012322815895080566,
+                0.012329983711242675,
+                0.012315648078918457,
+                0.012326911926269531,
+                0.012357631683349609,
+                0.012393471717834472,
+                0.012378111839294433,
+                0.013136896133422851,
+                0.012919808387756348,
+                0.01238425636291504,
+                0.012332032203674317,
+                0.012314623832702636,
+                0.012323840141296387,
+                0.012318719863891601,
+                0.012307456016540527,
+                0.012305407524108887,
+                0.012307456016540527,
+                0.012319744110107422,
+                0.012339200019836426,
+                0.012340224266052247,
+                0.012339200019836426,
+                0.012313599586486817,
+                0.012305407524108887,
+                0.012324864387512208,
+                0.012462080001831055,
+                0.01235148811340332,
+                0.012307456016540527,
+                0.012306431770324706,
+                0.012324864387512208,
+                0.01235968017578125,
+                0.012331007957458496,
+                0.012332032203674317,
+                0.012319744110107422,
+                0.012308480262756348,
+                0.012307456016540527,
+                0.012381183624267577,
+                0.012323840141296387,
+                0.012318719863891601,
+                0.012314623832702636,
+                0.012323840141296387,
+                0.012313599586486817,
+                0.012314623832702636,
+                0.012303359985351562,
+                0.012322815895080566,
+                0.012299263954162597,
+                0.012313599586486817,
+                0.012302335739135742,
+                0.012327936172485352,
+                0.012308480262756348,
+                0.012321791648864745,
+                0.012307456016540527,
+                0.012320768356323243,
+                0.012324864387512208,
+                0.012310527801513671,
+                0.012307456016540527,
+                0.012316672325134278,
+                0.012312576293945313,
+                0.012306431770324706,
+                0.012303359985351562,
+                0.012332032203674317,
+                0.012324864387512208,
+                0.012320768356323243,
+                0.012317695617675782,
+                0.012307456016540527,
+                0.012313599586486817,
+                0.012298239707946777,
+                0.012305407524108887,
+                0.012326911926269531,
+                0.012320768356323243,
+                0.012308480262756348,
+                0.012406784057617188,
+                0.012302335739135742,
+                0.012319744110107422,
+                0.012337151527404786,
+                0.012338272094726562,
+                0.01230838394165039,
+                0.012319744110107422,
+                0.012307456016540527,
+                0.012310527801513671,
+                0.012301312446594239,
+                0.012298239707946777,
+                0.012327936172485352,
+                0.012320768356323243,
+                0.012307456016540527,
+                0.012338175773620605,
+                0.012328960418701173,
+                0.012306431770324706,
+                0.012319744110107422,
+                0.012312576293945313,
+                0.012340224266052247,
+                0.01285427188873291,
+                0.012777471542358398,
+                0.01233407974243164,
+                0.012317695617675782,
+                0.012346367835998535,
+                0.012464127540588378,
+                0.012313599586486817,
+                0.012312576293945313,
+                0.012304384231567383,
+                0.012304384231567383,
+                0.012315648078918457,
+                0.012309503555297852,
+                0.012486656188964844,
+                0.012336128234863282,
+                0.012307456016540527,
+                0.012340224266052247,
+                0.012339200019836426,
+                0.012322815895080566,
+                0.012326911926269531,
+                0.012328960418701173,
+                0.012310527801513671,
+                0.012317695617675782,
+                0.012297216415405274,
+                0.012426239967346191,
+                0.012308480262756348,
+                0.012336128234863282,
+                0.012319744110107422,
+                0.012322815895080566,
+                0.012360704421997071,
+                0.012314623832702636,
+                0.012328960418701173,
+                0.012506112098693848,
+                0.012314623832702636,
+                0.012324864387512208,
+                0.012317695617675782,
+                0.012312576293945313,
+                0.012311552047729492,
+                0.012303359985351562,
+                0.012299263954162597,
+                0.012332032203674317,
+                0.012316672325134278,
+                0.012316672325134278,
+                0.012312576293945313,
+                0.012314623832702636,
+                0.012313599586486817,
+                0.012316672325134278,
+                0.012368895530700684,
+                0.012310527801513671,
+                0.012301312446594239,
+                0.012316672325134278,
+                0.012315648078918457,
+                0.012320768356323243,
+                0.012328960418701173,
+                0.012306431770324706,
+                0.012315648078918457,
+                0.012310527801513671,
+                0.012303359985351562,
+                0.012315648078918457,
+                0.012312576293945313,
+                0.012315648078918457,
+                0.012313599586486817,
+                0.012336128234863282,
+                0.012315648078918457,
+                0.012318719863891601,
+                0.012345343589782716,
+                0.012346367835998535,
+                0.012316672325134278,
+                0.012338239669799805,
+                0.012300224304199218,
+                0.012311552047729492,
+                0.012319744110107422,
+                0.01232588768005371
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.0256943008154
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014148575782775879,
+        "prefill.throughput.value": 494.749443864281,
+        "decode.latency.mean": 1.5675462036132815,
+        "decode.throughput.value": 81.0183455564231,
+        "per_token.latency.mean": 0.012341764037064678,
+        "per_token.throughput.value": 81.0256943008154
+    }
+}

2024-08-28/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/multirun.yaml

@@ -0,0 +1,234 @@
+hydra:
+  run:
+    dir: _benchmark/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmphb_ugmdi/commit=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmphb_ugmdi/commit\=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+    - hydra.run.dir=_benchmark/tmphb_ugmdi/commit\=c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0/${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-5.10.223-211.872.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: c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-28/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.02051244831085205,
+            "prefill.throughput.value": 341.25619204103833,
+            "decode.latency.mean": 2.427037475585937,
+            "decode.throughput.value": 52.32716893641684,
+            "per_token.latency.mean": 0.019109263142262856,
+            "per_token.throughput.value": 52.33064156138798
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.021654767990112303,
+            "prefill.throughput.value": 323.25444461913617,
+            "decode.latency.mean": 2.5708712158203126,
+            "decode.throughput.value": 49.399596221888885,
+            "per_token.latency.mean": 0.02024205705687756,
+            "per_token.throughput.value": 49.402093729413444
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014148575782775879,
+            "prefill.throughput.value": 494.749443864281,
+            "decode.latency.mean": 1.5675462036132815,
+            "decode.throughput.value": 81.0183455564231,
+            "per_token.latency.mean": 0.012341764037064678,
+            "per_token.throughput.value": 81.0256943008154
+        }
+    }
+]

2024-08-28/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0": {
+                "metrics": {
+                    "prefill.latency.mean": 0.02051244831085205,
+                    "prefill.throughput.value": 341.25619204103833,
+                    "decode.latency.mean": 2.427037475585937,
+                    "decode.throughput.value": 52.32716893641684,
+                    "per_token.latency.mean": 0.019109263142262856,
+                    "per_token.throughput.value": 52.33064156138798
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0": {
+                "metrics": {
+                    "prefill.latency.mean": 0.021654767990112303,
+                    "prefill.throughput.value": 323.25444461913617,
+                    "decode.latency.mean": 2.5708712158203126,
+                    "decode.throughput.value": 49.399596221888885,
+                    "per_token.latency.mean": 0.02024205705687756,
+                    "per_token.throughput.value": 49.402093729413444
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "c35d2ccf5a5ebcab24a0b9da3cb2527b3ae565a0": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014148575782775879,
+                    "prefill.throughput.value": 494.749443864281,
+                    "decode.latency.mean": 1.5675462036132815,
+                    "decode.throughput.value": 81.0183455564231,
+                    "per_token.latency.mean": 0.012341764037064678,
+                    "per_token.throughput.value": 81.0256943008154
+                }
+            }
+        }
+    }
+}